diff --git a/TODO.md b/TODO.md index d51160f..154ff00 100644 --- a/TODO.md +++ b/TODO.md @@ -50,4 +50,14 @@ - [ ] testare kernel density estimation (alternativa sld) - [ ] significatività statistica (lunedì ore 10.00) - [ ] usare un metodo diverso di classificazione sia di partenza che dentro quantificatore per cifar10 -- [ ] valutare altre possibili esplorazioni del caso binario \ No newline at end of file +- [ ] valutare altre possibili esplorazioni del caso binario + +multiclass: +- [x] aggiungere classe per gestire risultato estimator (ExtendedPrev) +- [x] sistemare return in MCAE e BQAE estimate +- [x] modificare acc e f1 in error.py +- [x] modificare report.py in modo che l'index del dataframe sia una tupla di prevalence +- [x] modificare plot per adattarsi a modifiche report +- [x] aggiungere supporto a multiclass in dataset.py +- [x] aggiungere group_false in ExtensionPolicy +- [ ] modificare BQAE in modo che i quantifier si adattino alla casistica(binary/multi in base a group_false) diff --git a/conf.yaml b/conf.yaml index 7863a97..8d0369f 100644 --- a/conf.yaml +++ b/conf.yaml @@ -4,158 +4,284 @@ debug_conf: &debug_conf - acc OUT_DIR_NAME: output/debug DATASET_N_PREVS: 9 - DATASET_PREVS: - - 0.5 COMP_ESTIMATORS: - # - bin_sld - # - mul_sld - # - m3w_sld - # - bin_sld_gs - - mul_kde_gs - - m3w_kde_gs - - bin_kde_gs - # - m3w_sld_gs - # - doc - # - atc_mc + - bin_sld_lr + - mul_sld_lr + - m3w_sld_lr + - d_bin_sld_lr + - d_mul_sld_lr + - d_m3w_sld_lr + - d_bin_sld_rbf + - d_mul_sld_rbf + - d_m3w_sld_rbf + - bin_kde_lr + - mul_kde_lr + - m3w_kde_lr + - d_bin_kde_lr + - d_mul_kde_lr + - d_m3w_kde_lr + - d_bin_kde_rbf + - d_mul_kde_rbf + - d_m3w_kde_rbf + # - mandoline + # - rca + - doc + - atc_mc N_JOBS: -2 confs: - DATASET_NAME: imdb other_confs: + - DATASET_NAME: twitter_gasp - DATASET_NAME: rcv1 DATASET_TARGET: CCAT - -kde_conf: &kde_conf - global: - METRICS: - - acc - - f1 - OUT_DIR_NAME: output/kde/gs - DATASET_N_PREVS: 9 - COMP_ESTIMATORS: - - bin_kde_gs - - mul_kde_gs - - m3w_kde_gs - N_JOBS: -2 - - confs: +main: + confs: &main_confs - DATASET_NAME: rcv1 DATASET_TARGET: CCAT other_confs: - DATASET_NAME: imdb -test_conf: &test_conf - global: - METRICS: - - acc - - f1 - OUT_DIR_NAME: output/test - DATASET_N_PREVS: 9 - # DATASET_PREVS: - # - 0.5 - COMP_ESTIMATORS: - - bin_sld - - mul_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_gs - # - mul3w_sld_gs - - atc_mc - - atc_ne - - doc_feat - - kfcv - - confs: - - DATASET_NAME: cifar10 - DATASET_TARGET: dog - other_confs: - - DATASET_NAME: rcv1 - DATASET_TARGET: GCAT - - DATASET_NAME: imdb - -main_conf: &main_conf +sld_lr_conf: &sld_lr_conf global: METRICS: - acc - f1 - OUT_DIR_NAME: output/main + OUT_DIR_NAME: output/sld_lr DATASET_N_PREVS: 9 + N_JOBS: -2 COMP_ESTIMATORS: - - bin_sld - - mul_sld - - m3w_sld - - binc_sld - - mulc_sld - - m3wc_sld - - binmc_sld - - mulmc_sld - - m3wmc_sld - - binne_sld - - mulne_sld - - m3wne_sld - - binis_sld - - mulis_sld - - m3wis_sld - - bin_sld_gs - - mul_sld_gs - - m3w_sld_gs + - bin_sld_lr + - mul_sld_lr + - m3w_sld_lr + - bin_sld_lr_c + - mul_sld_lr_c + - m3w_sld_lr_c + - bin_sld_lr_mc + - mul_sld_lr_mc + - m3w_sld_lr_mc + - bin_sld_lr_ne + - mul_sld_lr_ne + - m3w_sld_lr_ne + - bin_sld_lr_is + - mul_sld_lr_is + - m3w_sld_lr_is + - bin_sld_lr_gs + - mul_sld_lr_gs + - m3w_sld_lr_gs - doc - atc_mc - - gde - - rca - - rca_star - - mandoline - confs: - - DATASET_NAME: cifar10 - DATASET_TARGET: dog + confs: *main_confs confs_next: - DATASET_NAME: imdb + - DATASET_NAME: twitter_gasp - DATASET_NAME: rcv1 DATASET_TARGET: CCAT - DATASET_NAME: rcv1 DATASET_TARGET: GCAT - DATASET_NAME: rcv1 DATASET_TARGET: MCAT + - DATASET_NAME: cifar10 + DATASET_TARGET: dog -add_conf: &add_conf +d_sld_lr_conf: &d_sld_lr_conf global: METRICS: - acc - f1 - OUT_DIR_NAME: output/add/m3w + OUT_DIR_NAME: output/d_sld_lr DATASET_N_PREVS: 9 + N_JOBS: -2 COMP_ESTIMATORS: - - m3w_sld - - m3wc_sld - - m3wmc_sld - - m3wne_sld - - m3wis_sld - - m3w_sld_gs + - d_bin_sld_lr + - d_mul_sld_lr + - d_m3w_sld_lr + - d_bin_sld_lr_c + - d_mul_sld_lr_c + - d_m3w_sld_lr_c + - d_bin_sld_lr_mc + - d_mul_sld_lr_mc + - d_m3w_sld_lr_mc + - d_bin_sld_lr_ne + - d_mul_sld_lr_ne + - d_m3w_sld_lr_ne + - d_bin_sld_lr_is + - d_mul_sld_lr_is + - d_m3w_sld_lr_is + - d_bin_sld_lr_gs + - d_mul_sld_lr_gs + - d_m3w_sld_lr_gs + - doc + - atc_mc - confs: + confs: *main_confs + confs_next: + - DATASET_NAME: rcv1 + DATASET_TARGET: CCAT + - DATASET_NAME: imdb + - DATASET_NAME: twitter_gasp + - DATASET_NAME: rcv1 + DATASET_TARGET: GCAT + - DATASET_NAME: rcv1 + DATASET_TARGET: MCAT - DATASET_NAME: cifar10 DATASET_TARGET: dog + +d_sld_rbf_conf: &d_sld_rbf_conf + + global: + METRICS: + - acc + - f1 + OUT_DIR_NAME: output/d_sld_rbf + DATASET_N_PREVS: 9 + N_JOBS: -2 + COMP_ESTIMATORS: + - d_bin_sld_rbf + - d_mul_sld_rbf + - d_m3w_sld_rbf + - d_bin_sld_rbf_c + - d_mul_sld_rbf_c + - d_m3w_sld_rbf_c + - d_bin_sld_rbf_mc + - d_mul_sld_rbf_mc + - d_m3w_sld_rbf_mc + - d_bin_sld_rbf_ne + - d_mul_sld_rbf_ne + - d_m3w_sld_rbf_ne + - d_bin_sld_rbf_is + - d_mul_sld_rbf_is + - d_m3w_sld_rbf_is + - d_bin_sld_rbf_gs + - d_mul_sld_rbf_gs + - d_m3w_sld_rbf_gs + - doc + - atc_mc + + confs: *main_confs confs_next: - DATASET_NAME: imdb + - DATASET_NAME: twitter_gasp - DATASET_NAME: rcv1 DATASET_TARGET: CCAT - DATASET_NAME: rcv1 DATASET_TARGET: GCAT - DATASET_NAME: rcv1 DATASET_TARGET: MCAT + - DATASET_NAME: cifar10 + DATASET_TARGET: dog + +kde_lr_conf: &kde_lr_conf + global: + METRICS: + - acc + - f1 + OUT_DIR_NAME: output/kde_lr + DATASET_N_PREVS: 9 + COMP_ESTIMATORS: + - bin_kde_lr + - mul_kde_lr + - m3w_kde_lr + - bin_kde_lr_c + - mul_kde_lr_c + - m3w_kde_lr_c + - bin_kde_lr_mc + - mul_kde_lr_mc + - m3w_kde_lr_mc + - bin_kde_lr_ne + - mul_kde_lr_ne + - m3w_kde_lr_ne + - bin_kde_lr_is + - mul_kde_lr_is + - m3w_kde_lr_is + - bin_kde_lr_gs + - mul_kde_lr_gs + - m3w_kde_lr_gs + - doc + - atc_mc + N_JOBS: -2 + + confs: *main_confs + other_confs: + - DATASET_NAME: imdb + - DATASET_NAME: rcv1 + DATASET_TARGET: CCAT + +d_kde_lr_conf: &d_kde_lr_conf + global: + METRICS: + - acc + - f1 + OUT_DIR_NAME: output/d_kde_lr + DATASET_N_PREVS: 9 + COMP_ESTIMATORS: + - d_bin_kde_lr + - d_mul_kde_lr + - d_m3w_kde_lr + - d_bin_kde_lr_c + - d_mul_kde_lr_c + - d_m3w_kde_lr_c + - d_bin_kde_lr_mc + - d_mul_kde_lr_mc + - d_m3w_kde_lr_mc + - d_bin_kde_lr_ne + - d_mul_kde_lr_ne + - d_m3w_kde_lr_ne + - d_bin_kde_lr_is + - d_mul_kde_lr_is + - d_m3w_kde_lr_is + - d_bin_kde_lr_gs + - d_mul_kde_lr_gs + - d_m3w_kde_lr_gs + - doc + - atc_mc + N_JOBS: -2 + + confs: *main_confs + other_confs: + - DATASET_NAME: imdb + - DATASET_NAME: rcv1 + DATASET_TARGET: CCAT + +d_kde_rbf_conf: &d_kde_rbf_conf + global: + METRICS: + - acc + - f1 + OUT_DIR_NAME: output/d_kde_rbf + DATASET_N_PREVS: 9 + COMP_ESTIMATORS: + - d_bin_kde_rbf + - d_mul_kde_rbf + - d_m3w_kde_rbf + - d_bin_kde_rbf_c + - d_mul_kde_rbf_c + - d_m3w_kde_rbf_c + - d_bin_kde_rbf_mc + - d_mul_kde_rbf_mc + - d_m3w_kde_rbf_mc + - d_bin_kde_rbf_ne + - d_mul_kde_rbf_ne + - d_m3w_kde_rbf_ne + - d_bin_kde_rbf_is + - d_mul_kde_rbf_is + - d_m3w_kde_rbf_is + - d_bin_kde_rbf_gs + - d_mul_kde_rbf_gs + - d_m3w_kde_rbf_gs + - doc + - atc_mc + N_JOBS: -2 + + confs: *main_confs + other_confs: + - DATASET_NAME: imdb + - DATASET_NAME: rcv1 + DATASET_TARGET: CCAT -exec: *debug_conf \ No newline at end of file +exec: *sld_lr_conf \ No newline at end of file diff --git a/pyproject.toml b/pyproject.toml index 286d291..6f993e5 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -17,7 +17,7 @@ abstention = "^0.1.3.1" [tool.poetry.scripts] main = "quacc.main:main" run = "run:run" -panel = "qcpanel.run:run" +pnl = "qcpanel.run:run" dash = "qcdash.app:run" sync_up = "remote:sync_code" sync_down = "remote:sync_output" @@ -55,7 +55,7 @@ dash-bootstrap-components = "^1.5.0" gunicorn = "^21.2.0" [tool.pytest.ini_options] -addopts = "--cov=quacc -rA" +addopts = "--cov=quacc -rA --cov-report html" [build-system] requires = ["poetry-core"] diff --git a/quacc.log b/quacc.log index 5dadba9..0561c19 100644 --- a/quacc.log +++ b/quacc.log @@ -12828,3 +12828,1144 @@ 05/12/23 22:11:41| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': None} (score=0.01508) [took 723.6967s] 05/12/23 22:17:23| INFO m3w_kde_gs finished [took 1065.3950s] 05/12/23 22:17:23| INFO Dataset sample 0.50 of dataset imdb_1prevs finished [took 2958.0688s] +---------------------------------------------------------------------------------------------------- +15/12/23 23:18:38| INFO dataset imdb [pool size: 10] +15/12/23 23:18:38| INFO Dataset sample 0.10 of dataset imdb started +15/12/23 23:18:50| INFO ref finished [took 9.7983s] +15/12/23 23:18:54| INFO bin_sld finished [took 13.7879s] +15/12/23 23:18:59| INFO m3w_sld finished [took 19.2958s] +15/12/23 23:19:16| INFO mul_sld finished [took 35.6941s] +15/12/23 23:19:16| INFO Dataset sample 0.10 of dataset imdb finished [took 37.4024s] +15/12/23 23:19:16| INFO Dataset sample 0.20 of dataset imdb started +15/12/23 23:19:28| INFO ref finished [took 10.3197s] +15/12/23 23:19:31| INFO bin_sld finished [took 13.7446s] +15/12/23 23:19:36| INFO m3w_sld finished [took 18.3097s] +15/12/23 23:19:48| INFO mul_sld finished [took 30.1954s] +15/12/23 23:19:48| INFO Dataset sample 0.20 of dataset imdb finished [took 31.7515s] +15/12/23 23:19:48| INFO Dataset sample 0.30 of dataset imdb started +15/12/23 23:19:58| INFO ref finished [took 10.4259s] +15/12/23 23:20:03| INFO bin_sld finished [took 13.8350s] +15/12/23 23:20:08| INFO m3w_sld finished [took 18.4748s] +15/12/23 23:20:13| INFO mul_sld finished [took 23.8319s] +15/12/23 23:20:13| INFO Dataset sample 0.30 of dataset imdb finished [took 25.5037s] +15/12/23 23:20:13| INFO Dataset sample 0.40 of dataset imdb started +15/12/23 23:20:24| INFO ref finished [took 10.3264s] +15/12/23 23:20:27| INFO bin_sld finished [took 13.7673s] +15/12/23 23:20:32| INFO m3w_sld finished [took 18.2661s] +15/12/23 23:20:37| INFO mul_sld finished [took 23.9950s] +15/12/23 23:20:38| INFO Dataset sample 0.40 of dataset imdb finished [took 24.4538s] +15/12/23 23:20:38| INFO Dataset sample 0.50 of dataset imdb started +15/12/23 23:20:48| INFO ref finished [took 10.3124s] +15/12/23 23:20:52| INFO bin_sld finished [took 13.9246s] +15/12/23 23:20:56| INFO m3w_sld finished [took 18.1226s] +15/12/23 23:21:02| INFO mul_sld finished [took 23.8314s] +15/12/23 23:21:02| INFO Dataset sample 0.50 of dataset imdb finished [took 24.2684s] +15/12/23 23:21:02| INFO Dataset sample 0.60 of dataset imdb started +15/12/23 23:21:12| INFO ref finished [took 10.2117s] +15/12/23 23:21:16| INFO bin_sld finished [took 13.9558s] +15/12/23 23:21:20| INFO m3w_sld finished [took 17.8788s] +15/12/23 23:21:26| INFO mul_sld finished [took 23.4688s] +15/12/23 23:21:26| INFO Dataset sample 0.60 of dataset imdb finished [took 23.8636s] +15/12/23 23:21:26| INFO Dataset sample 0.70 of dataset imdb started +15/12/23 23:21:36| INFO ref finished [took 10.2051s] +15/12/23 23:21:40| INFO bin_sld finished [took 13.9801s] +15/12/23 23:21:44| INFO m3w_sld finished [took 18.2849s] +15/12/23 23:21:49| INFO mul_sld finished [took 22.9896s] +15/12/23 23:21:49| INFO Dataset sample 0.70 of dataset imdb finished [took 23.4538s] +15/12/23 23:21:49| INFO Dataset sample 0.80 of dataset imdb started +15/12/23 23:22:00| INFO ref finished [took 10.0650s] +15/12/23 23:22:03| INFO bin_sld finished [took 13.7923s] +15/12/23 23:22:07| INFO m3w_sld finished [took 17.9177s] +15/12/23 23:22:12| INFO mul_sld finished [took 22.7075s] +15/12/23 23:22:12| INFO Dataset sample 0.80 of dataset imdb finished [took 23.1720s] +15/12/23 23:22:12| INFO Dataset sample 0.90 of dataset imdb started +15/12/23 23:22:23| INFO ref finished [took 9.9926s] +15/12/23 23:22:26| INFO bin_sld finished [took 13.7956s] +15/12/23 23:22:33| INFO m3w_sld finished [took 19.9126s] +15/12/23 23:22:39| INFO mul_sld finished [took 26.1949s] +15/12/23 23:22:39| INFO Dataset sample 0.90 of dataset imdb finished [took 26.5574s] +---------------------------------------------------------------------------------------------------- +15/12/23 23:27:44| INFO dataset imdb [pool size: 10] +15/12/23 23:27:45| INFO Dataset sample 0.10 of dataset imdb started +15/12/23 23:27:56| INFO ref finished [took 9.7601s] +15/12/23 23:28:05| INFO m3w_sld finished [took 18.8685s] +15/12/23 23:28:13| INFO bin_sld finished [took 26.4851s] +15/12/23 23:28:21| INFO mul_sld finished [took 34.9875s] +15/12/23 23:28:21| INFO Dataset sample 0.10 of dataset imdb finished [took 36.7145s] +15/12/23 23:28:21| INFO Dataset sample 0.20 of dataset imdb started +15/12/23 23:28:33| INFO ref finished [took 9.9667s] +15/12/23 23:28:41| INFO m3w_sld finished [took 18.2256s] +15/12/23 23:28:49| INFO bin_sld finished [took 26.5535s] +15/12/23 23:28:52| INFO mul_sld finished [took 29.3163s] +15/12/23 23:28:52| INFO Dataset sample 0.20 of dataset imdb finished [took 30.8125s] +15/12/23 23:28:52| INFO Dataset sample 0.30 of dataset imdb started +15/12/23 23:29:03| INFO ref finished [took 9.9769s] +15/12/23 23:29:12| INFO m3w_sld finished [took 18.0576s] +15/12/23 23:29:16| INFO bin_sld finished [took 22.2074s] +15/12/23 23:29:17| INFO mul_sld finished [took 23.6766s] +15/12/23 23:29:17| INFO Dataset sample 0.30 of dataset imdb finished [took 25.3446s] +15/12/23 23:29:17| INFO Dataset sample 0.40 of dataset imdb started +15/12/23 23:29:28| INFO ref finished [took 9.8517s] +15/12/23 23:29:36| INFO m3w_sld finished [took 18.1394s] +15/12/23 23:29:39| INFO bin_sld finished [took 21.3834s] +15/12/23 23:29:42| INFO mul_sld finished [took 23.9588s] +15/12/23 23:29:42| INFO Dataset sample 0.40 of dataset imdb finished [took 24.4163s] +15/12/23 23:29:42| INFO Dataset sample 0.50 of dataset imdb started +15/12/23 23:29:52| INFO ref finished [took 10.0248s] +15/12/23 23:30:00| INFO m3w_sld finished [took 17.7996s] +15/12/23 23:30:03| INFO bin_sld finished [took 20.4716s] +15/12/23 23:30:06| INFO mul_sld finished [took 23.7447s] +15/12/23 23:30:06| INFO Dataset sample 0.50 of dataset imdb finished [took 24.2009s] +15/12/23 23:30:06| INFO Dataset sample 0.60 of dataset imdb started +15/12/23 23:30:17| INFO ref finished [took 10.2792s] +15/12/23 23:30:25| INFO m3w_sld finished [took 18.5430s] +15/12/23 23:30:28| INFO bin_sld finished [took 21.4926s] +15/12/23 23:30:30| INFO mul_sld finished [took 23.7315s] +15/12/23 23:30:30| INFO Dataset sample 0.60 of dataset imdb finished [took 24.1621s] +15/12/23 23:30:30| INFO Dataset sample 0.70 of dataset imdb started +15/12/23 23:30:41| INFO ref finished [took 10.2517s] +15/12/23 23:30:49| INFO m3w_sld finished [took 18.6595s] +15/12/23 23:30:52| INFO bin_sld finished [took 21.7794s] +15/12/23 23:30:54| INFO mul_sld finished [took 23.4297s] +15/12/23 23:30:54| INFO Dataset sample 0.70 of dataset imdb finished [took 23.8716s] +15/12/23 23:30:54| INFO Dataset sample 0.80 of dataset imdb started +15/12/23 23:31:05| INFO ref finished [took 10.3056s] +15/12/23 23:31:13| INFO m3w_sld finished [took 18.1089s] +15/12/23 23:31:17| INFO mul_sld finished [took 22.6673s] +15/12/23 23:31:19| INFO bin_sld finished [took 24.6949s] +15/12/23 23:31:19| INFO Dataset sample 0.80 of dataset imdb finished [took 25.1665s] +15/12/23 23:31:19| INFO Dataset sample 0.90 of dataset imdb started +15/12/23 23:31:29| INFO ref finished [took 9.8731s] +15/12/23 23:31:39| INFO m3w_sld finished [took 19.8060s] +15/12/23 23:31:41| INFO bin_sld finished [took 21.8266s] +15/12/23 23:31:46| INFO mul_sld finished [took 26.1323s] +15/12/23 23:31:46| INFO Dataset sample 0.90 of dataset imdb finished [took 26.5050s] +---------------------------------------------------------------------------------------------------- +15/12/23 23:35:52| INFO dataset twitter_gasp [pool size: 10] +15/12/23 23:35:52| ERROR Evaluation over twitter_gasp failed. Exception: prevalences ((0.72, 0.2, 0.08)) wrong range (sum=0.9999999999999999) +---------------------------------------------------------------------------------------------------- +15/12/23 23:38:47| INFO dataset twitter_gasp [pool size: 10] +15/12/23 23:38:48| INFO Dataset sample 0.10 of dataset twitter_gasp started +15/12/23 23:38:59| WARNING Method ref failed. Exception: Target is multiclass but average='binary'. Please choose another average setting, one of [None, 'micro', 'macro', 'weighted']. +---------------------------------------------------------------------------------------------------- +15/12/23 23:43:04| INFO dataset twitter_gasp [pool size: 10] +15/12/23 23:43:05| INFO Dataset sample 0.10 of dataset twitter_gasp started +15/12/23 23:43:16| WARNING Method ref failed. Exception: Target is multiclass but average='binary'. Please choose another average setting, one of [None, 'micro', 'macro', 'weighted']. +---------------------------------------------------------------------------------------------------- +15/12/23 23:47:20| INFO dataset twitter_gasp [pool size: 10] +15/12/23 23:47:20| INFO Dataset sample 0.10 of dataset twitter_gasp started +15/12/23 23:47:39| WARNING Method bin_sld failed. Exception: setting an array element with a sequence. The requested array has an inhomogeneous shape after 1 dimensions. The detected shape was (3,) + inhomogeneous part. +---------------------------------------------------------------------------------------------------- +15/12/23 23:51:21| INFO dataset twitter_gasp [pool size: 10] +15/12/23 23:51:21| INFO Dataset sample 0.10 of dataset twitter_gasp started +15/12/23 23:56:02| INFO ref finished [took 264.4611s] +15/12/23 23:59:24| WARNING Method bin_sld failed. Exception: setting an array element with a sequence. The requested array has an inhomogeneous shape after 1 dimensions. The detected shape was (3,) + inhomogeneous part. +---------------------------------------------------------------------------------------------------- +16/12/23 01:13:28| INFO dataset twitter_gasp [pool size: 10] +16/12/23 01:13:29| INFO Dataset sample 0.10 of dataset twitter_gasp started +16/12/23 01:13:46| WARNING Method bin_sld failed. Exception: 'ExtBinPrev' object has no attribute 'extpol' +16/12/23 01:13:47| WARNING Method m3w_sld failed. Exception: 'ExtMulPrev' object has no attribute 'extpol' +16/12/23 01:13:52| WARNING Method mul_sld failed. Exception: 'ExtMulPrev' object has no attribute 'extpol' +---------------------------------------------------------------------------------------------------- +16/12/23 01:18:11| INFO dataset twitter_gasp [pool size: 10] +16/12/23 01:18:12| INFO Dataset sample 0.10 of dataset twitter_gasp started +16/12/23 01:18:29| WARNING Method bin_sld failed. Exception: 'ExtBinPrev' object has no attribute 'nbcl' +16/12/23 01:18:30| WARNING Method m3w_sld failed. Exception: 'ExtMulPrev' object has no attribute 'nbcl' +16/12/23 01:18:35| WARNING Method mul_sld failed. Exception: 'ExtMulPrev' object has no attribute 'nbcl' +---------------------------------------------------------------------------------------------------- +16/12/23 01:24:31| INFO dataset twitter_gasp [pool size: 10] +16/12/23 01:24:31| INFO Dataset sample 0.10 of dataset twitter_gasp started +16/12/23 01:24:49| WARNING Method bin_sld failed. Exception: 'ExtBinPrev' object has no attribute 'extpol' +---------------------------------------------------------------------------------------------------- +16/12/23 01:25:29| INFO dataset twitter_gasp [pool size: 10] +16/12/23 01:25:30| INFO Dataset sample 0.10 of dataset twitter_gasp started +---------------------------------------------------------------------------------------------------- +16/12/23 01:26:25| INFO dataset twitter_gasp [pool size: 10] +16/12/23 01:26:25| INFO Dataset sample 0.10 of dataset twitter_gasp started +16/12/23 01:30:03| INFO ref finished [took 209.8818s] +16/12/23 01:32:53| INFO m3w_sld finished [took 379.9077s] +16/12/23 01:33:27| INFO mul_sld finished [took 414.0392s] +16/12/23 01:33:38| INFO bin_sld finished [took 424.3863s] +16/12/23 01:33:38| INFO Dataset sample 0.10 of dataset twitter_gasp finished [took 432.5505s] +16/12/23 01:33:38| INFO Dataset sample 0.10 of dataset twitter_gasp started +16/12/23 01:33:45| WARNING Method bin_sld failed. Exception: index 0 is out of bounds for axis 0 with size 0 +16/12/23 01:36:36| INFO ref finished [took 171.5907s] +16/12/23 01:38:52| INFO m3w_sld finished [took 307.6356s] +16/12/23 01:39:21| INFO mul_sld finished [took 336.3603s] +16/12/23 01:39:21| INFO Dataset sample 0.10 of dataset twitter_gasp finished [took 343.2304s] +16/12/23 01:39:21| INFO Dataset sample 0.10 of dataset twitter_gasp started +16/12/23 01:39:32| WARNING Method bin_sld failed. Exception: This solver needs samples of at least 2 classes in the data, but the data contains only one class: 2 +16/12/23 01:42:18| INFO ref finished [took 171.0437s] +16/12/23 01:44:43| INFO m3w_sld finished [took 316.3492s] +16/12/23 01:45:14| INFO mul_sld finished [took 345.3901s] +16/12/23 01:45:14| INFO Dataset sample 0.10 of dataset twitter_gasp finished [took 353.0449s] +16/12/23 01:45:14| INFO Dataset sample 0.10 of dataset twitter_gasp started +16/12/23 01:48:38| INFO ref finished [took 196.3839s] +16/12/23 01:51:18| INFO m3w_sld finished [took 357.5066s] +16/12/23 01:52:21| INFO mul_sld finished [took 421.0636s] +16/12/23 01:52:27| INFO bin_sld finished [took 426.6888s] +16/12/23 01:52:27| INFO Dataset sample 0.10 of dataset twitter_gasp finished [took 432.9360s] +16/12/23 01:52:27| INFO Dataset sample 0.10 of dataset twitter_gasp started +16/12/23 01:52:34| WARNING Method bin_sld failed. Exception: index 0 is out of bounds for axis 0 with size 0 +16/12/23 01:55:35| INFO ref finished [took 181.0962s] +16/12/23 01:57:41| INFO m3w_sld finished [took 306.9233s] +16/12/23 01:58:01| INFO mul_sld finished [took 327.1674s] +16/12/23 01:58:01| INFO Dataset sample 0.10 of dataset twitter_gasp finished [took 333.9907s] +16/12/23 01:58:01| INFO Dataset sample 0.10 of dataset twitter_gasp started +16/12/23 01:58:12| WARNING Method bin_sld failed. Exception: This solver needs samples of at least 2 classes in the data, but the data contains only one class: 2 +16/12/23 02:01:03| INFO ref finished [took 174.1043s] +16/12/23 02:03:18| INFO m3w_sld finished [took 310.7019s] +16/12/23 02:04:01| INFO mul_sld finished [took 353.3251s] +16/12/23 02:04:01| INFO Dataset sample 0.10 of dataset twitter_gasp finished [took 359.3230s] +16/12/23 02:04:01| INFO Dataset sample 0.10 of dataset twitter_gasp started +16/12/23 02:04:07| WARNING Method bin_sld failed. Exception: index 0 is out of bounds for axis 0 with size 0 +---------------------------------------------------------------------------------------------------- +16/12/23 02:06:51| INFO dataset twitter_gasp_3prevs [pool size: 10] +16/12/23 02:06:51| INFO Dataset sample [0.5611 0.2505 0.1884] of dataset twitter_gasp_3prevs started +16/12/23 02:10:26| INFO ref finished [took 207.3402s] +16/12/23 02:13:13| INFO m3w_sld finished [took 374.3998s] +16/12/23 02:13:55| INFO mul_sld finished [took 416.4183s] +16/12/23 02:14:42| INFO bin_sld finished [took 463.0436s] +16/12/23 02:14:42| INFO Dataset sample 0.25 of dataset twitter_gasp_3prevs finished [took 471.1245s] +16/12/23 02:14:42| INFO Dataset sample [0.3747 0.2505 0.3747] of dataset twitter_gasp_3prevs started +16/12/23 02:18:13| INFO ref finished [took 204.7244s] +16/12/23 02:20:51| INFO m3w_sld finished [took 362.1438s] +16/12/23 02:21:40| INFO mul_sld finished [took 411.6865s] +16/12/23 02:22:27| INFO bin_sld finished [took 458.1129s] +16/12/23 02:22:27| INFO Dataset sample 0.25 of dataset twitter_gasp_3prevs finished [took 464.9618s] +16/12/23 02:22:27| INFO Dataset sample [0.1863 0.2505 0.5631] of dataset twitter_gasp_3prevs started +16/12/23 02:26:02| INFO ref finished [took 208.7296s] +16/12/23 02:28:51| INFO m3w_sld finished [took 377.4887s] +16/12/23 02:29:38| INFO mul_sld finished [took 424.7140s] +16/12/23 02:29:44| INFO bin_sld finished [took 430.4206s] +16/12/23 02:29:44| INFO Dataset sample 0.25 of dataset twitter_gasp_3prevs finished [took 437.1967s] +16/12/23 02:29:44| INFO Dataset sample [0.3747 0.499 0.1263] of dataset twitter_gasp_3prevs started +16/12/23 02:33:08| INFO ref finished [took 197.0444s] +16/12/23 02:35:46| INFO m3w_sld finished [took 355.4207s] +16/12/23 02:36:42| INFO mul_sld finished [took 411.5811s] +16/12/23 02:37:30| INFO bin_sld finished [took 459.1495s] +16/12/23 02:37:30| INFO Dataset sample 0.50 of dataset twitter_gasp_3prevs finished [took 466.0122s] +16/12/23 02:37:30| INFO Dataset sample [0.2505 0.499 0.2505] of dataset twitter_gasp_3prevs started +16/12/23 02:41:01| INFO ref finished [took 204.3100s] +16/12/23 02:43:35| INFO m3w_sld finished [took 358.2830s] +16/12/23 02:44:22| INFO mul_sld finished [took 405.7017s] +16/12/23 02:45:02| INFO bin_sld finished [took 445.6279s] +16/12/23 02:45:02| INFO Dataset sample 0.50 of dataset twitter_gasp_3prevs finished [took 452.3739s] +16/12/23 02:45:03| INFO Dataset sample [0.1242 0.501 0.3747] of dataset twitter_gasp_3prevs started +16/12/23 02:48:28| INFO ref finished [took 199.3406s] +16/12/23 02:51:03| INFO m3w_sld finished [took 354.7329s] +16/12/23 02:52:06| INFO mul_sld finished [took 417.2354s] +16/12/23 02:52:41| INFO bin_sld finished [took 451.4204s] +16/12/23 02:52:41| INFO Dataset sample 0.50 of dataset twitter_gasp_3prevs finished [took 458.1296s] +16/12/23 02:52:41| INFO Dataset sample [0.1863 0.7516 0.0621] of dataset twitter_gasp_3prevs started +16/12/23 02:53:41| WARNING Method bin_sld failed. Exception: shape mismatch: value array of shape (2,) could not be broadcast to indexing result of shape (3,) +16/12/23 02:55:58| INFO ref finished [took 190.6935s] +16/12/23 02:58:01| INFO m3w_sld finished [took 313.6470s] +16/12/23 02:58:58| INFO mul_sld finished [took 370.8608s] +16/12/23 02:58:58| INFO Dataset sample 0.75 of dataset twitter_gasp_3prevs finished [took 377.2697s] +16/12/23 02:58:58| INFO Dataset sample [0.1242 0.7495 0.1263] of dataset twitter_gasp_3prevs started +16/12/23 03:02:27| INFO ref finished [took 200.7585s] +16/12/23 03:04:48| INFO m3w_sld finished [took 344.8744s] +16/12/23 03:05:57| INFO mul_sld finished [took 412.7141s] +16/12/23 03:06:46| INFO bin_sld finished [took 462.3730s] +16/12/23 03:06:46| INFO Dataset sample 0.75 of dataset twitter_gasp_3prevs finished [took 468.4831s] +16/12/23 03:06:47| INFO Dataset sample [0.0621 0.7495 0.1884] of dataset twitter_gasp_3prevs started +16/12/23 03:06:53| WARNING Method bin_sld failed. Exception: This solver needs samples of at least 2 classes in the data, but the data contains only one class: 0 +16/12/23 03:09:54| INFO ref finished [took 180.9554s] +16/12/23 03:11:58| INFO m3w_sld finished [took 304.7795s] +16/12/23 03:12:40| INFO mul_sld finished [took 346.8529s] +16/12/23 03:12:40| INFO Dataset sample 0.75 of dataset twitter_gasp_3prevs finished [took 353.3753s] +---------------------------------------------------------------------------------------------------- +16/12/23 20:30:43| INFO dataset twitter_gasp_1prevs [pool size: 10] +16/12/23 20:30:43| INFO Dataset sample [0.2497 0.5007 0.2497] of dataset twitter_gasp_1prevs started +16/12/23 20:31:11| WARNING Method atc_mc failed. Exception: Target is multiclass but average='binary'. Please choose another average setting, one of [None, 'micro', 'macro', 'weighted']. +16/12/23 20:37:56| INFO ref finished [took 409.3260s] +16/12/23 20:40:19| INFO gde finished [took 553.6484s] +16/12/23 20:40:44| INFO doc finished [took 578.0385s] +16/12/23 20:41:59| INFO m3w_sld finished [took 652.8358s] +16/12/23 20:43:32| INFO mul_sld finished [took 744.4434s] +16/12/23 20:43:50| INFO bin_sld finished [took 763.5882s] +16/12/23 20:55:11| INFO mandoline finished [took 1444.3108s] +---------------------------------------------------------------------------------------------------- +16/12/23 21:25:05| INFO dataset twitter_gasp_1prevs [pool size: 10] +16/12/23 21:25:05| ERROR Evaluation over twitter_gasp_1prevs failed. Exception: min() arg is an empty sequence +---------------------------------------------------------------------------------------------------- +16/12/23 21:26:02| INFO dataset twitter_gasp_1prevs [pool size: 10] +16/12/23 21:26:02| ERROR Evaluation over twitter_gasp_1prevs failed. Exception: min() arg is an empty sequence +---------------------------------------------------------------------------------------------------- +16/12/23 21:29:08| INFO dataset twitter_gasp_3prevs [pool size: 10] +16/12/23 21:29:08| INFO Dataset sample [0.2993 0.2 0.5007] of dataset twitter_gasp_3prevs started +16/12/23 21:35:28| INFO ref finished [took 359.2931s] +16/12/23 21:35:53| INFO atc_mc finished [took 385.1659s] +16/12/23 21:36:38| INFO doc finished [took 430.8037s] +16/12/23 21:37:45| INFO gde finished [took 498.3944s] +16/12/23 21:38:47| INFO m3w_sld finished [took 560.9532s] +16/12/23 21:39:58| INFO mul_sld finished [took 629.9490s] +16/12/23 21:40:31| INFO bin_sld finished [took 662.9898s] +16/12/23 21:40:31| INFO Dataset sample [0.2993 0.2 0.5007] of dataset twitter_gasp_3prevs finished [took 682.6986s] +---------------------------------------------------------------------------------------------------- +16/12/23 21:57:06| INFO dataset twitter_gasp_3prevs [pool size: 10] +16/12/23 21:57:06| INFO Dataset sample [0.2993 0.2 0.5007] of dataset twitter_gasp_3prevs started +16/12/23 21:57:33| WARNING Method mgf_sld failed. Exception: MultiClassAccuracyEstimator.__init__() got an unexpected keyword argument 'group_false' +16/12/23 21:57:33| WARNING Method m3w_sld failed. Exception: MultiClassAccuracyEstimator.__init__() got an unexpected keyword argument 'group_false' +16/12/23 21:57:33| WARNING Method mul_sld failed. Exception: MultiClassAccuracyEstimator.__init__() got an unexpected keyword argument 'group_false' +---------------------------------------------------------------------------------------------------- +16/12/23 21:58:53| INFO dataset twitter_gasp_3prevs [pool size: 10] +16/12/23 21:58:53| INFO Dataset sample [0.2993 0.2 0.5007] of dataset twitter_gasp_3prevs started +16/12/23 22:06:58| INFO ref finished [took 457.7867s] +16/12/23 22:07:51| INFO atc_mc finished [took 512.4870s] +16/12/23 22:08:50| INFO doc finished [took 569.8725s] +16/12/23 22:10:35| INFO gde finished [took 676.1599s] +16/12/23 22:11:19| INFO bgf_sld finished [took 722.8391s] +16/12/23 22:11:32| INFO m3w_sld finished [took 733.6622s] +16/12/23 22:12:04| INFO mgf_sld finished [took 764.4739s] +16/12/23 22:12:43| INFO mul_sld finished [took 803.1343s] +16/12/23 22:12:49| INFO bin_sld finished [took 810.4321s] +16/12/23 22:12:49| INFO Dataset sample [0.2993 0.2 0.5007] of dataset twitter_gasp_3prevs finished [took 836.2165s] +---------------------------------------------------------------------------------------------------- +16/12/23 22:14:48| INFO dataset twitter_gasp_3prevs [pool size: 10] +16/12/23 22:14:48| INFO Dataset sample [0.2993 0.2 0.5007] of dataset twitter_gasp_3prevs started +16/12/23 22:19:36| INFO ref finished [took 275.5849s] +16/12/23 22:23:26| INFO bgfc_sld finished [took 504.7267s] +16/12/23 22:23:43| INFO mgfc_sld finished [took 522.5294s] +16/12/23 22:23:56| INFO m3wc_sld finished [took 534.8480s] +16/12/23 22:24:32| INFO mulc_sld finished [took 571.1795s] +16/12/23 22:24:47| INFO binc_sld finished [took 585.8929s] +16/12/23 22:24:47| INFO Dataset sample [0.2993 0.2 0.5007] of dataset twitter_gasp_3prevs finished [took 599.0506s] +---------------------------------------------------------------------------------------------------- +16/12/23 23:57:00| INFO dataset twitter_gasp [pool size: 10] +16/12/23 23:57:00| INFO Dataset sample [0.0993 0.1015 0.7991] of dataset twitter_gasp started +---------------------------------------------------------------------------------------------------- +17/12/23 00:01:36| INFO dataset twitter_gasp [pool size: 10] +17/12/23 00:01:36| INFO Dataset sample [0.0993 0.1015 0.7991] of dataset twitter_gasp started +17/12/23 00:02:04| WARNING Method bin_sld failed. Exception: shape mismatch: value array of shape (2,) could not be broadcast to indexing result of shape (3,) +---------------------------------------------------------------------------------------------------- +17/12/23 00:03:37| INFO dataset twitter_gasp [pool size: 10] +17/12/23 00:03:37| INFO Dataset sample [0.0993 0.1015 0.7991] of dataset twitter_gasp started +---------------------------------------------------------------------------------------------------- +17/12/23 00:07:29| INFO dataset twitter_gasp [pool size: 10] +17/12/23 00:07:29| INFO Dataset sample [0.0993 0.1015 0.7991] of dataset twitter_gasp started +17/12/23 00:16:15| INFO bin_sld finished [took 521.6439s] +17/12/23 00:23:44| INFO bgf_sld finished [took 443.2076s] +---------------------------------------------------------------------------------------------------- +17/12/23 20:24:07| INFO dataset twitter_gasp_3prevs [pool size: 10] +17/12/23 20:24:07| INFO Dataset sample [0.0993 0.1015 0.7991] of dataset twitter_gasp_3prevs started +17/12/23 20:26:47| INFO ref finished [took 155.4064s] +17/12/23 20:26:59| WARNING Method bin_sld_gs failed. Exception: no combination of hyperparameters seem to work +17/12/23 20:26:59| INFO Dataset sample [0.0993 0.1015 0.7991] of dataset twitter_gasp_3prevs finished [took 171.7853s] +---------------------------------------------------------------------------------------------------- +17/12/23 20:30:15| INFO dataset twitter_gasp_3prevs [pool size: 10] +17/12/23 20:30:15| INFO Dataset sample [0.0993 0.1015 0.7991] of dataset twitter_gasp_3prevs started +17/12/23 20:33:04| INFO ref finished [took 164.0856s] +17/12/23 20:33:09| WARNING Method bin_sld_gs failed. Exception: Cannot have number of splits n_splits=5 greater than the number of samples: n_samples=4. +17/12/23 20:33:09| INFO Dataset sample [0.0993 0.1015 0.7991] of dataset twitter_gasp_3prevs finished [took 173.5922s] +---------------------------------------------------------------------------------------------------- +17/12/23 20:36:49| INFO dataset twitter_gasp_3prevs [pool size: 10] +17/12/23 20:36:49| INFO Dataset sample [0.0993 0.1015 0.7991] of dataset twitter_gasp_3prevs started +17/12/23 20:41:08| INFO ref finished [took 246.6560s] +17/12/23 20:44:02| WARNING Method bin_sld_gs failed. Exception: Cannot have number of splits n_splits=5 greater than the number of samples: n_samples=4. +17/12/23 20:44:02| INFO Dataset sample [0.0993 0.1015 0.7991] of dataset twitter_gasp_3prevs finished [took 433.1548s] +---------------------------------------------------------------------------------------------------- +17/12/23 20:45:13| INFO dataset twitter_gasp_3prevs [pool size: 10] +---------------------------------------------------------------------------------------------------- +17/12/23 20:51:31| INFO dataset twitter_gasp_3prevs [pool size: 10] +17/12/23 20:51:31| INFO Dataset sample [0.0993 0.1015 0.7991] of dataset twitter_gasp_3prevs started +17/12/23 20:54:22| INFO ref finished [took 166.9835s] +17/12/23 20:58:05| WARNING Method mul_kde_gs failed. Exception: Found array with 0 sample(s) (shape=(0, 6)) while a minimum of 1 is required by KernelDensity. +17/12/23 20:58:05| INFO Dataset sample [0.0993 0.1015 0.7991] of dataset twitter_gasp_3prevs finished [took 393.6914s] +---------------------------------------------------------------------------------------------------- +17/12/23 21:21:44| INFO dataset twitter_gasp_3prevs [pool size: 10] +17/12/23 21:21:44| INFO Dataset sample [0.0993 0.1015 0.7991] of dataset twitter_gasp_3prevs started +17/12/23 21:24:36| INFO ref finished [took 167.5074s] +17/12/23 21:30:03| WARNING Method mul_sld_gs failed. Exception: index 8 is out of bounds for axis 0 with size 6 +17/12/23 21:30:03| INFO Dataset sample [0.0993 0.1015 0.7991] of dataset twitter_gasp_3prevs finished [took 498.9334s] +---------------------------------------------------------------------------------------------------- +17/12/23 21:31:22| INFO dataset twitter_gasp_3prevs [pool size: 10] +17/12/23 21:31:22| INFO Dataset sample [0.0993 0.1015 0.7991] of dataset twitter_gasp_3prevs started +17/12/23 21:34:16| INFO ref finished [took 169.8440s] +17/12/23 21:39:38| WARNING Method mul_sld_gs failed. Exception: index 8 is out of bounds for axis 0 with size 6 +17/12/23 21:39:38| INFO Dataset sample [0.0993 0.1015 0.7991] of dataset twitter_gasp_3prevs finished [took 496.2793s] +---------------------------------------------------------------------------------------------------- +17/12/23 21:58:38| INFO dataset twitter_gasp_3prevs [pool size: 10] +17/12/23 21:58:38| INFO Dataset sample [0.0993 0.1015 0.7991] of dataset twitter_gasp_3prevs started +17/12/23 22:03:03| INFO ref finished [took 252.5576s] +17/12/23 22:06:21| WARNING Method mul_sld_gs failed. Exception: index 8 is out of bounds for axis 0 with size 6 +17/12/23 22:06:21| INFO Dataset sample [0.0993 0.1015 0.7991] of dataset twitter_gasp_3prevs finished [took 463.4085s] +---------------------------------------------------------------------------------------------------- +17/12/23 22:06:59| INFO dataset twitter_gasp_3prevs [pool size: 10] +17/12/23 22:06:59| INFO Dataset sample [0.0993 0.1015 0.7991] of dataset twitter_gasp_3prevs started +17/12/23 22:11:15| INFO ref finished [took 243.6298s] +17/12/23 22:18:47| WARNING Method mul_sld_gs failed. Exception: index 8 is out of bounds for axis 0 with size 6 +17/12/23 22:18:47| INFO Dataset sample [0.0993 0.1015 0.7991] of dataset twitter_gasp_3prevs finished [took 707.7535s] +---------------------------------------------------------------------------------------------------- +17/12/23 22:19:35| INFO dataset twitter_gasp_3prevs [pool size: 10] +17/12/23 22:19:35| INFO Dataset sample [0.0993 0.1015 0.7991] of dataset twitter_gasp_3prevs started +17/12/23 22:23:49| INFO ref finished [took 241.4581s] +17/12/23 22:30:36| WARNING Method mul_sld_gs failed. Exception: index 8 is out of bounds for axis 0 with size 6 +17/12/23 22:30:36| INFO Dataset sample [0.0993 0.1015 0.7991] of dataset twitter_gasp_3prevs finished [took 660.4766s] +---------------------------------------------------------------------------------------------------- +17/12/23 22:31:17| INFO dataset twitter_gasp_3prevs [pool size: 10] +17/12/23 22:31:17| INFO Dataset sample [0.0993 0.1015 0.7991] of dataset twitter_gasp_3prevs started +17/12/23 22:34:02| INFO ref finished [took 160.0272s] +17/12/23 22:34:08| WARNING Method bgf_sld_gs failed. Exception: Cannot have number of splits n_splits=5 greater than the number of samples: n_samples=4. +17/12/23 22:34:08| INFO Dataset sample [0.0993 0.1015 0.7991] of dataset twitter_gasp_3prevs finished [took 170.8696s] +---------------------------------------------------------------------------------------------------- +18/12/23 18:53:11| INFO dataset imdb_3prevs [pool size: 10] +18/12/23 18:53:11| INFO Dataset sample [0.5 0.5] of dataset imdb_3prevs started +18/12/23 18:53:45| INFO m3w_sld_lr finished [took 31.3248s] +18/12/23 18:53:45| INFO d_bin_sld_lr finished [took 30.7996s] +18/12/23 18:53:47| INFO d_m3w_sld_lr finished [took 32.4849s] +18/12/23 18:53:48| INFO bin_sld_lr finished [took 34.4828s] +18/12/23 18:53:55| INFO mul_sld_lr finished [took 40.6195s] +18/12/23 18:53:57| INFO d_mul_sld_lr finished [took 42.1927s] +---------------------------------------------------------------------------------------------------- +18/12/23 19:20:57| INFO dataset imdb_3prevs [pool size: 10] +18/12/23 19:20:58| INFO Dataset sample [0.5 0.5] of dataset imdb_3prevs started +18/12/23 19:21:24| INFO doc finished [took 14.1388s] +18/12/23 19:21:25| INFO ref finished [took 16.3040s] +18/12/23 19:21:32| INFO atc_mc finished [took 23.1502s] +18/12/23 19:22:21| INFO bin_sld_lr finished [took 74.0882s] +18/12/23 19:22:46| INFO mul_sld_lr finished [took 99.1091s] +---------------------------------------------------------------------------------------------------- +18/12/23 19:25:07| INFO dataset imdb_3prevs [pool size: 10] +18/12/23 19:25:07| INFO Dataset sample [0.5 0.5] of dataset imdb_3prevs started +18/12/23 19:25:09| WARNING Method bin_sld_lr failed. Exception: ConfidenceBasedAccuracyEstimator.__init__() got an unexpected keyword argument 'dense' +18/12/23 19:25:10| WARNING Method d_bin_sld_lr failed. Exception: ConfidenceBasedAccuracyEstimator.__init__() got an unexpected keyword argument 'dense' +18/12/23 19:25:10| WARNING Method d_bin_sld_rbf failed. Exception: ConfidenceBasedAccuracyEstimator.__init__() got an unexpected keyword argument 'dense' +---------------------------------------------------------------------------------------------------- +18/12/23 19:25:50| INFO dataset imdb_3prevs [pool size: 10] +18/12/23 19:25:50| INFO Dataset sample [0.5 0.5] of dataset imdb_3prevs started +18/12/23 19:26:09| INFO ref finished [took 15.4305s] +18/12/23 19:26:11| INFO d_m3w_sld_lr finished [took 18.2586s] +18/12/23 19:26:13| INFO atc_mc finished [took 19.0618s] +18/12/23 19:26:18| INFO m3w_sld_lr finished [took 25.0127s] +18/12/23 19:26:19| INFO d_bin_sld_lr finished [took 25.0909s] +18/12/23 19:26:20| INFO d_mul_sld_lr finished [took 26.1813s] +18/12/23 19:26:20| INFO bin_sld_lr finished [took 27.0228s] +18/12/23 19:26:21| INFO doc finished [took 11.0007s] +18/12/23 19:26:24| INFO mul_sld_lr finished [took 30.9385s] +18/12/23 19:28:47| INFO d_bin_sld_rbf finished [took 173.2402s] +18/12/23 19:31:21| INFO d_m3w_sld_rbf finished [took 327.2715s] +18/12/23 19:32:07| INFO d_mul_sld_rbf finished [took 374.0586s] +18/12/23 19:32:07| INFO Dataset sample [0.5 0.5] of dataset imdb_3prevs finished [took 376.8446s] +---------------------------------------------------------------------------------------------------- +19/12/23 08:04:23| INFO dataset imdb [pool size: 10] +19/12/23 08:04:23| INFO Dataset sample [0.0999 0.9001] of dataset imdb started +19/12/23 08:04:57| INFO mul_sld_lr_c finished [took 31.9578s] +19/12/23 08:04:58| INFO m3w_sld_lr_c finished [took 31.9112s] +19/12/23 08:04:58| INFO m3w_sld_lr_mc finished [took 32.6836s] +19/12/23 08:05:00| INFO m3w_sld_lr finished [took 34.7581s] +19/12/23 08:05:01| INFO mul_sld_lr_ne finished [took 35.1429s] +19/12/23 08:05:02| INFO mul_sld_lr_mc finished [took 36.2360s] +19/12/23 08:05:02| INFO bin_sld_lr_c finished [took 36.5580s] +19/12/23 08:05:02| INFO bin_sld_lr_ne finished [took 36.3693s] +19/12/23 08:05:03| INFO bin_sld_lr finished [took 37.5742s] +19/12/23 08:05:03| INFO bin_sld_lr_mc finished [took 37.4665s] +19/12/23 08:05:06| INFO mul_sld_lr finished [took 40.4510s] +19/12/23 08:05:13| INFO ref finished [took 11.5751s] +19/12/23 08:05:14| INFO doc finished [took 11.3389s] +19/12/23 08:05:17| INFO atc_mc finished [took 14.5237s] +19/12/23 08:05:19| INFO m3w_sld_lr_ne finished [took 21.3295s] +19/12/23 08:05:21| INFO mul_sld_lr_is finished [took 22.2360s] +19/12/23 08:05:23| INFO m3w_sld_lr_is finished [took 22.3858s] +19/12/23 08:05:25| INFO bin_sld_lr_is finished [took 26.7583s] +19/12/23 08:05:38| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': None, 'confidence': ['isoft']} (score=0.01318) [took 12.2365s] +19/12/23 08:06:00| INFO bin_sld_lr_gs finished [took 34.2625s] +19/12/23 08:07:58| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': None, 'confidence': ['isoft']} (score=0.02635) [took 118.5051s] +19/12/23 08:08:15| INFO mul_sld_lr_gs finished [took 135.0721s] +19/12/23 08:09:45| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.00803) [took 89.8531s] +19/12/23 08:10:00| INFO m3w_sld_lr_gs finished [took 105.1018s] +19/12/23 08:10:00| INFO Dataset sample [0.0999 0.9001] of dataset imdb finished [took 337.0951s] +19/12/23 08:10:00| INFO Dataset sample [0.2 0.8] of dataset imdb started +19/12/23 08:10:32| INFO m3w_sld_lr_c finished [took 30.5840s] +19/12/23 08:10:32| INFO m3w_sld_lr finished [took 30.8013s] +19/12/23 08:10:33| INFO m3w_sld_lr_mc finished [took 31.5860s] +19/12/23 08:10:34| INFO mul_sld_lr_mc finished [took 32.5726s] +19/12/23 08:10:39| INFO mul_sld_lr_ne finished [took 37.6666s] +19/12/23 08:10:39| INFO mul_sld_lr_c finished [took 38.0058s] +19/12/23 08:10:40| INFO mul_sld_lr finished [took 38.7269s] +19/12/23 08:10:43| INFO bin_sld_lr finished [took 41.9611s] +19/12/23 08:10:45| INFO bin_sld_lr_mc finished [took 43.6857s] +19/12/23 08:10:45| INFO bin_sld_lr_ne finished [took 43.6990s] +19/12/23 08:10:45| INFO bin_sld_lr_c finished [took 43.8403s] +19/12/23 08:10:52| INFO ref finished [took 12.6548s] +19/12/23 08:10:52| INFO doc finished [took 12.1395s] +19/12/23 08:10:55| INFO m3w_sld_lr_is finished [took 21.0706s] +19/12/23 08:10:57| INFO atc_mc finished [took 17.4847s] +19/12/23 08:10:57| INFO m3w_sld_lr_ne finished [took 25.1315s] +19/12/23 08:11:00| INFO mul_sld_lr_is finished [took 26.7404s] +19/12/23 08:11:01| INFO bin_sld_lr_is finished [took 28.9647s] +19/12/23 08:11:43| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': None, 'confidence': ['isoft']} (score=0.01156) [took 41.0017s] +19/12/23 08:12:06| INFO bin_sld_lr_gs finished [took 63.5342s] +19/12/23 08:14:16| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.00731) [took 129.7441s] +19/12/23 08:14:33| INFO mul_sld_lr_gs finished [took 146.8130s] +19/12/23 08:16:05| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.00820) [took 91.6456s] +19/12/23 08:16:20| INFO m3w_sld_lr_gs finished [took 107.0580s] +19/12/23 08:16:20| INFO Dataset sample [0.2 0.8] of dataset imdb finished [took 380.0068s] +19/12/23 08:16:20| INFO Dataset sample [0.3 0.7] of dataset imdb started +19/12/23 08:16:51| INFO m3w_sld_lr_mc finished [took 30.1975s] +19/12/23 08:16:53| INFO m3w_sld_lr finished [took 31.2666s] +19/12/23 08:16:54| INFO m3w_sld_lr_c finished [took 32.4483s] +19/12/23 08:16:57| INFO mul_sld_lr finished [took 35.4984s] +19/12/23 08:16:58| INFO mul_sld_lr_mc finished [took 36.2055s] +19/12/23 08:16:59| INFO bin_sld_lr_ne finished [took 37.4649s] +19/12/23 08:16:59| INFO bin_sld_lr_mc finished [took 37.7941s] +19/12/23 08:17:00| INFO bin_sld_lr finished [took 38.4374s] +19/12/23 08:17:00| INFO bin_sld_lr_c finished [took 38.4008s] +19/12/23 08:17:00| INFO mul_sld_lr_ne finished [took 38.9703s] +19/12/23 08:17:01| INFO mul_sld_lr_c finished [took 39.4205s] +19/12/23 08:17:09| INFO ref finished [took 11.3020s] +19/12/23 08:17:09| INFO doc finished [took 9.8980s] +19/12/23 08:17:13| INFO atc_mc finished [took 14.0075s] +19/12/23 08:17:14| INFO m3w_sld_lr_ne finished [took 21.9788s] +19/12/23 08:17:19| INFO bin_sld_lr_is finished [took 25.6754s] +19/12/23 08:17:19| INFO mul_sld_lr_is finished [took 25.3450s] +19/12/23 08:17:20| INFO m3w_sld_lr_is finished [took 22.9292s] +---------------------------------------------------------------------------------------------------- +19/12/23 12:12:12| INFO dataset imdb [pool size: 10] +19/12/23 12:12:12| INFO Dataset sample [0.0999 0.9001] of dataset imdb started +19/12/23 12:12:38| INFO d_bin_sld_lr finished [took 23.5769s] +19/12/23 12:12:38| INFO d_m3w_sld_lr_c finished [took 23.4067s] +19/12/23 12:12:39| INFO d_mul_sld_lr_c finished [took 24.0236s] +19/12/23 12:12:39| INFO d_mul_sld_lr_ne finished [took 24.7490s] +19/12/23 12:12:40| INFO d_m3w_sld_lr_mc finished [took 24.8176s] +19/12/23 12:12:40| INFO d_mul_sld_lr_mc finished [took 25.1063s] +19/12/23 12:12:40| INFO d_m3w_sld_lr finished [took 25.3659s] +19/12/23 12:12:40| INFO d_bin_sld_lr_c finished [took 25.5897s] +19/12/23 12:12:40| INFO d_mul_sld_lr finished [took 26.1199s] +19/12/23 12:12:41| INFO d_bin_sld_lr_ne finished [took 26.8206s] +19/12/23 12:12:47| INFO d_bin_sld_lr_mc finished [took 32.5760s] +19/12/23 12:12:50| INFO ref finished [took 10.2640s] +19/12/23 12:12:54| INFO atc_mc finished [took 13.7748s] +19/12/23 12:12:55| INFO d_m3w_sld_lr_ne finished [took 16.3996s] +19/12/23 12:12:57| INFO doc finished [took 16.6127s] +19/12/23 12:12:57| INFO d_m3w_sld_lr_is finished [took 17.4269s] +19/12/23 12:12:58| INFO d_mul_sld_lr_is finished [took 18.9861s] +19/12/23 12:13:11| INFO d_bin_sld_lr_is finished [took 32.3425s] +19/12/23 12:13:18| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': None, 'confidence': ['isoft']} (score=0.01022) [took 6.5871s] +19/12/23 12:13:34| INFO d_bin_sld_lr_gs finished [took 22.6052s] +19/12/23 12:13:41| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': None, 'confidence': ['isoft']} (score=0.00922) [took 6.3093s] +19/12/23 12:13:56| INFO d_mul_sld_lr_gs finished [took 21.4558s] +19/12/23 12:14:05| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': None, 'confidence': ['isoft']} (score=0.00928) [took 9.2726s] +19/12/23 12:14:18| INFO d_m3w_sld_lr_gs finished [took 21.7859s] +19/12/23 12:14:18| INFO Dataset sample [0.0999 0.9001] of dataset imdb finished [took 125.5532s] +19/12/23 12:14:18| INFO Dataset sample [0.2 0.8] of dataset imdb started +19/12/23 12:14:35| INFO d_m3w_sld_lr_mc finished [took 16.7456s] +19/12/23 12:14:41| INFO d_m3w_sld_lr_c finished [took 22.4341s] +19/12/23 12:14:42| INFO d_m3w_sld_lr finished [took 22.9768s] +19/12/23 12:14:45| INFO d_mul_sld_lr_c finished [took 26.5974s] +19/12/23 12:14:46| INFO d_mul_sld_lr finished [took 27.5131s] +19/12/23 12:14:46| INFO d_mul_sld_lr_ne finished [took 27.4493s] +19/12/23 12:14:47| INFO d_mul_sld_lr_mc finished [took 27.9875s] +19/12/23 12:14:56| INFO d_m3w_sld_lr_ne finished [took 20.3403s] +19/12/23 12:15:01| INFO ref finished [took 14.8631s] +19/12/23 12:15:08| INFO atc_mc finished [took 21.0023s] +19/12/23 12:15:08| INFO d_mul_sld_lr_is finished [took 26.1071s] +19/12/23 12:15:08| INFO d_m3w_sld_lr_is finished [took 22.7698s] +19/12/23 12:15:09| INFO d_bin_sld_lr_mc finished [took 50.1163s] +19/12/23 12:15:11| INFO d_bin_sld_lr finished [took 52.3635s] +19/12/23 12:15:11| INFO d_bin_sld_lr_c finished [took 52.5500s] +19/12/23 12:15:11| INFO doc finished [took 24.1438s] +19/12/23 12:15:12| INFO d_bin_sld_lr_ne finished [took 53.7682s] +19/12/23 12:15:19| INFO d_bin_sld_lr_is finished [took 37.6597s] +19/12/23 12:15:29| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': None, 'confidence': ['isoft']} (score=0.00883) [took 9.2215s] +19/12/23 12:15:54| INFO d_bin_sld_lr_gs finished [took 34.5020s] +19/12/23 12:16:06| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.00835) [took 10.7495s] +19/12/23 12:16:21| INFO d_mul_sld_lr_gs finished [took 26.0411s] +19/12/23 12:16:31| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.00795) [took 9.5042s] +19/12/23 12:16:44| INFO d_m3w_sld_lr_gs finished [took 22.5833s] +19/12/23 12:16:44| INFO Dataset sample [0.2 0.8] of dataset imdb finished [took 145.9757s] +19/12/23 12:16:44| INFO Dataset sample [0.3 0.7] of dataset imdb started +19/12/23 12:17:07| INFO d_mul_sld_lr finished [took 22.6306s] +19/12/23 12:17:07| INFO d_m3w_sld_lr finished [took 22.7425s] +19/12/23 12:17:08| INFO d_m3w_sld_lr_c finished [took 22.9796s] +19/12/23 12:17:08| INFO d_m3w_sld_lr_mc finished [took 23.5430s] +19/12/23 12:17:14| INFO d_mul_sld_lr_c finished [took 29.4356s] +19/12/23 12:17:14| INFO d_mul_sld_lr_mc finished [took 29.6841s] +19/12/23 12:17:15| INFO d_mul_sld_lr_ne finished [took 30.1389s] +19/12/23 12:17:16| INFO d_bin_sld_lr finished [took 31.3105s] +19/12/23 12:17:16| INFO d_bin_sld_lr_c finished [took 31.8742s] +19/12/23 12:17:17| INFO d_bin_sld_lr_ne finished [took 32.3958s] +19/12/23 12:17:18| INFO d_bin_sld_lr_mc finished [took 33.1005s] +19/12/23 12:17:25| INFO d_m3w_sld_lr_ne finished [took 16.8702s] +19/12/23 12:17:27| INFO d_m3w_sld_lr_is finished [took 18.4621s] +19/12/23 12:17:28| INFO ref finished [took 13.7348s] +19/12/23 12:17:29| INFO atc_mc finished [took 14.2889s] +19/12/23 12:17:30| INFO d_mul_sld_lr_is finished [took 22.3493s] +19/12/23 12:17:32| INFO doc finished [took 16.8999s] +19/12/23 12:17:33| INFO d_bin_sld_lr_is finished [took 25.3133s] +19/12/23 12:17:44| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} (score=0.03432) [took 10.1460s] +19/12/23 12:18:01| INFO d_bin_sld_lr_gs finished [took 26.9805s] +19/12/23 12:18:11| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.01501) [took 10.2821s] +19/12/23 12:18:29| INFO d_mul_sld_lr_gs finished [took 27.9071s] +19/12/23 12:18:38| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.01173) [took 8.1458s] +19/12/23 12:18:51| INFO d_m3w_sld_lr_gs finished [took 21.2281s] +19/12/23 12:18:51| INFO Dataset sample [0.3 0.7] of dataset imdb finished [took 127.1257s] +19/12/23 12:18:51| INFO Dataset sample [0.3999 0.6001] of dataset imdb started +19/12/23 12:19:12| INFO d_m3w_sld_lr finished [took 20.8410s] +19/12/23 12:19:16| INFO d_m3w_sld_lr_c finished [took 24.6098s] +19/12/23 12:19:16| INFO d_m3w_sld_lr_mc finished [took 24.5984s] +19/12/23 12:19:18| INFO d_bin_sld_lr_c finished [took 26.4321s] +19/12/23 12:19:22| INFO d_bin_sld_lr_mc finished [took 29.9446s] +19/12/23 12:19:22| INFO d_bin_sld_lr_ne finished [took 30.4247s] +19/12/23 12:19:22| INFO d_bin_sld_lr finished [took 30.5498s] +19/12/23 12:19:23| INFO d_mul_sld_lr finished [took 31.2950s] +19/12/23 12:19:23| INFO d_mul_sld_lr_mc finished [took 31.2812s] +19/12/23 12:19:23| INFO d_mul_sld_lr_ne finished [took 31.2022s] +19/12/23 12:19:23| INFO d_mul_sld_lr_c finished [took 31.3173s] +19/12/23 12:19:31| INFO d_m3w_sld_lr_ne finished [took 18.4359s] +19/12/23 12:19:33| INFO ref finished [took 10.7696s] +19/12/23 12:19:35| INFO d_m3w_sld_lr_is finished [took 17.1168s] +19/12/23 12:19:36| INFO atc_mc finished [took 13.8516s] +19/12/23 12:19:38| INFO d_bin_sld_lr_is finished [took 20.9677s] +---------------------------------------------------------------------------------------------------- +19/12/23 14:11:17| INFO dataset imdb [pool size: 10] +19/12/23 14:11:17| INFO Dataset sample [0.0999 0.9001] of dataset imdb started +19/12/23 14:11:20| 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 +19/12/23 14:11:20| 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 +19/12/23 14:11:20| 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 +19/12/23 14:11:20| 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 +19/12/23 14:11:20| 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 +19/12/23 14:11:32| INFO ref finished [took 11.4144s] +19/12/23 14:11:48| INFO atc_mc finished [took 15.6817s] +19/12/23 14:12:07| INFO doc finished [took 18.4461s] +19/12/23 14:23:39| INFO d_m3w_kde_lr finished [took 739.0357s] +19/12/23 14:23:51| INFO d_m3w_kde_lr_mc finished [took 750.9946s] +19/12/23 14:24:11| INFO d_mul_kde_lr_mc finished [took 770.7739s] +19/12/23 14:24:19| INFO d_m3w_kde_lr_ne finished [took 779.2079s] +19/12/23 14:24:31| INFO d_m3w_kde_lr_is finished [took 790.3422s] +19/12/23 14:24:34| INFO d_mul_kde_lr_c finished [took 794.4740s] +19/12/23 14:24:37| INFO d_m3w_kde_lr_c finished [took 797.7234s] +19/12/23 14:24:39| INFO d_mul_kde_lr finished [took 799.6263s] +19/12/23 14:25:01| INFO d_mul_kde_lr_ne finished [took 821.4840s] +19/12/23 14:25:15| INFO d_mul_kde_lr_is finished [took 835.0198s] +19/12/23 14:25:16| WARNING Method d_bin_kde_lr_gs failed. Exception: unsupported format string passed to NoneType.__format__ +19/12/23 14:25:42| DEBUG [size=11,place=1] best score = 0.01172040; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 25.656s] +19/12/23 14:25:42| DEBUG [size=11,place=2] best score = 0.01482172; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.09999999999999999, 'confidence': None} [took 25.656s] +19/12/23 14:27:38| DEBUG [size=52,place=1] best score = 0.01051525; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.09, 'confidence': ['isoft']} [took 115.753s] +19/12/23 14:27:38| DEBUG [size=52,place=2] best score = 0.01061149; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.08, 'confidence': ['isoft']} [took 115.754s] +19/12/23 14:28:22| DEBUG [size=16,place=1] best score = 0.01196759; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.09, 'confidence': ['isoft']} [took 44.004s] +19/12/23 14:28:22| DEBUG [size=16,place=2] best score = 0.01221324; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.08, 'confidence': ['isoft']} [took 44.004s] +19/12/23 14:28:22| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.09, 'confidence': ['isoft']} (score=0.01052) [took 185.5325s] +19/12/23 14:34:45| INFO d_mul_kde_lr_gs finished [took 568.3373s] +19/12/23 14:35:11| DEBUG [size=11,place=1] best score = 0.01282358; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 25.208s] +19/12/23 14:35:11| DEBUG [size=11,place=2] best score = 0.01413512; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.09999999999999999, 'confidence': None} [took 25.208s] +19/12/23 14:36:58| DEBUG [size=52,place=1] best score = 0.01160240; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.09999999999999999, 'confidence': ['isoft']} [took 106.975s] +19/12/23 14:36:58| DEBUG [size=52,place=2] best score = 0.01168885; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.09, 'confidence': ['isoft']} [took 106.975s] +19/12/23 14:37:36| DEBUG [size=14,place=1] best score = 0.01244108; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.09, 'confidence': ['isoft']} [took 38.715s] +19/12/23 14:37:36| DEBUG [size=14,place=2] best score = 0.01262105; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.09999999999999999, 'confidence': ['isoft']} [took 38.716s] +19/12/23 14:37:36| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.09999999999999999, 'confidence': ['isoft']} (score=0.01160) [took 171.0052s] +19/12/23 14:43:40| INFO d_m3w_kde_lr_gs finished [took 534.4784s] +19/12/23 14:43:40| INFO Dataset sample [0.0999 0.9001] of dataset imdb finished [took 1942.3285s] +19/12/23 14:43:40| INFO Dataset sample [0.2 0.8] of dataset imdb started +---------------------------------------------------------------------------------------------------- +19/12/23 14:47:16| INFO dataset imdb [pool size: 10] +19/12/23 14:47:16| INFO Dataset sample [0.0999 0.9001] of dataset imdb started +19/12/23 14:47:19| WARNING Method d_mul_sld_rbf failed. Exception: Requesting 5-fold cross-validation but provided less than 5 examples for at least one class. +19/12/23 14:47:19| WARNING Method d_bin_sld_rbf failed. Exception: Requesting 5-fold cross-validation but provided less than 5 examples for at least one class. +19/12/23 14:47:19| WARNING Method d_bin_sld_rbf_c failed. Exception: Requesting 5-fold cross-validation but provided less than 5 examples for at least one class. +19/12/23 14:47:19| WARNING Method d_mul_sld_rbf_c failed. Exception: Requesting 5-fold cross-validation but provided less than 5 examples for at least one class. +19/12/23 14:47:19| WARNING Method d_bin_sld_rbf_ne failed. Exception: Requesting 5-fold cross-validation but provided less than 5 examples for at least one class. +19/12/23 14:47:19| WARNING Method d_mul_sld_rbf_mc failed. Exception: Requesting 5-fold cross-validation but provided less than 5 examples for at least one class. +19/12/23 14:47:19| WARNING Method d_mul_sld_rbf_ne failed. Exception: Requesting 5-fold cross-validation but provided less than 5 examples for at least one class. +19/12/23 14:47:19| WARNING Method d_bin_sld_rbf_mc failed. Exception: Requesting 5-fold cross-validation but provided less than 5 examples for at least one class. +19/12/23 14:47:19| WARNING Method d_bin_sld_rbf_is failed. Exception: Requesting 5-fold cross-validation but provided less than 5 examples for at least one class. +19/12/23 14:47:19| WARNING Method d_mul_sld_rbf_is failed. Exception: Requesting 5-fold cross-validation but provided less than 5 examples for at least one class. +19/12/23 14:47:32| INFO ref finished [took 13.0182s] +19/12/23 14:47:34| INFO atc_mc finished [took 14.8291s] +19/12/23 14:47:36| INFO doc finished [took 16.6412s] +19/12/23 14:49:25| INFO d_m3w_sld_rbf finished [took 127.1131s] +19/12/23 14:49:31| INFO d_m3w_sld_rbf_mc finished [took 132.4058s] +19/12/23 14:49:32| INFO d_m3w_sld_rbf_is finished [took 132.4457s] +19/12/23 14:49:32| INFO d_m3w_sld_rbf_ne finished [took 132.8916s] +19/12/23 14:49:45| INFO d_m3w_sld_rbf_c finished [took 146.6156s] +19/12/23 14:49:47| WARNING Method d_bin_sld_rbf_gs failed. Exception: 'BinaryQuantifierAccuracyEstimator' object has no attribute 'confidence_metrics' +19/12/23 14:49:47| WARNING Method d_mul_sld_rbf_gs failed. Exception: 'MultiClassAccuracyEstimator' object has no attribute 'confidence_metrics' +19/12/23 14:49:48| WARNING Method d_m3w_sld_rbf_gs failed. Exception: 'MultiClassAccuracyEstimator' object has no attribute 'confidence_metrics' +19/12/23 14:49:48| INFO Dataset sample [0.0999 0.9001] of dataset imdb finished [took 151.2409s] +19/12/23 14:49:48| INFO Dataset sample [0.2 0.8] of dataset imdb started +19/12/23 14:54:07| INFO d_bin_sld_rbf finished [took 258.7987s] +19/12/23 14:54:14| INFO d_bin_sld_rbf_ne finished [took 265.4206s] +19/12/23 14:54:19| INFO d_bin_sld_rbf_c finished [took 270.2145s] +19/12/23 14:54:26| INFO d_m3w_sld_rbf finished [took 277.2785s] +19/12/23 14:54:36| INFO d_bin_sld_rbf_mc finished [took 287.8546s] +19/12/23 14:54:43| INFO d_mul_sld_rbf finished [took 294.4817s] +19/12/23 14:54:49| INFO ref finished [took 12.8134s] +19/12/23 14:54:58| INFO d_m3w_sld_rbf_mc finished [took 309.6165s] +19/12/23 14:55:01| INFO atc_mc finished [took 17.2991s] +19/12/23 14:55:11| INFO doc finished [took 21.0645s] +19/12/23 14:55:12| INFO d_mul_sld_rbf_mc finished [took 323.5440s] +19/12/23 14:55:28| INFO d_mul_sld_rbf_ne finished [took 339.3488s] +19/12/23 14:55:40| INFO d_mul_sld_rbf_c finished [took 351.4427s] +19/12/23 14:55:47| INFO d_m3w_sld_rbf_c finished [took 358.2209s] +19/12/23 14:57:14| INFO d_bin_sld_rbf_is finished [took 179.8537s] +19/12/23 14:57:42| INFO d_m3w_sld_rbf_is finished [took 195.9019s] +19/12/23 14:57:43| INFO d_m3w_sld_rbf_ne finished [took 215.6346s] +19/12/23 14:58:07| INFO d_mul_sld_rbf_is finished [took 227.5608s] +19/12/23 14:58:07| WARNING Method d_bin_sld_rbf_gs failed. Exception: 'BinaryQuantifierAccuracyEstimator' object has no attribute 'confidence_metrics' +19/12/23 14:58:08| WARNING Method d_mul_sld_rbf_gs failed. Exception: 'MultiClassAccuracyEstimator' object has no attribute 'confidence_metrics' +19/12/23 14:58:08| WARNING Method d_m3w_sld_rbf_gs failed. Exception: 'MultiClassAccuracyEstimator' object has no attribute 'confidence_metrics' +19/12/23 14:58:08| INFO Dataset sample [0.2 0.8] of dataset imdb finished [took 500.5845s] +19/12/23 14:58:08| INFO Dataset sample [0.3 0.7] of dataset imdb started +19/12/23 15:01:44| INFO d_bin_sld_rbf_c finished [took 214.5249s] +19/12/23 15:01:45| INFO d_bin_sld_rbf finished [took 215.6671s] +19/12/23 15:02:11| INFO d_bin_sld_rbf_ne finished [took 241.6636s] +19/12/23 15:02:39| INFO d_bin_sld_rbf_mc finished [took 269.8923s] +19/12/23 15:03:37| INFO d_m3w_sld_rbf finished [took 327.6107s] +19/12/23 15:03:49| INFO ref finished [took 12.4478s] +19/12/23 15:04:00| INFO d_mul_sld_rbf finished [took 351.3688s] +19/12/23 15:04:07| INFO atc_mc finished [took 17.4847s] +19/12/23 15:04:12| INFO d_mul_sld_rbf_mc finished [took 362.9680s] +19/12/23 15:04:14| INFO d_m3w_sld_rbf_mc finished [took 364.6319s] +19/12/23 15:04:21| INFO doc finished [took 20.4980s] +19/12/23 15:04:45| INFO d_mul_sld_rbf_ne finished [took 396.5017s] +19/12/23 15:04:57| INFO d_m3w_sld_rbf_c finished [took 408.1937s] +19/12/23 15:05:09| INFO d_mul_sld_rbf_c finished [took 419.8011s] +19/12/23 15:05:46| INFO d_bin_sld_rbf_is finished [took 241.2130s] +19/12/23 15:06:38| INFO d_m3w_sld_rbf_ne finished [took 294.2461s] +19/12/23 15:07:06| INFO d_m3w_sld_rbf_is finished [took 266.6259s] +19/12/23 15:07:15| INFO d_mul_sld_rbf_is finished [took 303.4879s] +19/12/23 15:07:15| WARNING Method d_bin_sld_rbf_gs failed. Exception: 'BinaryQuantifierAccuracyEstimator' object has no attribute 'confidence_metrics' +19/12/23 15:07:16| WARNING Method d_mul_sld_rbf_gs failed. Exception: 'MultiClassAccuracyEstimator' object has no attribute 'confidence_metrics' +19/12/23 15:07:16| WARNING Method d_m3w_sld_rbf_gs failed. Exception: 'MultiClassAccuracyEstimator' object has no attribute 'confidence_metrics' +19/12/23 15:07:16| INFO Dataset sample [0.3 0.7] of dataset imdb finished [took 547.8116s] +19/12/23 15:07:16| INFO Dataset sample [0.3999 0.6001] of dataset imdb started +---------------------------------------------------------------------------------------------------- +19/12/23 16:44:20| INFO dataset imdb [pool size: 10] +19/12/23 16:44:21| INFO Dataset sample [0.0999 0.9001] of dataset imdb started +19/12/23 16:44:22| WARNING Method d_mul_sld_rbf_mc failed. Exception: Requesting 5-fold cross-validation but provided less than 5 examples for at least one class. +19/12/23 16:44:23| WARNING Method d_mul_sld_rbf failed. Exception: Requesting 5-fold cross-validation but provided less than 5 examples for at least one class. +19/12/23 16:44:23| WARNING Method d_bin_sld_rbf failed. Exception: Requesting 5-fold cross-validation but provided less than 5 examples for at least one class. +19/12/23 16:44:23| WARNING Method d_mul_sld_rbf_c failed. Exception: Requesting 5-fold cross-validation but provided less than 5 examples for at least one class. +19/12/23 16:44:23| WARNING Method d_mul_sld_rbf_ne failed. Exception: Requesting 5-fold cross-validation but provided less than 5 examples for at least one class. +19/12/23 16:44:23| WARNING Method d_bin_sld_rbf_mc failed. Exception: Requesting 5-fold cross-validation but provided less than 5 examples for at least one class. +19/12/23 16:44:23| WARNING Method d_bin_sld_rbf_ne failed. Exception: Requesting 5-fold cross-validation but provided less than 5 examples for at least one class. +19/12/23 16:44:23| WARNING Method d_mul_sld_rbf_is failed. Exception: Requesting 5-fold cross-validation but provided less than 5 examples for at least one class. +19/12/23 16:44:23| WARNING Method d_bin_sld_rbf_is failed. Exception: Requesting 5-fold cross-validation but provided less than 5 examples for at least one class. +19/12/23 16:44:23| WARNING Method d_bin_sld_rbf_c failed. Exception: Requesting 5-fold cross-validation but provided less than 5 examples for at least one class. +19/12/23 16:44:33| INFO ref finished [took 9.8909s] +19/12/23 16:44:39| INFO doc finished [took 15.4645s] +19/12/23 16:44:39| INFO atc_mc finished [took 15.4954s] +19/12/23 16:46:27| INFO d_m3w_sld_rbf finished [took 124.6529s] +19/12/23 16:46:31| INFO d_m3w_sld_rbf_is finished [took 127.6940s] +19/12/23 16:46:37| INFO d_m3w_sld_rbf_mc finished [took 133.5200s] +19/12/23 16:46:40| INFO d_m3w_sld_rbf_ne finished [took 137.4305s] +19/12/23 16:46:42| INFO d_m3w_sld_rbf_c finished [took 139.1881s] +19/12/23 16:46:43| WARNING Method d_bin_sld_rbf_gs failed. Exception: 'csr_matrix' object has no attribute 'var' +19/12/23 16:46:43| WARNING Method d_mul_sld_rbf_gs failed. Exception: 'csr_matrix' object has no attribute 'var' +19/12/23 16:46:43| WARNING Method d_m3w_sld_rbf_gs failed. Exception: 'csr_matrix' object has no attribute 'var' +19/12/23 16:46:43| INFO Dataset sample [0.0999 0.9001] of dataset imdb finished [took 142.8577s] +19/12/23 16:46:43| INFO Dataset sample [0.2 0.8] of dataset imdb started +---------------------------------------------------------------------------------------------------- +19/12/23 20:10:34| INFO dataset imdb [pool size: 10] +19/12/23 20:10:34| INFO Dataset sample [0.0999 0.9001] of dataset imdb started +19/12/23 20:10:36| WARNING Method d_mul_sld_rbf failed. Exception: Requesting 5-fold cross-validation but provided less than 5 examples for at least one class. +19/12/23 20:10:36| WARNING Method d_bin_sld_rbf failed. Exception: Requesting 5-fold cross-validation but provided less than 5 examples for at least one class. +19/12/23 20:10:36| WARNING Method d_mul_sld_rbf_mc failed. Exception: Requesting 5-fold cross-validation but provided less than 5 examples for at least one class. +19/12/23 20:10:36| WARNING Method d_bin_sld_rbf_ne failed. Exception: Requesting 5-fold cross-validation but provided less than 5 examples for at least one class. +19/12/23 20:10:36| WARNING Method d_mul_sld_rbf_c failed. Exception: Requesting 5-fold cross-validation but provided less than 5 examples for at least one class. +19/12/23 20:10:36| WARNING Method d_bin_sld_rbf_c failed. Exception: Requesting 5-fold cross-validation but provided less than 5 examples for at least one class. +19/12/23 20:10:37| WARNING Method d_bin_sld_rbf_mc failed. Exception: Requesting 5-fold cross-validation but provided less than 5 examples for at least one class. +19/12/23 20:10:37| WARNING Method d_mul_sld_rbf_ne failed. Exception: Requesting 5-fold cross-validation but provided less than 5 examples for at least one class. +19/12/23 20:10:37| WARNING Method d_bin_sld_rbf_is failed. Exception: Requesting 5-fold cross-validation but provided less than 5 examples for at least one class. +19/12/23 20:10:37| WARNING Method d_mul_sld_rbf_is failed. Exception: Requesting 5-fold cross-validation but provided less than 5 examples for at least one class. +19/12/23 20:10:47| INFO ref finished [took 10.5891s] +19/12/23 20:10:53| INFO atc_mc finished [took 16.3191s] +19/12/23 20:10:57| INFO doc finished [took 19.7471s] +19/12/23 20:15:54| INFO d_m3w_sld_rbf finished [took 317.2413s] +19/12/23 20:16:04| INFO d_m3w_sld_rbf_c finished [took 327.9461s] +19/12/23 20:16:05| INFO d_m3w_sld_rbf_is finished [took 327.9218s] +19/12/23 20:16:09| INFO d_m3w_sld_rbf_mc finished [took 332.9751s] +19/12/23 20:16:13| INFO d_m3w_sld_rbf_ne finished [took 336.2182s] +19/12/23 20:16:15| WARNING Method d_bin_sld_rbf_gs failed. Exception: unsupported format string passed to NoneType.__format__ +19/12/23 20:16:17| WARNING Method d_mul_sld_rbf_gs failed. Exception: unsupported format string passed to NoneType.__format__ +19/12/23 20:17:13| DEBUG [size=11,place=1] best score = 0.01497746; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 291.8104822363104, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 55.775s] +19/12/23 20:17:13| DEBUG [size=11,place=2] best score = 0.05382654; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.2918104822363104, 'quantifier__recalib': None, 'confidence': None} [took 55.776s] +19/12/23 20:19:26| DEBUG [size=28,place=1] best score = 0.01003900; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 29.181048223631038, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 132.599s] +19/12/23 20:19:26| DEBUG [size=28,place=2] best score = 0.01017666; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 291.8104822363104, 'quantifier__recalib': None, 'confidence': None} [took 132.599s] +19/12/23 20:21:19| DEBUG [size=21,place=1] best score = 0.00991535; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 29.181048223631038, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 113.140s] +19/12/23 20:21:19| DEBUG [size=21,place=2] best score = 0.01006300; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 291.8104822363104, 'quantifier__recalib': None, 'confidence': None} [took 113.141s] +19/12/23 20:22:15| DEBUG [size=14,place=1] best score = 0.01100672; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 2.918104822363104, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 56.501s] +19/12/23 20:22:15| DEBUG [size=14,place=2] best score = 0.01138828; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 29.181048223631038, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} [took 56.502s] +19/12/23 20:22:15| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 29.181048223631038, 'quantifier__recalib': None, 'confidence': ['isoft']} (score=0.00992) [took 358.1243s] +---------------------------------------------------------------------------------------------------- +19/12/23 20:27:15| INFO dataset imdb [pool size: 10] +19/12/23 20:27:15| INFO Dataset sample [0.0999 0.9001] of dataset imdb started +19/12/23 20:27:17| WARNING Method d_mul_sld_rbf failed. Exception: Requesting 5-fold cross-validation but provided less than 5 examples for at least one class. +19/12/23 20:27:17| WARNING Method d_bin_sld_rbf_c failed. Exception: Requesting 5-fold cross-validation but provided less than 5 examples for at least one class. +19/12/23 20:27:17| WARNING Method d_mul_sld_rbf_mc failed. Exception: Requesting 5-fold cross-validation but provided less than 5 examples for at least one class. +19/12/23 20:27:17| WARNING Method d_bin_sld_rbf_mc failed. Exception: Requesting 5-fold cross-validation but provided less than 5 examples for at least one class. +19/12/23 20:27:17| WARNING Method d_bin_sld_rbf failed. Exception: Requesting 5-fold cross-validation but provided less than 5 examples for at least one class. +19/12/23 20:27:17| WARNING Method d_mul_sld_rbf_c failed. Exception: Requesting 5-fold cross-validation but provided less than 5 examples for at least one class. +19/12/23 20:27:17| WARNING Method d_mul_sld_rbf_ne failed. Exception: Requesting 5-fold cross-validation but provided less than 5 examples for at least one class. +19/12/23 20:27:18| WARNING Method d_bin_sld_rbf_ne failed. Exception: Requesting 5-fold cross-validation but provided less than 5 examples for at least one class. +19/12/23 20:27:18| WARNING Method d_bin_sld_rbf_is failed. Exception: Requesting 5-fold cross-validation but provided less than 5 examples for at least one class. +19/12/23 20:27:18| WARNING Method d_mul_sld_rbf_is failed. Exception: Requesting 5-fold cross-validation but provided less than 5 examples for at least one class. +19/12/23 20:27:29| INFO ref finished [took 11.4706s] +19/12/23 20:27:36| INFO atc_mc finished [took 17.5881s] +19/12/23 20:27:36| INFO doc finished [took 18.0804s] +19/12/23 20:32:33| INFO d_m3w_sld_rbf finished [took 315.9366s] +19/12/23 20:32:43| INFO d_m3w_sld_rbf_mc finished [took 325.5450s] +19/12/23 20:32:43| INFO d_m3w_sld_rbf_c finished [took 325.8360s] +19/12/23 20:32:53| INFO d_m3w_sld_rbf_is finished [took 334.7291s] +19/12/23 20:32:59| INFO d_m3w_sld_rbf_ne finished [took 341.2558s] +19/12/23 20:33:08| WARNING Method d_bin_sld_rbf_gs failed. Exception: no combination of hyperparameters seem to work +19/12/23 20:34:51| WARNING Method d_mul_sld_rbf_gs failed. Exception: no combination of hyperparameters seem to work +19/12/23 20:35:48| DEBUG [size=11,place=1] best score = 0.01497746; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 291.8104822363104, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 55.869s] +19/12/23 20:35:48| DEBUG [size=11,place=2] best score = 0.05382654; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.2918104822363104, 'quantifier__recalib': None, 'confidence': None} [took 55.869s] +19/12/23 20:37:59| DEBUG [size=28,place=1] best score = 0.01003900; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 29.181048223631038, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 130.680s] +19/12/23 20:37:59| DEBUG [size=28,place=2] best score = 0.01017666; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 291.8104822363104, 'quantifier__recalib': None, 'confidence': None} [took 130.681s] +19/12/23 20:39:55| DEBUG [size=21,place=1] best score = 0.00991535; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 29.181048223631038, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 116.366s] +19/12/23 20:39:55| DEBUG [size=21,place=2] best score = 0.01006300; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 291.8104822363104, 'quantifier__recalib': None, 'confidence': None} [took 116.366s] +---------------------------------------------------------------------------------------------------- +19/12/23 20:41:05| INFO dataset imdb [pool size: 10] +19/12/23 20:41:05| INFO Dataset sample [0.0999 0.9001] of dataset imdb started +19/12/23 20:43:28| INFO d_bin_sld_rbf_ne finished [took 140.7696s] +19/12/23 20:43:29| INFO d_bin_sld_rbf finished [took 141.4976s] +19/12/23 20:43:29| INFO d_bin_sld_rbf_mc finished [took 141.5107s] +19/12/23 20:43:31| INFO d_m3w_sld_rbf finished [took 144.2906s] +19/12/23 20:43:32| INFO d_bin_sld_rbf_c finished [took 144.3612s] +19/12/23 20:43:35| INFO d_m3w_sld_rbf_mc finished [took 148.0538s] +19/12/23 20:43:38| INFO d_mul_sld_rbf finished [took 150.3864s] +19/12/23 20:43:39| INFO d_m3w_sld_rbf_c finished [took 151.8399s] +19/12/23 20:43:40| INFO d_mul_sld_rbf_mc finished [took 152.5530s] +19/12/23 20:43:44| INFO ref finished [took 12.4418s] +19/12/23 20:43:45| INFO d_mul_sld_rbf_ne finished [took 157.3052s] +19/12/23 20:43:49| INFO d_mul_sld_rbf_c finished [took 162.0868s] +19/12/23 20:43:53| INFO atc_mc finished [took 16.8411s] +19/12/23 20:43:57| INFO doc finished [took 18.6178s] +19/12/23 20:45:05| INFO d_bin_sld_rbf_is finished [took 95.8316s] +19/12/23 20:45:08| INFO d_m3w_sld_rbf_ne finished [took 99.1260s] +19/12/23 20:45:11| INFO d_m3w_sld_rbf_is finished [took 98.7975s] +19/12/23 20:45:21| INFO d_mul_sld_rbf_is finished [took 111.8837s] +19/12/23 20:45:37| DEBUG [size=11,place=1] best score = 0.01060973; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 291.8104822363104, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 15.366s] +19/12/23 20:45:37| DEBUG [size=11,place=2] best score = 0.02776150; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.2918104822363104, 'quantifier__recalib': None, 'confidence': None} [took 15.366s] +19/12/23 20:48:03| DEBUG [size=28,place=1] best score = 0.01059030; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 291.8104822363104, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 145.853s] +19/12/23 20:48:03| DEBUG [size=28,place=2] best score = 0.01088026; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 291.8104822363104, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 145.853s] +19/12/23 20:48:20| DEBUG [size=16,place=1] best score = 0.01129506; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 291.8104822363104, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} [took 17.318s] +19/12/23 20:48:20| DEBUG [size=16,place=2] best score = 0.01176145; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 291.8104822363104, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} [took 17.318s] +19/12/23 20:48:20| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 291.8104822363104, 'quantifier__recalib': None, 'confidence': ['isoft']} (score=0.01059) [took 178.6487s] +19/12/23 20:50:26| INFO d_bin_sld_rbf_gs finished [took 304.4977s] +19/12/23 20:50:48| DEBUG [size=11,place=1] best score = 0.04774805; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.2918104822363104, 'quantifier__recalib': None, 'confidence': None} [took 21.309s] +19/12/23 20:50:48| DEBUG [size=11,place=2] best score = 0.05873846; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 2.918104822363104, 'quantifier__recalib': None, 'confidence': None} [took 21.309s] +19/12/23 20:51:09| DEBUG [size=26,place=1] best score = 0.02601943; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.2918104822363104, 'quantifier__recalib': None, 'confidence': None} [took 20.871s] +19/12/23 20:51:09| DEBUG [size=26,place=2] best score = 0.03089002; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.02918104822363104, 'quantifier__recalib': None, 'confidence': None} [took 20.871s] +19/12/23 20:51:26| DEBUG [size=13,place=1] best score = 0.02875396; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.02918104822363104, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} [took 16.504s] +19/12/23 20:51:26| DEBUG [size=13,place=2] best score = 0.02972597; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.2918104822363104, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} [took 16.505s] +19/12/23 20:51:26| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.2918104822363104, 'quantifier__recalib': None, 'confidence': None} (score=0.02602) [took 58.7936s] +19/12/23 20:52:41| INFO d_mul_sld_rbf_gs finished [took 134.3242s] +19/12/23 20:53:02| DEBUG [size=11,place=1] best score = 0.01194631; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.02918104822363104, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 20.162s] +19/12/23 20:53:02| DEBUG [size=11,place=2] best score = 0.01633117; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.2918104822363104, 'quantifier__recalib': None, 'confidence': None} [took 20.162s] +19/12/23 20:53:36| DEBUG [size=28,place=1] best score = 0.00950562; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.02918104822363104, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 33.700s] +19/12/23 20:53:36| DEBUG [size=28,place=2] best score = 0.01054428; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.02918104822363104, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 33.700s] +19/12/23 20:54:24| DEBUG [size=20,place=1] best score = 0.01098297; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.02918104822363104, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 48.316s] +19/12/23 20:54:24| DEBUG [size=20,place=2] best score = 0.01131095; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.02918104822363104, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 48.316s] +19/12/23 20:54:24| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.02918104822363104, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.00951) [took 102.3277s] +19/12/23 20:58:08| INFO d_m3w_sld_rbf_gs finished [took 326.8948s] +19/12/23 20:58:08| INFO Dataset sample [0.0999 0.9001] of dataset imdb finished [took 1023.6512s] +19/12/23 20:58:08| INFO Dataset sample [0.2 0.8] of dataset imdb started +---------------------------------------------------------------------------------------------------- +19/12/23 20:59:19| INFO dataset imdb [pool size: 10] +19/12/23 20:59:19| INFO Dataset sample [0.0999 0.9001] of dataset imdb started +19/12/23 21:01:43| INFO d_bin_sld_rbf_mc finished [took 141.9833s] +19/12/23 21:01:44| INFO d_bin_sld_rbf finished [took 142.2850s] +19/12/23 21:01:45| INFO d_bin_sld_rbf_ne finished [took 142.8713s] +19/12/23 21:01:45| INFO d_bin_sld_rbf_c finished [took 143.3864s] +19/12/23 21:01:45| INFO d_m3w_sld_rbf finished [took 143.4971s] +19/12/23 21:01:47| INFO d_m3w_sld_rbf_mc finished [took 145.2026s] +19/12/23 21:01:53| INFO d_mul_sld_rbf finished [took 151.2858s] +19/12/23 21:01:54| INFO d_m3w_sld_rbf_c finished [took 151.9442s] +19/12/23 21:01:59| INFO d_mul_sld_rbf_ne finished [took 156.9816s] +19/12/23 21:01:59| INFO ref finished [took 13.2396s] +19/12/23 21:02:00| INFO d_mul_sld_rbf_mc finished [took 158.8049s] +19/12/23 21:02:03| INFO d_mul_sld_rbf_c finished [took 161.3393s] +19/12/23 21:02:05| INFO atc_mc finished [took 17.3331s] +19/12/23 21:02:12| INFO doc finished [took 18.6089s] +19/12/23 21:03:22| INFO d_bin_sld_rbf_is finished [took 97.1091s] +19/12/23 21:03:23| INFO d_m3w_sld_rbf_ne finished [took 98.8245s] +19/12/23 21:03:25| INFO d_m3w_sld_rbf_is finished [took 99.4925s] +19/12/23 21:03:38| INFO d_mul_sld_rbf_is finished [took 113.1227s] +19/12/23 21:09:52| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 291.8104822363104, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} (score=0.01048) [took 372.8064s] +19/12/23 21:12:15| INFO d_bin_sld_rbf_gs finished [took 516.3199s] +---------------------------------------------------------------------------------------------------- +19/12/23 21:22:23| INFO dataset imdb [pool size: 10] +19/12/23 21:22:23| INFO Dataset sample [0.0999 0.9001] of dataset imdb started +19/12/23 21:24:07| INFO d_m3w_sld_rbf finished [took 102.4440s] +19/12/23 21:24:34| INFO d_m3w_sld_rbf_mc finished [took 128.5265s] +19/12/23 21:24:40| INFO d_bin_sld_rbf_ne finished [took 134.4084s] +19/12/23 21:24:41| INFO d_bin_sld_rbf finished [took 135.3869s] +19/12/23 21:24:42| INFO d_bin_sld_rbf_mc finished [took 137.0802s] +19/12/23 21:24:44| INFO d_bin_sld_rbf_c finished [took 139.4842s] +19/12/23 21:24:51| INFO d_mul_sld_rbf finished [took 145.4620s] +19/12/23 21:24:53| INFO d_m3w_sld_rbf_c finished [took 147.6271s] +19/12/23 21:24:53| INFO d_mul_sld_rbf_mc finished [took 147.9748s] +19/12/23 21:24:54| INFO d_mul_sld_rbf_ne finished [took 149.1261s] +19/12/23 21:24:56| INFO ref finished [took 13.1790s] +19/12/23 21:24:58| INFO d_mul_sld_rbf_c finished [took 153.1788s] +19/12/23 21:25:01| INFO atc_mc finished [took 16.3094s] +19/12/23 21:25:06| INFO doc finished [took 15.5825s] +19/12/23 21:25:56| INFO d_m3w_sld_rbf_ne finished [took 108.4590s] +19/12/23 21:26:05| INFO d_bin_sld_rbf_is finished [took 91.2383s] +19/12/23 21:26:18| INFO d_m3w_sld_rbf_is finished [took 97.0688s] +19/12/23 21:26:25| INFO d_mul_sld_rbf_is finished [took 105.3666s] +19/12/23 21:26:41| DEBUG [size=11,place=1] best score = 0.01060973; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 291.8104822363104, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 15.455s] +19/12/23 21:26:41| DEBUG [size=11,place=2] best score = 0.02776150; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.2918104822363104, 'quantifier__recalib': None, 'confidence': None} [took 15.455s] +19/12/23 21:26:41| DEBUG [size=11,place=3] best score = 0.04385925; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 2.918104822363104, 'quantifier__recalib': None, 'confidence': None} [took 15.455s] +19/12/23 21:29:03| DEBUG [size=40,place=1] best score = 0.01059030; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 291.8104822363104, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 141.716s] +19/12/23 21:29:03| DEBUG [size=40,place=2] best score = 0.01088026; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 291.8104822363104, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 141.717s] +19/12/23 21:29:03| DEBUG [size=40,place=3] best score = 0.01139805; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 291.8104822363104, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} [took 141.717s] +19/12/23 21:31:10| DEBUG [size=26,place=1] best score = 0.01047923; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 291.8104822363104, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} [took 127.049s] +19/12/23 21:31:10| DEBUG [size=26,place=2] best score = 0.01104285; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 291.8104822363104, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} [took 127.049s] +19/12/23 21:31:10| DEBUG [size=26,place=3] best score = 0.01129506; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 291.8104822363104, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} [took 127.050s] +19/12/23 21:31:33| DEBUG [size=20,place=1] best score = 0.01138846; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 291.8104822363104, 'quantifier__recalib': None, 'confidence': None} [took 22.909s] +19/12/23 21:31:33| DEBUG [size=20,place=2] best score = 0.01211995; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 29.181048223631038, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} [took 22.909s] +19/12/23 21:31:33| DEBUG [size=20,place=3] best score = 0.01254719; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.2918104822363104, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} [took 22.910s] +19/12/23 21:31:33| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 291.8104822363104, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} (score=0.01048) [took 307.2672s] +19/12/23 21:33:59| INFO d_bin_sld_rbf_gs finished [took 453.0048s] +19/12/23 21:34:19| DEBUG [size=11,place=1] best score = 0.04774805; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.2918104822363104, 'quantifier__recalib': None, 'confidence': None} [took 19.071s] +19/12/23 21:34:19| DEBUG [size=11,place=2] best score = 0.05873846; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 2.918104822363104, 'quantifier__recalib': None, 'confidence': None} [took 19.072s] +19/12/23 21:34:19| DEBUG [size=11,place=3] best score = 0.07000238; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 29.181048223631038, 'quantifier__recalib': None, 'confidence': None} [took 19.072s] +19/12/23 21:34:46| DEBUG [size=36,place=1] best score = 0.02601943; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.2918104822363104, 'quantifier__recalib': None, 'confidence': None} [took 27.753s] +19/12/23 21:34:46| DEBUG [size=36,place=2] best score = 0.03089002; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.02918104822363104, 'quantifier__recalib': None, 'confidence': None} [took 27.753s] +19/12/23 21:34:46| DEBUG [size=36,place=3] best score = 0.03089050; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.02918104822363104, 'quantifier__recalib': None, 'confidence': None} [took 27.753s] +19/12/23 21:35:08| DEBUG [size=15,place=1] best score = 0.02875396; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.02918104822363104, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} [took 22.068s] +19/12/23 21:35:08| DEBUG [size=15,place=2] best score = 0.02875460; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.02918104822363104, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} [took 22.069s] +19/12/23 21:35:08| DEBUG [size=15,place=3] best score = 0.02972597; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.2918104822363104, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} [took 22.069s] +19/12/23 21:35:08| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.2918104822363104, 'quantifier__recalib': None, 'confidence': None} (score=0.02602) [took 69.0009s] +19/12/23 21:36:17| INFO d_mul_sld_rbf_gs finished [took 137.1613s] +19/12/23 21:36:36| DEBUG [size=11,place=1] best score = 0.01194631; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.02918104822363104, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 19.019s] +19/12/23 21:36:36| DEBUG [size=11,place=2] best score = 0.01633117; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.2918104822363104, 'quantifier__recalib': None, 'confidence': None} [took 19.020s] +19/12/23 21:36:36| DEBUG [size=11,place=3] best score = 0.01831691; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.02918104822363104, 'quantifier__recalib': 'bcts', 'confidence': None} [took 19.020s] +19/12/23 21:38:22| DEBUG [size=40,place=1] best score = 0.00950562; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.02918104822363104, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 106.343s] +19/12/23 21:38:22| DEBUG [size=40,place=2] best score = 0.01054428; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.02918104822363104, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 106.344s] +19/12/23 21:38:22| DEBUG [size=40,place=3] best score = 0.01108507; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.02918104822363104, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 106.344s] +19/12/23 21:39:10| DEBUG [size=25,place=1] best score = 0.01098297; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.02918104822363104, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 47.983s] +19/12/23 21:39:10| DEBUG [size=25,place=2] best score = 0.01131095; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.02918104822363104, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 47.983s] +19/12/23 21:39:10| DEBUG [size=25,place=3] best score = 0.01181042; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.02918104822363104, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 47.983s] +19/12/23 21:39:10| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.02918104822363104, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.00951) [took 173.4552s] +19/12/23 21:42:34| INFO d_m3w_sld_rbf_gs finished [took 377.7000s] +19/12/23 21:42:34| INFO Dataset sample [0.0999 0.9001] of dataset imdb finished [took 1211.5869s] +19/12/23 21:42:34| INFO Dataset sample [0.2 0.8] of dataset imdb started +19/12/23 21:44:51| INFO d_bin_sld_rbf_ne finished [took 136.1246s] +19/12/23 21:45:19| INFO d_bin_sld_rbf_mc finished [took 163.5738s] +19/12/23 21:45:40| INFO d_bin_sld_rbf_c finished [took 184.3139s] +19/12/23 21:45:40| INFO d_bin_sld_rbf finished [took 184.5857s] +19/12/23 21:45:45| INFO d_m3w_sld_rbf_c finished [took 189.6897s] +19/12/23 21:45:53| INFO d_m3w_sld_rbf finished [took 198.0153s] +19/12/23 21:45:57| INFO ref finished [took 12.0643s] +19/12/23 21:46:09| INFO d_m3w_sld_rbf_mc finished [took 213.9189s] +19/12/23 21:46:10| INFO atc_mc finished [took 16.5145s] +19/12/23 21:46:17| INFO d_mul_sld_rbf_mc finished [took 221.9991s] +19/12/23 21:46:18| INFO doc finished [took 20.0289s] +19/12/23 21:46:22| INFO d_mul_sld_rbf_ne finished [took 226.8677s] +19/12/23 21:46:22| INFO d_mul_sld_rbf finished [took 226.8229s] +19/12/23 21:46:27| INFO d_mul_sld_rbf_c finished [took 231.4018s] +19/12/23 21:47:27| INFO d_bin_sld_rbf_is finished [took 127.1947s] +19/12/23 21:47:37| INFO d_m3w_sld_rbf_ne finished [took 165.5889s] +19/12/23 21:47:55| INFO d_m3w_sld_rbf_is finished [took 134.7268s] +19/12/23 21:47:59| INFO d_mul_sld_rbf_is finished [took 138.8934s] +19/12/23 21:48:14| DEBUG [size=11,place=1] best score = 0.01023390; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 409.16042668167097, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 14.156s] +19/12/23 21:48:14| DEBUG [size=11,place=2] best score = 0.01375599; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.40916042668167096, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 14.157s] +19/12/23 21:48:14| DEBUG [size=11,place=3] best score = 0.02354112; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.0409160426681671, 'quantifier__recalib': 'bcts', 'confidence': None} [took 14.157s] +19/12/23 21:50:48| DEBUG [size=42,place=1] best score = 0.00759012; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.0409160426681671, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 153.909s] +19/12/23 21:50:48| DEBUG [size=42,place=2] best score = 0.00833266; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.40916042668167096, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 153.910s] +19/12/23 21:50:48| DEBUG [size=42,place=3] best score = 0.00865113; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.40916042668167096, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 153.910s] +19/12/23 21:51:23| DEBUG [size=26,place=1] best score = 0.00780784; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.0409160426681671, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 35.435s] +19/12/23 21:51:23| DEBUG [size=26,place=2] best score = 0.00832052; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.0409160426681671, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 35.435s] +19/12/23 21:51:23| DEBUG [size=26,place=3] best score = 0.00836788; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.40916042668167096, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} [took 35.436s] +19/12/23 21:51:23| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.0409160426681671, 'quantifier__recalib': None, 'confidence': ['isoft']} (score=0.00759) [took 203.6329s] +19/12/23 21:53:43| INFO d_bin_sld_rbf_gs finished [took 343.5686s] +19/12/23 21:54:03| DEBUG [size=11,place=1] best score = 0.01100832; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.40916042668167096, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 19.836s] +19/12/23 21:54:03| DEBUG [size=11,place=2] best score = 0.01945958; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.0409160426681671, 'quantifier__recalib': 'bcts', 'confidence': None} [took 19.836s] +19/12/23 21:54:03| DEBUG [size=11,place=3] best score = 0.02105467; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 40.916042668167094, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 19.836s] +19/12/23 21:58:56| DEBUG [size=42,place=1] best score = 0.00776952; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.40916042668167096, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 292.090s] +19/12/23 21:58:56| DEBUG [size=42,place=2] best score = 0.00990603; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 4.091604266816709, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 292.090s] +19/12/23 21:58:56| DEBUG [size=42,place=3] best score = 0.01011631; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 40.916042668167094, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 292.090s] +19/12/23 22:01:31| DEBUG [size=26,place=1] best score = 0.00738092; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.40916042668167096, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} [took 155.144s] +19/12/23 22:01:31| DEBUG [size=26,place=2] best score = 0.00918911; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.40916042668167096, 'quantifier__recalib': 'bcts', 'confidence': None} [took 155.145s] +19/12/23 22:01:31| DEBUG [size=26,place=3] best score = 0.00934195; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 4.091604266816709, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 155.145s] +19/12/23 22:02:29| DEBUG [size=25,place=1] best score = 0.00881681; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.40916042668167096, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 58.407s] +19/12/23 22:02:29| DEBUG [size=25,place=2] best score = 0.00976098; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 4.091604266816709, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 58.407s] +19/12/23 22:02:29| DEBUG [size=25,place=3] best score = 0.00997026; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.40916042668167096, 'quantifier__recalib': 'bcts', 'confidence': None} [took 58.408s] +19/12/23 22:02:29| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.40916042668167096, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} (score=0.00738) [took 525.6123s] +19/12/23 22:05:15| INFO d_mul_sld_rbf_gs finished [took 691.8646s] +19/12/23 22:05:36| DEBUG [size=11,place=1] best score = 0.00841352; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.40916042668167096, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 20.445s] +19/12/23 22:05:36| DEBUG [size=11,place=2] best score = 0.01306115; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 409.16042668167097, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 20.446s] +19/12/23 22:05:36| DEBUG [size=11,place=3] best score = 0.01358931; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 40.916042668167094, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 20.446s] +19/12/23 22:11:17| DEBUG [size=42,place=1] best score = 0.00830974; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.40916042668167096, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 340.230s] +19/12/23 22:11:17| DEBUG [size=42,place=2] best score = 0.00878761; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.40916042668167096, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 340.231s] +19/12/23 22:11:17| DEBUG [size=42,place=3] best score = 0.00879920; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.40916042668167096, 'quantifier__recalib': 'bcts', 'confidence': None} [took 340.231s] +19/12/23 22:19:52| DEBUG [size=30,place=1] best score = 0.00842792; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.40916042668167096, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 515.576s] +19/12/23 22:19:52| DEBUG [size=30,place=2] best score = 0.00886425; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.0409160426681671, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 515.576s] +19/12/23 22:19:52| DEBUG [size=30,place=3] best score = 0.00891389; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.40916042668167096, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 515.577s] +19/12/23 22:19:52| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.40916042668167096, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.00831) [took 876.3647s] +19/12/23 22:21:37| INFO d_m3w_sld_rbf_gs finished [took 980.7143s] +19/12/23 22:21:37| INFO Dataset sample [0.2 0.8] of dataset imdb finished [took 2342.1963s] +19/12/23 22:21:37| INFO Dataset sample [0.3 0.7] of dataset imdb started +19/12/23 22:24:10| INFO d_m3w_sld_rbf_mc finished [took 151.2631s] +19/12/23 22:24:12| INFO d_bin_sld_rbf_ne finished [took 152.9099s] +19/12/23 22:24:21| INFO d_bin_sld_rbf_c finished [took 162.3003s] +19/12/23 22:24:28| INFO d_bin_sld_rbf finished [took 170.6132s] +19/12/23 22:24:35| INFO d_bin_sld_rbf_mc finished [took 176.3800s] +19/12/23 22:24:48| INFO ref finished [took 12.0345s] +19/12/23 22:25:05| INFO atc_mc finished [took 16.8417s] +19/12/23 22:25:26| INFO doc finished [took 20.0653s] +19/12/23 22:25:38| INFO d_m3w_sld_rbf finished [took 239.4454s] +19/12/23 22:25:39| INFO d_mul_sld_rbf finished [took 239.6765s] +19/12/23 22:25:45| INFO d_mul_sld_rbf_c finished [took 245.8710s] +19/12/23 22:25:48| INFO d_m3w_sld_rbf_c finished [took 249.2694s] +19/12/23 22:25:50| INFO d_mul_sld_rbf_mc finished [took 250.4887s] +19/12/23 22:25:53| INFO d_mul_sld_rbf_ne finished [took 254.7549s] +19/12/23 22:26:46| INFO d_bin_sld_rbf_is finished [took 153.5942s] +19/12/23 22:26:46| INFO d_m3w_sld_rbf_ne finished [took 155.5633s] +19/12/23 22:27:23| INFO d_m3w_sld_rbf_is finished [took 175.2918s] +19/12/23 22:27:47| INFO d_mul_sld_rbf_is finished [took 204.8334s] +19/12/23 22:28:03| DEBUG [size=11,place=1] best score = 0.02192853; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 55.150738286634635, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 15.731s] +19/12/23 22:28:03| DEBUG [size=11,place=2] best score = 0.02561059; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 551.5073828663463, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 15.732s] +19/12/23 22:28:03| DEBUG [size=11,place=3] best score = 0.02924295; best param = {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 55.150738286634635, 'quantifier__recalib': 'bcts', 'confidence': None} [took 15.732s] +19/12/23 22:32:39| DEBUG [size=40,place=1] best score = 0.01425644; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 551.5073828663463, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 275.584s] +19/12/23 22:32:39| DEBUG [size=40,place=2] best score = 0.02194697; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 551.5073828663463, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 275.584s] +19/12/23 22:32:39| DEBUG [size=40,place=3] best score = 0.02275157; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 55.150738286634635, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 275.584s] +19/12/23 22:40:29| DEBUG [size=24,place=1] best score = 0.01524908; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 551.5073828663463, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} [took 470.426s] +19/12/23 22:40:29| DEBUG [size=24,place=2] best score = 0.01919959; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 551.5073828663463, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 470.426s] +19/12/23 22:40:29| DEBUG [size=24,place=3] best score = 0.01971381; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 551.5073828663463, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} [took 470.426s] +19/12/23 22:40:29| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 551.5073828663463, 'quantifier__recalib': None, 'confidence': ['isoft']} (score=0.01426) [took 761.8520s] +19/12/23 22:43:32| INFO d_bin_sld_rbf_gs finished [took 944.8587s] +19/12/23 22:43:58| DEBUG [size=11,place=1] best score = 0.02076101; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 55.150738286634635, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 25.008s] +19/12/23 22:43:58| DEBUG [size=11,place=2] best score = 0.02373897; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 551.5073828663463, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 25.008s] +19/12/23 22:43:58| DEBUG [size=11,place=3] best score = 0.02553505; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.05515073828663464, 'quantifier__recalib': 'bcts', 'confidence': None} [took 25.009s] +19/12/23 22:48:47| DEBUG [size=42,place=1] best score = 0.01922494; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 551.5073828663463, 'quantifier__recalib': 'bcts', 'confidence': None} [took 289.150s] +19/12/23 22:48:47| DEBUG [size=42,place=2] best score = 0.01943518; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 55.150738286634635, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} [took 289.150s] +19/12/23 22:48:47| DEBUG [size=42,place=3] best score = 0.01976916; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 551.5073828663463, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 289.150s] +19/12/23 22:57:04| DEBUG [size=36,place=1] best score = 0.01680873; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 55.150738286634635, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} [took 497.281s] +19/12/23 22:57:04| DEBUG [size=36,place=2] best score = 0.01792388; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 551.5073828663463, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 497.282s] +19/12/23 22:57:04| DEBUG [size=36,place=3] best score = 0.01823610; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 551.5073828663463, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 497.282s] +19/12/23 23:06:06| DEBUG [size=25,place=1] best score = 0.01580744; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 5.515073828663463, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 541.663s] +19/12/23 23:06:06| DEBUG [size=25,place=2] best score = 0.01732318; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 551.5073828663463, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 541.663s] +19/12/23 23:06:06| DEBUG [size=25,place=3] best score = 0.01854836; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 551.5073828663463, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 541.664s] +19/12/23 23:11:23| DEBUG [size=15,place=1] best score = 0.01819077; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.05515073828663464, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 317.497s] +19/12/23 23:11:23| DEBUG [size=15,place=2] best score = 0.01910830; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 5.515073828663463, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 317.498s] +19/12/23 23:11:23| DEBUG [size=15,place=3] best score = 0.01950554; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 5.515073828663463, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 317.498s] +19/12/23 23:11:23| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 5.515073828663463, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.01581) [took 1670.7454s] +19/12/23 23:12:49| INFO d_mul_sld_rbf_gs finished [took 1756.7890s] +19/12/23 23:13:14| DEBUG [size=11,place=1] best score = 0.01980739; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.5515073828663464, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 23.807s] +19/12/23 23:13:14| DEBUG [size=11,place=2] best score = 0.01985869; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 55.150738286634635, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 23.807s] +19/12/23 23:13:14| DEBUG [size=11,place=3] best score = 0.02147280; best param = {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 55.150738286634635, 'quantifier__recalib': 'bcts', 'confidence': None} [took 23.808s] +19/12/23 23:19:29| DEBUG [size=40,place=1] best score = 0.01573720; best param = {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 551.5073828663463, 'quantifier__recalib': 'bcts', 'confidence': None} [took 375.849s] +19/12/23 23:19:29| DEBUG [size=40,place=2] best score = 0.01796630; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 55.150738286634635, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 375.850s] +19/12/23 23:19:29| DEBUG [size=40,place=3] best score = 0.01916539; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 55.150738286634635, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 375.850s] +19/12/23 23:30:21| DEBUG [size=24,place=1] best score = 0.01590004; best param = {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 551.5073828663463, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 651.760s] +19/12/23 23:30:21| DEBUG [size=24,place=2] best score = 0.01593510; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 551.5073828663463, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 651.761s] +19/12/23 23:30:21| DEBUG [size=24,place=3] best score = 0.01612127; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 551.5073828663463, 'quantifier__recalib': 'bcts', 'confidence': None} [took 651.761s] +19/12/23 23:30:21| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 551.5073828663463, 'quantifier__recalib': 'bcts', 'confidence': None} (score=0.01574) [took 1051.5272s] +19/12/23 23:32:58| INFO d_m3w_sld_rbf_gs finished [took 1207.7707s] +19/12/23 23:32:58| INFO Dataset sample [0.3 0.7] of dataset imdb finished [took 4280.8946s] +19/12/23 23:32:58| INFO Dataset sample [0.3999 0.6001] of dataset imdb started +19/12/23 23:35:07| INFO d_bin_sld_rbf_ne finished [took 127.3095s] +19/12/23 23:35:08| INFO d_bin_sld_rbf_c finished [took 128.0716s] +19/12/23 23:35:29| INFO d_bin_sld_rbf finished [took 150.5435s] +19/12/23 23:35:33| INFO d_bin_sld_rbf_mc finished [took 153.0340s] +19/12/23 23:36:46| INFO d_mul_sld_rbf finished [took 227.7837s] +19/12/23 23:36:53| INFO d_m3w_sld_rbf_c finished [took 232.9017s] +19/12/23 23:36:54| INFO d_mul_sld_rbf_ne finished [took 233.6819s] +19/12/23 23:36:58| INFO ref finished [took 11.3555s] +19/12/23 23:36:59| INFO d_m3w_sld_rbf finished [took 240.4900s] +19/12/23 23:37:03| INFO d_m3w_sld_rbf_mc finished [took 242.6943s] +19/12/23 23:37:10| INFO atc_mc finished [took 16.6080s] +19/12/23 23:37:11| INFO d_mul_sld_rbf_c finished [took 251.4695s] +19/12/23 23:37:12| INFO doc finished [took 17.6747s] +19/12/23 23:37:22| INFO d_mul_sld_rbf_mc finished [took 262.5936s] +19/12/23 23:37:36| INFO d_bin_sld_rbf_is finished [took 148.5276s] +19/12/23 23:38:28| INFO d_m3w_sld_rbf_ne finished [took 200.2703s] +19/12/23 23:38:36| INFO d_m3w_sld_rbf_is finished [took 182.5739s] +19/12/23 23:38:45| INFO d_mul_sld_rbf_is finished [took 195.6879s] +19/12/23 23:39:00| DEBUG [size=11,place=1] best score = 0.01359629; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.6736070303013437, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 14.289s] +19/12/23 23:39:00| DEBUG [size=11,place=2] best score = 0.01674229; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.6736070303013437, 'quantifier__recalib': None, 'confidence': None} [took 14.290s] +19/12/23 23:39:00| DEBUG [size=11,place=3] best score = 0.01914111; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 673.6070303013437, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 14.290s] +19/12/23 23:40:27| DEBUG [size=42,place=1] best score = 0.01258506; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.6736070303013437, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 87.146s] +19/12/23 23:40:27| DEBUG [size=42,place=2] best score = 0.01261284; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 6.736070303013436, 'quantifier__recalib': None, 'confidence': None} [took 87.146s] +19/12/23 23:40:27| DEBUG [size=42,place=3] best score = 0.01270060; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.6736070303013437, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 87.146s] +19/12/23 23:44:47| DEBUG [size=29,place=1] best score = 0.01275629; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.6736070303013437, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 260.067s] +19/12/23 23:44:47| DEBUG [size=29,place=2] best score = 0.01298527; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.6736070303013437, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 260.067s] +19/12/23 23:44:47| DEBUG [size=29,place=3] best score = 0.01303598; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 6.736070303013436, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 260.067s] +19/12/23 23:44:47| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.6736070303013437, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.01259) [took 361.6140s] +---------------------------------------------------------------------------------------------------- +20/12/23 10:20:50| INFO dataset imdb [pool size: 10] +20/12/23 10:20:50| INFO Dataset sample [0.0999 0.9001] of dataset imdb started +20/12/23 10:20:52| WARNING Method bin_sld_lr_mc failed. Exception: 'coo_matrix' object is not subscriptable +20/12/23 10:20:52| WARNING Method bin_sld_lr failed. Exception: 'coo_matrix' object is not subscriptable +20/12/23 10:20:52| WARNING Method bin_sld_lr_c failed. Exception: 'coo_matrix' object is not subscriptable +20/12/23 10:20:53| WARNING Method bin_sld_lr_ne failed. Exception: 'coo_matrix' object is not subscriptable +20/12/23 10:20:53| WARNING Method bin_sld_lr_is failed. Exception: 'coo_matrix' object is not subscriptable +20/12/23 10:21:10| INFO ref finished [took 16.8025s] +20/12/23 10:21:29| INFO atc_mc finished [took 18.4451s] +20/12/23 10:21:40| INFO m3w_sld_lr_c finished [took 47.9577s] +20/12/23 10:21:41| INFO m3w_sld_lr_ne finished [took 48.1798s] +20/12/23 10:21:42| INFO mul_sld_lr_is finished [took 48.6494s] +20/12/23 10:21:43| INFO m3w_sld_lr_is finished [took 49.2860s] +20/12/23 10:21:43| INFO m3w_sld_lr_mc finished [took 50.0781s] +20/12/23 10:21:43| INFO m3w_sld_lr finished [took 50.8334s] +20/12/23 10:21:43| INFO mul_sld_lr_c finished [took 51.4041s] +20/12/23 10:21:44| INFO mul_sld_lr_ne finished [took 51.3204s] +20/12/23 10:21:44| INFO mul_sld_lr_mc finished [took 51.6963s] +---------------------------------------------------------------------------------------------------- +20/12/23 10:23:21| INFO dataset imdb [pool size: 10] +20/12/23 10:23:21| INFO Dataset sample [0.0999 0.9001] of dataset imdb started +20/12/23 10:23:53| INFO m3w_sld_lr_c finished [took 29.7964s] +20/12/23 10:23:55| INFO m3w_sld_lr_mc finished [took 30.9568s] +20/12/23 10:23:56| INFO m3w_sld_lr finished [took 32.4531s] +20/12/23 10:23:56| INFO mul_sld_lr_ne finished [took 32.5751s] +20/12/23 10:23:58| INFO bin_sld_lr_mc finished [took 33.9540s] +20/12/23 10:23:58| INFO mul_sld_lr_c finished [took 34.3342s] +20/12/23 10:24:00| INFO mul_sld_lr_mc finished [took 36.0798s] +20/12/23 10:24:00| INFO bin_sld_lr_ne finished [took 36.3441s] +20/12/23 10:24:01| INFO bin_sld_lr finished [took 37.5019s] +20/12/23 10:24:02| INFO bin_sld_lr_c finished [took 37.9181s] +20/12/23 10:24:05| INFO mul_sld_lr finished [took 41.7458s] +---------------------------------------------------------------------------------------------------- +20/12/23 10:24:33| INFO dataset imdb [pool size: 10] +20/12/23 10:24:33| INFO Dataset sample [0.0999 0.9001] of dataset imdb started +20/12/23 10:25:20| INFO m3w_sld_lr_c finished [took 35.5213s] +20/12/23 10:25:23| INFO m3w_sld_lr finished [took 40.6148s] +20/12/23 10:25:24| INFO mul_sld_lr_mc finished [took 38.1662s] +20/12/23 10:25:27| INFO mul_sld_lr finished [took 45.1495s] +20/12/23 10:25:28| INFO m3w_sld_lr_mc finished [took 41.7214s] +20/12/23 10:25:28| INFO mul_sld_lr_c finished [took 43.9173s] +20/12/23 10:25:28| INFO mul_sld_lr_ne finished [took 41.0378s] +20/12/23 10:25:46| INFO ref finished [took 17.5308s] +20/12/23 10:25:52| INFO atc_mc finished [took 24.2389s] +20/12/23 10:25:54| INFO m3w_sld_lr_ne finished [took 33.4339s] +20/12/23 10:25:58| INFO doc finished [took 29.2259s] +20/12/23 10:25:58| INFO mul_sld_lr_is finished [took 34.2513s] +20/12/23 10:26:00| INFO m3w_sld_lr_is finished [took 32.6867s] +---------------------------------------------------------------------------------------------------- +20/12/23 10:26:27| INFO dataset imdb [pool size: 10] +20/12/23 10:26:27| INFO Dataset sample [0.0999 0.9001] of dataset imdb started +20/12/23 10:27:31| INFO bin_sld_lr finished [took 55.8984s] +20/12/23 10:27:32| INFO m3w_sld_lr_c finished [took 53.2241s] +20/12/23 10:27:32| INFO m3w_sld_lr finished [took 56.0702s] +20/12/23 10:27:34| INFO mul_sld_lr_c finished [took 56.0379s] +20/12/23 10:27:34| INFO mul_sld_lr_mc finished [took 54.6543s] +20/12/23 10:27:36| INFO m3w_sld_lr_mc finished [took 55.7297s] +20/12/23 10:27:36| INFO mul_sld_lr_ne finished [took 54.6050s] +20/12/23 10:27:43| INFO mul_sld_lr finished [took 67.1825s] +20/12/23 10:27:43| INFO bin_sld_lr_c finished [took 66.1768s] +20/12/23 10:27:45| INFO bin_sld_lr_ne finished [took 64.2141s] +20/12/23 10:27:45| INFO bin_sld_lr_mc finished [took 66.3553s] +20/12/23 10:27:56| INFO ref finished [took 21.7923s] +20/12/23 10:28:04| INFO atc_mc finished [took 27.8282s] +20/12/23 10:28:09| INFO doc finished [took 32.3460s] +20/12/23 10:28:09| INFO mul_sld_lr_is finished [took 36.5316s] +20/12/23 10:28:09| INFO m3w_sld_lr_ne finished [took 37.5858s] +20/12/23 10:28:11| INFO m3w_sld_lr_is finished [took 36.7785s] +21/12/23 10:41:35| ERROR estimate comparison failed. Exception: Invalid target None +---------------------------------------------------------------------------------------------------- +21/12/23 10:42:32| INFO dataset rcv1_CCAT [pool size: 10] +21/12/23 10:42:32| INFO Dataset sample [0.1 0.9] of dataset rcv1_CCAT started +21/12/23 13:15:06| ERROR estimate comparison failed. Exception: 'str' object has no attribute 'copy' +---------------------------------------------------------------------------------------------------- +21/12/23 13:18:37| INFO dataset rcv1_CCAT [pool size: 10] +21/12/23 13:18:37| INFO Dataset sample [0.1 0.9] of dataset rcv1_CCAT started +---------------------------------------------------------------------------------------------------- +21/12/23 13:19:20| INFO dataset imdb [pool size: 10] +21/12/23 13:19:20| INFO Dataset sample [0.1 0.9] of dataset imdb started diff --git a/remote.log b/remote.log index c74e397..d82219b 100644 --- a/remote.log +++ b/remote.log @@ -12137,3 +12137,3077 @@ The exit codes of the workers are {SIGTERM(-15), SIGTERM(-15), SIGTERM(-15), SIG 08/12/23 00:39:20| INFO Dataset sample 0.10 of dataset imdb started 08/12/23 00:39:36| INFO ref finished [took 14.2530s] 08/12/23 00:40:15| WARNING Method bin_kde_gs failed. Exception: unsupported format string passed to NoneType.__format__ +08/12/23 00:43:50| DEBUG [size=11,place=1] best score = 0.01066108; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 214.081s] +08/12/23 00:43:50| DEBUG [size=11,place=2] best score = 0.01439898; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.17, 'confidence': ['isoft']} [took 214.081s] +08/12/23 00:50:04| DEBUG [size=34,place=1] best score = 0.00842012; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 374.261s] +08/12/23 00:50:04| DEBUG [size=34,place=2] best score = 0.01023094; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': None} [took 374.261s] +08/12/23 00:59:35| DEBUG [size=44,place=1] best score = 0.00813757; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': None} [took 570.422s] +08/12/23 00:59:35| DEBUG [size=44,place=2] best score = 0.00823798; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': ['isoft']} [took 570.423s] +08/12/23 01:03:16| DEBUG [size=14,place=1] best score = 0.00866375; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': None} [took 221.389s] +08/12/23 01:03:16| DEBUG [size=14,place=2] best score = 0.00894029; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': None} [took 221.389s] +08/12/23 01:03:16| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': None} (score=0.00814) [took 1380.2704s] +08/12/23 01:14:15| INFO mul_kde_gs finished [took 2039.4130s] +08/12/23 01:17:03| DEBUG [size=11,place=1] best score = 0.01392764; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 166.684s] +08/12/23 01:17:03| DEBUG [size=11,place=2] best score = 0.01595060; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.17, 'confidence': ['isoft']} [took 166.685s] +08/12/23 01:21:47| DEBUG [size=34,place=1] best score = 0.00894270; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': None} [took 283.715s] +08/12/23 01:21:47| DEBUG [size=34,place=2] best score = 0.01129420; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 283.715s] +08/12/23 01:28:03| DEBUG [size=44,place=1] best score = 0.00825444; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': None} [took 376.367s] +08/12/23 01:28:03| DEBUG [size=44,place=2] best score = 0.00841897; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['isoft']} [took 376.368s] +08/12/23 01:30:44| DEBUG [size=14,place=1] best score = 0.01012019; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['isoft']} [took 161.198s] +08/12/23 01:30:44| DEBUG [size=14,place=2] best score = 0.01036583; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.03, 'confidence': ['isoft']} [took 161.199s] +08/12/23 01:30:44| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': None} (score=0.00825) [took 988.0813s] +08/12/23 01:41:17| INFO m3w_kde_gs finished [took 1620.9818s] +08/12/23 01:41:17| INFO Dataset sample 0.10 of dataset imdb finished [took 3717.6273s] +08/12/23 01:41:17| INFO Dataset sample 0.20 of dataset imdb started +08/12/23 01:41:34| INFO ref finished [took 14.1975s] +08/12/23 01:42:55| DEBUG [size=11,place=1] best score = 0.01291723; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 79.534s] +08/12/23 01:42:55| DEBUG [size=11,place=2] best score = 0.01546305; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 79.534s] +08/12/23 01:47:45| DEBUG [size=53,place=1] best score = 0.01225083; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['isoft']} [took 290.868s] +08/12/23 01:47:45| DEBUG [size=53,place=2] best score = 0.01226209; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': ['isoft']} [took 290.868s] +08/12/23 01:49:07| DEBUG [size=16,place=1] best score = 0.01200238; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': ['isoft']} [took 81.656s] +08/12/23 01:49:07| DEBUG [size=16,place=2] best score = 0.01202677; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['isoft']} [took 81.656s] +08/12/23 01:50:55| DEBUG [size=21,place=1] best score = 0.01223773; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': None} [took 108.147s] +08/12/23 01:50:55| DEBUG [size=21,place=2] best score = 0.01233791; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': ['isoft']} [took 108.147s] +08/12/23 01:50:55| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': ['isoft']} (score=0.01200) [took 560.3245s] +08/12/23 01:58:00| INFO bin_kde_gs finished [took 985.5536s] +08/12/23 02:01:46| DEBUG [size=11,place=1] best score = 0.01192768; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 223.942s] +08/12/23 02:01:46| DEBUG [size=11,place=2] best score = 0.02070385; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 223.942s] +08/12/23 02:15:21| DEBUG [size=53,place=1] best score = 0.01165559; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['isoft']} [took 815.123s] +08/12/23 02:15:21| DEBUG [size=53,place=2] best score = 0.01172897; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': ['isoft']} [took 815.123s] +08/12/23 02:19:08| DEBUG [size=16,place=1] best score = 0.01237341; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['isoft']} [took 227.410s] +08/12/23 02:19:08| DEBUG [size=16,place=2] best score = 0.01255415; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.03, 'confidence': ['isoft']} [took 227.411s] +08/12/23 02:19:08| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['isoft']} (score=0.01166) [took 1266.5876s] +08/12/23 02:28:40| INFO mul_kde_gs finished [took 1838.9272s] +08/12/23 02:31:31| DEBUG [size=11,place=1] best score = 0.00953370; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 169.439s] +08/12/23 02:31:31| DEBUG [size=11,place=2] best score = 0.01282606; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.17, 'confidence': ['isoft']} [took 169.440s] +08/12/23 02:36:19| DEBUG [size=34,place=1] best score = 0.00881740; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 287.845s] +08/12/23 02:36:19| DEBUG [size=34,place=2] best score = 0.00895364; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['isoft']} [took 287.845s] +08/12/23 02:39:06| DEBUG [size=16,place=1] best score = 0.00868445; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 167.344s] +08/12/23 02:39:06| DEBUG [size=16,place=2] best score = 0.00871860; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['isoft']} [took 167.345s] +08/12/23 02:43:03| DEBUG [size=20,place=1] best score = 0.00876632; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': ['isoft']} [took 237.058s] +08/12/23 02:43:03| DEBUG [size=20,place=2] best score = 0.00895230; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': ['isoft']} [took 237.058s] +08/12/23 02:43:03| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} (score=0.00868) [took 861.8042s] +08/12/23 02:51:10| INFO m3w_kde_gs finished [took 1348.7148s] +08/12/23 02:51:10| INFO Dataset sample 0.20 of dataset imdb finished [took 4192.9340s] +08/12/23 02:51:10| INFO Dataset sample 0.30 of dataset imdb started +08/12/23 02:51:27| INFO ref finished [took 14.2067s] +08/12/23 02:52:50| DEBUG [size=11,place=1] best score = 0.01143390; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 81.053s] +08/12/23 02:52:50| DEBUG [size=11,place=2] best score = 0.01387200; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 81.053s] +08/12/23 02:57:42| DEBUG [size=53,place=1] best score = 0.01119151; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 291.600s] +08/12/23 02:57:42| DEBUG [size=53,place=2] best score = 0.01122933; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['isoft']} [took 291.600s] +08/12/23 02:59:07| DEBUG [size=16,place=1] best score = 0.01165750; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': None} [took 85.332s] +08/12/23 02:59:07| DEBUG [size=16,place=2] best score = 0.01184465; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': None} [took 85.333s] +08/12/23 02:59:07| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} (score=0.01119) [took 458.1017s] +08/12/23 03:05:14| INFO bin_kde_gs finished [took 824.6224s] +08/12/23 03:08:55| DEBUG [size=11,place=1] best score = 0.01149085; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 219.767s] +08/12/23 03:08:55| DEBUG [size=11,place=2] best score = 0.02153219; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.17, 'confidence': ['isoft']} [took 219.767s] +08/12/23 03:15:52| DEBUG [size=34,place=1] best score = 0.01112105; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['isoft']} [took 416.799s] +08/12/23 03:15:52| DEBUG [size=34,place=2] best score = 0.01116321; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': ['isoft']} [took 416.799s] +08/12/23 03:19:33| DEBUG [size=16,place=1] best score = 0.01174331; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': None} [took 221.235s] +08/12/23 03:19:33| DEBUG [size=16,place=2] best score = 0.01198596; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['isoft']} [took 221.235s] +08/12/23 03:19:34| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['isoft']} (score=0.01112) [took 857.9153s] +08/12/23 03:27:28| INFO mul_kde_gs finished [took 1332.5947s] +08/12/23 03:30:22| DEBUG [size=11,place=1] best score = 0.01533456; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 172.159s] +08/12/23 03:30:22| DEBUG [size=11,place=2] best score = 0.01717070; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 172.160s] +08/12/23 03:40:17| DEBUG [size=53,place=1] best score = 0.01026628; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 595.486s] +08/12/23 03:40:17| DEBUG [size=53,place=2] best score = 0.01120140; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 595.486s] +08/12/23 03:45:32| DEBUG [size=26,place=1] best score = 0.01098998; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': None} [took 314.175s] +08/12/23 03:45:32| DEBUG [size=26,place=2] best score = 0.01164227; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 314.175s] +08/12/23 03:45:32| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} (score=0.01027) [took 1081.9372s] +08/12/23 03:52:18| INFO m3w_kde_gs finished [took 1488.1768s] +08/12/23 03:52:18| INFO Dataset sample 0.30 of dataset imdb finished [took 3667.7132s] +08/12/23 03:52:18| INFO Dataset sample 0.40 of dataset imdb started +08/12/23 03:52:34| INFO ref finished [took 13.9194s] +08/12/23 03:53:51| DEBUG [size=11,place=1] best score = 0.01416400; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 74.933s] +08/12/23 03:53:51| DEBUG [size=11,place=2] best score = 0.01883323; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 74.933s] +08/12/23 03:58:15| DEBUG [size=53,place=1] best score = 0.01185928; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 264.063s] +08/12/23 03:58:15| DEBUG [size=53,place=2] best score = 0.01210421; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 264.063s] +08/12/23 04:02:10| DEBUG [size=43,place=1] best score = 0.01183561; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 234.771s] +08/12/23 04:02:10| DEBUG [size=43,place=2] best score = 0.01215551; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 234.771s] +08/12/23 04:05:45| DEBUG [size=30,place=1] best score = 0.01236678; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 215.311s] +08/12/23 04:05:45| DEBUG [size=30,place=2] best score = 0.01320531; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 215.311s] +08/12/23 04:05:45| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} (score=0.01184) [took 789.1899s] +08/12/23 04:11:16| INFO bin_kde_gs finished [took 1120.2464s] +08/12/23 04:15:04| DEBUG [size=11,place=1] best score = 0.01844199; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 227.239s] +08/12/23 04:15:04| DEBUG [size=11,place=2] best score = 0.02826385; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 227.239s] +08/12/23 04:28:49| DEBUG [size=53,place=1] best score = 0.01172724; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 824.409s] +08/12/23 04:28:49| DEBUG [size=53,place=2] best score = 0.01207213; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 824.410s] +08/12/23 04:32:04| DEBUG [size=14,place=1] best score = 0.01205054; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 194.833s] +08/12/23 04:32:04| DEBUG [size=14,place=2] best score = 0.01251895; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 194.834s] +08/12/23 04:32:04| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} (score=0.01173) [took 1246.5983s] +08/12/23 04:38:37| INFO mul_kde_gs finished [took 1639.5698s] +08/12/23 04:41:24| DEBUG [size=11,place=1] best score = 0.01952105; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 166.300s] +08/12/23 04:41:24| DEBUG [size=11,place=2] best score = 0.02107291; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.05, 'confidence': None} [took 166.300s] +08/12/23 04:53:46| DEBUG [size=52,place=1] best score = 0.01242217; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 742.421s] +08/12/23 04:53:46| DEBUG [size=52,place=2] best score = 0.01288423; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.02, 'confidence': None} [took 742.422s] +08/12/23 05:01:03| DEBUG [size=28,place=1] best score = 0.01285537; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': None} [took 436.917s] +08/12/23 05:01:03| DEBUG [size=28,place=2] best score = 0.01474676; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.02, 'confidence': None} [took 436.918s] +08/12/23 05:01:03| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} (score=0.01242) [took 1345.7545s] +08/12/23 05:07:08| INFO m3w_kde_gs finished [took 1710.1588s] +08/12/23 05:07:08| INFO Dataset sample 0.40 of dataset imdb finished [took 4489.9288s] +08/12/23 05:07:08| INFO Dataset sample 0.50 of dataset imdb started +08/12/23 05:07:25| INFO ref finished [took 14.3738s] +08/12/23 05:08:43| DEBUG [size=11,place=1] best score = 0.01659678; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.05, 'confidence': None} [took 77.348s] +08/12/23 05:08:43| DEBUG [size=11,place=2] best score = 0.01695638; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 77.348s] +08/12/23 05:13:58| DEBUG [size=53,place=1] best score = 0.01138129; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 315.145s] +08/12/23 05:13:58| DEBUG [size=53,place=2] best score = 0.01174432; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 315.145s] +08/12/23 05:15:18| DEBUG [size=16,place=1] best score = 0.00976346; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 79.287s] +08/12/23 05:15:18| DEBUG [size=16,place=2] best score = 0.01034180; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 79.287s] +08/12/23 05:21:01| DEBUG [size=38,place=1] best score = 0.00974980; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 343.469s] +08/12/23 05:21:01| DEBUG [size=38,place=2] best score = 0.00977964; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': None} [took 343.469s] +08/12/23 05:26:00| DEBUG [size=44,place=1] best score = 0.00994167; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': None} [took 299.024s] +08/12/23 05:26:00| DEBUG [size=44,place=2] best score = 0.01059315; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': None} [took 299.025s] +08/12/23 05:26:00| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} (score=0.00975) [took 1114.3936s] +08/12/23 05:31:21| INFO bin_kde_gs finished [took 1434.9794s] +08/12/23 05:35:02| DEBUG [size=11,place=1] best score = 0.01580157; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 219.821s] +08/12/23 05:35:02| DEBUG [size=11,place=2] best score = 0.01688862; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.09999999999999999, 'confidence': None} [took 219.822s] +08/12/23 05:52:08| DEBUG [size=51,place=1] best score = 0.01047890; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': None} [took 1026.409s] +08/12/23 05:52:08| DEBUG [size=51,place=2] best score = 0.01206740; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': None} [took 1026.410s] +08/12/23 05:55:35| DEBUG [size=14,place=1] best score = 0.00986790; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': None} [took 206.213s] +08/12/23 05:55:35| DEBUG [size=14,place=2] best score = 0.01016540; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': None} [took 206.213s] +08/12/23 06:08:31| DEBUG [size=36,place=1] best score = 0.01048955; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': None} [took 775.953s] +08/12/23 06:08:31| DEBUG [size=36,place=2] best score = 0.01095112; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': None} [took 775.953s] +08/12/23 06:08:31| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': None} (score=0.00987) [took 2228.5156s] +08/12/23 06:16:52| INFO mul_kde_gs finished [took 2730.3018s] +08/12/23 06:19:47| DEBUG [size=11,place=1] best score = 0.01519302; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 173.844s] +08/12/23 06:19:47| DEBUG [size=11,place=2] best score = 0.02575940; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 173.844s] +08/12/23 06:30:08| DEBUG [size=53,place=1] best score = 0.01194274; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 620.149s] +08/12/23 06:30:08| DEBUG [size=53,place=2] best score = 0.01777625; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': None} [took 620.149s] +08/12/23 06:41:47| DEBUG [size=45,place=1] best score = 0.01340000; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': None} [took 699.109s] +08/12/23 06:41:47| DEBUG [size=45,place=2] best score = 0.01408497; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': None} [took 699.109s] +08/12/23 06:41:47| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} (score=0.01194) [took 1493.2181s] +08/12/23 06:47:52| INFO m3w_kde_gs finished [took 1858.1184s] +08/12/23 06:47:52| INFO Dataset sample 0.50 of dataset imdb finished [took 6043.7355s] +08/12/23 06:47:52| INFO Dataset sample 0.60 of dataset imdb started +08/12/23 06:48:09| INFO ref finished [took 14.1590s] +08/12/23 06:49:29| DEBUG [size=11,place=1] best score = 0.01219211; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 78.979s] +08/12/23 06:49:29| DEBUG [size=11,place=2] best score = 0.01237302; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 78.979s] +08/12/23 06:54:26| DEBUG [size=53,place=1] best score = 0.01220369; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': ['isoft']} [took 296.599s] +08/12/23 06:54:26| DEBUG [size=53,place=2] best score = 0.01230055; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 296.599s] +08/12/23 06:54:26| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} (score=0.01219) [took 375.6899s] +08/12/23 06:59:31| INFO bin_kde_gs finished [took 680.9392s] +08/12/23 07:03:16| DEBUG [size=11,place=1] best score = 0.01262679; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 223.490s] +08/12/23 07:03:16| DEBUG [size=11,place=2] best score = 0.02537997; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.05, 'confidence': None} [took 223.490s] +08/12/23 07:16:59| DEBUG [size=53,place=1] best score = 0.01141300; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['isoft']} [took 823.361s] +08/12/23 07:16:59| DEBUG [size=53,place=2] best score = 0.01143390; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': ['isoft']} [took 823.361s] +08/12/23 07:20:41| DEBUG [size=16,place=1] best score = 0.01058069; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['isoft']} [took 221.657s] +08/12/23 07:20:41| DEBUG [size=16,place=2] best score = 0.01145260; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': ['isoft']} [took 221.658s] +08/12/23 07:27:40| DEBUG [size=21,place=1] best score = 0.01053192; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 419.273s] +08/12/23 07:27:40| DEBUG [size=21,place=2] best score = 0.01208295; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': None} [took 419.274s] +08/12/23 07:36:42| DEBUG [size=30,place=1] best score = 0.01060630; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 541.594s] +08/12/23 07:36:42| DEBUG [size=30,place=2] best score = 0.01238679; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 541.594s] +08/12/23 07:36:42| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} (score=0.01053) [took 2229.4931s] +08/12/23 07:43:34| INFO mul_kde_gs finished [took 2642.0192s] +08/12/23 07:46:18| DEBUG [size=11,place=1] best score = 0.01849888; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 163.411s] +08/12/23 07:46:18| DEBUG [size=11,place=2] best score = 0.02024214; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.09999999999999999, 'confidence': None} [took 163.412s] +08/12/23 07:58:50| DEBUG [size=51,place=1] best score = 0.01379574; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': None} [took 751.868s] +08/12/23 07:58:50| DEBUG [size=51,place=2] best score = 0.01433927; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': None} [took 751.868s] +08/12/23 08:00:34| DEBUG [size=9,place=1] best score = 0.01517971; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': None} [took 103.950s] +08/12/23 08:00:34| DEBUG [size=9,place=2] best score = 0.01742746; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.02, 'confidence': None} [took 103.951s] +08/12/23 08:00:34| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': None} (score=0.01380) [took 1019.3435s] +08/12/23 08:07:27| INFO m3w_kde_gs finished [took 1431.7524s] +08/12/23 08:07:27| INFO Dataset sample 0.60 of dataset imdb finished [took 4775.1959s] +08/12/23 08:07:27| INFO Dataset sample 0.70 of dataset imdb started +08/12/23 08:07:44| INFO ref finished [took 14.3426s] +08/12/23 08:09:09| DEBUG [size=11,place=1] best score = 0.01866956; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 83.892s] +08/12/23 08:09:09| DEBUG [size=11,place=2] best score = 0.02514155; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.09999999999999999, 'confidence': None} [took 83.893s] +08/12/23 08:15:00| DEBUG [size=51,place=1] best score = 0.01698410; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 350.460s] +08/12/23 08:15:00| DEBUG [size=51,place=2] best score = 0.01854034; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': None} [took 350.461s] +08/12/23 08:18:55| DEBUG [size=44,place=1] best score = 0.01697068; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 235.380s] +08/12/23 08:18:55| DEBUG [size=44,place=2] best score = 0.01735693; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': None} [took 235.380s] +08/12/23 08:23:04| DEBUG [size=44,place=1] best score = 0.01911803; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.02, 'confidence': None} [took 249.453s] +08/12/23 08:23:04| DEBUG [size=44,place=2] best score = 0.01964418; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 249.453s] +08/12/23 08:23:04| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} (score=0.01697) [took 919.3069s] +08/12/23 08:29:31| INFO bin_kde_gs finished [took 1306.2020s] +08/12/23 08:33:11| DEBUG [size=11,place=1] best score = 0.02038703; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 217.720s] +08/12/23 08:33:11| DEBUG [size=11,place=2] best score = 0.02186639; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 217.720s] +08/12/23 08:47:17| DEBUG [size=53,place=1] best score = 0.01045687; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 846.047s] +08/12/23 08:47:17| DEBUG [size=53,place=2] best score = 0.01137868; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': None} [took 846.047s] +08/12/23 08:58:30| DEBUG [size=43,place=1] best score = 0.01103107; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': None} [took 673.593s] +08/12/23 08:58:30| DEBUG [size=43,place=2] best score = 0.01310193; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': None} [took 673.593s] +08/12/23 08:58:30| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} (score=0.01046) [took 1737.4760s] +08/12/23 09:05:32| INFO mul_kde_gs finished [took 2159.5794s] +08/12/23 09:08:20| DEBUG [size=11,place=1] best score = 0.01304121; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 166.038s] +08/12/23 09:08:20| DEBUG [size=11,place=2] best score = 0.02852550; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.05, 'confidence': None} [took 166.039s] +08/12/23 09:21:02| DEBUG [size=52,place=1] best score = 0.01392993; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 762.866s] +08/12/23 09:21:02| DEBUG [size=52,place=2] best score = 0.01536096; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 762.866s] +08/12/23 09:21:02| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} (score=0.01304) [took 929.0179s] +08/12/23 09:28:46| INFO m3w_kde_gs finished [took 1392.5585s] +08/12/23 09:28:46| INFO Dataset sample 0.70 of dataset imdb finished [took 4879.2065s] +08/12/23 09:28:46| INFO Dataset sample 0.80 of dataset imdb started +08/12/23 09:29:03| INFO ref finished [took 14.2105s] +08/12/23 09:30:24| DEBUG [size=11,place=1] best score = 0.00826263; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 79.580s] +08/12/23 09:30:24| DEBUG [size=11,place=2] best score = 0.01139361; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.17, 'confidence': ['isoft']} [took 79.580s] +08/12/23 09:32:57| DEBUG [size=34,place=1] best score = 0.00823491; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 153.219s] +08/12/23 09:32:57| DEBUG [size=34,place=2] best score = 0.00826922; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': ['isoft']} [took 153.219s] +08/12/23 09:34:56| DEBUG [size=27,place=1] best score = 0.00813395; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': ['isoft']} [took 118.676s] +08/12/23 09:34:56| DEBUG [size=27,place=2] best score = 0.00830867; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': ['isoft']} [took 118.677s] +08/12/23 09:36:49| DEBUG [size=21,place=1] best score = 0.00818776; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': ['isoft']} [took 113.607s] +08/12/23 09:36:49| DEBUG [size=21,place=2] best score = 0.00823875; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['isoft']} [took 113.608s] +08/12/23 09:36:49| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': ['isoft']} (score=0.00813) [took 465.1989s] +08/12/23 09:45:02| INFO bin_kde_gs finished [took 958.1268s] +08/12/23 09:48:44| DEBUG [size=11,place=1] best score = 0.00827836; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 220.807s] +08/12/23 09:48:44| DEBUG [size=11,place=2] best score = 0.01131802; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 220.807s] +08/12/23 10:02:38| DEBUG [size=53,place=1] best score = 0.00826673; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.06999999999999999, 'confidence': ['isoft']} [took 833.413s] +08/12/23 10:02:38| DEBUG [size=53,place=2] best score = 0.00843921; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.08, 'confidence': ['isoft']} [took 833.413s] +08/12/23 10:06:31| DEBUG [size=16,place=1] best score = 0.00880578; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.06999999999999999, 'confidence': ['isoft']} [took 233.486s] +08/12/23 10:06:31| DEBUG [size=16,place=2] best score = 0.00884233; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.08, 'confidence': ['isoft']} [took 233.486s] +08/12/23 10:06:31| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.06999999999999999, 'confidence': ['isoft']} (score=0.00827) [took 1287.8151s] +08/12/23 10:17:16| INFO mul_kde_gs finished [took 1932.1141s] +08/12/23 10:20:06| DEBUG [size=11,place=1] best score = 0.00977879; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 169.352s] +08/12/23 10:20:06| DEBUG [size=11,place=2] best score = 0.01379137; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 169.352s] +08/12/23 10:29:47| DEBUG [size=53,place=1] best score = 0.00899819; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 581.374s] +08/12/23 10:29:47| DEBUG [size=53,place=2] best score = 0.01014142; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 581.375s] +08/12/23 10:36:11| DEBUG [size=42,place=1] best score = 0.01148795; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 383.264s] +08/12/23 10:36:11| DEBUG [size=42,place=2] best score = 0.01308784; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': None} [took 383.264s] +08/12/23 10:36:11| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} (score=0.00900) [took 1134.1044s] +08/12/23 10:43:31| INFO m3w_kde_gs finished [took 1574.1633s] +08/12/23 10:43:31| INFO Dataset sample 0.80 of dataset imdb finished [took 4484.7910s] +08/12/23 10:43:31| INFO Dataset sample 0.90 of dataset imdb started +08/12/23 10:43:47| INFO ref finished [took 13.8770s] +08/12/23 10:43:54| WARNING Method bin_kde_gs failed. Exception: unsupported format string passed to NoneType.__format__ +08/12/23 10:47:35| DEBUG [size=11,place=1] best score = 0.01110667; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 219.978s] +08/12/23 10:47:35| DEBUG [size=11,place=2] best score = 0.01242913; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 219.978s] +08/12/23 11:01:03| DEBUG [size=53,place=1] best score = 0.00966868; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 807.916s] +08/12/23 11:01:03| DEBUG [size=53,place=2] best score = 0.00980785; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': None} [took 807.917s] +08/12/23 11:08:03| DEBUG [size=29,place=1] best score = 0.00955785; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': None} [took 420.116s] +08/12/23 11:08:03| DEBUG [size=29,place=2] best score = 0.00957759; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': ['isoft']} [took 420.117s] +08/12/23 11:15:28| DEBUG [size=27,place=1] best score = 0.00958286; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': None} [took 444.411s] +08/12/23 11:15:28| DEBUG [size=27,place=2] best score = 0.00967909; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': None} [took 444.411s] +08/12/23 11:15:28| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': None} (score=0.00956) [took 1892.5369s] +08/12/23 11:26:21| INFO mul_kde_gs finished [took 2545.5014s] +08/12/23 11:29:15| DEBUG [size=11,place=1] best score = 0.01066111; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 173.839s] +08/12/23 11:29:15| DEBUG [size=11,place=2] best score = 0.01221190; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 173.839s] +08/12/23 11:39:31| DEBUG [size=53,place=1] best score = 0.00985405; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': None} [took 615.668s] +08/12/23 11:39:31| DEBUG [size=53,place=2] best score = 0.01127054; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': None} [took 615.668s] +08/12/23 11:42:45| DEBUG [size=16,place=1] best score = 0.00896948; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': None} [took 193.750s] +08/12/23 11:42:45| DEBUG [size=16,place=2] best score = 0.00940040; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': None} [took 193.750s] +08/12/23 11:52:11| DEBUG [size=38,place=1] best score = 0.00869971; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': None} [took 566.436s] +08/12/23 11:52:11| DEBUG [size=38,place=2] best score = 0.00871415; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': None} [took 566.436s] +08/12/23 11:53:55| DEBUG [size=10,place=1] best score = 0.01080691; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': None} [took 104.039s] +08/12/23 11:53:55| DEBUG [size=10,place=2] best score = 0.01202835; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.03, 'confidence': None} [took 104.039s] +08/12/23 11:53:55| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': None} (score=0.00870) [took 1653.8501s] +08/12/23 12:04:12| INFO m3w_kde_gs finished [took 2270.4839s] +08/12/23 12:04:12| INFO Dataset sample 0.90 of dataset imdb finished [took 4841.2174s] +---------------------------------------------------------------------------------------------------- +16/12/23 22:27:04| INFO dataset twitter_gasp [pool size: 10] +16/12/23 22:27:04| INFO Dataset sample [0.0993 0.1015 0.7991] of dataset twitter_gasp started +16/12/23 22:27:48| WARNING Method bin_sld failed. Exception: shape mismatch: value array of shape (2,) could not be broadcast to indexing result of shape (3,) +16/12/23 22:36:24| INFO bgf_sld finished [took 504.5650s] +16/12/23 22:46:42| INFO mul_sld finished [took 605.5322s] +16/12/23 22:55:23| INFO m3w_sld finished [took 508.6561s] +16/12/23 23:04:41| INFO mgf_sld finished [took 546.1632s] +16/12/23 23:05:24| WARNING Method binc_sld failed. Exception: shape mismatch: value array of shape (2,) could not be broadcast to indexing result of shape (3,) +16/12/23 23:13:58| INFO bgfc_sld finished [took 501.3208s] +16/12/23 23:24:09| INFO mulc_sld finished [took 598.8946s] +16/12/23 23:32:58| INFO m3wc_sld finished [took 517.2434s] +16/12/23 23:42:27| INFO mgfc_sld finished [took 557.3515s] +16/12/23 23:43:09| WARNING Method binmc_sld failed. Exception: shape mismatch: value array of shape (2,) could not be broadcast to indexing result of shape (3,) +---------------------------------------------------------------------------------------------------- +17/12/23 00:26:16| INFO dataset twitter_gasp [pool size: 10] +17/12/23 00:26:16| INFO Dataset sample [0.0993 0.1015 0.7991] of dataset twitter_gasp started +17/12/23 00:37:12| INFO bin_sld finished [took 643.8447s] +17/12/23 00:45:44| INFO bgf_sld finished [took 501.7559s] +17/12/23 00:56:00| INFO mul_sld finished [took 604.5421s] +17/12/23 01:04:49| INFO m3w_sld finished [took 517.1424s] +17/12/23 01:14:13| INFO mgf_sld finished [took 552.7459s] +17/12/23 01:25:06| INFO binc_sld finished [took 640.7661s] +17/12/23 01:33:52| INFO bgfc_sld finished [took 514.6640s] +17/12/23 01:44:10| INFO mulc_sld finished [took 606.5232s] +17/12/23 01:52:48| INFO m3wc_sld finished [took 505.1910s] +17/12/23 02:02:08| INFO mgfc_sld finished [took 548.3568s] +17/12/23 02:12:56| INFO binmc_sld finished [took 636.8183s] +17/12/23 02:21:35| INFO bgfmc_sld finished [took 507.5543s] +17/12/23 02:31:41| INFO mulmc_sld finished [took 595.0178s] +17/12/23 02:40:24| INFO m3wmc_sld finished [took 510.6748s] +17/12/23 02:49:52| INFO mgfmc_sld finished [took 556.2990s] +17/12/23 02:58:28| INFO binne_sld finished [took 506.4963s] +17/12/23 03:09:16| INFO bgfne_sld finished [took 635.9704s] +17/12/23 03:19:27| INFO mulne_sld finished [took 599.1622s] +17/12/23 03:28:05| INFO m3wne_sld finished [took 506.1674s] +17/12/23 03:37:25| INFO mgfne_sld finished [took 548.6193s] +17/12/23 03:46:11| INFO binis_sld finished [took 513.3198s] +17/12/23 03:57:03| INFO bgfis_sld finished [took 640.7438s] +17/12/23 04:07:19| INFO mulis_sld finished [took 603.8059s] +17/12/23 04:16:00| INFO m3wis_sld finished [took 508.3781s] +17/12/23 04:25:28| INFO mgfis_sld finished [took 558.0677s] +17/12/23 04:30:07| INFO ref finished [took 267.1771s] +17/12/23 04:35:58| INFO atc_mc finished [took 338.8636s] +17/12/23 04:42:16| INFO doc finished [took 366.6193s] +17/12/23 04:49:27| INFO gde finished [took 419.8069s] +17/12/23 04:50:19| WARNING Method bin_sld_gs failed. Exception: no combination of hyperparameters seem to work +17/12/23 04:51:09| WARNING Method bgf_sld_gs failed. Exception: no combination of hyperparameters seem to work +17/12/23 04:54:15| WARNING Method mul_sld_gs failed. Exception: index 8 is out of bounds for axis 0 with size 6 +17/12/23 05:55:43| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.03011) [took 3676.6987s] +17/12/23 06:05:08| INFO m3w_sld_gs finished [took 4241.0938s] +17/12/23 06:07:51| WARNING Method mgf_sld_gs failed. Exception: index 5 is out of bounds for axis 0 with size 5 +17/12/23 06:07:51| INFO Dataset sample [0.0993 0.1015 0.7991] of dataset twitter_gasp finished [took 20495.2273s] +17/12/23 06:07:51| INFO Dataset sample [0.0993 0.2009 0.6998] of dataset twitter_gasp started +17/12/23 06:19:20| INFO bin_sld finished [took 676.7404s] +17/12/23 06:27:53| INFO bgf_sld finished [took 501.4695s] +17/12/23 06:38:36| INFO mul_sld finished [took 631.0147s] +17/12/23 06:47:24| INFO m3w_sld finished [took 515.4589s] +17/12/23 06:56:52| INFO mgf_sld finished [took 556.3011s] +17/12/23 07:08:17| INFO binc_sld finished [took 673.4320s] +17/12/23 07:17:08| INFO bgfc_sld finished [took 518.5193s] +17/12/23 07:27:55| INFO mulc_sld finished [took 635.7256s] +17/12/23 07:36:47| INFO m3wc_sld finished [took 518.7978s] +17/12/23 07:46:20| INFO mgfc_sld finished [took 561.0333s] +17/12/23 07:57:47| INFO binmc_sld finished [took 675.2128s] +17/12/23 08:06:33| INFO bgfmc_sld finished [took 514.2412s] +17/12/23 08:17:18| INFO mulmc_sld finished [took 633.2307s] +17/12/23 08:26:05| INFO m3wmc_sld finished [took 514.9487s] +17/12/23 08:35:34| INFO mgfmc_sld finished [took 556.9925s] +17/12/23 08:44:20| INFO binne_sld finished [took 514.6121s] +17/12/23 08:55:41| INFO bgfne_sld finished [took 668.3716s] +17/12/23 09:06:14| INFO mulne_sld finished [took 621.7870s] +17/12/23 09:14:56| INFO m3wne_sld finished [took 508.9254s] +17/12/23 09:24:16| INFO mgfne_sld finished [took 547.8858s] +17/12/23 09:33:07| INFO binis_sld finished [took 518.9836s] +17/12/23 09:44:24| INFO bgfis_sld finished [took 667.1477s] +17/12/23 09:55:15| INFO mulis_sld finished [took 638.9286s] +17/12/23 10:04:08| INFO m3wis_sld finished [took 521.7243s] +17/12/23 10:13:42| INFO mgfis_sld finished [took 561.2095s] +17/12/23 10:18:26| INFO ref finished [took 272.9437s] +17/12/23 10:24:21| INFO atc_mc finished [took 341.9848s] +17/12/23 10:30:39| INFO doc finished [took 367.7364s] +17/12/23 10:37:48| INFO gde finished [took 418.2752s] +17/12/23 10:55:36| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': None, 'confidence': ['isoft']} (score=0.20889) [took 1055.9696s] +17/12/23 11:07:23| INFO bin_sld_gs finished [took 1762.2675s] +17/12/23 11:13:02| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': None, 'confidence': ['isoft']} (score=0.13084) [took 326.7600s] +17/12/23 11:23:25| INFO bgf_sld_gs finished [took 950.2765s] +17/12/23 11:27:43| WARNING Method mul_sld_gs failed. Exception: message: ABNORMAL_TERMINATION_IN_LNSRCH + success: False + status: 2 + fun: nan + x: [ 1.000e+00 0.000e+00 0.000e+00 0.000e+00 0.000e+00 + 0.000e+00 0.000e+00 0.000e+00 0.000e+00 0.000e+00] + nit: 0 + jac: [ nan nan nan nan nan + nan nan nan nan nan] + nfev: 21 + njev: 21 + hess_inv: <10x10 LbfgsInvHessProduct with dtype=float64> +---------------------------------------------------------------------------------------------------- +17/12/23 12:02:31| INFO dataset twitter_gasp [pool size: 10] +17/12/23 12:02:31| INFO Dataset sample [0.0993 0.1015 0.7991] of dataset twitter_gasp started +17/12/23 12:13:24| INFO bin_sld finished [took 641.4641s] +17/12/23 12:22:15| INFO bgf_sld finished [took 519.6739s] +17/12/23 12:32:42| INFO mul_sld finished [took 613.7434s] +17/12/23 12:41:38| INFO m3w_sld finished [took 524.5842s] +17/12/23 12:51:10| INFO mgf_sld finished [took 559.5150s] +17/12/23 13:02:09| INFO binc_sld finished [took 647.3998s] +17/12/23 13:11:01| INFO bgfc_sld finished [took 520.4247s] +17/12/23 13:21:20| INFO mulc_sld finished [took 608.2693s] +17/12/23 13:30:05| INFO m3wc_sld finished [took 513.5996s] +17/12/23 13:39:42| INFO mgfc_sld finished [took 564.4513s] +17/12/23 13:50:35| INFO binmc_sld finished [took 641.0647s] +17/12/23 13:59:11| INFO bgfmc_sld finished [took 504.4284s] +17/12/23 14:09:37| INFO mulmc_sld finished [took 613.1113s] +---------------------------------------------------------------------------------------------------- +17/12/23 14:12:23| INFO dataset twitter_gasp [pool size: 10] +17/12/23 14:12:23| INFO Dataset sample [0.0993 0.1015 0.7991] of dataset twitter_gasp started +---------------------------------------------------------------------------------------------------- +17/12/23 14:14:57| INFO dataset twitter_gasp [pool size: 10] +17/12/23 14:14:57| INFO Dataset sample [0.0993 0.1015 0.7991] of dataset twitter_gasp started +17/12/23 14:50:29| INFO bgf_sld finished [took 2088.8816s] +17/12/23 14:51:48| INFO bgfc_sld finished [took 2153.2648s] +17/12/23 14:52:39| INFO m3wc_sld finished [took 2203.4681s] +17/12/23 14:53:43| INFO m3w_sld finished [took 2272.7425s] +17/12/23 14:55:39| INFO mgf_sld finished [took 2381.4363s] +17/12/23 14:55:48| INFO mgfc_sld finished [took 2393.9812s] +17/12/23 14:59:40| INFO bin_sld finished [took 2622.8721s] +17/12/23 14:59:51| INFO mul_sld finished [took 2633.8363s] +17/12/23 14:59:53| INFO binmc_sld finished [took 2646.0856s] +17/12/23 15:00:03| INFO mulc_sld finished [took 2645.3005s] +17/12/23 15:00:46| INFO binc_sld finished [took 2689.3150s] +17/12/23 15:26:32| INFO bgfmc_sld finished [took 2130.3199s] +17/12/23 15:30:36| INFO binne_sld finished [took 2057.4561s] +17/12/23 15:31:09| INFO m3wmc_sld finished [took 2269.9704s] +17/12/23 15:35:34| INFO binis_sld finished [took 2090.1400s] +17/12/23 15:35:43| INFO m3wne_sld finished [took 2106.1781s] +17/12/23 15:36:02| INFO mgfmc_sld finished [took 2507.9589s] +17/12/23 15:36:51| INFO mulmc_sld finished [took 2666.0805s] +17/12/23 15:39:25| INFO bgfne_sld finished [took 2580.6198s] +17/12/23 15:41:18| INFO mgfne_sld finished [took 2439.7349s] +17/12/23 15:42:59| INFO bgfis_sld finished [took 2488.4869s] +17/12/23 15:43:41| INFO mulne_sld finished [took 2598.8748s] +17/12/23 15:48:21| INFO ref finished [took 734.8497s] +17/12/23 15:50:40| INFO atc_mc finished [took 860.9713s] +17/12/23 15:52:11| INFO doc finished [took 934.4540s] +17/12/23 15:55:19| INFO m3wis_sld finished [took 1445.6311s] +17/12/23 15:55:22| INFO mulis_sld finished [took 1692.8083s] +17/12/23 15:55:27| INFO mgfis_sld finished [took 1417.9740s] +17/12/23 15:55:55| INFO gde finished [took 1110.1248s] +17/12/23 15:55:55| INFO Dataset sample [0.0993 0.1015 0.7991] of dataset twitter_gasp finished [took 6058.4750s] +17/12/23 15:55:56| INFO Dataset sample [0.0993 0.2009 0.6998] of dataset twitter_gasp started +17/12/23 16:32:54| INFO bgf_sld finished [took 2165.1362s] +17/12/23 16:33:16| INFO m3wc_sld finished [took 2176.5918s] +17/12/23 16:33:38| INFO bgfc_sld finished [took 2199.9869s] +17/12/23 16:33:48| INFO m3w_sld finished [took 2218.1563s] +17/12/23 16:36:40| INFO mgf_sld finished [took 2394.7646s] +17/12/23 16:36:45| INFO mgfc_sld finished [took 2402.4035s] +17/12/23 16:42:35| INFO mul_sld finished [took 2750.8771s] +17/12/23 16:42:58| INFO mulc_sld finished [took 2760.6965s] +17/12/23 16:43:09| INFO bin_sld finished [took 2785.3203s] +17/12/23 16:44:36| INFO binmc_sld finished [took 2857.7070s] +17/12/23 16:45:18| INFO binc_sld finished [took 2901.8827s] +17/12/23 17:08:11| INFO bgfmc_sld finished [took 2077.1417s] +17/12/23 17:10:41| INFO m3wmc_sld finished [took 2181.8508s] +17/12/23 17:13:21| INFO binne_sld finished [took 2161.7027s] +17/12/23 17:15:50| INFO mgfmc_sld finished [took 2479.8184s] +17/12/23 17:18:14| INFO m3wne_sld finished [took 2079.1662s] +17/12/23 17:20:16| INFO binis_sld finished [took 2106.0076s] +17/12/23 17:21:23| INFO mulmc_sld finished [took 2843.1791s] +17/12/23 17:22:36| INFO bgfne_sld finished [took 2716.6148s] +17/12/23 17:24:24| INFO mgfne_sld finished [took 2434.0763s] +17/12/23 17:29:18| INFO mulne_sld finished [took 2775.7782s] +17/12/23 17:30:32| INFO bgfis_sld finished [took 2676.5645s] +17/12/23 17:31:48| INFO ref finished [took 920.2842s] +17/12/23 17:34:16| INFO atc_mc finished [took 925.7144s] +17/12/23 17:36:32| INFO doc finished [took 939.7200s] +17/12/23 17:38:17| INFO m3wis_sld finished [took 1623.9516s] +17/12/23 17:38:35| INFO gde finished [took 995.9955s] +17/12/23 17:39:17| INFO mgfis_sld finished [took 1521.2198s] +17/12/23 17:39:20| INFO mulis_sld finished [took 1829.6310s] +17/12/23 17:39:20| INFO Dataset sample [0.0993 0.2009 0.6998] of dataset twitter_gasp finished [took 6204.2377s] +17/12/23 17:39:20| INFO Dataset sample [0.0993 0.3002 0.6004] of dataset twitter_gasp started +17/12/23 18:14:41| INFO bgf_sld finished [took 2073.2053s] +17/12/23 18:16:31| INFO m3w_sld finished [took 2184.5400s] +17/12/23 18:16:35| INFO bgfc_sld finished [took 2178.1290s] +17/12/23 18:17:14| INFO m3wc_sld finished [took 2211.4620s] +17/12/23 18:19:35| INFO mgf_sld finished [took 2353.1800s] +17/12/23 18:21:43| INFO mgfc_sld finished [took 2484.7824s] +17/12/23 18:25:29| INFO mul_sld finished [took 2715.1563s] +17/12/23 18:25:46| INFO bin_sld finished [took 2732.2688s] +17/12/23 18:26:40| INFO mulc_sld finished [took 2778.3632s] +17/12/23 18:27:29| INFO binc_sld finished [took 2833.1482s] +17/12/23 18:28:51| INFO binmc_sld finished [took 2920.4691s] +17/12/23 18:51:04| INFO bgfmc_sld finished [took 2149.2943s] +17/12/23 18:53:53| INFO m3wmc_sld finished [took 2204.1586s] +17/12/23 18:55:18| INFO binne_sld finished [took 2107.5051s] +---------------------------------------------------------------------------------------------------- +17/12/23 19:05:20| INFO dataset twitter_gasp_4prevs [pool size: 10] +17/12/23 19:05:20| INFO Dataset sample [0.2003 0.2003 0.5993] of dataset twitter_gasp_4prevs started +17/12/23 19:41:23| INFO bgf_sld finished [took 2102.7271s] +17/12/23 19:41:43| INFO bgfc_sld finished [took 2121.9685s] +17/12/23 19:43:05| INFO m3wc_sld finished [took 2204.9369s] +17/12/23 19:44:41| INFO m3w_sld finished [took 2312.3112s] +17/12/23 19:46:42| INFO mgf_sld finished [took 2432.9109s] +17/12/23 19:47:33| INFO mgfc_sld finished [took 2472.5590s] +17/12/23 19:51:10| INFO mul_sld finished [took 2690.9208s] +17/12/23 19:51:32| INFO mulc_sld finished [took 2714.2409s] +17/12/23 19:52:00| INFO bin_sld finished [took 2746.0669s] +17/12/23 19:54:04| INFO binc_sld finished [took 2863.5249s] +17/12/23 19:54:53| INFO binmc_sld finished [took 2918.9867s] +17/12/23 20:18:09| INFO bgfmc_sld finished [took 2166.1114s] +17/12/23 20:19:27| INFO m3wmc_sld finished [took 2155.1960s] +17/12/23 20:24:19| INFO binne_sld finished [took 2218.6198s] +17/12/23 20:25:30| INFO mgfmc_sld finished [took 2410.6163s] +17/12/23 20:27:55| INFO m3wne_sld finished [took 2145.5684s] +17/12/23 20:28:30| INFO mulmc_sld finished [took 2765.9936s] +17/12/23 20:30:30| INFO binis_sld finished [took 2149.0287s] +17/12/23 20:32:17| INFO mgfne_sld finished [took 2373.5675s] +17/12/23 20:33:44| INFO bgfne_sld finished [took 2732.2612s] +17/12/23 20:35:48| INFO mulne_sld finished [took 2640.3284s] +17/12/23 20:39:14| INFO ref finished [took 784.4305s] +17/12/23 20:40:09| INFO bgfis_sld finished [took 2679.2309s] +17/12/23 20:42:59| INFO atc_mc finished [took 868.1519s] +17/12/23 20:45:52| INFO m3wis_sld finished [took 1544.9402s] +17/12/23 20:46:20| INFO doc finished [took 1035.8164s] +17/12/23 20:48:24| INFO mgfis_sld finished [took 1411.1260s] +17/12/23 20:48:38| INFO mulis_sld finished [took 1790.9532s] +17/12/23 20:48:41| INFO gde finished [took 1054.4143s] +17/12/23 20:48:41| INFO Dataset sample [0.2003 0.2003 0.5993] of dataset twitter_gasp_4prevs finished [took 6201.0354s] +17/12/23 20:48:41| INFO Dataset sample [0.2003 0.399 0.4007] of dataset twitter_gasp_4prevs started +17/12/23 21:24:55| INFO bgf_sld finished [took 2118.5952s] +17/12/23 21:25:48| INFO m3w_sld finished [took 2170.6775s] +17/12/23 21:26:20| INFO m3wc_sld finished [took 2204.8712s] +17/12/23 21:26:39| INFO bgfc_sld finished [took 2216.7843s] +17/12/23 21:27:36| INFO mgf_sld finished [took 2284.6511s] +17/12/23 21:30:16| INFO mgfc_sld finished [took 2432.3249s] +17/12/23 21:35:27| INFO mul_sld finished [took 2751.5798s] +17/12/23 21:36:09| INFO bin_sld finished [took 2793.6698s] +17/12/23 21:37:25| INFO binmc_sld finished [took 2866.4312s] +17/12/23 21:37:31| INFO mulc_sld finished [took 2867.1206s] +17/12/23 21:39:01| INFO binc_sld finished [took 2971.4911s] +17/12/23 22:01:40| INFO bgfmc_sld finished [took 2166.9270s] +17/12/23 22:03:14| INFO binne_sld finished [took 2097.7184s] +17/12/23 22:03:44| INFO m3wmc_sld finished [took 2203.0196s] +17/12/23 22:08:57| INFO mgfmc_sld finished [took 2494.9945s] +17/12/23 22:11:50| INFO m3wne_sld finished [took 2104.0904s] +17/12/23 22:11:59| INFO binis_sld finished [took 2028.1904s] +17/12/23 22:15:04| INFO mulmc_sld finished [took 2931.3700s] +17/12/23 22:17:05| INFO bgfne_sld finished [took 2777.8177s] +17/12/23 22:19:35| INFO mgfne_sld finished [took 2495.6540s] +17/12/23 22:21:36| INFO mulne_sld finished [took 2729.7169s] +17/12/23 22:24:53| INFO bgfis_sld finished [took 2720.9906s] +17/12/23 22:26:33| INFO ref finished [took 1018.2304s] +17/12/23 22:28:31| INFO atc_mc finished [took 962.8735s] +17/12/23 22:30:07| INFO doc finished [took 1055.1466s] +17/12/23 22:30:51| INFO mgfis_sld finished [took 1591.7592s] +17/12/23 22:31:15| INFO m3wis_sld finished [took 1648.8863s] +17/12/23 22:32:16| INFO mulis_sld finished [took 1803.1402s] +17/12/23 22:32:45| INFO gde finished [took 1024.3498s] +17/12/23 22:32:45| INFO Dataset sample [0.2003 0.399 0.4007] of dataset twitter_gasp_4prevs finished [took 6244.0135s] +17/12/23 22:32:45| INFO Dataset sample [0.2003 0.5993 0.2003] of dataset twitter_gasp_4prevs started +17/12/23 23:09:36| INFO bgf_sld finished [took 2156.3585s] +17/12/23 23:09:43| INFO m3w_sld finished [took 2166.1990s] +17/12/23 23:10:54| INFO bgfc_sld finished [took 2225.5676s] +17/12/23 23:10:55| INFO m3wc_sld finished [took 2226.6323s] +17/12/23 23:13:14| INFO mgf_sld finished [took 2373.1052s] +17/12/23 23:13:42| INFO mgfc_sld finished [took 2395.2735s] +17/12/23 23:18:23| INFO mul_sld finished [took 2693.6374s] +17/12/23 23:20:14| INFO bin_sld finished [took 2803.8898s] +17/12/23 23:20:56| INFO mulc_sld finished [took 2834.0144s] +17/12/23 23:21:51| INFO binmc_sld finished [took 2880.4855s] +17/12/23 23:22:28| INFO binc_sld finished [took 2920.6299s] +17/12/23 23:46:20| INFO bgfmc_sld finished [took 2168.1728s] +17/12/23 23:48:09| INFO m3wmc_sld finished [took 2193.5878s] +17/12/23 23:48:42| INFO binne_sld finished [took 2087.2780s] +17/12/23 23:50:54| INFO mgfmc_sld finished [took 2358.8747s] +17/12/23 23:57:04| INFO mulmc_sld finished [took 2800.8004s] +17/12/23 23:57:18| INFO binis_sld finished [took 2092.3093s] +17/12/23 23:58:45| INFO m3wne_sld finished [took 2270.1433s] +17/12/23 23:58:51| INFO bgfne_sld finished [took 2680.1004s] +18/12/23 00:02:16| INFO mgfne_sld finished [took 2443.5260s] +18/12/23 00:05:28| INFO mulne_sld finished [took 2790.0589s] +18/12/23 00:06:55| INFO bgfis_sld finished [took 2628.5702s] +18/12/23 00:07:58| INFO ref finished [took 996.1022s] +18/12/23 00:11:48| INFO atc_mc finished [took 860.1618s] +18/12/23 00:14:36| INFO m3wis_sld finished [took 1546.6583s] +18/12/23 00:14:42| INFO doc finished [took 1008.6691s] +18/12/23 00:15:28| INFO mgfis_sld finished [took 1566.8474s] +18/12/23 00:15:58| INFO mulis_sld finished [took 1740.7998s] +18/12/23 00:16:25| INFO gde finished [took 1024.5265s] +18/12/23 00:16:25| INFO Dataset sample [0.2003 0.5993 0.2003] of dataset twitter_gasp_4prevs finished [took 6219.4659s] +18/12/23 00:16:25| INFO Dataset sample [0.399 0.2003 0.4007] of dataset twitter_gasp_4prevs started +18/12/23 00:52:50| INFO bgf_sld finished [took 2128.7440s] +18/12/23 00:53:05| INFO m3w_sld finished [took 2146.1814s] +18/12/23 00:54:24| INFO m3wc_sld finished [took 2216.5372s] +18/12/23 00:54:52| INFO bgfc_sld finished [took 2243.6559s] +18/12/23 00:57:27| INFO mgf_sld finished [took 2406.4161s] +18/12/23 00:58:05| INFO mgfc_sld finished [took 2436.6876s] +18/12/23 01:02:46| INFO mulc_sld finished [took 2717.3027s] +18/12/23 01:02:50| INFO mul_sld finished [took 2728.8059s] +18/12/23 01:03:11| INFO bin_sld finished [took 2750.1324s] +18/12/23 01:05:17| INFO binmc_sld finished [took 2867.7904s] +18/12/23 01:06:25| INFO binc_sld finished [took 2964.8410s] +18/12/23 01:29:46| INFO m3wmc_sld finished [took 2094.5553s] +18/12/23 01:30:20| INFO bgfmc_sld finished [took 2210.1995s] +18/12/23 01:33:41| INFO binne_sld finished [took 2133.9492s] +18/12/23 01:36:24| INFO mgfmc_sld finished [took 2447.0027s] +18/12/23 01:39:58| INFO mulmc_sld finished [took 2772.3071s] +18/12/23 01:40:18| INFO m3wne_sld finished [took 2212.7777s] +18/12/23 01:42:11| INFO binis_sld finished [took 2190.4691s] +18/12/23 01:43:23| INFO mgfne_sld finished [took 2370.8217s] +18/12/23 01:45:20| INFO bgfne_sld finished [took 2796.8610s] +18/12/23 01:49:21| INFO mulne_sld finished [took 2757.5310s] +18/12/23 01:52:00| INFO ref finished [took 898.0978s] +18/12/23 01:52:18| INFO bgfis_sld finished [took 2718.0250s] +18/12/23 01:55:16| INFO atc_mc finished [took 879.8002s] +18/12/23 01:58:20| INFO doc finished [took 1052.5104s] +18/12/23 01:58:35| INFO m3wis_sld finished [took 1654.6084s] +18/12/23 01:59:24| INFO mulis_sld finished [took 1739.9129s] +18/12/23 01:59:43| INFO gde finished [took 1015.1624s] +18/12/23 02:00:15| INFO mgfis_sld finished [took 1555.1790s] +18/12/23 02:00:15| INFO Dataset sample [0.399 0.2003 0.4007] of dataset twitter_gasp_4prevs finished [took 6229.6418s] +18/12/23 02:00:15| INFO Dataset sample [0.399 0.4007 0.2003] of dataset twitter_gasp_4prevs started +18/12/23 02:35:50| INFO bgf_sld finished [took 2080.6718s] +18/12/23 02:36:21| INFO bgfc_sld finished [took 2129.3291s] +18/12/23 02:38:03| INFO m3w_sld finished [took 2213.8661s] +18/12/23 02:38:45| INFO m3wc_sld finished [took 2246.8331s] +18/12/23 02:40:38| INFO mgf_sld finished [took 2368.6231s] +18/12/23 02:41:21| INFO mgfc_sld finished [took 2403.3363s] +18/12/23 02:46:03| INFO bin_sld finished [took 2698.9271s] +18/12/23 02:46:43| INFO mul_sld finished [took 2733.3692s] +18/12/23 02:48:04| INFO mulc_sld finished [took 2806.1284s] +18/12/23 02:49:31| INFO binmc_sld finished [took 2895.4142s] +18/12/23 02:51:03| INFO binc_sld finished [took 2985.3940s] +18/12/23 03:13:05| INFO bgfmc_sld finished [took 2196.2538s] +18/12/23 03:15:42| INFO m3wmc_sld finished [took 2225.7638s] +18/12/23 03:16:25| INFO binne_sld finished [took 2109.8157s] +18/12/23 03:20:55| INFO mgfmc_sld finished [took 2491.6574s] +18/12/23 03:24:33| INFO m3wne_sld finished [took 2230.0010s] +18/12/23 03:25:22| INFO binis_sld finished [took 2113.0526s] +18/12/23 03:26:44| INFO mgfne_sld finished [took 2289.2967s] +18/12/23 03:27:07| INFO mulmc_sld finished [took 3005.7104s] +18/12/23 03:28:32| INFO bgfne_sld finished [took 2792.8853s] +18/12/23 03:31:15| INFO mulne_sld finished [took 2685.8253s] +18/12/23 03:34:27| INFO bgfis_sld finished [took 2567.9325s] +18/12/23 03:36:38| INFO ref finished [took 905.3318s] +18/12/23 03:40:13| INFO atc_mc finished [took 902.6946s] +18/12/23 03:41:33| INFO doc finished [took 942.8322s] +18/12/23 03:42:24| INFO m3wis_sld finished [took 1570.2827s] +18/12/23 03:43:01| INFO mgfis_sld finished [took 1557.7496s] +18/12/23 03:43:27| INFO gde finished [took 975.4425s] +18/12/23 03:43:52| INFO mulis_sld finished [took 1809.2311s] +18/12/23 03:43:52| INFO Dataset sample [0.399 0.4007 0.2003] of dataset twitter_gasp_4prevs finished [took 6217.4506s] +18/12/23 03:43:53| INFO Dataset sample [0.5993 0.2003 0.2003] of dataset twitter_gasp_4prevs started +18/12/23 04:18:43| INFO m3w_sld finished [took 2035.0053s] +18/12/23 04:20:39| INFO bgfc_sld finished [took 2143.4561s] +18/12/23 04:20:58| INFO bgf_sld finished [took 2173.4480s] +18/12/23 04:22:41| INFO m3wc_sld finished [took 2264.9206s] +18/12/23 04:24:59| INFO mgf_sld finished [took 2409.8597s] +18/12/23 04:26:13| INFO mgfc_sld finished [took 2477.2391s] +18/12/23 04:29:53| INFO mul_sld finished [took 2724.3104s] +18/12/23 04:31:20| INFO mulc_sld finished [took 2786.1613s] +18/12/23 04:31:44| INFO binc_sld finished [took 2815.5028s] +18/12/23 04:31:46| INFO bin_sld finished [took 2818.1159s] +18/12/23 04:32:58| INFO binmc_sld finished [took 2882.0064s] +18/12/23 04:55:04| INFO bgfmc_sld finished [took 2145.3192s] +18/12/23 04:59:21| INFO m3wmc_sld finished [took 2267.8424s] +18/12/23 05:00:25| INFO binne_sld finished [took 2090.4183s] +18/12/23 05:05:09| INFO mgfmc_sld finished [took 2508.6745s] +18/12/23 05:07:34| INFO m3wne_sld finished [took 2131.4042s] +18/12/23 05:07:55| INFO binis_sld finished [took 2126.4658s] +18/12/23 05:09:07| INFO mulmc_sld finished [took 2866.5159s] +18/12/23 05:12:04| INFO mgfne_sld finished [took 2383.5172s] +18/12/23 05:12:54| INFO bgfne_sld finished [took 2772.1248s] +18/12/23 05:15:48| INFO mulne_sld finished [took 2724.0435s] +18/12/23 05:16:34| INFO bgfis_sld finished [took 2581.5470s] +18/12/23 05:22:14| INFO ref finished [took 987.2028s] +18/12/23 05:22:20| INFO atc_mc finished [took 859.6451s] +18/12/23 05:24:22| INFO doc finished [took 952.2024s] +18/12/23 05:26:35| INFO mulis_sld finished [took 1853.7097s] +18/12/23 05:26:35| INFO gde finished [took 1012.5558s] +18/12/23 05:26:45| INFO mgfis_sld finished [took 1540.1588s] +18/12/23 05:27:08| INFO m3wis_sld finished [took 1628.8541s] +18/12/23 05:27:08| INFO Dataset sample [0.5993 0.2003 0.2003] of dataset twitter_gasp_4prevs finished [took 6195.3251s] +---------------------------------------------------------------------------------------------------- +18/12/23 19:40:05| INFO dataset imdb [pool size: 10] +18/12/23 19:40:05| INFO Dataset sample [0.0999 0.9001] of dataset imdb started +18/12/23 19:40:08| WARNING Method d_mul_sld_rbf failed. Exception: Requesting 5-fold cross-validation but provided less than 5 examples for at least one class. +18/12/23 19:40:09| WARNING Method bin_kde_lr failed. Exception: This solver needs samples of at least 2 classes in the data, but the data contains only one class: 0 +18/12/23 19:40:09| WARNING Method d_bin_sld_rbf failed. Exception: Requesting 5-fold cross-validation but provided less than 5 examples for at least one class. +18/12/23 19:40:10| 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 +18/12/23 19:41:01| INFO d_mul_sld_lr finished [took 52.9117s] +18/12/23 19:41:02| WARNING Method d_bin_kde_rbf failed. Exception: Requesting 5-fold cross-validation but provided less than 5 examples for at least one class. +18/12/23 19:41:03| WARNING Method d_mul_kde_rbf failed. Exception: Requesting 5-fold cross-validation but provided less than 5 examples for at least one class. +18/12/23 19:41:04| INFO d_m3w_sld_lr finished [took 54.9949s] +18/12/23 19:41:11| INFO d_bin_sld_lr finished [took 62.0062s] +18/12/23 19:41:14| INFO bin_sld_lr finished [took 65.4728s] +18/12/23 19:41:18| INFO m3w_sld_lr finished [took 68.6640s] +18/12/23 19:41:29| INFO mul_sld_lr finished [took 79.7951s] +18/12/23 19:41:29| INFO ref finished [took 24.4870s] +18/12/23 19:41:36| INFO doc finished [took 20.9326s] +18/12/23 19:41:41| INFO atc_mc finished [took 29.1987s] +18/12/23 19:44:58| INFO d_m3w_sld_rbf finished [took 289.2105s] +18/12/23 20:00:17| INFO d_m3w_kde_lr finished [took 1206.2517s] +18/12/23 20:00:36| INFO m3w_kde_lr finished [took 1226.1312s] +18/12/23 20:01:46| INFO d_mul_kde_lr finished [took 1296.1545s] +18/12/23 20:02:23| INFO mul_kde_lr finished [took 1333.4920s] +18/12/23 20:03:36| INFO d_m3w_kde_rbf finished [took 1352.9655s] +18/12/23 20:03:37| INFO Dataset sample [0.0999 0.9001] of dataset imdb finished [took 1411.7874s] +18/12/23 20:03:37| INFO Dataset sample [0.2 0.8] of dataset imdb started +18/12/23 20:04:21| INFO m3w_sld_lr finished [took 42.8400s] +18/12/23 20:04:28| INFO d_m3w_sld_lr finished [took 46.2757s] +18/12/23 20:04:29| INFO d_mul_sld_lr finished [took 50.6629s] +18/12/23 20:04:55| INFO mul_sld_lr finished [took 76.9876s] +18/12/23 20:05:02| INFO bin_sld_lr finished [took 83.8703s] +18/12/23 20:06:06| INFO d_bin_sld_lr finished [took 147.4793s] +18/12/23 20:13:32| INFO d_bin_sld_rbf finished [took 590.7321s] +18/12/23 20:14:20| INFO d_m3w_sld_rbf finished [took 638.1385s] +18/12/23 20:14:45| INFO ref finished [took 24.5481s] +18/12/23 20:14:48| INFO d_mul_sld_rbf finished [took 667.9617s] +18/12/23 20:15:12| INFO doc finished [took 23.9686s] +18/12/23 20:15:19| INFO atc_mc finished [took 32.4979s] +18/12/23 20:25:48| INFO d_bin_kde_lr finished [took 1278.5963s] +18/12/23 20:25:48| INFO bin_kde_lr finished [took 1326.5022s] +18/12/23 20:27:42| INFO d_m3w_kde_lr finished [took 1365.7467s] +18/12/23 20:28:13| INFO m3w_kde_lr finished [took 1431.4014s] +18/12/23 20:29:29| INFO d_mul_kde_lr finished [took 1499.2896s] +18/12/23 20:31:01| INFO d_bin_kde_rbf finished [took 1557.9838s] +18/12/23 20:32:09| INFO mul_kde_lr finished [took 1707.0078s] +18/12/23 20:38:34| INFO d_mul_kde_rbf finished [took 1947.2274s] +18/12/23 20:39:40| INFO d_m3w_kde_rbf finished [took 1566.8918s] +18/12/23 20:39:40| INFO Dataset sample [0.2 0.8] of dataset imdb finished [took 2163.2636s] +18/12/23 20:39:40| INFO Dataset sample [0.3 0.7] of dataset imdb started +18/12/23 20:40:30| INFO d_m3w_sld_lr finished [took 44.8482s] +18/12/23 20:40:41| INFO m3w_sld_lr finished [took 56.2181s] +18/12/23 20:40:47| INFO d_mul_sld_lr finished [took 61.6232s] +18/12/23 20:40:50| INFO mul_sld_lr finished [took 69.2421s] +18/12/23 20:40:56| INFO d_bin_sld_lr finished [took 72.7019s] +18/12/23 20:40:57| INFO bin_sld_lr finished [took 76.1819s] +18/12/23 20:47:36| INFO d_bin_sld_rbf finished [took 470.8245s] +18/12/23 20:52:10| INFO d_m3w_sld_rbf finished [took 744.6789s] +18/12/23 20:52:27| INFO ref finished [took 16.2579s] +18/12/23 20:52:35| INFO d_mul_sld_rbf finished [took 769.7449s] +18/12/23 20:52:51| INFO atc_mc finished [took 23.5204s] +18/12/23 20:52:59| INFO doc finished [took 23.0529s] +18/12/23 20:56:43| INFO d_bin_kde_lr finished [took 961.4746s] +18/12/23 20:56:57| INFO bin_kde_lr finished [took 1031.9897s] +18/12/23 21:01:15| INFO d_m3w_kde_lr finished [took 1223.2831s] +18/12/23 21:01:55| INFO mul_kde_lr finished [took 1329.9820s] +18/12/23 21:03:17| INFO m3w_kde_lr finished [took 1366.5427s] +18/12/23 21:03:30| INFO d_bin_kde_rbf finished [took 1353.2966s] +18/12/23 21:03:44| INFO d_mul_kde_lr finished [took 1375.8524s] +18/12/23 21:06:28| INFO d_mul_kde_rbf finished [took 1529.5220s] +18/12/23 21:11:10| INFO d_m3w_kde_rbf finished [took 1413.5065s] +18/12/23 21:11:10| INFO Dataset sample [0.3 0.7] of dataset imdb finished [took 1890.0730s] +18/12/23 21:11:10| INFO Dataset sample [0.3999 0.6001] of dataset imdb started +18/12/23 21:11:52| INFO m3w_sld_lr finished [took 38.2640s] +18/12/23 21:11:58| INFO d_m3w_sld_lr finished [took 43.1041s] +18/12/23 21:12:25| INFO d_mul_sld_lr finished [took 70.4765s] +18/12/23 21:12:26| INFO d_bin_sld_lr finished [took 71.7504s] +18/12/23 21:12:28| INFO bin_sld_lr finished [took 76.7383s] +18/12/23 21:12:33| INFO mul_sld_lr finished [took 81.8358s] +18/12/23 21:19:20| INFO d_bin_sld_rbf finished [took 485.0791s] +18/12/23 21:23:25| INFO d_m3w_sld_rbf finished [took 731.7693s] +18/12/23 21:23:49| INFO ref finished [took 23.8766s] +18/12/23 21:24:24| INFO atc_mc finished [took 33.9496s] +18/12/23 21:24:47| INFO doc finished [took 22.7075s] +18/12/23 21:25:56| INFO d_mul_sld_rbf finished [took 881.5268s] +18/12/23 21:26:06| INFO bin_kde_lr finished [took 891.1501s] +18/12/23 21:26:32| INFO d_bin_kde_lr finished [took 873.9803s] +18/12/23 21:32:34| INFO m3w_kde_lr finished [took 1241.3976s] +18/12/23 21:32:37| INFO d_bin_kde_rbf finished [took 1208.0331s] +18/12/23 21:33:15| INFO mul_kde_lr finished [took 1320.3191s] +18/12/23 21:34:00| INFO d_m3w_kde_lr finished [took 1292.2881s] +18/12/23 21:36:46| INFO d_mul_kde_lr finished [took 1460.1482s] +18/12/23 21:40:53| INFO d_mul_kde_rbf finished [took 1698.8146s] +18/12/23 21:42:22| INFO d_m3w_kde_rbf finished [took 1381.9386s] +18/12/23 21:42:22| INFO Dataset sample [0.3999 0.6001] of dataset imdb finished [took 1872.4717s] +18/12/23 21:42:23| INFO Dataset sample [0.5 0.5] of dataset imdb started +18/12/23 21:43:06| INFO m3w_sld_lr finished [took 39.0823s] +18/12/23 21:43:14| INFO d_m3w_sld_lr finished [took 46.6147s] +18/12/23 21:43:32| INFO d_bin_sld_lr finished [took 64.6543s] +18/12/23 21:43:39| INFO bin_sld_lr finished [took 74.9528s] +18/12/23 21:43:39| INFO d_mul_sld_lr finished [took 71.8535s] +18/12/23 21:43:47| INFO mul_sld_lr finished [took 83.0415s] +18/12/23 21:50:31| INFO d_bin_sld_rbf finished [took 483.9393s] +18/12/23 21:54:34| INFO d_m3w_sld_rbf finished [took 726.5065s] +18/12/23 21:54:58| INFO ref finished [took 23.1354s] +18/12/23 21:55:31| INFO atc_mc finished [took 32.5547s] +18/12/23 21:55:54| INFO doc finished [took 21.9589s] +18/12/23 21:57:28| INFO bin_kde_lr finished [took 900.8332s] +18/12/23 21:57:51| INFO d_bin_kde_lr finished [took 875.5762s] +18/12/23 21:59:58| INFO d_mul_sld_rbf finished [took 1052.8366s] +18/12/23 22:02:37| INFO d_bin_kde_rbf finished [took 1137.1069s] +18/12/23 22:04:50| INFO m3w_kde_lr finished [took 1303.0191s] +18/12/23 22:06:36| INFO d_m3w_kde_lr finished [took 1376.1796s] +18/12/23 22:07:55| INFO mul_kde_lr finished [took 1527.0651s] +18/12/23 22:09:02| INFO d_mul_kde_lr finished [took 1528.6803s] +18/12/23 22:11:59| INFO d_mul_kde_rbf finished [took 1691.3925s] +18/12/23 22:15:38| INFO d_m3w_kde_rbf finished [took 1506.1805s] +18/12/23 22:15:38| INFO Dataset sample [0.5 0.5] of dataset imdb finished [took 1995.6996s] +18/12/23 22:15:38| INFO Dataset sample [0.5999 0.4001] of dataset imdb started +18/12/23 22:16:27| INFO d_m3w_sld_lr finished [took 43.8653s] +18/12/23 22:16:43| INFO m3w_sld_lr finished [took 59.6512s] +18/12/23 22:16:49| INFO d_mul_sld_lr finished [took 66.1152s] +18/12/23 22:16:54| INFO d_bin_sld_lr finished [took 70.7339s] +18/12/23 22:16:59| INFO bin_sld_lr finished [took 79.8983s] +18/12/23 22:17:03| INFO mul_sld_lr finished [took 83.7303s] +18/12/23 22:22:36| INFO d_bin_sld_rbf finished [took 412.3033s] +18/12/23 22:28:36| INFO d_m3w_sld_rbf finished [took 772.7807s] +18/12/23 22:29:00| INFO ref finished [took 23.0908s] +18/12/23 22:29:33| INFO atc_mc finished [took 32.4375s] +18/12/23 22:29:50| INFO doc finished [took 15.7828s] +18/12/23 22:30:34| INFO bin_kde_lr finished [took 892.4495s] +18/12/23 22:31:04| INFO d_bin_kde_lr finished [took 860.6456s] +18/12/23 22:31:50| INFO d_mul_sld_rbf finished [took 966.2709s] +18/12/23 22:34:52| INFO d_bin_kde_rbf finished [took 1072.1920s] +18/12/23 22:37:11| INFO mul_kde_lr finished [took 1287.6782s] +18/12/23 22:38:29| INFO d_m3w_kde_lr finished [took 1294.3601s] +18/12/23 22:38:39| INFO m3w_kde_lr finished [took 1330.7363s] +18/12/23 22:39:49| INFO d_mul_kde_lr finished [took 1378.9906s] +18/12/23 22:44:44| INFO d_mul_kde_rbf finished [took 1659.7127s] +18/12/23 22:45:33| INFO d_m3w_kde_rbf finished [took 1376.0489s] +18/12/23 22:45:33| INFO Dataset sample [0.5999 0.4001] of dataset imdb finished [took 1794.4620s] +18/12/23 22:45:33| INFO Dataset sample [0.7 0.3] of dataset imdb started +18/12/23 22:46:21| INFO d_mul_sld_lr finished [took 44.2435s] +18/12/23 22:46:25| INFO d_m3w_sld_lr finished [took 46.6289s] +18/12/23 22:46:41| INFO m3w_sld_lr finished [took 62.5500s] +18/12/23 22:46:50| INFO d_bin_sld_lr finished [took 70.8220s] +18/12/23 22:46:59| INFO bin_sld_lr finished [took 84.1162s] +18/12/23 22:47:01| INFO mul_sld_lr finished [took 86.5132s] +18/12/23 22:53:12| INFO d_bin_sld_rbf finished [took 453.1987s] +18/12/23 22:57:26| INFO d_m3w_sld_rbf finished [took 706.7317s] +18/12/23 22:57:50| INFO ref finished [took 23.1924s] +18/12/23 22:58:24| INFO atc_mc finished [took 32.8152s] +18/12/23 22:58:26| INFO d_mul_sld_rbf finished [took 767.1925s] +18/12/23 22:58:40| INFO doc finished [took 15.4136s] +18/12/23 23:01:15| INFO bin_kde_lr finished [took 936.2436s] +18/12/23 23:03:09| INFO d_bin_kde_lr finished [took 1002.2393s] +18/12/23 23:06:13| INFO d_bin_kde_rbf finished [took 1152.9374s] +18/12/23 23:07:16| INFO m3w_kde_lr finished [took 1253.8514s] +18/12/23 23:07:58| INFO d_m3w_kde_lr finished [took 1267.5150s] +18/12/23 23:09:29| INFO d_mul_kde_lr finished [took 1365.9902s] +18/12/23 23:10:02| INFO mul_kde_lr finished [took 1463.4037s] +18/12/23 23:16:28| INFO d_mul_kde_rbf finished [took 1765.7567s] +18/12/23 23:16:41| INFO d_m3w_kde_rbf finished [took 1408.2409s] +18/12/23 23:16:41| INFO Dataset sample [0.7 0.3] of dataset imdb finished [took 1868.6905s] +18/12/23 23:16:42| INFO Dataset sample [0.8 0.2] of dataset imdb started +18/12/23 23:17:16| INFO d_m3w_sld_lr finished [took 30.5566s] +18/12/23 23:17:46| INFO d_mul_sld_lr finished [took 60.3788s] +18/12/23 23:17:47| INFO m3w_sld_lr finished [took 60.6031s] +18/12/23 23:18:23| INFO mul_sld_lr finished [took 100.0212s] +18/12/23 23:18:23| INFO bin_sld_lr finished [took 100.3265s] +18/12/23 23:19:40| INFO d_bin_sld_lr finished [took 173.6644s] +18/12/23 23:25:51| INFO d_bin_sld_rbf finished [took 545.1554s] +18/12/23 23:28:01| INFO d_mul_sld_rbf finished [took 676.5357s] +18/12/23 23:28:07| INFO d_m3w_sld_rbf finished [took 680.6203s] +18/12/23 23:28:20| INFO ref finished [took 18.0862s] +18/12/23 23:28:37| INFO doc finished [took 16.3531s] +18/12/23 23:28:41| INFO atc_mc finished [took 33.7664s] +18/12/23 23:39:17| INFO bin_kde_lr finished [took 1350.9214s] +18/12/23 23:40:06| INFO d_bin_kde_lr finished [took 1339.2039s] +18/12/23 23:43:02| INFO m3w_kde_lr finished [took 1545.1721s] +18/12/23 23:43:25| INFO d_bin_kde_rbf finished [took 1501.5668s] +18/12/23 23:43:48| INFO d_m3w_kde_lr finished [took 1524.4101s] +18/12/23 23:45:01| INFO mul_kde_lr finished [took 1694.8837s] +18/12/23 23:45:11| INFO d_mul_kde_lr finished [took 1643.5525s] +18/12/23 23:51:24| INFO d_mul_kde_rbf finished [took 1903.5293s] +18/12/23 23:52:39| INFO d_m3w_kde_rbf finished [took 1607.0598s] +18/12/23 23:52:39| INFO Dataset sample [0.8 0.2] of dataset imdb finished [took 2157.6391s] +18/12/23 23:52:39| INFO Dataset sample [0.8999 0.1001] of dataset imdb started +18/12/23 23:52:44| WARNING Method d_mul_sld_rbf failed. Exception: Requesting 5-fold cross-validation but provided less than 5 examples for at least one class. +18/12/23 23:52:46| WARNING Method d_bin_sld_rbf failed. Exception: Requesting 5-fold cross-validation but provided less than 5 examples for at least one class. +18/12/23 23:53:41| INFO d_m3w_sld_lr finished [took 57.2780s] +18/12/23 23:53:44| INFO d_mul_sld_lr finished [took 60.4866s] +18/12/23 23:53:49| INFO m3w_sld_lr finished [took 65.5726s] +18/12/23 23:54:08| WARNING Method d_bin_kde_rbf failed. Exception: Requesting 5-fold cross-validation but provided less than 5 examples for at least one class. +18/12/23 23:54:09| WARNING Method d_mul_kde_rbf failed. Exception: Requesting 5-fold cross-validation but provided less than 5 examples for at least one class. +18/12/23 23:54:10| INFO bin_sld_lr finished [took 89.4668s] +18/12/23 23:54:23| INFO mul_sld_lr finished [took 102.9556s] +18/12/23 23:54:35| INFO ref finished [took 24.5069s] +18/12/23 23:54:35| INFO d_bin_sld_lr finished [took 111.1663s] +18/12/23 23:54:51| INFO doc finished [took 15.5940s] +18/12/23 23:54:57| INFO atc_mc finished [took 33.3940s] +18/12/23 23:57:40| INFO d_m3w_sld_rbf finished [took 296.1662s] +19/12/23 00:12:22| INFO d_bin_kde_lr finished [took 1174.3772s] +19/12/23 00:13:20| INFO bin_kde_lr finished [took 1236.4779s] +19/12/23 00:13:32| INFO m3w_kde_lr finished [took 1246.8613s] +19/12/23 00:15:05| INFO mul_kde_lr finished [took 1342.5309s] +19/12/23 00:17:55| INFO d_m3w_kde_rbf finished [took 1425.5114s] +19/12/23 00:19:09| INFO d_m3w_kde_lr finished [took 1523.8717s] +19/12/23 00:20:21| INFO d_mul_kde_lr finished [took 1599.3882s] +19/12/23 00:20:21| INFO Dataset sample [0.8999 0.1001] of dataset imdb finished [took 1662.2477s] +---------------------------------------------------------------------------------------------------- +19/12/23 00:32:46| INFO dataset imdb [pool size: 10] +19/12/23 00:32:46| INFO Dataset sample [0.0999 0.9001] of dataset imdb started +19/12/23 00:33:58| INFO m3w_sld_lr_mc finished [took 67.0393s] +19/12/23 00:34:04| INFO m3w_sld_lr_c finished [took 72.9472s] +19/12/23 00:34:10| INFO m3w_sld_lr finished [took 79.1777s] +19/12/23 00:34:10| INFO mul_sld_lr_ne finished [took 79.0815s] +19/12/23 00:34:11| INFO mul_sld_lr_c finished [took 80.5416s] +19/12/23 00:34:13| INFO bin_sld_lr_mc finished [took 82.5162s] +19/12/23 00:34:16| INFO bin_sld_lr finished [took 87.0779s] +19/12/23 00:34:16| INFO mul_sld_lr_mc finished [took 85.3566s] +19/12/23 00:34:22| INFO bin_sld_lr_ne finished [took 91.4804s] +19/12/23 00:34:28| INFO bin_sld_lr_c finished [took 96.6631s] +19/12/23 00:34:32| INFO mul_sld_lr finished [took 100.7730s] +19/12/23 00:34:45| INFO ref finished [took 32.6728s] +19/12/23 00:34:45| INFO m3w_sld_lr_ne finished [took 46.7359s] +19/12/23 00:34:48| INFO doc finished [took 31.2321s] +19/12/23 00:34:51| INFO gde finished [took 27.1094s] +19/12/23 00:34:56| INFO atc_mc finished [took 41.1273s] +19/12/23 00:35:03| INFO m3w_sld_lr_is finished [took 52.3712s] +19/12/23 00:35:08| INFO mul_sld_lr_is finished [took 57.2284s] +19/12/23 00:35:11| INFO bin_sld_lr_is finished [took 65.7503s] +19/12/23 00:39:13| INFO rca finished [took 295.3175s] +19/12/23 01:07:13| INFO mandoline finished [took 1964.7211s] +19/12/23 01:07:18| WARNING Method bin_sld_lr_gs failed. Exception: This solver needs samples of at least 2 classes in the data, but the data contains only one class: 0 +19/12/23 01:07:30| WARNING Method mul_sld_lr_gs failed. Exception: message: ABNORMAL_TERMINATION_IN_LNSRCH + success: False + status: 2 + fun: nan + x: [ 1.000e+00 0.000e+00 0.000e+00 0.000e+00 0.000e+00] + nit: 0 + jac: [ nan nan nan nan nan] + nfev: 21 + njev: 21 + hess_inv: <5x5 LbfgsInvHessProduct with dtype=float64> +19/12/23 01:07:42| WARNING Method m3w_sld_lr_gs failed. Exception: message: ABNORMAL_TERMINATION_IN_LNSRCH + success: False + status: 2 + fun: nan + x: [ 4.197e-01 -1.052e+00 1.665e+00 -6.125e-01] + nit: 3 + jac: [ 7.027e-02 2.701e-02 -1.237e-02 -1.463e-02] + nfev: 8 + njev: 8 + hess_inv: <4x4 LbfgsInvHessProduct with dtype=float64> +19/12/23 01:07:42| INFO Dataset sample [0.0999 0.9001] of dataset imdb finished [took 2095.3329s] +19/12/23 01:07:42| INFO Dataset sample [0.2 0.8] of dataset imdb started +19/12/23 01:08:48| INFO m3w_sld_lr_c finished [took 61.0770s] +19/12/23 01:08:57| INFO m3w_sld_lr finished [took 70.3709s] +19/12/23 01:08:58| INFO m3w_sld_lr_mc finished [took 71.5069s] +19/12/23 01:09:03| INFO bin_sld_lr finished [took 78.8188s] +19/12/23 01:09:14| INFO mul_sld_lr_ne finished [took 86.7311s] +19/12/23 01:09:15| INFO mul_sld_lr_c finished [took 87.7823s] +19/12/23 01:09:19| INFO mul_sld_lr_mc finished [took 91.8351s] +19/12/23 01:09:20| INFO mul_sld_lr finished [took 93.2670s] +19/12/23 01:09:35| INFO bin_sld_lr_ne finished [took 107.6226s] +19/12/23 01:09:39| INFO bin_sld_lr_c finished [took 112.2044s] +19/12/23 01:09:42| INFO bin_sld_lr_mc finished [took 114.8029s] +19/12/23 01:09:45| INFO m3w_sld_lr_ne finished [took 55.5086s] +19/12/23 01:09:45| INFO ref finished [took 29.8094s] +19/12/23 01:09:55| INFO doc finished [took 34.7690s] +19/12/23 01:09:55| INFO atc_mc finished [took 39.3828s] +19/12/23 01:09:58| INFO gde finished [took 22.2145s] +19/12/23 01:10:03| INFO m3w_sld_lr_is finished [took 58.4886s] +19/12/23 01:10:10| INFO mul_sld_lr_is finished [took 70.2144s] +19/12/23 01:10:15| INFO bin_sld_lr_is finished [took 76.6813s] +19/12/23 01:15:12| INFO rca finished [took 350.8339s] +19/12/23 01:43:12| INFO mandoline finished [took 2011.3730s] +19/12/23 01:43:20| WARNING Method bin_sld_lr_gs failed. Exception: message: ABNORMAL_TERMINATION_IN_LNSRCH + success: False + status: 2 + fun: nan + x: [ 7.611e-01 -7.037e-01 7.037e-01] + nit: 2 + jac: [ 6.023e-02 3.533e-02 -3.533e-02] + nfev: 8 + njev: 8 + hess_inv: <3x3 LbfgsInvHessProduct with dtype=float64> +19/12/23 01:43:34| WARNING Method mul_sld_lr_gs failed. Exception: message: ABNORMAL_TERMINATION_IN_LNSRCH + success: False + status: 2 + fun: nan + x: [ 2.748e-01 -5.372e-01 -3.484e-01 -8.418e-01 1.727e+00] + nit: 2 + jac: [ 3.170e-01 -2.017e-02 -4.890e-02 3.012e-02 3.895e-02] + nfev: 5 + njev: 5 + hess_inv: <5x5 LbfgsInvHessProduct with dtype=float64> +19/12/23 01:43:45| WARNING Method m3w_sld_lr_gs failed. Exception: message: ABNORMAL_TERMINATION_IN_LNSRCH + success: False + status: 2 + fun: nan + x: [ 6.199e-01 -3.470e-01 6.346e-01 -2.876e-01] + nit: 2 + jac: [ 2.525e-01 8.352e-02 -1.374e-01 5.383e-02] + nfev: 7 + njev: 7 + hess_inv: <4x4 LbfgsInvHessProduct with dtype=float64> +19/12/23 01:43:45| INFO Dataset sample [0.2 0.8] of dataset imdb finished [took 2162.6439s] +19/12/23 01:43:45| INFO Dataset sample [0.3 0.7] of dataset imdb started +19/12/23 01:44:47| INFO bin_sld_lr_mc finished [took 57.0070s] +19/12/23 01:45:03| INFO m3w_sld_lr finished [took 73.6616s] +19/12/23 01:45:04| INFO m3w_sld_lr_c finished [took 74.3379s] +19/12/23 01:45:05| INFO m3w_sld_lr_mc finished [took 74.5903s] +19/12/23 01:45:19| INFO mul_sld_lr_c finished [took 91.1719s] +19/12/23 01:45:20| INFO bin_sld_lr_ne finished [took 90.1512s] +19/12/23 01:45:22| INFO bin_sld_lr finished [took 92.9608s] +19/12/23 01:45:26| INFO mul_sld_lr_mc finished [took 95.5780s] +19/12/23 01:45:26| INFO mul_sld_lr finished [took 96.7506s] +19/12/23 01:45:27| INFO bin_sld_lr_c finished [took 96.6998s] +19/12/23 01:45:27| INFO mul_sld_lr_ne finished [took 96.9061s] +19/12/23 01:45:40| INFO m3w_sld_lr_ne finished [took 52.3703s] +19/12/23 01:45:47| INFO doc finished [took 23.5455s] +19/12/23 01:45:50| INFO atc_mc finished [took 29.0422s] +19/12/23 01:45:51| INFO ref finished [took 31.4018s] +19/12/23 01:45:55| INFO gde finished [took 27.3486s] +19/12/23 01:46:04| INFO m3w_sld_lr_is finished [took 57.7590s] +19/12/23 01:46:10| INFO bin_sld_lr_is finished [took 65.1514s] +19/12/23 01:46:11| INFO mul_sld_lr_is finished [took 65.1240s] +19/12/23 01:50:59| INFO rca finished [took 331.5809s] +19/12/23 02:19:10| INFO mandoline finished [took 2021.8233s] +19/12/23 02:19:17| WARNING Method bin_sld_lr_gs failed. Exception: message: ABNORMAL_TERMINATION_IN_LNSRCH + success: False + status: 2 + fun: nan + x: [ 2.507e-01 1.239e+00 -1.239e+00] + nit: 41 + jac: [ 3.506e-03 7.936e-04 -7.936e-04] + nfev: 76 + njev: 76 + hess_inv: <3x3 LbfgsInvHessProduct with dtype=float64> +19/12/23 02:19:30| WARNING Method mul_sld_lr_gs failed. Exception: message: ABNORMAL_TERMINATION_IN_LNSRCH + success: False + status: 2 + fun: nan + x: [ 2.828e-01 -1.393e-01 -4.383e-01 -9.187e-01 1.496e+00] + nit: 2 + jac: [ 4.883e-01 -6.788e-02 -3.189e-02 3.519e-02 6.458e-02] + nfev: 5 + njev: 5 + hess_inv: <5x5 LbfgsInvHessProduct with dtype=float64> +19/12/23 02:19:42| WARNING Method m3w_sld_lr_gs failed. Exception: message: ABNORMAL_TERMINATION_IN_LNSRCH + success: False + status: 2 + fun: nan + x: [ 9.500e-02 -3.657e-01 9.449e-01 -5.791e-01] + nit: 3 + jac: [ 1.441e+00 -6.825e-03 5.467e-02 -4.785e-02] + nfev: 8 + njev: 8 + hess_inv: <4x4 LbfgsInvHessProduct with dtype=float64> +19/12/23 02:19:42| INFO Dataset sample [0.3 0.7] of dataset imdb finished [took 2157.0731s] +19/12/23 02:19:42| INFO Dataset sample [0.3999 0.6001] of dataset imdb started +19/12/23 02:20:58| INFO m3w_sld_lr finished [took 71.9062s] +19/12/23 02:21:01| INFO m3w_sld_lr_mc finished [took 74.2798s] +19/12/23 02:21:01| INFO m3w_sld_lr_c finished [took 74.7818s] +19/12/23 02:21:08| INFO mul_sld_lr finished [took 82.0520s] +19/12/23 02:21:09| INFO bin_sld_lr_c finished [took 82.4310s] +19/12/23 02:21:09| INFO mul_sld_lr_c finished [took 83.1189s] +19/12/23 02:21:13| INFO mul_sld_lr_ne finished [took 88.9290s] +19/12/23 02:21:16| INFO bin_sld_lr_ne finished [took 89.8806s] +19/12/23 02:21:21| INFO bin_sld_lr_mc finished [took 94.3244s] +19/12/23 02:21:21| INFO bin_sld_lr finished [took 94.4934s] +19/12/23 02:21:25| INFO mul_sld_lr_mc finished [took 98.2914s] +19/12/23 02:21:45| INFO ref finished [took 34.8253s] +19/12/23 02:21:46| INFO doc finished [took 31.5499s] +19/12/23 02:21:48| INFO gde finished [took 26.1162s] +19/12/23 02:21:51| INFO m3w_sld_lr_ne finished [took 51.3138s] +19/12/23 02:21:53| INFO atc_mc finished [took 42.8812s] +19/12/23 02:22:00| INFO m3w_sld_lr_is finished [took 50.5530s] +19/12/23 02:22:05| INFO bin_sld_lr_is finished [took 63.2200s] +19/12/23 02:22:10| INFO mul_sld_lr_is finished [took 67.8445s] +19/12/23 02:27:08| INFO rca finished [took 350.3846s] +19/12/23 02:55:21| INFO mandoline finished [took 2038.4838s] +19/12/23 02:55:27| WARNING Method bin_sld_lr_gs failed. Exception: message: ABNORMAL_TERMINATION_IN_LNSRCH + success: False + status: 2 + fun: nan + x: [ 7.107e-02 1.158e+01 -1.158e+01] + nit: 52 + jac: [ 4.462e+00 1.139e-02 -1.139e-02] + nfev: 71 + njev: 71 + hess_inv: <3x3 LbfgsInvHessProduct with dtype=float64> +19/12/23 02:55:40| WARNING Method mul_sld_lr_gs failed. Exception: message: ABNORMAL_TERMINATION_IN_LNSRCH + success: False + status: 2 + fun: nan + x: [ 4.002e-02 4.103e-01 -6.405e-01 -9.711e-01 1.201e+00] + nit: 4 + jac: [ 1.848e+00 -1.204e-02 -5.731e-02 -5.519e-05 6.940e-02] + nfev: 14 + njev: 14 + hess_inv: <5x5 LbfgsInvHessProduct with dtype=float64> +19/12/23 02:55:51| WARNING Method m3w_sld_lr_gs failed. Exception: message: ABNORMAL_TERMINATION_IN_LNSRCH + success: False + status: 2 + fun: nan + x: [ 7.966e-01 -2.797e-02 3.716e-01 -3.436e-01] + nit: 2 + jac: [ 1.360e-01 -4.225e-03 -9.256e-02 9.679e-02] + nfev: 9 + njev: 9 + hess_inv: <4x4 LbfgsInvHessProduct with dtype=float64> +19/12/23 02:55:51| INFO Dataset sample [0.3999 0.6001] of dataset imdb finished [took 2169.1359s] +19/12/23 02:55:51| INFO Dataset sample [0.5 0.5] of dataset imdb started +19/12/23 02:57:05| INFO m3w_sld_lr finished [took 69.6516s] +19/12/23 02:57:11| INFO m3w_sld_lr_mc finished [took 74.5356s] +19/12/23 02:57:11| INFO m3w_sld_lr_c finished [took 74.9497s] +19/12/23 02:57:12| INFO bin_sld_lr finished [took 76.5013s] +19/12/23 02:57:15| INFO mul_sld_lr_ne finished [took 81.5282s] +19/12/23 02:57:16| INFO bin_sld_lr_mc finished [took 80.4226s] +19/12/23 02:57:23| INFO bin_sld_lr_ne finished [took 87.1389s] +19/12/23 02:57:24| INFO bin_sld_lr_c finished [took 88.7411s] +19/12/23 02:57:27| INFO mul_sld_lr finished [took 91.7909s] +19/12/23 02:57:35| INFO mul_sld_lr_c finished [took 99.3368s] +19/12/23 02:57:37| INFO mul_sld_lr_mc finished [took 100.6876s] +19/12/23 02:57:48| INFO gde finished [took 20.0755s] +19/12/23 02:57:51| INFO ref finished [took 34.8035s] +19/12/23 02:57:56| INFO doc finished [took 31.7760s] +19/12/23 02:58:02| INFO atc_mc finished [took 44.2188s] +19/12/23 02:58:04| INFO m3w_sld_lr_ne finished [took 58.0492s] +19/12/23 02:58:08| INFO bin_sld_lr_is finished [took 56.4298s] +19/12/23 02:58:12| INFO m3w_sld_lr_is finished [took 58.9314s] +19/12/23 02:58:20| INFO mul_sld_lr_is finished [took 67.9583s] +19/12/23 03:03:18| INFO rca finished [took 352.6517s] +19/12/23 03:30:50| INFO mandoline finished [took 1993.9503s] +19/12/23 03:30:57| WARNING Method bin_sld_lr_gs failed. Exception: message: ABNORMAL_TERMINATION_IN_LNSRCH + success: False + status: 2 + fun: nan + x: [ 3.438e-01 9.554e-01 -9.554e-01] + nit: 14 + jac: [ 1.657e-02 1.458e-03 -1.458e-03] + nfev: 30 + njev: 30 + hess_inv: <3x3 LbfgsInvHessProduct with dtype=float64> +19/12/23 03:31:08| WARNING Method mul_sld_lr_gs failed. Exception: message: ABNORMAL_TERMINATION_IN_LNSRCH + success: False + status: 2 + fun: nan + x: [ 7.250e-01 4.234e-01 -4.224e-01 -4.341e-01 4.332e-01] + nit: 3 + jac: [ 1.395e-01 -8.220e-02 8.123e-02 8.421e-02 -8.325e-02] + nfev: 11 + njev: 11 + hess_inv: <5x5 LbfgsInvHessProduct with dtype=float64> +19/12/23 03:31:18| WARNING Method m3w_sld_lr_gs failed. Exception: message: ABNORMAL_TERMINATION_IN_LNSRCH + success: False + status: 2 + fun: nan + x: [ 8.895e-01 9.427e-02 1.006e-01 -1.949e-01] + nit: 1 + jac: [ 1.345e-01 -6.470e-02 -6.889e-02 1.336e-01] + nfev: 6 + njev: 6 + hess_inv: <4x4 LbfgsInvHessProduct with dtype=float64> +19/12/23 03:31:18| INFO Dataset sample [0.5 0.5] of dataset imdb finished [took 2127.5391s] +19/12/23 03:31:18| INFO Dataset sample [0.5999 0.4001] of dataset imdb started +19/12/23 03:32:33| INFO m3w_sld_lr_mc finished [took 69.2948s] +19/12/23 03:32:35| INFO m3w_sld_lr finished [took 71.3506s] +19/12/23 03:32:37| INFO m3w_sld_lr_c finished [took 73.4301s] +19/12/23 03:32:45| INFO bin_sld_lr_ne finished [took 84.1358s] +19/12/23 03:32:45| INFO mul_sld_lr_c finished [took 82.0214s] +19/12/23 03:32:51| INFO mul_sld_lr_mc finished [took 87.3640s] +19/12/23 03:32:52| INFO bin_sld_lr finished [took 88.4403s] +19/12/23 03:32:53| INFO bin_sld_lr_c finished [took 90.5263s] +19/12/23 03:32:55| INFO bin_sld_lr_mc finished [took 91.1955s] +19/12/23 03:33:04| INFO mul_sld_lr finished [took 100.4956s] +19/12/23 03:33:05| INFO mul_sld_lr_ne finished [took 101.8973s] +19/12/23 03:33:19| INFO ref finished [took 33.0721s] +19/12/23 03:33:26| INFO gde finished [took 29.6546s] +19/12/23 03:33:29| INFO doc finished [took 35.9620s] +19/12/23 03:33:35| INFO m3w_sld_lr_is finished [took 48.1584s] +19/12/23 03:33:38| INFO atc_mc finished [took 45.9017s] +19/12/23 03:33:40| INFO m3w_sld_lr_ne finished [took 65.5443s] +19/12/23 03:33:41| INFO bin_sld_lr_is finished [took 64.5214s] +19/12/23 03:33:47| INFO mul_sld_lr_is finished [took 69.0412s] +19/12/23 03:38:44| INFO rca finished [took 349.7784s] +19/12/23 04:05:57| INFO mandoline finished [took 1972.5779s] +19/12/23 04:06:04| WARNING Method bin_sld_lr_gs failed. Exception: message: ABNORMAL_TERMINATION_IN_LNSRCH + success: False + status: 2 + fun: nan + x: [ 4.254e-01 9.789e-01 -9.789e-01] + nit: 13 + jac: [ 1.679e-02 1.024e-03 -1.024e-03] + nfev: 28 + njev: 28 + hess_inv: <3x3 LbfgsInvHessProduct with dtype=float64> +19/12/23 04:06:16| WARNING Method mul_sld_lr_gs failed. Exception: message: ABNORMAL_TERMINATION_IN_LNSRCH + success: False + status: 2 + fun: nan + x: [ 7.486e-01 4.975e-01 -3.466e-01 -2.936e-01 1.428e-01] + nit: 2 + jac: [ 1.713e-01 -1.431e-01 1.136e-01 9.157e-02 -6.216e-02] + nfev: 7 + njev: 7 + hess_inv: <5x5 LbfgsInvHessProduct with dtype=float64> +19/12/23 04:06:28| WARNING Method m3w_sld_lr_gs failed. Exception: message: ABNORMAL_TERMINATION_IN_LNSRCH + success: False + status: 2 + fun: nan + x: [ 2.452e-01 7.525e-01 4.893e-02 -8.015e-01] + nit: 2 + jac: [ 8.538e-01 5.024e-02 -4.460e-02 -5.644e-03] + nfev: 7 + njev: 7 + hess_inv: <4x4 LbfgsInvHessProduct with dtype=float64> +19/12/23 04:06:28| INFO Dataset sample [0.5999 0.4001] of dataset imdb finished [took 2109.3515s] +19/12/23 04:06:28| INFO Dataset sample [0.7 0.3] of dataset imdb started +19/12/23 04:07:45| INFO m3w_sld_lr finished [took 71.0821s] +19/12/23 04:07:45| INFO m3w_sld_lr_mc finished [took 72.7033s] +19/12/23 04:07:46| INFO mul_sld_lr_ne finished [took 71.4908s] +19/12/23 04:07:47| INFO m3w_sld_lr_c finished [took 73.2877s] +19/12/23 04:07:58| INFO bin_sld_lr_c finished [took 83.6974s] +19/12/23 04:08:09| INFO mul_sld_lr_c finished [took 94.8247s] +19/12/23 04:08:10| INFO bin_sld_lr_mc finished [took 96.4097s] +19/12/23 04:08:10| INFO bin_sld_lr_ne finished [took 96.4269s] +19/12/23 04:08:13| INFO mul_sld_lr finished [took 99.3472s] +19/12/23 04:08:13| INFO bin_sld_lr finished [took 101.2018s] +19/12/23 04:08:13| INFO mul_sld_lr_mc finished [took 99.3518s] +19/12/23 04:08:31| INFO ref finished [took 31.9601s] +19/12/23 04:08:39| INFO atc_mc finished [took 28.7478s] +19/12/23 04:08:41| INFO doc finished [took 29.2988s] +19/12/23 04:08:43| INFO gde finished [took 27.8134s] +19/12/23 04:08:46| INFO m3w_sld_lr_ne finished [took 59.3269s] +19/12/23 04:08:49| INFO m3w_sld_lr_is finished [took 59.2509s] +19/12/23 04:08:58| INFO bin_sld_lr_is finished [took 70.5328s] +19/12/23 04:08:59| INFO mul_sld_lr_is finished [took 70.6905s] +19/12/23 04:13:39| INFO rca finished [took 327.3102s] +19/12/23 04:41:39| INFO mandoline finished [took 2003.5338s] +19/12/23 04:41:46| WARNING Method bin_sld_lr_gs failed. Exception: message: ABNORMAL_TERMINATION_IN_LNSRCH + success: False + status: 2 + fun: nan + x: [ 8.044e-01 8.534e-01 -8.534e-01] + nit: 6 + jac: [ 9.627e-03 -9.347e-04 9.347e-04] + nfev: 16 + njev: 16 + hess_inv: <3x3 LbfgsInvHessProduct with dtype=float64> +19/12/23 04:42:01| WARNING Method mul_sld_lr_gs failed. Exception: message: ABNORMAL_TERMINATION_IN_LNSRCH + success: False + status: 2 + fun: nan + x: [ 3.326e-01 1.489e+00 -9.119e-01 -4.538e-01 -1.232e-01] + nit: 2 + jac: [ 3.623e-01 5.695e-02 3.669e-02 -2.728e-02 -6.636e-02] + nfev: 5 + njev: 5 + hess_inv: <5x5 LbfgsInvHessProduct with dtype=float64> +19/12/23 04:42:13| WARNING Method m3w_sld_lr_gs failed. Exception: message: ABNORMAL_TERMINATION_IN_LNSRCH + success: False + status: 2 + fun: nan + x: [ 4.399e-01 9.682e-01 -3.776e-01 -5.906e-01] + nit: 2 + jac: [ 2.760e-01 2.915e-02 -2.735e-02 -1.804e-03] + nfev: 6 + njev: 6 + hess_inv: <4x4 LbfgsInvHessProduct with dtype=float64> +19/12/23 04:42:13| INFO Dataset sample [0.7 0.3] of dataset imdb finished [took 2144.9929s] +19/12/23 04:42:13| INFO Dataset sample [0.8 0.2] of dataset imdb started +19/12/23 04:43:05| INFO m3w_sld_lr_c finished [took 47.7129s] +19/12/23 04:43:27| INFO m3w_sld_lr finished [took 69.0543s] +19/12/23 04:43:28| INFO m3w_sld_lr_mc finished [took 70.1962s] +19/12/23 04:44:02| INFO bin_sld_lr finished [took 104.3104s] +19/12/23 04:44:05| INFO mul_sld_lr_mc finished [took 106.9665s] +19/12/23 04:44:07| INFO m3w_sld_lr_ne finished [took 60.5551s] +19/12/23 04:44:08| INFO mul_sld_lr_ne finished [took 112.2679s] +19/12/23 04:44:12| INFO bin_sld_lr_ne finished [took 114.3736s] +19/12/23 04:44:13| INFO mul_sld_lr_c finished [took 115.7911s] +19/12/23 04:44:19| INFO bin_sld_lr_mc finished [took 121.0187s] +19/12/23 04:44:20| INFO mul_sld_lr finished [took 122.8849s] +19/12/23 04:44:21| INFO bin_sld_lr_c finished [took 122.9367s] +19/12/23 04:44:35| INFO doc finished [took 25.7454s] +19/12/23 04:44:35| INFO ref finished [took 29.6976s] +19/12/23 04:44:44| INFO gde finished [took 29.5675s] +19/12/23 04:44:50| INFO atc_mc finished [took 42.5657s] +19/12/23 04:44:51| INFO bin_sld_lr_is finished [took 83.5659s] +19/12/23 04:44:53| INFO m3w_sld_lr_is finished [took 50.5238s] +19/12/23 04:44:55| INFO mul_sld_lr_is finished [took 86.2603s] +19/12/23 04:49:38| INFO rca finished [took 324.8701s] +19/12/23 05:17:31| INFO mandoline finished [took 1991.1850s] +19/12/23 05:17:38| WARNING Method bin_sld_lr_gs failed. Exception: message: ABNORMAL_TERMINATION_IN_LNSRCH + success: False + status: 2 + fun: nan + x: [ 7.408e-01 8.606e-01 -8.606e-01] + nit: 6 + jac: [ 1.356e-02 -1.221e-03 1.221e-03] + nfev: 15 + njev: 15 + hess_inv: <3x3 LbfgsInvHessProduct with dtype=float64> +19/12/23 05:17:47| WARNING Method mul_sld_lr_gs failed. Exception: message: ABNORMAL_TERMINATION_IN_LNSRCH + success: False + status: 2 + fun: nan + x: [ 3.968e-01 1.745e+00 -8.588e-01 -3.120e-01 -5.738e-01] + nit: 2 + jac: [ 1.595e-01 1.807e-02 3.795e-02 -4.827e-02 -7.751e-03] + nfev: 6 + njev: 6 + hess_inv: <5x5 LbfgsInvHessProduct with dtype=float64> +19/12/23 05:17:58| WARNING Method m3w_sld_lr_gs failed. Exception: message: ABNORMAL_TERMINATION_IN_LNSRCH + success: False + status: 2 + fun: nan + x: [ 5.888e-01 1.200e+00 -7.098e-01 -4.903e-01] + nit: 2 + jac: [ 9.816e-02 -1.504e-02 2.639e-02 -1.135e-02] + nfev: 8 + njev: 8 + hess_inv: <4x4 LbfgsInvHessProduct with dtype=float64> +19/12/23 05:17:58| INFO Dataset sample [0.8 0.2] of dataset imdb finished [took 2145.5790s] +19/12/23 05:17:59| INFO Dataset sample [0.8999 0.1001] of dataset imdb started +19/12/23 05:19:09| INFO m3w_sld_lr_mc finished [took 65.5174s] +19/12/23 05:19:09| INFO m3w_sld_lr_c finished [took 66.4649s] +19/12/23 05:19:16| INFO mul_sld_lr_ne finished [took 72.6306s] +19/12/23 05:19:16| INFO m3w_sld_lr finished [took 72.7114s] +19/12/23 05:19:17| INFO mul_sld_lr_c finished [took 73.7481s] +19/12/23 05:19:51| INFO ref finished [took 32.7535s] +19/12/23 05:19:51| INFO bin_sld_lr finished [took 108.0517s] +19/12/23 05:19:54| INFO bin_sld_lr_mc finished [took 111.5283s] +19/12/23 05:19:57| INFO mul_sld_lr finished [took 113.9007s] +19/12/23 05:20:03| INFO bin_sld_lr_ne finished [took 119.9931s] +19/12/23 05:20:04| INFO bin_sld_lr_c finished [took 120.8888s] +19/12/23 05:20:05| INFO mul_sld_lr_mc finished [took 123.1430s] +19/12/23 05:20:14| INFO m3w_sld_lr_ne finished [took 64.8481s] +19/12/23 05:20:17| INFO mul_sld_lr_is finished [took 60.1327s] +19/12/23 05:20:21| INFO doc finished [took 29.5579s] +19/12/23 05:20:22| INFO gde finished [took 23.9992s] +19/12/23 05:20:22| INFO m3w_sld_lr_is finished [took 64.8852s] +19/12/23 05:20:30| INFO atc_mc finished [took 38.6346s] +19/12/23 05:20:35| INFO bin_sld_lr_is finished [took 84.8522s] +19/12/23 05:24:17| INFO rca finished [took 262.7095s] +19/12/23 05:53:42| INFO mandoline finished [took 2018.5071s] +19/12/23 05:53:47| WARNING Method bin_sld_lr_gs failed. Exception: message: ABNORMAL_TERMINATION_IN_LNSRCH + success: False + status: 2 + fun: nan + x: [ 5.561e-01 1.104e+00 -1.104e+00] + nit: 11 + jac: [ 1.011e-02 9.130e-04 -9.130e-04] + nfev: 26 + njev: 26 + hess_inv: <3x3 LbfgsInvHessProduct with dtype=float64> +19/12/23 05:54:01| WARNING Method mul_sld_lr_gs failed. Exception: message: ABNORMAL_TERMINATION_IN_LNSRCH + success: False + status: 2 + fun: nan + x: [ 1.000e+00 0.000e+00 0.000e+00 0.000e+00 0.000e+00] + nit: 0 + jac: [ nan nan nan nan nan] + nfev: 21 + njev: 21 + hess_inv: <5x5 LbfgsInvHessProduct with dtype=float64> +19/12/23 05:54:13| WARNING Method m3w_sld_lr_gs failed. Exception: message: ABNORMAL_TERMINATION_IN_LNSRCH + success: False + status: 2 + fun: nan + x: [ 4.819e-01 1.675e+00 -1.087e+00 -5.874e-01] + nit: 3 + jac: [ 4.897e-02 -1.682e-02 3.211e-02 -1.529e-02] + nfev: 8 + njev: 8 + hess_inv: <4x4 LbfgsInvHessProduct with dtype=float64> +19/12/23 05:54:13| INFO Dataset sample [0.8999 0.1001] of dataset imdb finished [took 2174.6970s] +---------------------------------------------------------------------------------------------------- +19/12/23 08:42:44| INFO dataset imdb [pool size: 10] +19/12/23 08:42:45| INFO Dataset sample [0.0999 0.9001] of dataset imdb started +19/12/23 08:43:40| INFO m3w_sld_lr_c finished [took 51.1014s] +19/12/23 08:44:05| INFO m3w_sld_lr finished [took 77.4151s] +19/12/23 08:44:06| INFO mul_sld_lr_ne finished [took 76.8604s] +19/12/23 08:44:06| INFO m3w_sld_lr_mc finished [took 77.3066s] +19/12/23 08:44:07| INFO mul_sld_lr_c finished [took 78.3806s] +19/12/23 08:44:16| INFO mul_sld_lr_mc finished [took 86.4924s] +19/12/23 08:44:23| INFO bin_sld_lr_ne finished [took 93.3995s] +19/12/23 08:44:24| INFO bin_sld_lr finished [took 94.9095s] +19/12/23 08:44:25| INFO bin_sld_lr_c finished [took 95.9078s] +19/12/23 08:44:25| INFO bin_sld_lr_mc finished [took 95.8433s] +19/12/23 08:44:30| INFO mul_sld_lr finished [took 100.9648s] +19/12/23 08:44:31| INFO m3w_sld_lr_ne finished [took 50.5192s] +19/12/23 08:44:33| INFO ref finished [took 24.5381s] +19/12/23 08:44:43| INFO atc_mc finished [took 26.2640s] +19/12/23 08:44:45| INFO doc finished [took 20.9819s] +19/12/23 08:44:50| INFO m3w_sld_lr_is finished [took 42.3958s] +19/12/23 08:44:51| INFO mul_sld_lr_is finished [took 44.6873s] +19/12/23 08:45:01| INFO bin_sld_lr_is finished [took 55.1485s] +19/12/23 08:45:31| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': None, 'confidence': ['isoft']} (score=0.01318) [took 29.7699s] +19/12/23 08:46:14| INFO bin_sld_lr_gs finished [took 72.3125s] +19/12/23 08:52:26| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': None, 'confidence': ['isoft']} (score=0.02635) [took 371.5219s] +19/12/23 08:52:55| INFO mul_sld_lr_gs finished [took 400.3689s] +19/12/23 08:57:37| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.00803) [took 280.9024s] +19/12/23 08:58:02| INFO m3w_sld_lr_gs finished [took 306.3182s] +19/12/23 08:58:02| INFO Dataset sample [0.0999 0.9001] of dataset imdb finished [took 917.6953s] +19/12/23 08:58:02| INFO Dataset sample [0.2 0.8] of dataset imdb started +19/12/23 08:59:11| INFO m3w_sld_lr finished [took 65.9867s] +19/12/23 08:59:16| INFO m3w_sld_lr_c finished [took 70.8527s] +19/12/23 08:59:16| INFO m3w_sld_lr_mc finished [took 71.4735s] +19/12/23 08:59:25| INFO mul_sld_lr_ne finished [took 81.5483s] +19/12/23 08:59:30| INFO mul_sld_lr_c finished [took 84.9396s] +19/12/23 08:59:36| INFO mul_sld_lr_mc finished [took 91.0136s] +19/12/23 08:59:39| INFO bin_sld_lr_c finished [took 93.8374s] +19/12/23 08:59:39| INFO mul_sld_lr finished [took 93.9917s] +19/12/23 08:59:43| INFO bin_sld_lr_ne finished [took 97.7733s] +19/12/23 08:59:55| INFO bin_sld_lr_mc finished [took 110.2756s] +19/12/23 08:59:57| INFO bin_sld_lr finished [took 112.1545s] +19/12/23 08:59:59| INFO doc finished [took 20.0627s] +19/12/23 09:00:01| INFO ref finished [took 30.0670s] +19/12/23 09:00:06| INFO m3w_sld_lr_ne finished [took 54.1784s] +19/12/23 09:00:08| INFO m3w_sld_lr_is finished [took 41.0146s] +19/12/23 09:00:12| INFO atc_mc finished [took 34.9192s] +19/12/23 09:00:17| INFO mul_sld_lr_is finished [took 59.2533s] +19/12/23 09:00:19| INFO bin_sld_lr_is finished [took 62.3611s] +19/12/23 09:02:09| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': None, 'confidence': ['isoft']} (score=0.01156) [took 107.9819s] +19/12/23 09:02:55| INFO bin_sld_lr_gs finished [took 153.6579s] +19/12/23 09:09:36| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.00699) [took 399.4410s] +19/12/23 09:10:03| INFO mul_sld_lr_gs finished [took 426.7343s] +19/12/23 09:14:45| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.00820) [took 281.4522s] +19/12/23 09:15:11| INFO m3w_sld_lr_gs finished [took 306.7734s] +19/12/23 09:15:11| INFO Dataset sample [0.2 0.8] of dataset imdb finished [took 1028.5324s] +19/12/23 09:15:11| INFO Dataset sample [0.3 0.7] of dataset imdb started +19/12/23 09:16:22| INFO mul_sld_lr_mc finished [took 68.8982s] +19/12/23 09:16:23| INFO m3w_sld_lr_mc finished [took 71.0365s] +19/12/23 09:16:28| INFO m3w_sld_lr finished [took 74.5687s] +19/12/23 09:16:28| INFO m3w_sld_lr_c finished [took 74.8511s] +19/12/23 09:16:35| INFO mul_sld_lr_c finished [took 81.9187s] +19/12/23 09:16:44| INFO bin_sld_lr_mc finished [took 90.7783s] +19/12/23 09:16:44| INFO bin_sld_lr_ne finished [took 90.8773s] +19/12/23 09:16:46| INFO bin_sld_lr finished [took 92.4476s] +19/12/23 09:16:46| INFO bin_sld_lr_c finished [took 92.8172s] +19/12/23 09:16:50| INFO mul_sld_lr finished [took 96.4330s] +19/12/23 09:16:50| INFO mul_sld_lr_ne finished [took 96.5224s] +19/12/23 09:17:05| INFO m3w_sld_lr_ne finished [took 41.5381s] +19/12/23 09:17:07| INFO doc finished [took 21.2434s] +19/12/23 09:17:08| INFO ref finished [took 30.8405s] +19/12/23 09:17:14| INFO m3w_sld_lr_is finished [took 44.6736s] +19/12/23 09:17:18| INFO atc_mc finished [took 32.6212s] +19/12/23 09:17:19| INFO bin_sld_lr_is finished [took 54.5565s] +19/12/23 09:17:22| INFO mul_sld_lr_is finished [took 53.1815s] +19/12/23 09:19:20| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': None, 'confidence': ['isoft']} (score=0.02132) [took 116.2097s] +19/12/23 09:19:48| INFO bin_sld_lr_gs finished [took 143.9560s] +19/12/23 09:26:32| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.01141) [took 403.2437s] +19/12/23 09:27:06| INFO mul_sld_lr_gs finished [took 436.6532s] +19/12/23 09:31:51| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.01210) [took 283.6582s] +19/12/23 09:32:16| INFO m3w_sld_lr_gs finished [took 309.2325s] +19/12/23 09:32:16| INFO Dataset sample [0.3 0.7] of dataset imdb finished [took 1025.4458s] +19/12/23 09:32:16| INFO Dataset sample [0.3999 0.6001] of dataset imdb started +19/12/23 09:33:28| INFO m3w_sld_lr_mc finished [took 69.8573s] +19/12/23 09:33:31| INFO m3w_sld_lr finished [took 72.8273s] +19/12/23 09:33:33| INFO bin_sld_lr_c finished [took 75.6219s] +19/12/23 09:33:35| INFO mul_sld_lr_c finished [took 76.4572s] +19/12/23 09:33:35| INFO m3w_sld_lr_c finished [took 76.5404s] +19/12/23 09:33:49| INFO mul_sld_lr finished [took 90.4901s] +19/12/23 09:33:49| INFO bin_sld_lr_ne finished [took 90.6359s] +19/12/23 09:33:50| INFO bin_sld_lr_mc finished [took 91.3473s] +19/12/23 09:33:50| INFO bin_sld_lr finished [took 92.0054s] +19/12/23 09:33:55| INFO mul_sld_lr_mc finished [took 97.3027s] +19/12/23 09:33:58| INFO mul_sld_lr_ne finished [took 100.0155s] +19/12/23 09:34:02| INFO ref finished [took 26.7118s] +19/12/23 09:34:12| INFO m3w_sld_lr_ne finished [took 43.2428s] +19/12/23 09:34:13| INFO doc finished [took 22.8815s] +19/12/23 09:34:16| INFO atc_mc finished [took 26.4897s] +19/12/23 09:34:21| INFO m3w_sld_lr_is finished [took 44.9417s] +19/12/23 09:34:27| INFO bin_sld_lr_is finished [took 55.2360s] +19/12/23 09:34:32| INFO mul_sld_lr_is finished [took 57.2328s] +19/12/23 09:36:36| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.01159) [took 123.4890s] +19/12/23 09:37:10| INFO bin_sld_lr_gs finished [took 156.6529s] +19/12/23 09:43:51| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.00970) [took 400.3459s] +19/12/23 09:44:22| INFO mul_sld_lr_gs finished [took 431.2985s] +19/12/23 09:49:04| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.01192) [took 281.2921s] +19/12/23 09:49:30| INFO m3w_sld_lr_gs finished [took 306.7283s] +19/12/23 09:49:30| INFO Dataset sample [0.3999 0.6001] of dataset imdb finished [took 1033.4513s] +19/12/23 09:49:30| INFO Dataset sample [0.5 0.5] of dataset imdb started +19/12/23 09:50:28| INFO m3w_sld_lr_mc finished [took 56.4131s] +19/12/23 09:50:42| INFO bin_sld_lr_ne finished [took 70.6862s] +19/12/23 09:50:44| INFO m3w_sld_lr finished [took 72.1645s] +19/12/23 09:50:48| INFO m3w_sld_lr_c finished [took 76.2510s] +19/12/23 09:51:00| INFO bin_sld_lr_mc finished [took 88.0681s] +19/12/23 09:51:03| INFO bin_sld_lr_c finished [took 90.6682s] +19/12/23 09:51:03| INFO bin_sld_lr finished [took 90.7996s] +19/12/23 09:51:11| INFO m3w_sld_lr_ne finished [took 42.0266s] +19/12/23 09:51:12| INFO mul_sld_lr_c finished [took 99.5728s] +19/12/23 09:51:12| INFO mul_sld_lr_mc finished [took 99.7140s] +19/12/23 09:51:13| INFO mul_sld_lr_ne finished [took 100.9706s] +19/12/23 09:51:13| INFO mul_sld_lr finished [took 101.3931s] +19/12/23 09:51:25| INFO ref finished [took 23.4616s] +19/12/23 09:51:27| INFO doc finished [took 23.1594s] +19/12/23 09:51:33| INFO atc_mc finished [took 29.1953s] +19/12/23 09:51:36| INFO m3w_sld_lr_is finished [took 46.0656s] +19/12/23 09:51:37| INFO bin_sld_lr_is finished [took 54.0552s] +19/12/23 09:51:43| INFO mul_sld_lr_is finished [took 57.4308s] +19/12/23 09:53:45| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.00941) [took 120.8549s] +19/12/23 09:54:16| INFO bin_sld_lr_gs finished [took 151.6145s] +19/12/23 10:00:54| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.00887) [took 396.7070s] +19/12/23 10:01:26| INFO mul_sld_lr_gs finished [took 428.7210s] +19/12/23 10:06:07| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.01015) [took 279.8130s] +19/12/23 10:06:32| INFO m3w_sld_lr_gs finished [took 305.0452s] +19/12/23 10:06:32| INFO Dataset sample [0.5 0.5] of dataset imdb finished [took 1022.0401s] +19/12/23 10:06:32| INFO Dataset sample [0.5999 0.4001] of dataset imdb started +19/12/23 10:07:40| INFO mul_sld_lr_ne finished [took 66.2491s] +19/12/23 10:07:43| INFO m3w_sld_lr_mc finished [took 70.1800s] +19/12/23 10:07:44| INFO m3w_sld_lr_c finished [took 69.5146s] +19/12/23 10:07:45| INFO m3w_sld_lr finished [took 71.2297s] +19/12/23 10:07:56| INFO bin_sld_lr_c finished [took 81.9938s] +19/12/23 10:08:06| INFO bin_sld_lr_ne finished [took 91.4287s] +19/12/23 10:08:10| INFO bin_sld_lr_mc finished [took 95.6940s] +19/12/23 10:08:10| INFO mul_sld_lr_mc finished [took 96.2317s] +19/12/23 10:08:11| INFO bin_sld_lr finished [took 97.1643s] +19/12/23 10:08:12| INFO mul_sld_lr_c finished [took 97.9705s] +19/12/23 10:08:14| INFO mul_sld_lr finished [took 99.5717s] +19/12/23 10:08:21| INFO ref finished [took 24.4363s] +19/12/23 10:08:31| INFO doc finished [took 19.6424s] +19/12/23 10:08:32| INFO m3w_sld_lr_ne finished [took 50.7696s] +19/12/23 10:08:35| INFO atc_mc finished [took 28.4708s] +19/12/23 10:08:38| INFO m3w_sld_lr_is finished [took 51.5263s] +19/12/23 10:08:44| INFO bin_sld_lr_is finished [took 58.8607s] +19/12/23 10:08:46| INFO mul_sld_lr_is finished [took 60.9079s] +19/12/23 10:10:48| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'confidence': None} (score=0.01176) [took 121.0680s] +19/12/23 10:11:19| INFO bin_sld_lr_gs finished [took 151.4031s] +19/12/23 10:17:59| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.01017) [took 398.8896s] +19/12/23 10:18:29| INFO mul_sld_lr_gs finished [took 429.2073s] +19/12/23 10:23:11| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'confidence': None} (score=0.01265) [took 281.0072s] +19/12/23 10:23:36| INFO m3w_sld_lr_gs finished [took 306.1576s] +19/12/23 10:23:36| INFO Dataset sample [0.5999 0.4001] of dataset imdb finished [took 1024.4609s] +19/12/23 10:23:36| INFO Dataset sample [0.7 0.3] of dataset imdb started +19/12/23 10:24:36| INFO m3w_sld_lr finished [took 56.3100s] +19/12/23 10:24:41| INFO m3w_sld_lr_c finished [took 61.8360s] +19/12/23 10:24:52| INFO m3w_sld_lr_mc finished [took 72.7043s] +19/12/23 10:25:02| INFO bin_sld_lr_mc finished [took 82.8058s] +19/12/23 10:25:09| INFO bin_sld_lr_ne finished [took 90.1728s] +19/12/23 10:25:17| INFO mul_sld_lr_c finished [took 96.8469s] +19/12/23 10:25:17| INFO mul_sld_lr_mc finished [took 97.5399s] +19/12/23 10:25:19| INFO mul_sld_lr finished [took 99.1910s] +19/12/23 10:25:19| INFO bin_sld_lr_c finished [took 99.1727s] +19/12/23 10:25:19| INFO bin_sld_lr finished [took 99.6585s] +19/12/23 10:25:20| INFO mul_sld_lr_ne finished [took 100.1875s] +19/12/23 10:25:33| INFO ref finished [took 22.9307s] +19/12/23 10:25:39| INFO doc finished [took 19.5473s] +19/12/23 10:25:40| INFO m3w_sld_lr_ne finished [took 61.9395s] +19/12/23 10:25:42| INFO m3w_sld_lr_is finished [took 38.5191s] +19/12/23 10:25:45| INFO bin_sld_lr_is finished [took 62.0568s] +19/12/23 10:25:49| INFO atc_mc finished [took 30.6022s] +19/12/23 10:25:52| INFO mul_sld_lr_is finished [took 57.3050s] +19/12/23 10:27:48| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.01045) [took 114.2585s] +19/12/23 10:28:19| INFO bin_sld_lr_gs finished [took 145.6819s] +19/12/23 10:34:58| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': None} (score=0.00935) [took 396.9822s] +19/12/23 10:35:28| INFO mul_sld_lr_gs finished [took 427.3490s] +19/12/23 10:40:11| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.00992) [took 280.8569s] +19/12/23 10:40:37| INFO m3w_sld_lr_gs finished [took 306.4780s] +19/12/23 10:40:37| INFO Dataset sample [0.7 0.3] of dataset imdb finished [took 1020.6409s] +19/12/23 10:40:37| INFO Dataset sample [0.8 0.2] of dataset imdb started +19/12/23 10:41:44| INFO m3w_sld_lr_c finished [took 64.8747s] +19/12/23 10:41:49| INFO m3w_sld_lr finished [took 69.5286s] +19/12/23 10:41:50| INFO m3w_sld_lr_mc finished [took 70.6881s] +19/12/23 10:42:14| INFO bin_sld_lr_ne finished [took 95.5684s] +19/12/23 10:42:24| INFO m3w_sld_lr_ne finished [took 39.4927s] +19/12/23 10:42:24| INFO bin_sld_lr finished [took 105.1136s] +19/12/23 10:42:34| INFO mul_sld_lr_mc finished [took 114.8434s] +19/12/23 10:42:35| INFO mul_sld_lr_c finished [took 115.5823s] +19/12/23 10:42:36| INFO bin_sld_lr_c finished [took 117.2982s] +19/12/23 10:42:38| INFO mul_sld_lr finished [took 119.4772s] +19/12/23 10:42:38| INFO bin_sld_lr_mc finished [took 119.4161s] +19/12/23 10:42:39| INFO mul_sld_lr_ne finished [took 120.0138s] +19/12/23 10:42:46| INFO ref finished [took 21.1649s] +19/12/23 10:42:55| INFO doc finished [took 19.6738s] +19/12/23 10:42:55| INFO atc_mc finished [took 30.2210s] +19/12/23 10:42:59| INFO m3w_sld_lr_is finished [took 44.3849s] +19/12/23 10:43:06| INFO mul_sld_lr_is finished [took 75.5371s] +19/12/23 10:43:07| INFO bin_sld_lr_is finished [took 77.2267s] +19/12/23 10:44:50| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.00907) [took 102.3142s] +19/12/23 10:45:27| INFO bin_sld_lr_gs finished [took 139.6763s] +19/12/23 10:52:02| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': None} (score=0.01212) [took 394.1610s] +19/12/23 10:52:31| INFO mul_sld_lr_gs finished [took 422.5252s] +19/12/23 10:57:14| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': None} (score=0.01140) [took 282.2183s] +19/12/23 10:57:40| INFO m3w_sld_lr_gs finished [took 307.8740s] +19/12/23 10:57:40| INFO Dataset sample [0.8 0.2] of dataset imdb finished [took 1022.6700s] +19/12/23 10:57:40| INFO Dataset sample [0.8999 0.1001] of dataset imdb started +19/12/23 10:58:38| INFO mul_sld_lr_ne finished [took 56.5023s] +19/12/23 10:58:48| INFO m3w_sld_lr_c finished [took 66.0063s] +19/12/23 10:58:49| INFO m3w_sld_lr_mc finished [took 67.4573s] +19/12/23 10:58:51| INFO mul_sld_lr_c finished [took 69.1277s] +19/12/23 10:58:54| INFO m3w_sld_lr finished [took 72.7876s] +19/12/23 10:59:28| INFO ref finished [took 32.8095s] +19/12/23 10:59:33| INFO bin_sld_lr_mc finished [took 111.6128s] +19/12/23 10:59:38| INFO m3w_sld_lr_ne finished [took 59.9897s] +19/12/23 10:59:39| INFO bin_sld_lr_ne finished [took 117.2120s] +19/12/23 10:59:40| INFO bin_sld_lr finished [took 118.4342s] +19/12/23 10:59:45| INFO bin_sld_lr_c finished [took 123.5325s] +19/12/23 10:59:46| INFO mul_sld_lr finished [took 124.9820s] +19/12/23 10:59:49| INFO mul_sld_lr_mc finished [took 127.3052s] +19/12/23 10:59:50| INFO mul_sld_lr_is finished [took 60.2395s] +19/12/23 10:59:51| INFO m3w_sld_lr_is finished [took 59.0790s] +19/12/23 10:59:56| INFO doc finished [took 22.7782s] +19/12/23 11:00:00| INFO atc_mc finished [took 31.4672s] +19/12/23 11:00:01| INFO bin_sld_lr_is finished [took 72.5199s] +19/12/23 11:01:23| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': None, 'confidence': ['isoft']} (score=0.01841) [took 80.8344s] +19/12/23 11:02:09| INFO bin_sld_lr_gs finished [took 126.9716s] +19/12/23 11:08:21| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': None, 'confidence': ['isoft']} (score=0.01936) [took 371.7046s] +19/12/23 11:08:50| INFO mul_sld_lr_gs finished [took 400.2930s] +19/12/23 11:13:28| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': None} (score=0.00902) [took 276.5163s] +19/12/23 11:13:53| INFO m3w_sld_lr_gs finished [took 301.8567s] +19/12/23 11:13:53| INFO Dataset sample [0.8999 0.1001] of dataset imdb finished [took 973.2114s] +---------------------------------------------------------------------------------------------------- +19/12/23 12:20:33| INFO dataset imdb [pool size: 10] +19/12/23 12:20:33| INFO Dataset sample [0.0999 0.9001] of dataset imdb started +19/12/23 12:21:11| INFO d_mul_sld_lr_ne finished [took 34.4461s] +19/12/23 12:21:22| INFO d_m3w_sld_lr_c finished [took 44.6570s] +19/12/23 12:21:22| INFO d_bin_sld_lr_ne finished [took 44.7253s] +19/12/23 12:21:24| INFO d_mul_sld_lr_c finished [took 46.1582s] +19/12/23 12:21:26| INFO d_m3w_sld_lr_mc finished [took 48.2392s] +19/12/23 12:21:26| INFO d_mul_sld_lr_mc finished [took 48.9718s] +19/12/23 12:21:28| INFO d_m3w_sld_lr finished [took 50.1934s] +19/12/23 12:21:30| INFO d_mul_sld_lr finished [took 52.2553s] +19/12/23 12:21:31| INFO d_bin_sld_lr finished [took 53.5360s] +19/12/23 12:21:39| INFO d_bin_sld_lr_c finished [took 61.1856s] +19/12/23 12:21:43| INFO d_bin_sld_lr_mc finished [took 65.9584s] +19/12/23 12:21:49| INFO ref finished [took 22.8029s] +19/12/23 12:21:50| INFO d_m3w_sld_lr_ne finished [took 38.3356s] +19/12/23 12:21:56| INFO d_mul_sld_lr_is finished [took 32.6073s] +19/12/23 12:21:58| INFO atc_mc finished [took 30.5293s] +19/12/23 12:21:59| INFO d_m3w_sld_lr_is finished [took 34.4816s] +19/12/23 12:22:00| INFO doc finished [took 31.1261s] +19/12/23 12:22:31| INFO d_bin_sld_lr_is finished [took 68.3750s] +19/12/23 12:22:47| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': None, 'confidence': ['isoft']} (score=0.01022) [took 14.1429s] +19/12/23 12:23:16| INFO d_bin_sld_lr_gs finished [took 43.3387s] +19/12/23 12:23:29| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': None, 'confidence': ['isoft']} (score=0.00922) [took 12.7655s] +19/12/23 12:23:56| INFO d_mul_sld_lr_gs finished [took 38.8631s] +19/12/23 12:24:15| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': None, 'confidence': ['isoft']} (score=0.00928) [took 18.2834s] +19/12/23 12:24:35| INFO d_m3w_sld_lr_gs finished [took 38.6218s] +19/12/23 12:24:35| INFO Dataset sample [0.0999 0.9001] of dataset imdb finished [took 241.6656s] +19/12/23 12:24:35| INFO Dataset sample [0.2 0.8] of dataset imdb started +19/12/23 12:25:04| INFO d_m3w_sld_lr_mc finished [took 26.3579s] +19/12/23 12:25:20| INFO d_m3w_sld_lr_c finished [took 42.8803s] +19/12/23 12:25:21| INFO d_m3w_sld_lr finished [took 43.4624s] +19/12/23 12:25:25| INFO d_mul_sld_lr_c finished [took 47.6920s] +19/12/23 12:25:31| INFO d_mul_sld_lr_ne finished [took 53.5673s] +19/12/23 12:25:32| INFO d_mul_sld_lr_mc finished [took 54.5833s] +19/12/23 12:25:33| INFO d_mul_sld_lr finished [took 56.0689s] +19/12/23 12:25:47| INFO d_m3w_sld_lr_ne finished [took 42.5761s] +19/12/23 12:25:52| INFO ref finished [took 20.5988s] +19/12/23 12:26:06| INFO d_m3w_sld_lr_is finished [took 40.1431s] +19/12/23 12:26:08| INFO d_mul_sld_lr_is finished [took 46.6534s] +19/12/23 12:26:11| INFO atc_mc finished [took 38.0477s] +19/12/23 12:26:15| INFO doc finished [took 41.4535s] +19/12/23 12:26:23| INFO d_bin_sld_lr_c finished [took 105.7747s] +19/12/23 12:26:31| INFO d_bin_sld_lr_mc finished [took 113.7689s] +19/12/23 12:26:35| INFO d_bin_sld_lr_is finished [took 74.1984s] +19/12/23 12:26:41| INFO d_bin_sld_lr_ne finished [took 123.5246s] +19/12/23 12:26:48| INFO d_bin_sld_lr finished [took 130.3036s] +19/12/23 12:27:09| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': None, 'confidence': ['isoft']} (score=0.00883) [took 19.8727s] +19/12/23 12:28:02| INFO d_bin_sld_lr_gs finished [took 72.8675s] +19/12/23 12:28:25| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.00835) [took 21.8244s] +19/12/23 12:28:51| INFO d_mul_sld_lr_gs finished [took 48.0382s] +19/12/23 12:29:12| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.00795) [took 18.9702s] +19/12/23 12:29:32| INFO d_m3w_sld_lr_gs finished [took 39.7694s] +19/12/23 12:29:32| INFO Dataset sample [0.2 0.8] of dataset imdb finished [took 297.2439s] +19/12/23 12:29:32| INFO Dataset sample [0.3 0.7] of dataset imdb started +19/12/23 12:30:14| INFO d_m3w_sld_lr_c finished [took 40.0125s] +19/12/23 12:30:18| INFO d_m3w_sld_lr finished [took 43.7324s] +19/12/23 12:30:19| INFO d_m3w_sld_lr_mc finished [took 44.0801s] +19/12/23 12:30:24| INFO d_mul_sld_lr_ne finished [took 49.3570s] +19/12/23 12:30:35| INFO d_mul_sld_lr_mc finished [took 59.9847s] +19/12/23 12:30:35| INFO d_mul_sld_lr_c finished [took 60.7974s] +19/12/23 12:30:36| INFO d_mul_sld_lr finished [took 61.8125s] +19/12/23 12:30:38| INFO d_bin_sld_lr finished [took 63.8233s] +19/12/23 12:30:45| INFO d_bin_sld_lr_ne finished [took 70.6793s] +19/12/23 12:30:47| INFO d_bin_sld_lr_c finished [took 72.4004s] +19/12/23 12:30:50| INFO d_bin_sld_lr_mc finished [took 75.0815s] +19/12/23 12:30:54| INFO d_m3w_sld_lr_ne finished [took 39.0373s] +19/12/23 12:30:58| INFO d_m3w_sld_lr_is finished [took 33.1000s] +19/12/23 12:30:58| INFO ref finished [took 22.3889s] +19/12/23 12:31:04| INFO d_mul_sld_lr_is finished [took 44.2267s] +19/12/23 12:31:06| INFO atc_mc finished [took 30.0779s] +19/12/23 12:31:10| INFO doc finished [took 32.4930s] +19/12/23 12:31:12| INFO d_bin_sld_lr_is finished [took 52.6834s] +19/12/23 12:31:36| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} (score=0.03432) [took 22.1833s] +19/12/23 12:32:06| INFO d_bin_sld_lr_gs finished [took 53.0234s] +19/12/23 12:32:29| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.01501) [took 21.6935s] +19/12/23 12:33:01| INFO d_mul_sld_lr_gs finished [took 53.2036s] +19/12/23 12:33:18| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.01173) [took 15.6360s] +19/12/23 12:33:39| INFO d_m3w_sld_lr_gs finished [took 36.8941s] +19/12/23 12:33:39| INFO Dataset sample [0.3 0.7] of dataset imdb finished [took 246.6510s] +19/12/23 12:33:39| INFO Dataset sample [0.3999 0.6001] of dataset imdb started +19/12/23 12:34:21| INFO d_m3w_sld_lr_c finished [took 40.8535s] +19/12/23 12:34:24| INFO d_m3w_sld_lr finished [took 42.8814s] +19/12/23 12:34:25| INFO d_m3w_sld_lr_mc finished [took 43.7401s] +19/12/23 12:34:30| INFO d_bin_sld_lr_ne finished [took 49.6379s] +19/12/23 12:34:42| INFO d_bin_sld_lr_mc finished [took 61.6185s] +19/12/23 12:34:43| INFO d_mul_sld_lr_ne finished [took 61.8615s] +19/12/23 12:34:43| INFO d_bin_sld_lr finished [took 61.8959s] +19/12/23 12:34:45| INFO d_mul_sld_lr_c finished [took 63.9772s] +19/12/23 12:34:46| INFO d_mul_sld_lr_mc finished [took 65.5978s] +19/12/23 12:34:48| INFO d_bin_sld_lr_c finished [took 67.1225s] +19/12/23 12:34:48| INFO d_mul_sld_lr finished [took 67.6131s] +19/12/23 12:34:58| INFO d_m3w_sld_lr_ne finished [took 36.3847s] +19/12/23 12:35:03| INFO ref finished [took 19.5363s] +19/12/23 12:35:04| INFO d_m3w_sld_lr_is finished [took 32.6723s] +19/12/23 12:35:09| INFO d_bin_sld_lr_is finished [took 44.5496s] +19/12/23 12:35:10| INFO atc_mc finished [took 26.6506s] +19/12/23 12:35:14| INFO doc finished [took 30.2612s] +19/12/23 12:35:15| INFO d_mul_sld_lr_is finished [took 49.1793s] +19/12/23 12:35:39| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.01356) [took 22.8511s] +19/12/23 12:36:11| INFO d_bin_sld_lr_gs finished [took 54.8351s] +19/12/23 12:36:31| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.01066) [took 19.4786s] +19/12/23 12:37:02| INFO d_mul_sld_lr_gs finished [took 50.4739s] +19/12/23 12:37:18| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.01205) [took 14.9927s] +19/12/23 12:37:39| INFO d_m3w_sld_lr_gs finished [took 36.1151s] +19/12/23 12:37:39| INFO Dataset sample [0.3999 0.6001] of dataset imdb finished [took 240.1494s] +19/12/23 12:37:39| INFO Dataset sample [0.5 0.5] of dataset imdb started +19/12/23 12:38:13| INFO d_m3w_sld_lr_c finished [took 32.3545s] +19/12/23 12:38:23| INFO d_m3w_sld_lr finished [took 41.4720s] +19/12/23 12:38:24| INFO d_m3w_sld_lr_mc finished [took 42.7790s] +19/12/23 12:38:38| INFO d_bin_sld_lr finished [took 56.8622s] +19/12/23 12:38:44| INFO d_bin_sld_lr_mc finished [took 62.6298s] +19/12/23 12:38:45| INFO d_bin_sld_lr_ne finished [took 63.6535s] +19/12/23 12:38:45| INFO d_bin_sld_lr_c finished [took 63.9940s] +19/12/23 12:38:47| INFO d_mul_sld_lr_c finished [took 65.8468s] +19/12/23 12:38:48| INFO d_mul_sld_lr_mc finished [took 67.2099s] +19/12/23 12:38:49| INFO d_mul_sld_lr_ne finished [took 67.7940s] +19/12/23 12:38:52| INFO d_mul_sld_lr finished [took 71.1898s] +19/12/23 12:38:59| INFO d_m3w_sld_lr_ne finished [took 44.1005s] +19/12/23 12:39:05| INFO ref finished [took 20.1348s] +19/12/23 12:39:10| INFO d_m3w_sld_lr_is finished [took 31.4246s] +19/12/23 12:39:11| INFO d_bin_sld_lr_is finished [took 47.6735s] +19/12/23 12:39:12| INFO atc_mc finished [took 25.8013s] +19/12/23 12:39:17| INFO d_mul_sld_lr_is finished [took 52.2096s] +19/12/23 12:39:18| INFO doc finished [took 32.0202s] +19/12/23 12:39:44| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.01233) [took 24.4871s] +19/12/23 12:40:13| INFO d_bin_sld_lr_gs finished [took 53.5309s] +19/12/23 12:40:36| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.00976) [took 20.6315s] +19/12/23 12:41:06| INFO d_mul_sld_lr_gs finished [took 50.7213s] +19/12/23 12:41:22| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.01036) [took 14.8023s] +19/12/23 12:41:42| INFO d_m3w_sld_lr_gs finished [took 35.3409s] +19/12/23 12:41:42| INFO Dataset sample [0.5 0.5] of dataset imdb finished [took 243.2740s] +19/12/23 12:41:42| INFO Dataset sample [0.5999 0.4001] of dataset imdb started +19/12/23 12:42:26| INFO d_m3w_sld_lr_mc finished [took 42.1558s] +19/12/23 12:42:28| INFO d_m3w_sld_lr_c finished [took 43.8348s] +19/12/23 12:42:29| INFO d_m3w_sld_lr finished [took 44.7028s] +19/12/23 12:42:46| INFO d_mul_sld_lr finished [took 61.6622s] +19/12/23 12:42:48| INFO d_bin_sld_lr_mc finished [took 63.1846s] +19/12/23 12:42:48| INFO d_mul_sld_lr_c finished [took 63.7984s] +19/12/23 12:42:49| INFO d_bin_sld_lr_ne finished [took 64.3815s] +19/12/23 12:42:50| INFO d_bin_sld_lr_c finished [took 65.0990s] +19/12/23 12:42:50| INFO d_bin_sld_lr finished [took 65.9592s] +19/12/23 12:42:51| INFO d_mul_sld_lr_ne finished [took 66.1988s] +19/12/23 12:42:51| INFO d_mul_sld_lr_mc finished [took 66.3234s] +19/12/23 12:43:04| INFO d_m3w_sld_lr_ne finished [took 36.4514s] +19/12/23 12:43:13| INFO d_bin_sld_lr_is finished [took 43.1931s] +19/12/23 12:43:13| INFO ref finished [took 24.1076s] +19/12/23 12:43:15| INFO d_mul_sld_lr_is finished [took 45.0879s] +19/12/23 12:43:15| INFO atc_mc finished [took 26.1117s] +19/12/23 12:43:17| INFO d_m3w_sld_lr_is finished [took 30.2242s] +19/12/23 12:43:24| INFO doc finished [took 34.2665s] +19/12/23 12:43:49| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.01220) [took 24.0687s] +19/12/23 12:44:17| INFO d_bin_sld_lr_gs finished [took 52.2615s] +19/12/23 12:44:39| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': None} (score=0.01441) [took 19.9205s] +19/12/23 12:45:08| INFO d_mul_sld_lr_gs finished [took 48.9697s] +19/12/23 12:45:24| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.01393) [took 14.4129s] +19/12/23 12:45:45| INFO d_m3w_sld_lr_gs finished [took 35.5423s] +19/12/23 12:45:45| INFO Dataset sample [0.5999 0.4001] of dataset imdb finished [took 242.2813s] +19/12/23 12:45:45| INFO Dataset sample [0.7 0.3] of dataset imdb started +19/12/23 12:46:32| INFO d_m3w_sld_lr finished [took 43.7019s] +19/12/23 12:46:32| INFO d_m3w_sld_lr_c finished [took 43.8278s] +19/12/23 12:46:32| INFO d_m3w_sld_lr_mc finished [took 44.3495s] +19/12/23 12:46:37| INFO d_mul_sld_lr_ne finished [took 49.7658s] +19/12/23 12:46:46| INFO d_bin_sld_lr_c finished [took 58.2133s] +19/12/23 12:46:49| INFO d_mul_sld_lr_c finished [took 60.6822s] +19/12/23 12:46:49| INFO d_mul_sld_lr finished [took 61.1466s] +19/12/23 12:46:52| INFO d_mul_sld_lr_mc finished [took 64.2047s] +19/12/23 12:46:54| INFO d_bin_sld_lr_mc finished [took 65.9847s] +19/12/23 12:46:56| INFO d_bin_sld_lr_ne finished [took 68.3856s] +19/12/23 12:47:00| INFO d_bin_sld_lr finished [took 72.5756s] +19/12/23 12:47:09| INFO d_m3w_sld_lr_ne finished [took 35.7464s] +19/12/23 12:47:10| INFO d_m3w_sld_lr_is finished [took 31.2021s] +19/12/23 12:47:14| INFO ref finished [took 25.9586s] +19/12/23 12:47:19| INFO atc_mc finished [took 28.6717s] +19/12/23 12:47:20| INFO d_bin_sld_lr_is finished [took 46.4855s] +19/12/23 12:47:22| INFO d_mul_sld_lr_is finished [took 48.0068s] +19/12/23 12:47:22| INFO doc finished [took 31.3722s] +19/12/23 12:47:46| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} (score=0.01080) [took 22.1193s] +19/12/23 12:48:14| INFO d_bin_sld_lr_gs finished [took 50.4905s] +19/12/23 12:48:40| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': None, 'confidence': ['isoft']} (score=0.01034) [took 23.4591s] +19/12/23 12:49:07| INFO d_mul_sld_lr_gs finished [took 51.1594s] +19/12/23 12:49:27| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.01037) [took 17.5182s] +19/12/23 12:49:49| INFO d_m3w_sld_lr_gs finished [took 39.7696s] +19/12/23 12:49:49| INFO Dataset sample [0.7 0.3] of dataset imdb finished [took 244.4711s] +19/12/23 12:49:49| INFO Dataset sample [0.8 0.2] of dataset imdb started +19/12/23 12:50:34| INFO d_m3w_sld_lr_mc finished [took 42.9445s] +19/12/23 12:50:34| INFO d_m3w_sld_lr_c finished [took 43.1991s] +19/12/23 12:50:35| INFO d_m3w_sld_lr finished [took 43.9371s] +19/12/23 12:50:48| INFO d_mul_sld_lr_mc finished [took 57.1611s] +19/12/23 12:50:50| INFO d_mul_sld_lr finished [took 59.0554s] +19/12/23 12:50:54| INFO d_mul_sld_lr_c finished [took 63.4001s] +19/12/23 12:50:58| INFO d_mul_sld_lr_ne finished [took 67.0593s] +19/12/23 12:51:22| INFO d_m3w_sld_lr_ne finished [took 47.1873s] +19/12/23 12:51:25| INFO ref finished [took 34.0550s] +19/12/23 12:51:33| INFO d_m3w_sld_lr_is finished [took 43.2797s] +19/12/23 12:51:42| INFO atc_mc finished [took 46.1618s] +19/12/23 12:51:43| INFO d_mul_sld_lr_is finished [took 67.1009s] +19/12/23 12:51:50| INFO doc finished [took 50.6897s] +19/12/23 12:52:02| INFO d_bin_sld_lr_is finished [took 86.7151s] +19/12/23 12:52:06| INFO d_bin_sld_lr_c finished [took 135.1926s] +19/12/23 12:52:07| INFO d_bin_sld_lr_mc finished [took 135.5613s] +19/12/23 12:52:19| INFO d_bin_sld_lr_ne finished [took 148.0207s] +19/12/23 12:52:31| INFO d_bin_sld_lr finished [took 159.7127s] +19/12/23 12:52:51| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': None, 'confidence': ['isoft']} (score=0.01069) [took 19.2378s] +19/12/23 12:53:48| INFO d_bin_sld_lr_gs finished [took 75.7110s] +19/12/23 12:54:11| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': None, 'confidence': ['isoft']} (score=0.01042) [took 22.2515s] +19/12/23 12:54:37| INFO d_mul_sld_lr_gs finished [took 48.8344s] +19/12/23 12:54:56| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.00983) [took 17.7269s] +19/12/23 12:55:17| INFO d_m3w_sld_lr_gs finished [took 38.7309s] +19/12/23 12:55:17| INFO Dataset sample [0.8 0.2] of dataset imdb finished [took 327.5201s] +19/12/23 12:55:17| INFO Dataset sample [0.8999 0.1001] of dataset imdb started +19/12/23 12:55:56| INFO d_mul_sld_lr_c finished [took 37.2969s] +19/12/23 12:56:06| INFO d_m3w_sld_lr_c finished [took 48.0095s] +19/12/23 12:56:07| INFO d_m3w_sld_lr_mc finished [took 48.7433s] +19/12/23 12:56:08| INFO d_mul_sld_lr_ne finished [took 49.5820s] +19/12/23 12:56:09| INFO d_mul_sld_lr_mc finished [took 50.6844s] +19/12/23 12:56:09| INFO d_m3w_sld_lr finished [took 51.0647s] +19/12/23 12:56:17| INFO d_mul_sld_lr finished [took 58.8356s] +19/12/23 12:56:33| INFO d_m3w_sld_lr_ne finished [took 37.1289s] +19/12/23 12:56:40| INFO ref finished [took 30.0705s] +19/12/23 12:56:47| INFO atc_mc finished [took 36.5516s] +19/12/23 12:56:51| INFO doc finished [took 33.4102s] +19/12/23 12:56:55| INFO d_mul_sld_lr_is finished [took 47.9424s] +19/12/23 12:56:56| INFO d_m3w_sld_lr_is finished [took 46.9739s] +19/12/23 12:57:04| INFO d_bin_sld_lr_ne finished [took 105.4488s] +19/12/23 12:57:06| INFO d_bin_sld_lr finished [took 107.2132s] +19/12/23 12:57:30| INFO d_bin_sld_lr_c finished [took 131.3099s] +19/12/23 12:57:31| INFO d_bin_sld_lr_mc finished [took 132.6446s] +19/12/23 12:58:13| INFO d_bin_sld_lr_is finished [took 125.7777s] +19/12/23 12:58:28| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} (score=0.01241) [took 13.8789s] +19/12/23 12:58:54| INFO d_bin_sld_lr_gs finished [took 39.8288s] +19/12/23 12:59:07| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': None, 'confidence': ['isoft']} (score=0.01135) [took 11.8657s] +19/12/23 12:59:35| INFO d_mul_sld_lr_gs finished [took 40.0292s] +19/12/23 12:59:52| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.00866) [took 16.1536s] +19/12/23 13:00:14| INFO d_m3w_sld_lr_gs finished [took 37.6906s] +19/12/23 13:00:14| INFO Dataset sample [0.8999 0.1001] of dataset imdb finished [took 296.7966s] +---------------------------------------------------------------------------------------------------- +19/12/23 23:50:05| INFO dataset imdb [pool size: 10] +19/12/23 23:50:05| INFO Dataset sample [0.0999 0.9001] of dataset imdb started +19/12/23 23:53:46| INFO d_bin_sld_rbf finished [took 217.4906s] +19/12/23 23:54:14| INFO d_bin_sld_rbf_mc finished [took 246.7415s] +19/12/23 23:54:28| INFO d_bin_sld_rbf_ne finished [took 258.7144s] +19/12/23 23:54:33| INFO d_mul_sld_rbf_ne finished [took 263.8514s] +19/12/23 23:54:40| INFO d_bin_sld_rbf_c finished [took 270.5622s] +19/12/23 23:54:42| INFO d_m3w_sld_rbf finished [took 273.6381s] +19/12/23 23:54:48| INFO d_m3w_sld_rbf_c finished [took 279.4502s] +19/12/23 23:54:55| INFO d_mul_sld_rbf finished [took 285.9820s] +19/12/23 23:54:59| INFO d_m3w_sld_rbf_mc finished [took 289.5340s] +19/12/23 23:55:02| INFO ref finished [took 21.9196s] +19/12/23 23:55:09| INFO d_mul_sld_rbf_mc finished [took 299.8954s] +19/12/23 23:55:16| INFO d_mul_sld_rbf_c finished [took 306.5553s] +19/12/23 23:55:17| INFO atc_mc finished [took 34.5072s] +19/12/23 23:55:19| INFO doc finished [took 30.0139s] +19/12/23 23:56:59| INFO d_m3w_sld_rbf_ne finished [took 192.1812s] +19/12/23 23:57:09| INFO d_bin_sld_rbf_is finished [took 174.1690s] +19/12/23 23:57:25| INFO d_m3w_sld_rbf_is finished [took 171.6691s] +19/12/23 23:57:42| INFO d_mul_sld_rbf_is finished [took 193.5991s] +19/12/23 23:58:10| DEBUG [size=11,place=1] best score = 0.01061031; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 291.81048223630995, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 27.213s] +19/12/23 23:58:10| DEBUG [size=11,place=2] best score = 0.02776150; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.29181048223630995, 'quantifier__recalib': None, 'confidence': None} [took 27.214s] +20/12/23 00:07:40| DEBUG [size=28,place=1] best score = 0.01058780; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 291.81048223630995, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 570.038s] +20/12/23 00:07:40| DEBUG [size=28,place=2] best score = 0.01087104; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 291.81048223630995, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 570.039s] +20/12/23 00:08:17| DEBUG [size=16,place=1] best score = 0.01128564; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 291.81048223630995, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} [took 36.580s] +20/12/23 00:08:17| DEBUG [size=16,place=2] best score = 0.01182027; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 291.81048223630995, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} [took 36.581s] +20/12/23 00:08:17| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 291.81048223630995, 'quantifier__recalib': None, 'confidence': ['isoft']} (score=0.01059) [took 633.9418s] +20/12/23 00:11:43| INFO d_bin_sld_rbf_gs finished [took 840.1927s] +20/12/23 00:12:20| DEBUG [size=11,place=1] best score = 0.04774805; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.29181048223630995, 'quantifier__recalib': None, 'confidence': None} [took 36.210s] +20/12/23 00:12:20| DEBUG [size=11,place=2] best score = 0.05873846; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 2.9181048223630994, 'quantifier__recalib': None, 'confidence': None} [took 36.210s] +20/12/23 00:12:54| DEBUG [size=26,place=1] best score = 0.02601943; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.29181048223630995, 'quantifier__recalib': None, 'confidence': None} [took 33.960s] +20/12/23 00:12:54| DEBUG [size=26,place=2] best score = 0.03089002; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.029181048223630993, 'quantifier__recalib': None, 'confidence': None} [took 33.960s] +20/12/23 00:13:21| DEBUG [size=13,place=1] best score = 0.02875396; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.029181048223630993, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} [took 26.908s] +20/12/23 00:13:21| DEBUG [size=13,place=2] best score = 0.02972597; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.29181048223630995, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} [took 26.909s] +20/12/23 00:13:21| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.29181048223630995, 'quantifier__recalib': None, 'confidence': None} (score=0.02602) [took 97.1874s] +20/12/23 00:15:23| INFO d_mul_sld_rbf_gs finished [took 218.8403s] +20/12/23 00:15:58| DEBUG [size=11,place=1] best score = 0.01194631; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.029181048223630993, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 34.559s] +20/12/23 00:15:58| DEBUG [size=11,place=2] best score = 0.01633117; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.29181048223630995, 'quantifier__recalib': None, 'confidence': None} [took 34.559s] +20/12/23 00:16:57| DEBUG [size=28,place=1] best score = 0.00950562; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.029181048223630993, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 59.220s] +20/12/23 00:16:57| DEBUG [size=28,place=2] best score = 0.01054428; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.029181048223630993, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 59.221s] +20/12/23 00:18:21| DEBUG [size=20,place=1] best score = 0.01098297; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.029181048223630993, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 83.904s] +20/12/23 00:18:21| DEBUG [size=20,place=2] best score = 0.01131095; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.029181048223630993, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 83.904s] +20/12/23 00:18:21| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.029181048223630993, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.00951) [took 177.7921s] +20/12/23 00:24:20| INFO d_m3w_sld_rbf_gs finished [took 536.2522s] +20/12/23 00:24:20| INFO Dataset sample [0.0999 0.9001] of dataset imdb finished [took 2054.9974s] +20/12/23 00:24:20| INFO Dataset sample [0.2 0.8] of dataset imdb started +20/12/23 00:29:25| INFO d_bin_sld_rbf_mc finished [took 300.9057s] +20/12/23 00:29:48| INFO d_bin_sld_rbf_ne finished [took 323.6708s] +20/12/23 00:30:54| INFO d_bin_sld_rbf_c finished [took 389.4021s] +20/12/23 00:30:58| INFO d_mul_sld_rbf_c finished [took 392.8276s] +20/12/23 00:31:13| INFO d_m3w_sld_rbf finished [took 408.0906s] +20/12/23 00:31:21| INFO d_m3w_sld_rbf_mc finished [took 416.0524s] +20/12/23 00:31:22| INFO d_mul_sld_rbf finished [took 417.3635s] +20/12/23 00:31:39| INFO ref finished [took 25.6689s] +20/12/23 00:31:44| INFO d_bin_sld_rbf finished [took 439.0696s] +20/12/23 00:31:45| INFO d_m3w_sld_rbf_c finished [took 439.8159s] +20/12/23 00:31:51| INFO d_mul_sld_rbf_ne finished [took 445.7700s] +20/12/23 00:31:51| INFO d_mul_sld_rbf_mc finished [took 448.1703s] +20/12/23 00:31:55| INFO atc_mc finished [took 32.8208s] +20/12/23 00:32:00| INFO doc finished [took 37.4060s] +20/12/23 00:33:58| INFO d_bin_sld_rbf_is finished [took 249.1739s] +20/12/23 00:34:25| INFO d_m3w_sld_rbf_ne finished [took 298.7840s] +20/12/23 00:34:51| INFO d_m3w_sld_rbf_is finished [took 232.3648s] +20/12/23 00:34:57| INFO d_mul_sld_rbf_is finished [took 242.5069s] +20/12/23 00:35:28| DEBUG [size=11,place=1] best score = 0.01023330; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 409.1604266816881, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 28.728s] +20/12/23 00:35:28| DEBUG [size=11,place=2] best score = 0.01375593; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.4091604266816881, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 28.728s] +---------------------------------------------------------------------------------------------------- +20/12/23 09:42:26| INFO dataset imdb [pool size: 10] +20/12/23 09:42:26| INFO Dataset sample [0.0999 0.9001] of dataset imdb started +20/12/23 09:45:58| INFO d_m3w_sld_rbf_c finished [took 209.5941s] +20/12/23 09:46:43| INFO d_m3w_sld_rbf finished [took 252.7219s] +20/12/23 09:46:53| INFO d_mul_sld_rbf_mc finished [took 262.9707s] +20/12/23 09:47:00| INFO d_bin_sld_rbf_c finished [took 270.1307s] +20/12/23 09:47:06| INFO d_bin_sld_rbf finished [took 276.9561s] +20/12/23 09:47:07| INFO d_bin_sld_rbf_mc finished [took 276.5384s] +20/12/23 09:47:08| INFO d_bin_sld_rbf_ne finished [took 278.1270s] +20/12/23 09:47:15| INFO d_mul_sld_rbf finished [took 285.5861s] +20/12/23 09:47:27| INFO ref finished [took 20.2934s] +20/12/23 09:47:37| INFO d_mul_sld_rbf_ne finished [took 306.8399s] +20/12/23 09:47:42| INFO atc_mc finished [took 34.7530s] +20/12/23 09:47:46| INFO doc finished [took 37.6288s] +20/12/23 09:47:47| INFO d_mul_sld_rbf_c finished [took 317.5017s] +20/12/23 09:47:55| INFO d_m3w_sld_rbf_mc finished [took 324.6785s] +20/12/23 09:49:22| INFO d_m3w_sld_rbf_ne finished [took 203.7628s] +20/12/23 09:49:38| INFO d_bin_sld_rbf_is finished [took 174.7258s] +20/12/23 09:49:49| INFO d_m3w_sld_rbf_is finished [took 168.4022s] +20/12/23 09:50:17| INFO d_mul_sld_rbf_is finished [took 203.8454s] +20/12/23 09:50:45| DEBUG [size=11,place=1] best score = 0.01061031; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 291.81048223630995, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 26.928s] +20/12/23 09:50:45| DEBUG [size=11,place=2] best score = 0.02776150; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.29181048223630995, 'quantifier__recalib': None, 'confidence': None} [took 26.929s] +20/12/23 10:00:20| DEBUG [size=28,place=1] best score = 0.01058780; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 291.81048223630995, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 575.155s] +20/12/23 10:00:20| DEBUG [size=28,place=2] best score = 0.01087104; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 291.81048223630995, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 575.155s] +20/12/23 10:00:57| DEBUG [size=16,place=1] best score = 0.01128564; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 291.81048223630995, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} [took 36.830s] +20/12/23 10:00:57| DEBUG [size=16,place=2] best score = 0.01182027; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 291.81048223630995, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} [took 36.830s] +20/12/23 10:00:57| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 291.81048223630995, 'quantifier__recalib': None, 'confidence': ['isoft']} (score=0.01059) [took 639.0229s] +20/12/23 10:04:21| INFO d_bin_sld_rbf_gs finished [took 843.1047s] +20/12/23 10:04:58| DEBUG [size=11,place=1] best score = 0.04774805; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.29181048223630995, 'quantifier__recalib': None, 'confidence': None} [took 35.442s] +20/12/23 10:04:58| DEBUG [size=11,place=2] best score = 0.05873846; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 2.9181048223630994, 'quantifier__recalib': None, 'confidence': None} [took 35.442s] +20/12/23 10:05:34| DEBUG [size=26,place=1] best score = 0.02601943; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.29181048223630995, 'quantifier__recalib': None, 'confidence': None} [took 36.091s] +20/12/23 10:05:34| DEBUG [size=26,place=2] best score = 0.03089002; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.029181048223630993, 'quantifier__recalib': None, 'confidence': None} [took 36.092s] +20/12/23 10:06:03| DEBUG [size=13,place=1] best score = 0.02875396; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.029181048223630993, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} [took 28.993s] +20/12/23 10:06:03| DEBUG [size=13,place=2] best score = 0.02972597; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.29181048223630995, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} [took 28.994s] +20/12/23 10:06:03| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.29181048223630995, 'quantifier__recalib': None, 'confidence': None} (score=0.02602) [took 100.6354s] +20/12/23 10:08:05| INFO d_mul_sld_rbf_gs finished [took 222.9214s] +20/12/23 10:08:41| DEBUG [size=11,place=1] best score = 0.01194631; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.029181048223630993, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 34.617s] +20/12/23 10:08:41| DEBUG [size=11,place=2] best score = 0.01633117; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.29181048223630995, 'quantifier__recalib': None, 'confidence': None} [took 34.617s] +20/12/23 10:09:40| DEBUG [size=28,place=1] best score = 0.00950562; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.029181048223630993, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 59.341s] +20/12/23 10:09:40| DEBUG [size=28,place=2] best score = 0.01054428; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.029181048223630993, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 59.342s] +20/12/23 10:11:05| DEBUG [size=20,place=1] best score = 0.01098297; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.029181048223630993, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 85.487s] +20/12/23 10:11:05| DEBUG [size=20,place=2] best score = 0.01131095; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.029181048223630993, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 85.487s] +20/12/23 10:11:06| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.029181048223630993, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.00951) [took 179.5537s] +20/12/23 10:17:01| INFO d_m3w_sld_rbf_gs finished [took 534.8719s] +20/12/23 10:17:01| INFO Dataset sample [0.0999 0.9001] of dataset imdb finished [took 2075.0981s] +20/12/23 10:17:01| INFO Dataset sample [0.2 0.8] of dataset imdb started +20/12/23 10:23:06| INFO d_bin_sld_rbf finished [took 360.8802s] +20/12/23 10:23:09| INFO d_m3w_sld_rbf finished [took 364.0235s] +20/12/23 10:23:19| INFO d_m3w_sld_rbf_mc finished [took 373.4509s] +20/12/23 10:23:20| INFO d_bin_sld_rbf_ne finished [took 374.3568s] +20/12/23 10:23:25| INFO d_bin_sld_rbf_mc finished [took 380.7135s] +20/12/23 10:23:37| INFO d_bin_sld_rbf_c finished [took 391.2941s] +20/12/23 10:23:52| INFO ref finished [took 25.8933s] +20/12/23 10:24:00| INFO d_m3w_sld_rbf_c finished [took 414.5229s] +20/12/23 10:24:11| INFO atc_mc finished [took 33.5053s] +20/12/23 10:24:14| INFO d_mul_sld_rbf finished [took 428.4853s] +20/12/23 10:24:27| INFO doc finished [took 34.6423s] +20/12/23 10:24:36| INFO d_mul_sld_rbf_mc finished [took 450.4773s] +20/12/23 10:24:37| INFO d_mul_sld_rbf_c finished [took 451.8242s] +20/12/23 10:24:46| INFO d_mul_sld_rbf_ne finished [took 459.8852s] +20/12/23 10:27:00| INFO d_bin_sld_rbf_is finished [took 229.3736s] +20/12/23 10:27:38| INFO d_m3w_sld_rbf_ne finished [took 270.9279s] +20/12/23 10:27:40| INFO d_m3w_sld_rbf_is finished [took 258.6939s] +20/12/23 10:27:40| INFO d_mul_sld_rbf_is finished [took 260.1417s] +20/12/23 10:28:15| DEBUG [size=11,place=1] best score = 0.01023330; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 409.1604266816881, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 32.848s] +20/12/23 10:28:15| DEBUG [size=11,place=2] best score = 0.01375593; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.4091604266816881, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 32.849s] +20/12/23 10:33:13| WARNING Method d_bin_sld_rbf_gs failed. Exception: A worker process managed by the executor was unexpectedly terminated. This could be caused by a segmentation fault while calling the function or by an excessive memory usage causing the Operating System to kill the worker. + +The exit codes of the workers are {SIGTERM(-15), SIGTERM(-15), SIGTERM(-15), SIGTERM(-15), SIGTERM(-15), SIGTERM(-15), SIGTERM(-15), SIGTERM(-15), SIGTERM(-15), SIGTERM(-15), SIGTERM(-15)} +20/12/23 10:33:56| DEBUG [size=11,place=1] best score = 0.01100832; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.4091604266816881, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 40.890s] +20/12/23 10:33:56| DEBUG [size=11,place=2] best score = 0.01945959; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.04091604266816881, 'quantifier__recalib': 'bcts', 'confidence': None} [took 40.890s] +---------------------------------------------------------------------------------------------------- +20/12/23 10:37:09| INFO dataset imdb [pool size: 10] +20/12/23 10:37:09| INFO Dataset sample [0.0999 0.9001] of dataset imdb started +20/12/23 10:38:16| INFO m3w_sld_lr_c finished [took 63.0021s] +20/12/23 10:38:25| INFO m3w_sld_lr_mc finished [took 71.4982s] +20/12/23 10:38:30| INFO bin_sld_lr_ne finished [took 76.2747s] +20/12/23 10:38:32| INFO mul_sld_lr_c finished [took 79.7615s] +20/12/23 10:38:32| INFO mul_sld_lr_ne finished [took 78.2431s] +20/12/23 10:38:32| INFO m3w_sld_lr finished [took 78.8726s] +20/12/23 10:38:38| INFO mul_sld_lr_mc finished [took 84.5201s] +20/12/23 10:38:49| INFO bin_sld_lr_c finished [took 95.5857s] +20/12/23 10:38:50| INFO bin_sld_lr finished [took 96.1905s] +20/12/23 10:38:50| INFO bin_sld_lr_mc finished [took 96.6082s] +20/12/23 10:38:53| INFO mul_sld_lr finished [took 99.3069s] +20/12/23 10:39:06| INFO ref finished [took 32.7889s] +20/12/23 10:39:08| INFO atc_mc finished [took 34.2824s] +20/12/23 10:39:08| INFO m3w_sld_lr_ne finished [took 51.5089s] +20/12/23 10:39:13| INFO doc finished [took 33.4879s] +20/12/23 10:39:19| INFO mul_sld_lr_is finished [took 47.5956s] +20/12/23 10:39:20| INFO bin_sld_lr_is finished [took 53.6020s] +20/12/23 10:39:21| INFO m3w_sld_lr_is finished [took 47.5142s] +---------------------------------------------------------------------------------------------------- +20/12/23 10:43:52| INFO dataset imdb [pool size: 10] +20/12/23 10:43:52| INFO Dataset sample [0.0999 0.9001] of dataset imdb started +20/12/23 10:44:25| INFO d_mul_sld_lr_ne finished [took 28.4653s] +20/12/23 10:44:40| INFO d_m3w_sld_lr_c finished [took 43.1482s] +20/12/23 10:44:40| INFO d_mul_sld_lr_c finished [took 43.5608s] +20/12/23 10:44:40| INFO d_m3w_sld_lr_mc finished [took 43.9808s] +20/12/23 10:44:43| INFO d_mul_sld_lr_mc finished [took 46.1875s] +20/12/23 10:44:43| INFO d_m3w_sld_lr finished [took 46.8243s] +20/12/23 10:44:44| INFO d_mul_sld_lr finished [took 48.2987s] +20/12/23 10:44:47| INFO d_bin_sld_lr finished [took 50.3670s] +20/12/23 10:44:52| INFO d_bin_sld_lr_ne finished [took 54.9984s] +20/12/23 10:45:03| INFO d_bin_sld_lr_mc finished [took 65.8889s] +20/12/23 10:45:03| INFO d_bin_sld_lr_c finished [took 66.5357s] +20/12/23 10:45:06| INFO d_m3w_sld_lr_ne finished [took 40.1165s] +20/12/23 10:45:09| INFO ref finished [took 25.3594s] +20/12/23 10:45:10| INFO atc_mc finished [took 26.1830s] +20/12/23 10:45:11| INFO d_m3w_sld_lr_is finished [took 29.7517s] +20/12/23 10:45:13| INFO d_mul_sld_lr_is finished [took 32.1030s] +20/12/23 10:45:21| INFO doc finished [took 36.5523s] +20/12/23 10:45:40| INFO d_bin_sld_lr_is finished [took 60.0798s] +20/12/23 10:45:55| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': None, 'confidence': ['isoft']} (score=0.01022) [took 13.5609s] +20/12/23 10:46:22| INFO d_bin_sld_lr_gs finished [took 40.2747s] +20/12/23 10:46:34| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': None, 'confidence': ['isoft']} (score=0.00922) [took 11.9772s] +20/12/23 10:46:59| INFO d_mul_sld_lr_gs finished [took 36.6951s] +20/12/23 10:47:17| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': None, 'confidence': ['isoft']} (score=0.00928) [took 16.9370s] +20/12/23 10:47:37| INFO d_m3w_sld_lr_gs finished [took 36.7373s] +20/12/23 10:47:37| INFO Dataset sample [0.0999 0.9001] of dataset imdb finished [took 224.2584s] +20/12/23 10:47:37| INFO Dataset sample [0.2 0.8] of dataset imdb started +20/12/23 10:48:20| INFO d_m3w_sld_lr_c finished [took 41.0800s] +20/12/23 10:48:20| INFO d_m3w_sld_lr_mc finished [took 41.2108s] +20/12/23 10:48:21| INFO d_m3w_sld_lr finished [took 41.7337s] +20/12/23 10:48:30| INFO d_mul_sld_lr_ne finished [took 50.8436s] +20/12/23 10:48:30| INFO d_mul_sld_lr_c finished [took 50.9978s] +20/12/23 10:48:31| INFO d_mul_sld_lr_mc finished [took 52.0419s] +20/12/23 10:48:33| INFO d_mul_sld_lr finished [took 54.2054s] +20/12/23 10:49:02| INFO ref finished [took 30.5263s] +20/12/23 10:49:03| INFO d_m3w_sld_lr_ne finished [took 41.4254s] +20/12/23 10:49:07| INFO d_mul_sld_lr_is finished [took 44.6814s] +20/12/23 10:49:07| INFO d_bin_sld_lr_ne finished [took 88.4321s] +20/12/23 10:49:09| INFO atc_mc finished [took 37.1716s] +20/12/23 10:49:10| INFO d_m3w_sld_lr_is finished [took 38.5134s] +20/12/23 10:49:18| INFO doc finished [took 43.8024s] +20/12/23 10:49:32| INFO d_bin_sld_lr_mc finished [took 112.7319s] +20/12/23 10:49:32| INFO d_bin_sld_lr_c finished [took 113.1689s] +20/12/23 10:49:39| INFO d_bin_sld_lr_is finished [took 77.2017s] +20/12/23 10:49:44| INFO d_bin_sld_lr finished [took 125.0880s] +20/12/23 10:50:03| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': None, 'confidence': ['isoft']} (score=0.00883) [took 17.4576s] +20/12/23 10:50:53| INFO d_bin_sld_lr_gs finished [took 67.5691s] +20/12/23 10:51:15| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.00835) [took 20.4432s] +20/12/23 10:51:39| INFO d_mul_sld_lr_gs finished [took 45.2535s] +20/12/23 10:51:58| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.00795) [took 17.5332s] +20/12/23 10:52:18| INFO d_m3w_sld_lr_gs finished [took 37.5694s] +20/12/23 10:52:18| INFO Dataset sample [0.2 0.8] of dataset imdb finished [took 281.2382s] +20/12/23 10:52:18| INFO Dataset sample [0.3 0.7] of dataset imdb started +20/12/23 10:53:02| INFO d_m3w_sld_lr_mc finished [took 41.3961s] +20/12/23 10:53:02| INFO d_m3w_sld_lr_c finished [took 41.3979s] +20/12/23 10:53:02| INFO d_m3w_sld_lr finished [took 42.1281s] +20/12/23 10:53:07| INFO d_bin_sld_lr finished [took 46.7309s] +20/12/23 10:53:11| INFO d_mul_sld_lr_ne finished [took 51.7132s] +20/12/23 10:53:18| INFO d_mul_sld_lr_c finished [took 57.2632s] +20/12/23 10:53:18| INFO d_mul_sld_lr_mc finished [took 57.2421s] +20/12/23 10:53:19| INFO d_mul_sld_lr finished [took 58.5380s] +20/12/23 10:53:27| INFO d_bin_sld_lr_ne finished [took 67.0856s] +20/12/23 10:53:29| INFO d_bin_sld_lr_mc finished [took 68.3098s] +20/12/23 10:53:30| INFO d_bin_sld_lr_c finished [took 69.3296s] +20/12/23 10:53:34| INFO d_m3w_sld_lr_is finished [took 25.9211s] +20/12/23 10:53:36| INFO ref finished [took 23.5933s] +20/12/23 10:53:37| INFO d_m3w_sld_lr_ne finished [took 34.5739s] +20/12/23 10:53:47| INFO atc_mc finished [took 28.6188s] +20/12/23 10:53:49| INFO d_mul_sld_lr_is finished [took 45.6824s] +20/12/23 10:53:49| INFO d_bin_sld_lr_is finished [took 46.4835s] +20/12/23 10:53:53| INFO doc finished [took 34.1106s] +20/12/23 10:54:15| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} (score=0.03432) [took 20.7092s] +20/12/23 10:54:44| INFO d_bin_sld_lr_gs finished [took 49.9140s] +20/12/23 10:55:06| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.01501) [took 19.6104s] +20/12/23 10:55:36| INFO d_mul_sld_lr_gs finished [took 49.6011s] +20/12/23 10:55:51| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.01173) [took 14.1882s] +20/12/23 10:56:11| INFO d_m3w_sld_lr_gs finished [took 34.5039s] +20/12/23 10:56:11| INFO Dataset sample [0.3 0.7] of dataset imdb finished [took 233.3432s] +20/12/23 10:56:11| INFO Dataset sample [0.3999 0.6001] of dataset imdb started +20/12/23 10:56:48| INFO d_m3w_sld_lr finished [took 35.9143s] +20/12/23 10:56:55| INFO d_m3w_sld_lr_c finished [took 41.7536s] +20/12/23 10:56:55| INFO d_m3w_sld_lr_mc finished [took 41.8963s] +20/12/23 10:57:04| INFO d_mul_sld_lr_c finished [took 51.2339s] +20/12/23 10:57:09| INFO d_mul_sld_lr_ne finished [took 55.7682s] +20/12/23 10:57:14| INFO d_mul_sld_lr_mc finished [took 61.2515s] +20/12/23 10:57:15| INFO d_bin_sld_lr finished [took 61.7594s] +20/12/23 10:57:15| INFO d_bin_sld_lr_c finished [took 61.8248s] +20/12/23 10:57:15| INFO d_bin_sld_lr_mc finished [took 62.2284s] +20/12/23 10:57:16| INFO d_bin_sld_lr_ne finished [took 62.8521s] +20/12/23 10:57:19| INFO d_mul_sld_lr finished [took 65.6726s] +20/12/23 10:57:22| INFO d_m3w_sld_lr_ne finished [took 33.1906s] +20/12/23 10:57:28| INFO ref finished [took 18.7098s] +20/12/23 10:57:37| INFO d_m3w_sld_lr_is finished [took 31.6197s] +20/12/23 10:57:38| INFO d_bin_sld_lr_is finished [took 42.6053s] +20/12/23 10:57:39| INFO atc_mc finished [took 24.0925s] +20/12/23 10:57:40| INFO d_mul_sld_lr_is finished [took 44.2536s] +20/12/23 10:57:45| INFO doc finished [took 29.7037s] +20/12/23 10:58:08| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.01356) [took 21.7833s] +20/12/23 10:58:38| INFO d_bin_sld_lr_gs finished [took 51.6324s] +20/12/23 10:58:57| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.01066) [took 18.1486s] +20/12/23 10:59:27| INFO d_mul_sld_lr_gs finished [took 47.3397s] +20/12/23 10:59:41| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.01205) [took 13.8408s] +20/12/23 11:00:02| INFO d_m3w_sld_lr_gs finished [took 34.3176s] +20/12/23 11:00:02| INFO Dataset sample [0.3999 0.6001] of dataset imdb finished [took 230.1516s] +20/12/23 11:00:02| INFO Dataset sample [0.5 0.5] of dataset imdb started +20/12/23 11:00:32| INFO d_m3w_sld_lr finished [took 27.9619s] +20/12/23 11:00:46| INFO d_m3w_sld_lr_mc finished [took 41.8832s] +20/12/23 11:00:46| INFO d_m3w_sld_lr_c finished [took 42.0157s] +20/12/23 11:00:53| INFO d_mul_sld_lr_c finished [took 49.5157s] +20/12/23 11:00:59| INFO d_bin_sld_lr_c finished [took 55.6679s] +20/12/23 11:01:03| INFO d_bin_sld_lr_mc finished [took 59.5518s] +20/12/23 11:01:03| INFO d_bin_sld_lr finished [took 59.6489s] +20/12/23 11:01:04| INFO d_bin_sld_lr_ne finished [took 60.2335s] +20/12/23 11:01:06| INFO d_mul_sld_lr_mc finished [took 62.9005s] +20/12/23 11:01:07| INFO d_mul_sld_lr_ne finished [took 63.0429s] +20/12/23 11:01:09| INFO d_mul_sld_lr finished [took 65.3032s] +20/12/23 11:01:12| INFO d_m3w_sld_lr_ne finished [took 39.3115s] +20/12/23 11:01:21| INFO ref finished [took 21.7496s] +20/12/23 11:01:25| INFO d_mul_sld_lr_is finished [took 37.9894s] +20/12/23 11:01:25| INFO d_m3w_sld_lr_is finished [took 30.5732s] +20/12/23 11:01:28| INFO d_bin_sld_lr_is finished [took 40.9620s] +20/12/23 11:01:30| INFO atc_mc finished [took 25.7980s] +20/12/23 11:01:36| INFO doc finished [took 31.1905s] +20/12/23 11:01:58| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.01233) [took 21.0216s] +20/12/23 11:02:25| INFO d_bin_sld_lr_gs finished [took 48.0634s] +20/12/23 11:02:44| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.00976) [took 17.8903s] +20/12/23 11:03:13| INFO d_mul_sld_lr_gs finished [took 46.1312s] +20/12/23 11:03:27| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.01036) [took 12.8799s] +20/12/23 11:03:47| INFO d_m3w_sld_lr_gs finished [took 33.1585s] +20/12/23 11:03:47| INFO Dataset sample [0.5 0.5] of dataset imdb finished [took 225.3972s] +20/12/23 11:03:47| INFO Dataset sample [0.5999 0.4001] of dataset imdb started +20/12/23 11:04:29| INFO d_mul_sld_lr_ne finished [took 39.4941s] +20/12/23 11:04:31| INFO d_m3w_sld_lr finished [took 41.8648s] +20/12/23 11:04:31| INFO d_m3w_sld_lr_mc finished [took 41.8023s] +20/12/23 11:04:31| INFO d_m3w_sld_lr_c finished [took 42.2105s] +20/12/23 11:04:47| INFO d_mul_sld_lr_c finished [took 59.2485s] +20/12/23 11:04:47| INFO d_bin_sld_lr_mc finished [took 58.5447s] +20/12/23 11:04:49| INFO d_bin_sld_lr_c finished [took 59.9093s] +20/12/23 11:04:49| INFO d_bin_sld_lr_ne finished [took 60.4250s] +20/12/23 11:04:51| INFO d_bin_sld_lr finished [took 61.5044s] +20/12/23 11:04:51| INFO d_mul_sld_lr_mc finished [took 62.3385s] +20/12/23 11:04:54| INFO d_mul_sld_lr finished [took 65.2564s] +20/12/23 11:05:04| INFO d_m3w_sld_lr_ne finished [took 34.6633s] +20/12/23 11:05:05| INFO d_bin_sld_lr_is finished [took 33.3136s] +20/12/23 11:05:08| INFO ref finished [took 19.2511s] +20/12/23 11:05:10| INFO d_m3w_sld_lr_is finished [took 37.6527s] +20/12/23 11:05:14| INFO d_mul_sld_lr_is finished [took 42.3730s] +20/12/23 11:05:18| INFO atc_mc finished [took 29.7436s] +20/12/23 11:05:20| INFO doc finished [took 30.4186s] +20/12/23 11:05:43| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.01220) [took 21.7699s] +20/12/23 11:06:08| INFO d_bin_sld_lr_gs finished [took 46.9760s] +20/12/23 11:06:27| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': None} (score=0.01441) [took 17.3585s] +20/12/23 11:06:54| INFO d_mul_sld_lr_gs finished [took 44.7165s] +20/12/23 11:07:09| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.01393) [took 13.3135s] +20/12/23 11:07:29| INFO d_m3w_sld_lr_gs finished [took 33.8399s] +20/12/23 11:07:29| INFO Dataset sample [0.5999 0.4001] of dataset imdb finished [took 222.2712s] +20/12/23 11:07:29| INFO Dataset sample [0.7 0.3] of dataset imdb started +20/12/23 11:08:14| INFO d_m3w_sld_lr_mc finished [took 42.0276s] +20/12/23 11:08:15| INFO d_m3w_sld_lr_c finished [took 42.6427s] +20/12/23 11:08:15| INFO d_m3w_sld_lr finished [took 42.7549s] +20/12/23 11:08:22| INFO d_mul_sld_lr_mc finished [took 49.2008s] +20/12/23 11:08:23| INFO d_mul_sld_lr_ne finished [took 50.3782s] +20/12/23 11:08:28| INFO d_bin_sld_lr_c finished [took 55.6303s] +20/12/23 11:08:28| INFO d_mul_sld_lr_c finished [took 57.1608s] +20/12/23 11:08:34| INFO d_bin_sld_lr_mc finished [took 61.4684s] +20/12/23 11:08:36| INFO d_mul_sld_lr finished [took 63.5214s] +20/12/23 11:08:41| INFO d_bin_sld_lr_ne finished [took 68.2775s] +20/12/23 11:08:41| INFO d_bin_sld_lr finished [took 69.0093s] +20/12/23 11:08:49| INFO d_m3w_sld_lr_is finished [took 26.1581s] +20/12/23 11:08:52| INFO ref finished [took 27.4767s] +20/12/23 11:08:54| INFO d_m3w_sld_lr_ne finished [took 38.3454s] +20/12/23 11:08:58| INFO d_mul_sld_lr_is finished [took 40.9883s] +20/12/23 11:08:58| INFO d_bin_sld_lr_is finished [took 41.6355s] +20/12/23 11:08:59| INFO atc_mc finished [took 29.5707s] +20/12/23 11:09:04| INFO doc finished [took 33.4576s] +20/12/23 11:09:25| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} (score=0.01080) [took 19.0000s] +20/12/23 11:09:51| INFO d_bin_sld_lr_gs finished [took 45.4365s] +20/12/23 11:10:12| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': None, 'confidence': ['isoft']} (score=0.01032) [took 18.7689s] +20/12/23 11:10:35| INFO d_mul_sld_lr_gs finished [took 42.0109s] +20/12/23 11:10:51| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.01037) [took 14.1958s] +20/12/23 11:11:12| INFO d_m3w_sld_lr_gs finished [took 34.8321s] +20/12/23 11:11:12| INFO Dataset sample [0.7 0.3] of dataset imdb finished [took 222.2692s] +20/12/23 11:11:12| INFO Dataset sample [0.8 0.2] of dataset imdb started +20/12/23 11:11:38| INFO d_m3w_sld_lr finished [took 25.6399s] +20/12/23 11:11:55| INFO d_m3w_sld_lr_c finished [took 41.2942s] +20/12/23 11:11:55| INFO d_m3w_sld_lr_mc finished [took 41.6127s] +20/12/23 11:12:04| INFO d_mul_sld_lr finished [took 50.7161s] +20/12/23 11:12:06| INFO d_mul_sld_lr_mc finished [took 52.9506s] +20/12/23 11:12:14| INFO d_mul_sld_lr_c finished [took 60.3480s] +20/12/23 11:12:17| INFO d_mul_sld_lr_ne finished [took 64.0337s] +20/12/23 11:12:19| INFO d_m3w_sld_lr_ne finished [took 39.5669s] +20/12/23 11:12:31| INFO ref finished [took 24.0110s] +20/12/23 11:12:45| INFO d_m3w_sld_lr_is finished [took 40.3866s] +20/12/23 11:12:49| INFO atc_mc finished [took 34.1877s] +20/12/23 11:12:53| INFO d_mul_sld_lr_is finished [took 56.7880s] +20/12/23 11:12:54| INFO doc finished [took 35.3707s] +20/12/23 11:13:05| INFO d_bin_sld_lr_mc finished [took 111.6177s] +20/12/23 11:13:15| INFO d_bin_sld_lr_is finished [took 79.2041s] +20/12/23 11:13:17| INFO d_bin_sld_lr_c finished [took 124.0549s] +20/12/23 11:13:29| INFO d_bin_sld_lr finished [took 136.0046s] +20/12/23 11:13:30| INFO d_bin_sld_lr_ne finished [took 136.9460s] +20/12/23 11:13:49| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': None, 'confidence': ['isoft']} (score=0.01069) [took 17.5380s] +20/12/23 11:14:42| INFO d_bin_sld_lr_gs finished [took 70.5511s] +20/12/23 11:15:04| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.01038) [took 20.8236s] +20/12/23 11:15:28| INFO d_mul_sld_lr_gs finished [took 45.0392s] +20/12/23 11:15:45| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.00983) [took 16.4201s] +20/12/23 11:16:06| INFO d_m3w_sld_lr_gs finished [took 37.0914s] +20/12/23 11:16:06| INFO Dataset sample [0.8 0.2] of dataset imdb finished [took 294.4026s] +20/12/23 11:16:06| INFO Dataset sample [0.8999 0.1001] of dataset imdb started +20/12/23 11:16:39| INFO d_m3w_sld_lr_mc finished [took 31.5899s] +20/12/23 11:16:54| INFO d_mul_sld_lr_c finished [took 46.6148s] +20/12/23 11:16:55| INFO d_m3w_sld_lr_c finished [took 47.2179s] +20/12/23 11:16:55| INFO d_mul_sld_lr_ne finished [took 47.4735s] +20/12/23 11:16:58| INFO d_mul_sld_lr_mc finished [took 50.3944s] +20/12/23 11:17:00| INFO d_m3w_sld_lr finished [took 52.2183s] +20/12/23 11:17:03| INFO d_mul_sld_lr finished [took 55.1670s] +20/12/23 11:17:17| INFO d_m3w_sld_lr_ne finished [took 37.8479s] +20/12/23 11:17:18| INFO ref finished [took 19.6899s] +20/12/23 11:17:32| INFO d_mul_sld_lr_is finished [took 35.9208s] +20/12/23 11:17:34| INFO d_m3w_sld_lr_is finished [took 37.8851s] +20/12/23 11:17:38| INFO atc_mc finished [took 37.6904s] +20/12/23 11:17:45| INFO doc finished [took 41.0848s] +20/12/23 11:17:54| INFO d_bin_sld_lr_ne finished [took 105.9320s] +20/12/23 11:17:55| INFO d_bin_sld_lr finished [took 107.1264s] +20/12/23 11:18:10| INFO d_bin_sld_lr_c finished [took 122.5107s] +20/12/23 11:18:15| INFO d_bin_sld_lr_mc finished [took 127.5973s] +20/12/23 11:18:56| INFO d_bin_sld_lr_is finished [took 120.4898s] +20/12/23 11:19:10| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} (score=0.01241) [took 12.9066s] +20/12/23 11:19:33| INFO d_bin_sld_lr_gs finished [took 36.5959s] +20/12/23 11:19:45| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': None, 'confidence': ['isoft']} (score=0.01135) [took 10.8560s] +20/12/23 11:20:12| INFO d_mul_sld_lr_gs finished [took 37.8259s] +20/12/23 11:20:28| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.00866) [took 14.7816s] +20/12/23 11:20:48| INFO d_m3w_sld_lr_gs finished [took 35.3863s] +20/12/23 11:20:48| INFO Dataset sample [0.8999 0.1001] of dataset imdb finished [took 282.4092s] +---------------------------------------------------------------------------------------------------- +20/12/23 12:57:37| INFO dataset imdb [pool size: 10] +20/12/23 12:57:37| INFO Dataset sample [0.0999 0.9001] of dataset imdb started +20/12/23 12:58:43| INFO mul_sld_lr_ne finished [took 61.5972s] +20/12/23 12:58:49| INFO mul_sld_lr_mc finished [took 66.5722s] +20/12/23 12:58:56| INFO m3w_sld_lr_c finished [took 74.3243s] +20/12/23 12:59:00| INFO m3w_sld_lr_mc finished [took 78.3083s] +20/12/23 12:59:01| INFO mul_sld_lr_c finished [took 78.8319s] +20/12/23 12:59:02| INFO m3w_sld_lr finished [took 81.9795s] +20/12/23 12:59:16| INFO bin_sld_lr_ne finished [took 94.3888s] +20/12/23 12:59:17| INFO bin_sld_lr_c finished [took 95.5348s] +20/12/23 12:59:19| INFO bin_sld_lr finished [took 96.9337s] +20/12/23 12:59:19| INFO bin_sld_lr_mc finished [took 97.4236s] +20/12/23 12:59:22| INFO mul_sld_lr finished [took 100.3872s] +20/12/23 12:59:30| INFO ref finished [took 27.7916s] +20/12/23 12:59:32| INFO m3w_sld_lr_ne finished [took 48.2242s] +20/12/23 12:59:36| INFO atc_mc finished [took 33.1297s] +20/12/23 12:59:45| INFO mul_sld_lr_is finished [took 47.7947s] +20/12/23 12:59:48| INFO m3w_sld_lr_is finished [took 46.7013s] +20/12/23 12:59:49| INFO doc finished [took 31.7951s] +20/12/23 12:59:49| INFO bin_sld_lr_is finished [took 59.8902s] +20/12/23 13:00:20| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': None, 'confidence': ['isoft']} (score=0.01318) [took 29.8630s] +20/12/23 13:01:03| INFO bin_sld_lr_gs finished [took 72.6775s] +20/12/23 13:07:15| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': None, 'confidence': ['isoft']} (score=0.02635) [took 370.9504s] +20/12/23 13:07:44| INFO mul_sld_lr_gs finished [took 399.8188s] +20/12/23 13:12:24| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.00803) [took 279.5130s] +20/12/23 13:12:50| INFO m3w_sld_lr_gs finished [took 305.9039s] +20/12/23 13:12:50| INFO Dataset sample [0.0999 0.9001] of dataset imdb finished [took 912.9335s] +20/12/23 13:12:50| INFO Dataset sample [0.2 0.8] of dataset imdb started +20/12/23 13:13:47| INFO mul_sld_lr_ne finished [took 55.3158s] +20/12/23 13:14:05| INFO m3w_sld_lr finished [took 71.6230s] +20/12/23 13:14:05| INFO m3w_sld_lr_c finished [took 71.9126s] +20/12/23 13:14:06| INFO m3w_sld_lr_mc finished [took 73.5165s] +20/12/23 13:14:21| INFO mul_sld_lr_c finished [took 88.4809s] +20/12/23 13:14:25| INFO mul_sld_lr_mc finished [took 92.3296s] +20/12/23 13:14:26| INFO mul_sld_lr finished [took 92.6885s] +20/12/23 13:14:41| INFO bin_sld_lr_ne finished [took 108.5111s] +20/12/23 13:14:43| INFO ref finished [took 21.1075s] +20/12/23 13:14:44| INFO bin_sld_lr finished [took 111.3396s] +20/12/23 13:14:44| INFO bin_sld_lr_c finished [took 111.5351s] +20/12/23 13:14:45| INFO bin_sld_lr_mc finished [took 112.0581s] +20/12/23 13:14:45| INFO m3w_sld_lr_ne finished [took 57.1689s] +20/12/23 13:14:56| INFO m3w_sld_lr_is finished [took 48.5919s] +20/12/23 13:15:00| INFO atc_mc finished [took 33.1402s] +20/12/23 13:15:05| INFO doc finished [took 37.9058s] +20/12/23 13:15:06| INFO mul_sld_lr_is finished [took 59.6382s] +20/12/23 13:15:15| INFO bin_sld_lr_is finished [took 69.0864s] +20/12/23 13:17:04| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': None, 'confidence': ['isoft']} (score=0.01156) [took 107.5397s] +20/12/23 13:17:50| INFO bin_sld_lr_gs finished [took 153.4144s] +20/12/23 13:24:28| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.00699) [took 396.2412s] +20/12/23 13:24:55| INFO mul_sld_lr_gs finished [took 423.3101s] +20/12/23 13:29:38| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.00820) [took 281.9755s] +20/12/23 13:30:04| INFO m3w_sld_lr_gs finished [took 308.0762s] +20/12/23 13:30:04| INFO Dataset sample [0.2 0.8] of dataset imdb finished [took 1033.6609s] +20/12/23 13:30:04| INFO Dataset sample [0.3 0.7] of dataset imdb started +20/12/23 13:30:56| INFO m3w_sld_lr_mc finished [took 49.0218s] +20/12/23 13:31:19| INFO m3w_sld_lr finished [took 73.2455s] +20/12/23 13:31:22| INFO m3w_sld_lr_c finished [took 75.5310s] +20/12/23 13:31:28| INFO bin_sld_lr_ne finished [took 81.7957s] +20/12/23 13:31:36| INFO mul_sld_lr_c finished [took 89.7612s] +20/12/23 13:31:40| INFO bin_sld_lr finished [took 93.1285s] +20/12/23 13:31:41| INFO bin_sld_lr_mc finished [took 94.1974s] +20/12/23 13:31:41| INFO mul_sld_lr_mc finished [took 94.3873s] +20/12/23 13:31:42| INFO bin_sld_lr_c finished [took 95.0842s] +20/12/23 13:31:42| INFO mul_sld_lr_ne finished [took 95.2740s] +20/12/23 13:31:42| INFO mul_sld_lr finished [took 95.4009s] +20/12/23 13:31:56| INFO m3w_sld_lr_ne finished [took 59.9080s] +20/12/23 13:31:57| INFO ref finished [took 19.8839s] +20/12/23 13:32:11| INFO m3w_sld_lr_is finished [took 42.0596s] +20/12/23 13:32:12| INFO atc_mc finished [took 31.0658s] +20/12/23 13:32:13| INFO doc finished [took 30.8967s] +20/12/23 13:32:14| INFO bin_sld_lr_is finished [took 54.0571s] +20/12/23 13:32:17| INFO mul_sld_lr_is finished [took 53.6782s] +20/12/23 13:34:14| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': None, 'confidence': ['isoft']} (score=0.02132) [took 115.4154s] +20/12/23 13:34:41| INFO bin_sld_lr_gs finished [took 142.7203s] +20/12/23 13:41:27| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.01141) [took 404.2205s] +20/12/23 13:42:01| INFO mul_sld_lr_gs finished [took 437.7023s] +20/12/23 13:46:45| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.01210) [took 283.6187s] +20/12/23 13:47:12| INFO m3w_sld_lr_gs finished [took 310.0392s] +20/12/23 13:47:12| INFO Dataset sample [0.3 0.7] of dataset imdb finished [took 1027.6413s] +20/12/23 13:47:12| INFO Dataset sample [0.3999 0.6001] of dataset imdb started +20/12/23 13:48:07| INFO m3w_sld_lr finished [took 53.2237s] +20/12/23 13:48:26| INFO mul_sld_lr_mc finished [took 72.6366s] +20/12/23 13:48:30| INFO m3w_sld_lr_c finished [took 76.7641s] +20/12/23 13:48:31| INFO m3w_sld_lr_mc finished [took 77.4121s] +20/12/23 13:48:45| INFO bin_sld_lr_c finished [took 91.0904s] +20/12/23 13:48:45| INFO bin_sld_lr finished [took 91.2440s] +20/12/23 13:48:45| INFO bin_sld_lr_mc finished [took 91.4866s] +20/12/23 13:48:47| INFO bin_sld_lr_ne finished [took 92.8826s] +20/12/23 13:48:49| INFO mul_sld_lr_c finished [took 95.7058s] +20/12/23 13:48:50| INFO mul_sld_lr finished [took 96.1242s] +20/12/23 13:48:52| INFO mul_sld_lr_ne finished [took 98.4242s] +20/12/23 13:49:07| INFO ref finished [took 21.0760s] +20/12/23 13:49:13| INFO m3w_sld_lr_ne finished [took 64.6431s] +20/12/23 13:49:13| INFO m3w_sld_lr_is finished [took 41.0709s] +20/12/23 13:49:19| INFO doc finished [took 32.8207s] +20/12/23 13:49:20| INFO atc_mc finished [took 34.2113s] +20/12/23 13:49:22| INFO bin_sld_lr_is finished [took 55.2599s] +20/12/23 13:49:25| INFO mul_sld_lr_is finished [took 53.5033s] +20/12/23 13:51:29| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.01159) [took 123.0165s] +20/12/23 13:52:03| INFO bin_sld_lr_gs finished [took 156.6800s] +20/12/23 13:58:45| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.00970) [took 401.1039s] +20/12/23 13:59:16| INFO mul_sld_lr_gs finished [took 431.9059s] +20/12/23 14:03:57| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.01192) [took 280.1688s] +20/12/23 14:04:24| INFO m3w_sld_lr_gs finished [took 306.9035s] +20/12/23 14:04:24| INFO Dataset sample [0.3999 0.6001] of dataset imdb finished [took 1031.7954s] +20/12/23 14:04:24| INFO Dataset sample [0.5 0.5] of dataset imdb started +20/12/23 14:05:17| INFO m3w_sld_lr_mc finished [took 52.2912s] +20/12/23 14:05:36| INFO bin_sld_lr_mc finished [took 69.8062s] +20/12/23 14:05:40| INFO m3w_sld_lr finished [took 73.8214s] +20/12/23 14:05:43| INFO m3w_sld_lr_c finished [took 77.2894s] +20/12/23 14:05:54| INFO bin_sld_lr finished [took 88.4124s] +20/12/23 14:05:55| INFO bin_sld_lr_c finished [took 89.1350s] +20/12/23 14:05:56| INFO bin_sld_lr_ne finished [took 89.8130s] +20/12/23 14:06:05| INFO mul_sld_lr_c finished [took 98.7963s] +20/12/23 14:06:05| INFO mul_sld_lr finished [took 99.3412s] +20/12/23 14:06:06| INFO mul_sld_lr_ne finished [took 100.2525s] +20/12/23 14:06:07| INFO mul_sld_lr_mc finished [took 100.7116s] +20/12/23 14:06:16| INFO m3w_sld_lr_ne finished [took 57.3504s] +20/12/23 14:06:20| INFO ref finished [took 24.1428s] +20/12/23 14:06:25| INFO atc_mc finished [took 28.8437s] +20/12/23 14:06:31| INFO m3w_sld_lr_is finished [took 45.9947s] +20/12/23 14:06:32| INFO doc finished [took 35.5417s] +20/12/23 14:06:34| INFO bin_sld_lr_is finished [took 57.6674s] +20/12/23 14:06:39| INFO mul_sld_lr_is finished [took 58.2544s] +20/12/23 14:08:42| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.00941) [took 122.2190s] +20/12/23 14:09:13| INFO bin_sld_lr_gs finished [took 153.1763s] +20/12/23 14:15:48| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.00887) [took 393.7488s] +20/12/23 14:16:21| INFO mul_sld_lr_gs finished [took 426.2199s] +20/12/23 14:21:03| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.01015) [took 280.7741s] +20/12/23 14:21:29| INFO m3w_sld_lr_gs finished [took 307.1111s] +20/12/23 14:21:29| INFO Dataset sample [0.5 0.5] of dataset imdb finished [took 1025.5560s] +20/12/23 14:21:29| INFO Dataset sample [0.5999 0.4001] of dataset imdb started +20/12/23 14:22:29| INFO m3w_sld_lr_mc finished [took 57.9305s] +20/12/23 14:22:44| INFO m3w_sld_lr_c finished [took 72.9865s] +20/12/23 14:22:46| INFO m3w_sld_lr finished [took 74.2347s] +20/12/23 14:22:52| INFO bin_sld_lr_mc finished [took 80.5209s] +20/12/23 14:22:59| INFO mul_sld_lr_c finished [took 87.3228s] +20/12/23 14:23:00| INFO bin_sld_lr_ne finished [took 89.9164s] +20/12/23 14:23:04| INFO bin_sld_lr_c finished [took 92.0986s] +20/12/23 14:23:04| INFO bin_sld_lr finished [took 92.6462s] +20/12/23 14:23:10| INFO mul_sld_lr_mc finished [took 98.8911s] +20/12/23 14:23:12| INFO mul_sld_lr finished [took 100.7186s] +20/12/23 14:23:12| INFO mul_sld_lr_ne finished [took 100.9044s] +20/12/23 14:23:26| INFO m3w_sld_lr_ne finished [took 55.5418s] +20/12/23 14:23:29| INFO atc_mc finished [took 27.2816s] +20/12/23 14:23:30| INFO ref finished [took 29.7246s] +20/12/23 14:23:36| INFO m3w_sld_lr_is finished [took 42.9390s] +20/12/23 14:23:39| INFO doc finished [took 34.1907s] +20/12/23 14:23:40| INFO bin_sld_lr_is finished [took 54.2937s] +20/12/23 14:23:49| INFO mul_sld_lr_is finished [took 62.2669s] +20/12/23 14:25:51| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'confidence': None} (score=0.01176) [took 120.4543s] +20/12/23 14:26:21| INFO bin_sld_lr_gs finished [took 150.5546s] +20/12/23 14:32:58| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.01017) [took 396.1827s] +20/12/23 14:33:28| INFO mul_sld_lr_gs finished [took 426.2252s] +20/12/23 14:38:09| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'confidence': None} (score=0.01265) [took 279.6761s] +20/12/23 14:38:35| INFO m3w_sld_lr_gs finished [took 305.4313s] +20/12/23 14:38:35| INFO Dataset sample [0.5999 0.4001] of dataset imdb finished [took 1025.8285s] +20/12/23 14:38:35| INFO Dataset sample [0.7 0.3] of dataset imdb started +20/12/23 14:39:51| INFO m3w_sld_lr finished [took 72.2676s] +20/12/23 14:39:53| INFO m3w_sld_lr_c finished [took 74.5979s] +20/12/23 14:39:54| INFO m3w_sld_lr_mc finished [took 75.6343s] +20/12/23 14:39:58| INFO mul_sld_lr_ne finished [took 79.3095s] +20/12/23 14:39:59| INFO bin_sld_lr_c finished [took 80.7520s] +20/12/23 14:40:03| INFO mul_sld_lr_c finished [took 85.7378s] +20/12/23 14:40:13| INFO bin_sld_lr finished [took 94.3908s] +20/12/23 14:40:15| INFO bin_sld_lr_ne finished [took 96.1701s] +20/12/23 14:40:16| INFO mul_sld_lr finished [took 97.8098s] +20/12/23 14:40:17| INFO mul_sld_lr_mc finished [took 98.1503s] +20/12/23 14:40:17| INFO bin_sld_lr_mc finished [took 98.3429s] +20/12/23 14:40:27| INFO ref finished [took 25.9635s] +20/12/23 14:40:36| INFO atc_mc finished [took 31.6787s] +20/12/23 14:40:42| INFO m3w_sld_lr_is finished [took 43.1021s] +20/12/23 14:40:45| INFO m3w_sld_lr_ne finished [took 52.3973s] +20/12/23 14:40:45| INFO doc finished [took 31.4426s] +20/12/23 14:40:52| INFO mul_sld_lr_is finished [took 56.1409s] +20/12/23 14:40:53| INFO bin_sld_lr_is finished [took 58.4470s] +20/12/23 14:42:49| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.01045) [took 113.7432s] +20/12/23 14:43:21| INFO bin_sld_lr_gs finished [took 145.3702s] +20/12/23 14:49:58| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': None} (score=0.00935) [took 394.8346s] +20/12/23 14:50:28| INFO mul_sld_lr_gs finished [took 424.8915s] +20/12/23 14:55:11| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.00992) [took 281.8799s] +20/12/23 14:55:37| INFO m3w_sld_lr_gs finished [took 307.8978s] +20/12/23 14:55:37| INFO Dataset sample [0.7 0.3] of dataset imdb finished [took 1022.3741s] +20/12/23 14:55:37| INFO Dataset sample [0.8 0.2] of dataset imdb started +20/12/23 14:56:50| INFO m3w_sld_lr_c finished [took 70.2491s] +20/12/23 14:56:50| INFO m3w_sld_lr finished [took 70.7592s] +20/12/23 14:56:50| INFO m3w_sld_lr_mc finished [took 70.9571s] +20/12/23 14:57:02| INFO bin_sld_lr_ne finished [took 82.4217s] +20/12/23 14:57:24| INFO mul_sld_lr_ne finished [took 105.1769s] +20/12/23 14:57:24| INFO bin_sld_lr_c finished [took 104.7578s] +20/12/23 14:57:34| INFO bin_sld_lr finished [took 114.2722s] +20/12/23 14:57:35| INFO mul_sld_lr_mc finished [took 115.0477s] +20/12/23 14:57:35| INFO mul_sld_lr_c finished [took 115.8676s] +20/12/23 14:57:40| INFO bin_sld_lr_mc finished [took 120.3269s] +20/12/23 14:57:41| INFO mul_sld_lr finished [took 121.8233s] +20/12/23 14:57:46| INFO m3w_sld_lr_ne finished [took 55.6325s] +20/12/23 14:57:53| INFO ref finished [took 27.8797s] +20/12/23 14:57:57| INFO m3w_sld_lr_is finished [took 54.0425s] +20/12/23 14:57:57| INFO atc_mc finished [took 32.1460s] +20/12/23 14:58:05| INFO doc finished [took 31.0140s] +20/12/23 14:58:07| INFO mul_sld_lr_is finished [took 75.0690s] +20/12/23 14:58:11| INFO bin_sld_lr_is finished [took 79.6194s] +20/12/23 14:59:54| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.00907) [took 102.3948s] +20/12/23 15:00:33| INFO bin_sld_lr_gs finished [took 140.8486s] +20/12/23 15:07:11| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': None} (score=0.01212) [took 396.6391s] +20/12/23 15:07:39| INFO mul_sld_lr_gs finished [took 425.0753s] +20/12/23 15:12:21| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': None} (score=0.01140) [took 281.4640s] +20/12/23 15:12:47| INFO m3w_sld_lr_gs finished [took 307.4877s] +20/12/23 15:12:47| INFO Dataset sample [0.8 0.2] of dataset imdb finished [took 1029.8329s] +20/12/23 15:12:47| INFO Dataset sample [0.8999 0.1001] of dataset imdb started +20/12/23 15:13:40| INFO m3w_sld_lr_c finished [took 50.8547s] +20/12/23 15:13:59| INFO m3w_sld_lr_mc finished [took 70.2399s] +20/12/23 15:14:02| INFO mul_sld_lr_ne finished [took 72.4173s] +20/12/23 15:14:02| INFO mul_sld_lr_c finished [took 73.0165s] +20/12/23 15:14:03| INFO m3w_sld_lr finished [took 73.9580s] +20/12/23 15:14:21| INFO m3w_sld_lr_ne finished [took 40.2693s] +20/12/23 15:14:38| INFO ref finished [took 33.5177s] +20/12/23 15:14:41| INFO bin_sld_lr finished [took 111.7160s] +20/12/23 15:14:47| INFO bin_sld_lr_ne finished [took 118.7064s] +20/12/23 15:14:48| INFO bin_sld_lr_c finished [took 119.1484s] +20/12/23 15:14:50| INFO bin_sld_lr_mc finished [took 120.6418s] +20/12/23 15:14:51| INFO mul_sld_lr_mc finished [took 121.7705s] +20/12/23 15:14:56| INFO atc_mc finished [took 34.2286s] +20/12/23 15:14:56| INFO m3w_sld_lr_is finished [took 53.2527s] +20/12/23 15:15:00| INFO mul_sld_lr_is finished [took 57.6886s] +20/12/23 15:15:01| INFO mul_sld_lr finished [took 131.7124s] +20/12/23 15:15:12| INFO doc finished [took 33.9358s] +20/12/23 15:15:20| INFO bin_sld_lr_is finished [took 79.4933s] +20/12/23 15:16:41| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': None, 'confidence': ['isoft']} (score=0.01841) [took 79.9531s] +20/12/23 15:17:26| INFO bin_sld_lr_gs finished [took 125.2002s] +20/12/23 15:23:38| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': None, 'confidence': ['isoft']} (score=0.01936) [took 371.3828s] +20/12/23 15:24:07| INFO mul_sld_lr_gs finished [took 400.0297s] +20/12/23 15:28:44| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': None} (score=0.00902) [took 275.6269s] +20/12/23 15:29:10| INFO m3w_sld_lr_gs finished [took 301.6966s] +20/12/23 15:29:10| INFO Dataset sample [0.8999 0.1001] of dataset imdb finished [took 982.4254s] +---------------------------------------------------------------------------------------------------- +20/12/23 17:25:22| INFO dataset imdb [pool size: 10] +20/12/23 17:25:23| INFO Dataset sample [0.1 0.9] of dataset imdb started +20/12/23 17:29:02| INFO d_bin_sld_rbf_c finished [took 215.5244s] +20/12/23 17:29:22| INFO d_m3w_sld_rbf_mc finished [took 234.7759s] +20/12/23 17:29:47| INFO d_bin_sld_rbf_ne finished [took 260.6272s] +20/12/23 17:29:55| INFO d_mul_sld_rbf_ne finished [took 268.5906s] +20/12/23 17:30:01| INFO d_bin_sld_rbf finished [took 273.9525s] +20/12/23 17:30:04| INFO d_bin_sld_rbf_mc finished [took 276.9922s] +20/12/23 17:30:11| INFO d_m3w_sld_rbf_c finished [took 283.9020s] +20/12/23 17:30:12| INFO d_m3w_sld_rbf finished [took 285.6748s] +20/12/23 17:30:15| INFO d_mul_sld_rbf finished [took 289.6214s] +20/12/23 17:30:27| INFO ref finished [took 25.2776s] +20/12/23 17:30:31| INFO atc_mc finished [took 26.8470s] +20/12/23 17:30:33| INFO d_mul_sld_rbf_mc finished [took 306.2709s] +20/12/23 17:30:37| INFO d_mul_sld_rbf_c finished [took 310.2056s] +20/12/23 17:30:40| INFO doc finished [took 28.5063s] +20/12/23 17:32:02| INFO d_bin_sld_rbf_is finished [took 160.3410s] +20/12/23 17:32:11| INFO d_m3w_sld_rbf_ne finished [took 188.2672s] +20/12/23 17:32:47| INFO d_m3w_sld_rbf_is finished [took 171.3680s] +20/12/23 17:33:14| INFO d_mul_sld_rbf_is finished [took 205.5791s] +20/12/23 17:33:42| DEBUG [size=11,place=1] best score = 0.01061031; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 291.81048223630995, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 26.845s] +20/12/23 17:33:42| DEBUG [size=11,place=2] best score = 0.02776150; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.29181048223630995, 'quantifier__recalib': None, 'confidence': None} [took 26.845s] +20/12/23 17:43:11| DEBUG [size=28,place=1] best score = 0.01058780; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 291.81048223630995, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 569.163s] +20/12/23 17:43:11| DEBUG [size=28,place=2] best score = 0.01087104; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 291.81048223630995, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 569.163s] +20/12/23 17:43:48| DEBUG [size=16,place=1] best score = 0.01128564; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 291.81048223630995, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} [took 37.275s] +20/12/23 17:43:48| DEBUG [size=16,place=2] best score = 0.01182027; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 291.81048223630995, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} [took 37.276s] +20/12/23 17:43:48| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 291.81048223630995, 'quantifier__recalib': None, 'confidence': ['isoft']} (score=0.01059) [took 633.3933s] +20/12/23 17:47:16| INFO d_bin_sld_rbf_gs finished [took 840.7496s] +20/12/23 17:47:52| DEBUG [size=11,place=1] best score = 0.04774805; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.29181048223630995, 'quantifier__recalib': None, 'confidence': None} [took 35.177s] +20/12/23 17:47:52| DEBUG [size=11,place=2] best score = 0.05873846; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 2.9181048223630994, 'quantifier__recalib': None, 'confidence': None} [took 35.178s] +20/12/23 17:48:26| DEBUG [size=26,place=1] best score = 0.02601943; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.29181048223630995, 'quantifier__recalib': None, 'confidence': None} [took 34.192s] +20/12/23 17:48:26| DEBUG [size=26,place=2] best score = 0.03089002; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.029181048223630993, 'quantifier__recalib': None, 'confidence': None} [took 34.192s] +20/12/23 17:48:55| DEBUG [size=13,place=1] best score = 0.02875396; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.029181048223630993, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} [took 29.055s] +20/12/23 17:48:55| DEBUG [size=13,place=2] best score = 0.02972597; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.29181048223630995, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} [took 29.056s] +20/12/23 17:48:55| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.29181048223630995, 'quantifier__recalib': None, 'confidence': None} (score=0.02602) [took 98.5344s] +20/12/23 17:50:59| INFO d_mul_sld_rbf_gs finished [took 222.2627s] +20/12/23 17:51:33| DEBUG [size=11,place=1] best score = 0.01194631; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.029181048223630993, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 33.982s] +20/12/23 17:51:33| DEBUG [size=11,place=2] best score = 0.01633117; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.29181048223630995, 'quantifier__recalib': None, 'confidence': None} [took 33.983s] +20/12/23 17:52:25| DEBUG [size=28,place=1] best score = 0.00950562; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.029181048223630993, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 51.929s] +20/12/23 17:52:25| DEBUG [size=28,place=2] best score = 0.01054428; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.029181048223630993, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 51.929s] +20/12/23 17:53:50| DEBUG [size=20,place=1] best score = 0.01098297; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.029181048223630993, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 85.042s] +20/12/23 17:53:50| DEBUG [size=20,place=2] best score = 0.01131095; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.029181048223630993, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 85.043s] +20/12/23 17:53:50| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.029181048223630993, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.00951) [took 171.0634s] +20/12/23 17:59:57| INFO d_m3w_sld_rbf_gs finished [took 538.4303s] +20/12/23 17:59:57| INFO Dataset sample [0.1 0.9] of dataset imdb finished [took 2074.8150s] +20/12/23 17:59:57| INFO Dataset sample [0.2 0.8] of dataset imdb started +20/12/23 18:05:21| INFO d_bin_sld_rbf_mc finished [took 318.8829s] +20/12/23 18:05:27| INFO d_bin_sld_rbf_ne finished [took 324.1428s] +20/12/23 18:06:01| INFO d_bin_sld_rbf_c finished [took 358.3291s] +20/12/23 18:06:28| INFO d_m3w_sld_rbf finished [took 385.3893s] +20/12/23 18:06:38| INFO d_m3w_sld_rbf_mc finished [took 395.8065s] +20/12/23 18:06:54| INFO d_mul_sld_rbf finished [took 412.7916s] +20/12/23 18:06:56| INFO d_bin_sld_rbf finished [took 414.4672s] +20/12/23 18:07:02| INFO ref finished [took 22.6983s] +20/12/23 18:07:15| INFO d_mul_sld_rbf_ne finished [took 432.6932s] +20/12/23 18:07:21| INFO d_m3w_sld_rbf_c finished [took 439.0021s] +20/12/23 18:07:29| INFO atc_mc finished [took 35.0367s] +20/12/23 18:07:34| INFO doc finished [took 37.4589s] +20/12/23 18:07:42| INFO d_mul_sld_rbf_c finished [took 459.5159s] +20/12/23 18:07:51| INFO d_mul_sld_rbf_mc finished [took 468.7538s] +20/12/23 18:09:43| INFO d_bin_sld_rbf_is finished [took 255.5228s] +20/12/23 18:10:08| INFO d_m3w_sld_rbf_ne finished [took 286.1411s] +20/12/23 18:10:15| INFO d_mul_sld_rbf_is finished [took 253.2758s] +20/12/23 18:10:34| INFO d_m3w_sld_rbf_is finished [took 245.6155s] +20/12/23 18:11:02| DEBUG [size=11,place=1] best score = 0.01023330; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 409.1604266816881, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 26.324s] +20/12/23 18:11:02| DEBUG [size=11,place=2] best score = 0.01375593; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.4091604266816881, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 26.324s] +20/12/23 18:21:02| DEBUG [size=28,place=1] best score = 0.00759012; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.04091604266816881, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 599.807s] +20/12/23 18:21:02| DEBUG [size=28,place=2] best score = 0.00833266; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.4091604266816881, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 599.807s] +20/12/23 18:22:00| DEBUG [size=20,place=1] best score = 0.00780784; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.04091604266816881, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 57.870s] +20/12/23 18:22:00| DEBUG [size=20,place=2] best score = 0.00832052; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.04091604266816881, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 57.870s] +20/12/23 18:22:00| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.04091604266816881, 'quantifier__recalib': None, 'confidence': ['isoft']} (score=0.00759) [took 684.1081s] +20/12/23 18:26:16| INFO d_bin_sld_rbf_gs finished [took 940.2418s] +20/12/23 18:26:58| DEBUG [size=11,place=1] best score = 0.01100832; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.4091604266816881, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 40.820s] +20/12/23 18:26:58| DEBUG [size=11,place=2] best score = 0.01945959; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.04091604266816881, 'quantifier__recalib': 'bcts', 'confidence': None} [took 40.820s] +20/12/23 18:32:18| DEBUG [size=28,place=1] best score = 0.00776952; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.4091604266816881, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 320.054s] +20/12/23 18:32:18| DEBUG [size=28,place=2] best score = 0.00990007; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 4.091604266816881, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 320.054s] +20/12/23 18:33:51| DEBUG [size=17,place=1] best score = 0.00738092; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.4091604266816881, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} [took 92.848s] +20/12/23 18:33:51| DEBUG [size=17,place=2] best score = 0.00918911; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.4091604266816881, 'quantifier__recalib': 'bcts', 'confidence': None} [took 92.849s] +20/12/23 18:35:48| DEBUG [size=22,place=1] best score = 0.00881681; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.4091604266816881, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 117.059s] +20/12/23 18:35:48| DEBUG [size=22,place=2] best score = 0.00997026; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.4091604266816881, 'quantifier__recalib': 'bcts', 'confidence': None} [took 117.059s] +20/12/23 18:35:48| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.4091604266816881, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} (score=0.00738) [took 570.8912s] +20/12/23 18:41:00| INFO d_mul_sld_rbf_gs finished [took 882.6925s] +20/12/23 18:41:39| DEBUG [size=11,place=1] best score = 0.00841352; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.4091604266816881, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 37.567s] +20/12/23 18:41:39| DEBUG [size=11,place=2] best score = 0.01306382; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 409.1604266816881, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 37.567s] +20/12/23 18:52:30| DEBUG [size=28,place=1] best score = 0.00831000; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.4091604266816881, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 650.643s] +20/12/23 18:52:30| DEBUG [size=28,place=2] best score = 0.00878761; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.4091604266816881, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 650.643s] +20/12/23 19:28:30| DEBUG [size=19,place=1] best score = 0.00842756; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.4091604266816881, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 2159.908s] +20/12/23 19:28:30| DEBUG [size=19,place=2] best score = 0.00886272; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.04091604266816881, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 2159.909s] +20/12/23 19:28:30| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.4091604266816881, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.00831) [took 2848.2272s] +20/12/23 19:31:34| INFO d_m3w_sld_rbf_gs finished [took 3033.0998s] +20/12/23 19:31:34| INFO Dataset sample [0.2 0.8] of dataset imdb finished [took 5496.9332s] +20/12/23 19:31:34| INFO Dataset sample [0.3 0.7] of dataset imdb started +20/12/23 19:35:51| INFO d_bin_sld_rbf finished [took 255.4918s] +20/12/23 19:36:53| INFO d_bin_sld_rbf_ne finished [took 314.4288s] +20/12/23 19:37:13| INFO d_bin_sld_rbf_c finished [took 333.5485s] +20/12/23 19:38:07| INFO d_bin_sld_rbf_mc finished [took 387.9119s] +20/12/23 19:39:06| INFO d_m3w_sld_rbf finished [took 446.8245s] +20/12/23 19:39:18| INFO d_mul_sld_rbf_ne finished [took 460.0017s] +20/12/23 19:39:32| INFO ref finished [took 25.2522s] +20/12/23 19:39:32| INFO d_m3w_sld_rbf_c finished [took 473.0686s] +20/12/23 19:39:40| INFO d_mul_sld_rbf finished [took 480.7371s] +20/12/23 19:39:43| INFO atc_mc finished [took 24.9454s] +20/12/23 19:40:03| INFO d_mul_sld_rbf_c finished [took 503.8100s] +20/12/23 19:40:12| INFO doc finished [took 38.9454s] +20/12/23 19:40:39| INFO d_m3w_sld_rbf_mc finished [took 540.1861s] +20/12/23 19:40:55| INFO d_mul_sld_rbf_mc finished [took 556.1821s] +20/12/23 19:41:48| INFO d_m3w_sld_rbf_ne finished [took 356.1208s] +20/12/23 19:42:17| INFO d_bin_sld_rbf_is finished [took 322.9073s] +20/12/23 19:43:14| INFO d_m3w_sld_rbf_is finished [took 305.9801s] +20/12/23 19:43:29| INFO d_mul_sld_rbf_is finished [took 375.1881s] +20/12/23 19:43:58| DEBUG [size=11,place=1] best score = 0.02191414; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 55.15073828663581, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 28.383s] +20/12/23 19:43:58| DEBUG [size=11,place=2] best score = 0.02560924; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 551.5073828663581, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 28.384s] +20/12/23 19:55:07| DEBUG [size=28,place=1] best score = 0.01425644; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 551.5073828663581, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 668.416s] +20/12/23 19:55:07| DEBUG [size=28,place=2] best score = 0.02236169; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 551.5073828663581, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 668.416s] +20/12/23 20:27:39| DEBUG [size=18,place=1] best score = 0.01524908; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 551.5073828663581, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} [took 1951.965s] +20/12/23 20:27:39| DEBUG [size=18,place=2] best score = 0.01916774; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 551.5073828663581, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 1951.965s] +20/12/23 20:27:39| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 551.5073828663581, 'quantifier__recalib': None, 'confidence': ['isoft']} (score=0.01426) [took 2648.8766s] +20/12/23 20:33:22| INFO d_bin_sld_rbf_gs finished [took 2992.0867s] +20/12/23 20:34:13| DEBUG [size=11,place=1] best score = 0.02057662; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 55.15073828663581, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 49.333s] +20/12/23 20:34:13| DEBUG [size=11,place=2] best score = 0.02373321; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 551.5073828663581, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 49.334s] +20/12/23 20:45:57| DEBUG [size=28,place=1] best score = 0.01922043; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 55.15073828663581, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} [took 703.421s] +20/12/23 20:45:57| DEBUG [size=28,place=2] best score = 0.01976945; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 551.5073828663581, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 703.421s] +20/12/23 21:03:43| DEBUG [size=26,place=1] best score = 0.01696765; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 55.15073828663581, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} [took 1066.442s] +20/12/23 21:03:43| DEBUG [size=26,place=2] best score = 0.02098438; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 551.5073828663581, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 1066.442s] +20/12/23 21:27:54| DEBUG [size=18,place=1] best score = 0.02175083; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 551.5073828663581, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 1451.228s] +20/12/23 21:27:54| DEBUG [size=18,place=2] best score = 0.02182951; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 551.5073828663581, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 1451.228s] +20/12/23 21:27:54| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 55.15073828663581, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} (score=0.01697) [took 3270.5396s] +20/12/23 21:30:56| INFO d_mul_sld_rbf_gs finished [took 3452.3626s] +20/12/23 21:31:43| DEBUG [size=11,place=1] best score = 0.01980684; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.551507382866358, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 45.357s] +20/12/23 21:31:43| DEBUG [size=11,place=2] best score = 0.01988743; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 55.15073828663581, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 45.358s] +20/12/23 21:46:54| DEBUG [size=28,place=1] best score = 0.01796630; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 55.15073828663581, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 910.946s] +20/12/23 21:46:54| DEBUG [size=28,place=2] best score = 0.01922721; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.551507382866358, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 910.947s] +20/12/23 21:48:39| DEBUG [size=14,place=1] best score = 0.01593517; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 551.5073828663581, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 105.691s] +20/12/23 21:48:39| DEBUG [size=14,place=2] best score = 0.01967617; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.551507382866358, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 105.691s] +20/12/23 22:33:12| DEBUG [size=20,place=1] best score = 0.01574821; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 551.5073828663581, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 2672.875s] +20/12/23 22:33:12| DEBUG [size=20,place=2] best score = 0.01590004; best param = {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 551.5073828663581, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 2672.875s] +20/12/23 23:01:20| DEBUG [size=17,place=1] best score = 0.01573720; best param = {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 551.5073828663581, 'quantifier__recalib': 'bcts', 'confidence': None} [took 1687.942s] +20/12/23 23:01:20| DEBUG [size=17,place=2] best score = 0.01621124; best param = {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 551.5073828663581, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 1687.942s] +20/12/23 23:33:04| DEBUG [size=15,place=1] best score = 0.01824085; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 551.5073828663581, 'quantifier__recalib': 'bcts', 'confidence': None} [took 1904.092s] +20/12/23 23:33:04| DEBUG [size=15,place=2] best score = 0.01883904; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 551.5073828663581, 'quantifier__recalib': 'bcts', 'confidence': None} [took 1904.092s] +20/12/23 23:33:04| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 551.5073828663581, 'quantifier__recalib': 'bcts', 'confidence': None} (score=0.01574) [took 7327.0238s] +20/12/23 23:37:50| INFO d_m3w_sld_rbf_gs finished [took 7613.2677s] +20/12/23 23:37:50| INFO Dataset sample [0.3 0.7] of dataset imdb finished [took 14776.0518s] +20/12/23 23:37:51| INFO Dataset sample [0.4 0.6] of dataset imdb started +20/12/23 23:41:27| INFO d_bin_sld_rbf finished [took 215.6309s] +20/12/23 23:42:25| INFO d_bin_sld_rbf_c finished [took 269.8898s] +20/12/23 23:43:03| INFO d_bin_sld_rbf_ne finished [took 308.4982s] +20/12/23 23:43:06| INFO d_bin_sld_rbf_mc finished [took 311.5333s] +20/12/23 23:45:28| INFO d_m3w_sld_rbf_mc finished [took 452.9124s] +20/12/23 23:45:53| INFO ref finished [took 24.6891s] +20/12/23 23:45:54| INFO d_m3w_sld_rbf finished [took 479.6317s] +20/12/23 23:46:09| INFO d_m3w_sld_rbf_c finished [took 493.8647s] +20/12/23 23:46:11| INFO d_mul_sld_rbf_ne finished [took 496.4559s] +20/12/23 23:46:16| INFO d_mul_sld_rbf finished [took 501.0941s] +20/12/23 23:46:25| INFO atc_mc finished [took 31.0327s] +20/12/23 23:46:26| INFO d_mul_sld_rbf_c finished [took 511.5404s] +20/12/23 23:46:28| INFO doc finished [took 33.2014s] +20/12/23 23:46:44| INFO d_mul_sld_rbf_mc finished [took 528.7756s] +20/12/23 23:47:48| INFO d_bin_sld_rbf_is finished [took 323.3578s] +20/12/23 23:47:55| INFO d_m3w_sld_rbf_ne finished [took 386.7673s] +20/12/23 23:48:55| INFO d_m3w_sld_rbf_is finished [took 347.8329s] +20/12/23 23:49:29| INFO d_mul_sld_rbf_is finished [took 384.7011s] +20/12/23 23:50:01| DEBUG [size=11,place=1] best score = 0.01360070; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.673607030301003, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 31.195s] +20/12/23 23:50:01| DEBUG [size=11,place=2] best score = 0.01674229; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.673607030301003, 'quantifier__recalib': None, 'confidence': None} [took 31.195s] +20/12/23 23:52:33| DEBUG [size=28,place=1] best score = 0.01257759; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.673607030301003, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 151.160s] +20/12/23 23:52:33| DEBUG [size=28,place=2] best score = 0.01261284; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 6.736070303010029, 'quantifier__recalib': None, 'confidence': None} [took 151.161s] +20/12/23 23:55:09| DEBUG [size=22,place=1] best score = 0.01271677; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.673607030301003, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 156.482s] +20/12/23 23:55:09| DEBUG [size=22,place=2] best score = 0.01298819; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.673607030301003, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 156.482s] +20/12/23 23:55:09| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.673607030301003, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.01258) [took 338.9454s] +20/12/23 23:57:54| INFO d_bin_sld_rbf_gs finished [took 503.5439s] +20/12/23 23:58:40| DEBUG [size=11,place=1] best score = 0.01227001; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.673607030301003, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 45.045s] +20/12/23 23:58:40| DEBUG [size=11,place=2] best score = 0.01432084; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 673.607030301003, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 45.046s] +21/12/23 00:02:46| DEBUG [size=28,place=1] best score = 0.01121143; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.673607030301003, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 245.449s] +21/12/23 00:02:46| DEBUG [size=28,place=2] best score = 0.01166017; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.673607030301003, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 245.450s] +21/12/23 00:05:25| DEBUG [size=19,place=1] best score = 0.01183704; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.673607030301003, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 159.509s] +21/12/23 00:05:25| DEBUG [size=19,place=2] best score = 0.01184460; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 6.736070303010029, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 159.509s] +21/12/23 00:05:25| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.673607030301003, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.01121) [took 450.1103s] +21/12/23 00:10:10| INFO d_mul_sld_rbf_gs finished [took 735.4701s] +21/12/23 00:11:07| DEBUG [size=11,place=1] best score = 0.02041179; best param = {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 67.3607030301003, 'quantifier__recalib': 'bcts', 'confidence': None} [took 54.998s] +21/12/23 00:11:07| DEBUG [size=11,place=2] best score = 0.02077260; best param = {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.673607030301003, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 54.998s] +21/12/23 00:21:14| DEBUG [size=26,place=1] best score = 0.01574654; best param = {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 673.607030301003, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 607.615s] +21/12/23 00:21:14| DEBUG [size=26,place=2] best score = 0.01602937; best param = {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 67.3607030301003, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 607.615s] +21/12/23 00:39:47| DEBUG [size=17,place=1] best score = 0.01509006; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 673.607030301003, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 1112.423s] +21/12/23 00:39:47| DEBUG [size=17,place=2] best score = 0.01759916; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 673.607030301003, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 1112.423s] +21/12/23 00:41:24| DEBUG [size=11,place=1] best score = 0.01546223; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 673.607030301003, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 96.938s] +21/12/23 00:41:24| DEBUG [size=11,place=2] best score = 0.01663355; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 673.607030301003, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 96.939s] +21/12/23 00:41:24| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 673.607030301003, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.01509) [took 1872.0856s] +21/12/23 00:50:37| INFO d_m3w_sld_rbf_gs finished [took 2425.7524s] +21/12/23 00:50:37| INFO Dataset sample [0.4 0.6] of dataset imdb finished [took 4366.8983s] +21/12/23 00:50:37| INFO Dataset sample [0.5 0.5] of dataset imdb started +21/12/23 00:54:57| INFO d_bin_sld_rbf_c finished [took 254.7307s] +21/12/23 00:54:58| INFO d_bin_sld_rbf_ne finished [took 256.3482s] +21/12/23 00:56:10| INFO d_bin_sld_rbf_mc finished [took 328.4858s] +21/12/23 00:58:10| INFO d_m3w_sld_rbf_c finished [took 448.0838s] +21/12/23 00:58:24| INFO d_m3w_sld_rbf finished [took 462.1058s] +21/12/23 00:58:29| INFO d_m3w_sld_rbf_mc finished [took 467.2044s] +21/12/23 00:58:47| INFO d_bin_sld_rbf finished [took 486.8418s] +21/12/23 00:58:51| INFO ref finished [took 26.1030s] +21/12/23 00:59:06| INFO atc_mc finished [took 35.7453s] +21/12/23 00:59:17| INFO d_mul_sld_rbf_ne finished [took 515.1288s] +21/12/23 00:59:30| INFO doc finished [took 41.5041s] +21/12/23 00:59:43| INFO d_mul_sld_rbf_mc finished [took 541.1915s] +21/12/23 01:00:09| INFO d_bin_sld_rbf_is finished [took 309.6817s] +21/12/23 01:00:18| INFO d_mul_sld_rbf finished [took 576.4917s] +21/12/23 01:00:23| INFO d_mul_sld_rbf_c finished [took 580.9306s] +21/12/23 01:01:30| INFO d_m3w_sld_rbf_ne finished [took 392.3768s] +21/12/23 01:03:02| INFO d_m3w_sld_rbf_is finished [took 291.5869s] +21/12/23 01:04:09| INFO d_mul_sld_rbf_is finished [took 478.5442s] +21/12/23 01:04:43| DEBUG [size=11,place=1] best score = 0.01184324; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.07510603978693342, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 32.604s] +21/12/23 01:04:43| DEBUG [size=11,place=2] best score = 0.01287618; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.7510603978693342, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 32.605s] +21/12/23 01:07:57| DEBUG [size=28,place=1] best score = 0.01114073; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.07510603978693342, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 194.294s] +21/12/23 01:07:57| DEBUG [size=28,place=2] best score = 0.01178928; best param = {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.7510603978693342, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 194.295s] +21/12/23 01:08:43| DEBUG [size=16,place=1] best score = 0.01177380; best param = {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 751.0603978693342, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 45.977s] +21/12/23 01:08:43| DEBUG [size=16,place=2] best score = 0.01178361; best param = {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.7510603978693342, 'quantifier__recalib': 'bcts', 'confidence': None} [took 45.977s] +21/12/23 01:08:44| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.07510603978693342, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.01114) [took 272.9830s] +21/12/23 01:10:21| INFO d_bin_sld_rbf_gs finished [took 370.8672s] +21/12/23 01:11:24| DEBUG [size=11,place=1] best score = 0.01184665; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.7510603978693342, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 61.978s] +21/12/23 01:11:24| DEBUG [size=11,place=2] best score = 0.02487042; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 751.0603978693342, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 61.978s] +21/12/23 01:15:58| DEBUG [size=28,place=1] best score = 0.01071106; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.7510603978693342, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 273.624s] +21/12/23 01:15:58| DEBUG [size=28,place=2] best score = 0.01135372; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.7510603978693342, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 273.624s] +21/12/23 01:33:44| DEBUG [size=19,place=1] best score = 0.01016363; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.7510603978693342, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 1065.675s] +21/12/23 01:33:44| DEBUG [size=19,place=2] best score = 0.01167202; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.7510603978693342, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 1065.676s] +21/12/23 01:50:03| DEBUG [size=13,place=1] best score = 0.01165140; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.07510603978693342, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 979.604s] +21/12/23 01:50:03| DEBUG [size=13,place=2] best score = 0.01178476; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 7.510603978693342, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 979.605s] +21/12/23 01:50:04| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.7510603978693342, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.01016) [took 2380.9983s] +21/12/23 01:57:16| INFO d_mul_sld_rbf_gs finished [took 2813.7846s] +21/12/23 01:58:11| DEBUG [size=11,place=1] best score = 0.00811426; best param = {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.7510603978693342, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 53.760s] +21/12/23 01:58:11| DEBUG [size=11,place=2] best score = 0.01679554; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.7510603978693342, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 53.761s] +21/12/23 02:04:52| DEBUG [size=28,place=1] best score = 0.00991096; best param = {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.7510603978693342, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 401.005s] +21/12/23 02:04:52| DEBUG [size=28,place=2] best score = 0.01080148; best param = {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 75.10603978693342, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 401.005s] +21/12/23 02:04:52| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.7510603978693342, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.00811) [took 454.8713s] +21/12/23 02:13:04| INFO d_m3w_sld_rbf_gs finished [took 947.2491s] +21/12/23 02:13:04| INFO Dataset sample [0.5 0.5] of dataset imdb finished [took 4946.9867s] +21/12/23 02:13:04| INFO Dataset sample [0.6 0.4] of dataset imdb started +21/12/23 02:17:40| INFO d_bin_sld_rbf_c finished [took 270.6488s] +21/12/23 02:18:01| INFO d_bin_sld_rbf_ne finished [took 291.2898s] +21/12/23 02:18:50| INFO d_bin_sld_rbf finished [took 341.0498s] +21/12/23 02:19:12| INFO d_bin_sld_rbf_mc finished [took 363.2471s] +21/12/23 02:19:45| INFO d_m3w_sld_rbf finished [took 395.8330s] +21/12/23 02:20:11| INFO ref finished [took 24.9044s] +21/12/23 02:20:21| INFO d_mul_sld_rbf_mc finished [took 433.8543s] +21/12/23 02:20:44| INFO d_m3w_sld_rbf_mc finished [took 454.4197s] +21/12/23 02:20:47| INFO atc_mc finished [took 35.2704s] +21/12/23 02:21:03| INFO doc finished [took 40.7106s] +21/12/23 02:21:09| INFO d_m3w_sld_rbf_c finished [took 480.4521s] +21/12/23 02:21:20| INFO d_mul_sld_rbf_c finished [took 491.0561s] +21/12/23 02:21:24| INFO d_mul_sld_rbf finished [took 495.2797s] +21/12/23 02:22:45| INFO d_mul_sld_rbf_ne finished [took 575.4843s] +21/12/23 02:22:57| INFO d_bin_sld_rbf_is finished [took 295.5313s] +21/12/23 02:23:13| INFO d_m3w_sld_rbf_ne finished [took 332.6638s] +21/12/23 02:24:00| INFO d_m3w_sld_rbf_is finished [took 286.8871s] +21/12/23 02:24:33| INFO d_mul_sld_rbf_is finished [took 341.9593s] +21/12/23 02:25:03| DEBUG [size=11,place=1] best score = 0.01519158; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.69182142233244, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 29.279s] +21/12/23 02:25:03| DEBUG [size=11,place=2] best score = 0.01527407; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 691.82142233244, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 29.280s] +21/12/23 02:28:17| DEBUG [size=28,place=1] best score = 0.01471017; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 691.82142233244, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 193.970s] +21/12/23 02:28:17| DEBUG [size=28,place=2] best score = 0.01517223; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 6.9182142233244, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 193.971s] +21/12/23 02:29:18| DEBUG [size=17,place=1] best score = 0.01512206; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 691.82142233244, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 60.906s] +21/12/23 02:29:18| DEBUG [size=17,place=2] best score = 0.01522283; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 6.9182142233244, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 60.907s] +21/12/23 02:29:18| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 691.82142233244, 'quantifier__recalib': None, 'confidence': ['isoft']} (score=0.01471) [took 284.2660s] +21/12/23 02:32:55| INFO d_bin_sld_rbf_gs finished [took 500.7447s] +21/12/23 02:33:42| DEBUG [size=11,place=1] best score = 0.01316072; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 691.82142233244, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 45.521s] +21/12/23 02:33:42| DEBUG [size=11,place=2] best score = 0.01320584; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.69182142233244, 'quantifier__recalib': None, 'confidence': None} [took 45.521s] +21/12/23 02:36:15| DEBUG [size=28,place=1] best score = 0.01148093; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.069182142233244, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 153.498s] +21/12/23 02:36:15| DEBUG [size=28,place=2] best score = 0.01187920; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.69182142233244, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 153.498s] +21/12/23 02:37:46| DEBUG [size=19,place=1] best score = 0.01224123; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.069182142233244, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 90.495s] +21/12/23 02:37:46| DEBUG [size=19,place=2] best score = 0.01286180; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.069182142233244, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 90.496s] +21/12/23 02:37:46| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.069182142233244, 'quantifier__recalib': None, 'confidence': ['isoft']} (score=0.01148) [took 289.6318s] +21/12/23 02:44:40| INFO d_mul_sld_rbf_gs finished [took 704.1869s] +21/12/23 02:45:32| DEBUG [size=11,place=1] best score = 0.01397945; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.69182142233244, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 50.629s] +21/12/23 02:45:32| DEBUG [size=11,place=2] best score = 0.01560922; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 6.9182142233244, 'quantifier__recalib': None, 'confidence': None} [took 50.630s] +21/12/23 02:50:41| DEBUG [size=28,place=1] best score = 0.01119818; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 69.182142233244, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 309.125s] +21/12/23 02:50:41| DEBUG [size=28,place=2] best score = 0.01161682; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 691.82142233244, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 309.126s] +21/12/23 03:21:20| DEBUG [size=20,place=1] best score = 0.01095377; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 69.182142233244, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 1838.993s] +21/12/23 03:21:20| DEBUG [size=20,place=2] best score = 0.01123062; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 69.182142233244, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 1838.993s] +21/12/23 03:51:02| DEBUG [size=12,place=1] best score = 0.01110935; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 69.182142233244, 'quantifier__recalib': 'bcts', 'confidence': None} [took 1781.260s] +21/12/23 03:51:02| DEBUG [size=12,place=2] best score = 0.01157123; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 6.9182142233244, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 1781.261s] +21/12/23 03:51:02| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 69.182142233244, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.01095) [took 3980.1187s] +21/12/23 03:55:31| INFO d_m3w_sld_rbf_gs finished [took 4249.2832s] +21/12/23 03:55:31| INFO Dataset sample [0.6 0.4] of dataset imdb finished [took 6146.2945s] +21/12/23 03:55:31| INFO Dataset sample [0.7 0.3] of dataset imdb started +21/12/23 04:00:08| INFO d_bin_sld_rbf_c finished [took 274.2043s] +21/12/23 04:00:17| INFO d_bin_sld_rbf finished [took 284.0794s] +21/12/23 04:01:06| INFO d_bin_sld_rbf_mc finished [took 329.3610s] +21/12/23 04:01:42| INFO d_bin_sld_rbf_ne finished [took 366.4343s] +21/12/23 04:03:20| INFO d_mul_sld_rbf_mc finished [took 463.3099s] +21/12/23 04:03:35| INFO d_m3w_sld_rbf_c finished [took 478.7404s] +21/12/23 04:03:38| INFO d_m3w_sld_rbf_mc finished [took 481.2120s] +21/12/23 04:03:46| INFO ref finished [took 25.4781s] +21/12/23 04:03:51| INFO d_m3w_sld_rbf finished [took 495.0772s] +21/12/23 04:03:58| INFO d_mul_sld_rbf finished [took 501.2712s] +21/12/23 04:04:07| INFO doc finished [took 28.9610s] +21/12/23 04:04:12| INFO atc_mc finished [took 35.4100s] +21/12/23 04:04:18| INFO d_mul_sld_rbf_ne finished [took 521.9209s] +21/12/23 04:04:34| INFO d_mul_sld_rbf_c finished [took 537.8202s] +21/12/23 04:05:03| INFO d_bin_sld_rbf_is finished [took 285.6460s] +21/12/23 04:06:21| INFO d_m3w_sld_rbf_ne finished [took 371.7895s] +21/12/23 04:06:44| INFO d_m3w_sld_rbf_is finished [took 300.2166s] +21/12/23 04:06:59| INFO d_mul_sld_rbf_is finished [took 352.0357s] +21/12/23 04:07:38| DEBUG [size=11,place=1] best score = 0.01122495; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.5528348289771292, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 36.664s] +21/12/23 04:07:38| DEBUG [size=11,place=2] best score = 0.01801681; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 552.8348289771292, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 36.664s] +21/12/23 04:14:23| DEBUG [size=28,place=1] best score = 0.01114282; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.5528348289771292, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 405.252s] +21/12/23 04:14:23| DEBUG [size=28,place=2] best score = 0.01130057; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.5528348289771292, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 405.253s] +21/12/23 04:15:04| DEBUG [size=16,place=1] best score = 0.01121301; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.5528348289771292, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 41.282s] +21/12/23 04:15:04| DEBUG [size=16,place=2] best score = 0.01141396; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.5528348289771292, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} [took 41.282s] +21/12/23 04:15:04| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.5528348289771292, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.01114) [took 483.3062s] +21/12/23 04:18:10| INFO d_bin_sld_rbf_gs finished [took 669.0768s] +21/12/23 04:18:56| DEBUG [size=11,place=1] best score = 0.01090400; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.5528348289771292, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 43.832s] +21/12/23 04:18:56| DEBUG [size=11,place=2] best score = 0.01263989; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.05528348289771292, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 43.832s] +21/12/23 04:23:33| DEBUG [size=28,place=1] best score = 0.01062950; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.5528348289771292, 'quantifier__recalib': 'bcts', 'confidence': None} [took 277.208s] +21/12/23 04:23:33| DEBUG [size=28,place=2] best score = 0.01103437; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.05528348289771292, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 277.208s] +21/12/23 04:29:12| DEBUG [size=21,place=1] best score = 0.01067549; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.05528348289771292, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 339.438s] +21/12/23 04:29:12| DEBUG [size=21,place=2] best score = 0.01069064; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.5528348289771292, 'quantifier__recalib': 'bcts', 'confidence': None} [took 339.438s] +21/12/23 04:29:13| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.5528348289771292, 'quantifier__recalib': 'bcts', 'confidence': None} (score=0.01063) [took 660.5851s] +21/12/23 04:33:18| INFO d_mul_sld_rbf_gs finished [took 906.5200s] +21/12/23 04:34:07| DEBUG [size=11,place=1] best score = 0.01225939; best param = {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 55.283482897712915, 'quantifier__recalib': 'bcts', 'confidence': None} [took 47.034s] +21/12/23 04:34:07| DEBUG [size=11,place=2] best score = 0.01244728; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.05528348289771292, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 47.035s] +21/12/23 04:44:04| DEBUG [size=28,place=1] best score = 0.01053252; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.05528348289771292, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 597.200s] +21/12/23 04:44:04| DEBUG [size=28,place=2] best score = 0.01187318; best param = {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 552.8348289771292, 'quantifier__recalib': 'bcts', 'confidence': None} [took 597.201s] +21/12/23 05:15:43| DEBUG [size=23,place=1] best score = 0.00997481; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.05528348289771292, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 1899.126s] +21/12/23 05:15:43| DEBUG [size=23,place=2] best score = 0.01069812; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.5528348289771292, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 1899.126s] +21/12/23 05:17:30| DEBUG [size=19,place=1] best score = 0.01014536; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.05528348289771292, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 106.431s] +21/12/23 05:17:30| DEBUG [size=19,place=2] best score = 0.01026322; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.05528348289771292, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 106.432s] +21/12/23 05:17:30| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.05528348289771292, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.00997) [took 2649.9079s] +21/12/23 05:24:01| INFO d_m3w_sld_rbf_gs finished [took 3040.9638s] +21/12/23 05:24:01| INFO Dataset sample [0.7 0.3] of dataset imdb finished [took 5310.0563s] +21/12/23 05:24:01| INFO Dataset sample [0.8 0.2] of dataset imdb started +21/12/23 05:29:23| INFO d_bin_sld_rbf_ne finished [took 317.3991s] +21/12/23 05:30:01| INFO d_bin_sld_rbf finished [took 355.5828s] +21/12/23 05:30:17| INFO d_bin_sld_rbf_c finished [took 371.8396s] +21/12/23 05:30:32| INFO d_mul_sld_rbf finished [took 386.2541s] +21/12/23 05:30:48| INFO d_m3w_sld_rbf_c finished [took 402.5107s] +21/12/23 05:31:13| INFO ref finished [took 24.5499s] +21/12/23 05:31:16| INFO d_m3w_sld_rbf finished [took 431.3696s] +21/12/23 05:31:32| INFO d_mul_sld_rbf_mc finished [took 448.6204s] +21/12/23 05:31:49| INFO atc_mc finished [took 34.8581s] +21/12/23 05:31:53| INFO d_mul_sld_rbf_ne finished [took 467.4620s] +21/12/23 05:31:59| INFO doc finished [took 41.5782s] +21/12/23 05:32:20| INFO d_m3w_sld_rbf_mc finished [took 494.7345s] +21/12/23 05:32:24| INFO d_mul_sld_rbf_c finished [took 499.1150s] +21/12/23 05:32:32| INFO d_bin_sld_rbf_mc finished [took 506.3032s] +21/12/23 05:34:38| INFO d_m3w_sld_rbf_ne finished [took 314.7231s] +21/12/23 05:34:57| INFO d_mul_sld_rbf_is finished [took 279.4423s] +21/12/23 05:35:05| INFO d_m3w_sld_rbf_is finished [took 272.5051s] +21/12/23 05:35:38| INFO d_bin_sld_rbf_is finished [took 336.7619s] +21/12/23 05:36:15| DEBUG [size=11,place=1] best score = 0.00935207; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.04151780520243354, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 35.866s] +21/12/23 05:36:15| DEBUG [size=11,place=2] best score = 0.01216671; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.4151780520243354, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 35.866s] +21/12/23 05:44:25| DEBUG [size=28,place=1] best score = 0.00920415; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.04151780520243354, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 489.325s] +21/12/23 05:44:25| DEBUG [size=28,place=2] best score = 0.00951788; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.4151780520243354, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 489.326s] +21/12/23 05:45:45| DEBUG [size=19,place=1] best score = 0.00903199; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.04151780520243354, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 80.351s] +21/12/23 05:45:45| DEBUG [size=19,place=2] best score = 0.00926167; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.4151780520243354, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 80.352s] +21/12/23 05:46:34| DEBUG [size=12,place=1] best score = 0.00906605; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.4151780520243354, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 48.929s] +21/12/23 05:46:34| DEBUG [size=12,place=2] best score = 0.00972414; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.04151780520243354, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 48.929s] +21/12/23 05:46:34| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.04151780520243354, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.00903) [took 654.5849s] +21/12/23 05:49:40| INFO d_bin_sld_rbf_gs finished [took 840.9443s] +21/12/23 05:50:31| DEBUG [size=11,place=1] best score = 0.01201199; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.04151780520243354, 'quantifier__recalib': 'bcts', 'confidence': None} [took 49.289s] +21/12/23 05:50:31| DEBUG [size=11,place=2] best score = 0.01335372; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 41.517805202433536, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 49.290s] +21/12/23 06:04:53| DEBUG [size=28,place=1] best score = 0.01277041; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.04151780520243354, 'quantifier__recalib': 'bcts', 'confidence': None} [took 862.185s] +21/12/23 06:04:53| DEBUG [size=28,place=2] best score = 0.01289034; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 41.517805202433536, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 862.186s] +21/12/23 06:04:53| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.04151780520243354, 'quantifier__recalib': 'bcts', 'confidence': None} (score=0.01201) [took 911.5805s] +21/12/23 06:07:18| INFO d_mul_sld_rbf_gs finished [took 1056.9666s] +21/12/23 06:08:05| DEBUG [size=11,place=1] best score = 0.01161663; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.04151780520243354, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 45.766s] +21/12/23 06:08:05| DEBUG [size=11,place=2] best score = 0.01167971; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.04151780520243354, 'quantifier__recalib': 'bcts', 'confidence': None} [took 45.766s] +21/12/23 06:14:34| DEBUG [size=26,place=1] best score = 0.01005428; best param = {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.04151780520243354, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 388.701s] +21/12/23 06:14:34| DEBUG [size=26,place=2] best score = 0.01026892; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.04151780520243354, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 388.702s] +21/12/23 06:15:43| DEBUG [size=13,place=1] best score = 0.01078281; best param = {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.04151780520243354, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 68.342s] +21/12/23 06:15:43| DEBUG [size=13,place=2] best score = 0.01111765; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.04151780520243354, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 68.343s] +21/12/23 06:15:43| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.04151780520243354, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.01005) [took 502.9184s] +21/12/23 06:18:47| INFO d_m3w_sld_rbf_gs finished [took 686.9433s] +21/12/23 06:18:47| INFO Dataset sample [0.8 0.2] of dataset imdb finished [took 3285.7250s] +21/12/23 06:18:47| INFO Dataset sample [0.9 0.1] of dataset imdb started +21/12/23 06:22:33| INFO d_bin_sld_rbf finished [took 225.0694s] +21/12/23 06:22:37| INFO d_bin_sld_rbf_mc finished [took 228.7664s] +21/12/23 06:23:03| INFO d_mul_sld_rbf finished [took 254.5920s] +21/12/23 06:23:03| INFO d_m3w_sld_rbf_c finished [took 254.7658s] +21/12/23 06:23:28| INFO d_bin_sld_rbf_ne finished [took 280.0843s] +21/12/23 06:23:32| INFO d_m3w_sld_rbf_mc finished [took 283.8580s] +21/12/23 06:23:33| INFO d_m3w_sld_rbf finished [took 284.4232s] +21/12/23 06:23:33| INFO d_mul_sld_rbf_mc finished [took 284.5312s] +21/12/23 06:23:37| INFO d_bin_sld_rbf_c finished [took 288.6314s] +21/12/23 06:23:39| INFO d_mul_sld_rbf_ne finished [took 290.9070s] +21/12/23 06:23:51| INFO d_mul_sld_rbf_c finished [took 302.8395s] +21/12/23 06:23:54| INFO ref finished [took 25.1004s] +21/12/23 06:23:58| INFO atc_mc finished [took 25.0246s] +21/12/23 06:24:03| INFO doc finished [took 29.9438s] +21/12/23 06:25:37| INFO d_bin_sld_rbf_is finished [took 179.6919s] +21/12/23 06:25:41| INFO d_m3w_sld_rbf_ne finished [took 188.1326s] +21/12/23 06:25:50| INFO d_m3w_sld_rbf_is finished [took 166.0068s] +21/12/23 06:25:53| INFO d_mul_sld_rbf_is finished [took 169.9521s] +21/12/23 06:26:26| DEBUG [size=11,place=1] best score = 0.01292455; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 293.30309131685345, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 30.961s] +21/12/23 06:26:26| DEBUG [size=11,place=2] best score = 0.01867011; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.29330309131685345, 'quantifier__recalib': None, 'confidence': None} [took 30.962s] +21/12/23 06:36:47| DEBUG [size=28,place=1] best score = 0.01255025; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 2.9330309131685346, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 620.883s] +21/12/23 06:36:47| DEBUG [size=28,place=2] best score = 0.01261308; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 293.30309131685345, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} [took 620.883s] +21/12/23 06:42:48| DEBUG [size=21,place=1] best score = 0.01163543; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 293.30309131685345, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} [took 361.250s] +21/12/23 06:42:48| DEBUG [size=21,place=2] best score = 0.01166563; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 2.9330309131685346, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 361.250s] +21/12/23 06:43:22| DEBUG [size=14,place=1] best score = 0.01003537; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 2.9330309131685346, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} [took 33.817s] +21/12/23 06:43:22| DEBUG [size=14,place=2] best score = 0.01028400; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 2.9330309131685346, 'quantifier__recalib': None, 'confidence': None} [took 33.817s] +21/12/23 06:44:12| DEBUG [size=18,place=1] best score = 0.01215919; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.29330309131685345, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} [took 50.277s] +21/12/23 06:44:12| DEBUG [size=18,place=2] best score = 0.01255711; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 29.330309131685347, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} [took 50.278s] +21/12/23 06:44:12| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 2.9330309131685346, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} (score=0.01004) [took 1097.3045s] +21/12/23 06:47:24| INFO d_bin_sld_rbf_gs finished [took 1289.4172s] +21/12/23 06:48:00| DEBUG [size=11,place=1] best score = 0.52160409; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.29330309131685345, 'quantifier__recalib': None, 'confidence': None} [took 35.218s] +21/12/23 06:48:00| DEBUG [size=11,place=2] best score = 0.53546248; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 2.9330309131685346, 'quantifier__recalib': None, 'confidence': None} [took 35.218s] +21/12/23 06:48:38| DEBUG [size=26,place=1] best score = 0.02220608; best param = {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.29330309131685345, 'quantifier__recalib': None, 'confidence': None} [took 37.784s] +21/12/23 06:48:38| DEBUG [size=26,place=2] best score = 0.08555278; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 2.9330309131685346, 'quantifier__recalib': None, 'confidence': None} [took 37.785s] +21/12/23 06:49:28| DEBUG [size=14,place=1] best score = 0.04905112; best param = {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.29330309131685345, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} [took 50.449s] +21/12/23 06:49:28| DEBUG [size=14,place=2] best score = 0.08282797; best param = {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.29330309131685345, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 50.450s] +21/12/23 06:49:28| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.29330309131685345, 'quantifier__recalib': None, 'confidence': None} (score=0.02221) [took 123.5610s] +21/12/23 06:51:25| INFO d_mul_sld_rbf_gs finished [took 239.7355s] +21/12/23 06:52:02| DEBUG [size=11,place=1] best score = 0.00884005; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.29330309131685345, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 36.674s] +21/12/23 06:52:02| DEBUG [size=11,place=2] best score = 0.00896727; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.029330309131685346, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 36.674s] +21/12/23 06:55:47| DEBUG [size=28,place=1] best score = 0.00828994; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.029330309131685346, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 224.974s] +21/12/23 06:55:47| DEBUG [size=28,place=2] best score = 0.00836139; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.29330309131685345, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 224.975s] +21/12/23 06:57:34| DEBUG [size=21,place=1] best score = 0.00844601; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.029330309131685346, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 106.524s] +21/12/23 06:57:34| DEBUG [size=21,place=2] best score = 0.00862933; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.029330309131685346, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 106.524s] +21/12/23 06:57:34| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.029330309131685346, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.00829) [took 368.2809s] +21/12/23 07:03:36| INFO d_m3w_sld_rbf_gs finished [took 730.0785s] +21/12/23 07:03:36| INFO Dataset sample [0.9 0.1] of dataset imdb finished [took 2688.9601s] +---------------------------------------------------------------------------------------------------- +21/12/23 10:43:30| INFO dataset rcv1_CCAT [pool size: 10] +21/12/23 10:43:30| INFO Dataset sample [0.1 0.9] of dataset rcv1_CCAT started +21/12/23 10:45:33| INFO d_m3w_sld_lr_mc finished [took 117.3781s] +21/12/23 10:45:34| INFO d_mul_sld_lr_ne finished [took 118.4453s] +21/12/23 10:45:40| INFO d_m3w_sld_lr finished [took 126.9258s] +21/12/23 10:45:57| INFO d_m3w_sld_lr_c finished [took 141.7742s] +21/12/23 10:46:12| INFO d_bin_sld_lr_c finished [took 156.7227s] +21/12/23 10:46:16| INFO d_bin_sld_lr finished [took 160.4085s] +21/12/23 10:46:17| INFO d_mul_sld_lr_c finished [took 161.8150s] +21/12/23 10:46:19| INFO d_bin_sld_lr_mc finished [took 164.4773s] +21/12/23 10:46:24| INFO d_mul_sld_lr_mc finished [took 168.4971s] +21/12/23 10:46:26| INFO d_mul_sld_lr finished [took 171.0020s] +21/12/23 10:46:33| INFO d_bin_sld_lr_ne finished [took 177.6079s] +21/12/23 10:47:05| INFO d_m3w_sld_lr_ne finished [took 91.1691s] +21/12/23 10:47:16| INFO ref finished [took 63.2493s] +21/12/23 10:47:24| INFO d_mul_sld_lr_is finished [took 102.9659s] +21/12/23 10:47:30| INFO doc finished [took 71.1852s] +21/12/23 10:47:32| INFO d_m3w_sld_lr_is finished [took 93.3758s] +21/12/23 10:47:40| INFO atc_mc finished [took 83.3376s] +21/12/23 10:47:51| INFO d_bin_sld_lr_is finished [took 135.9870s] +21/12/23 10:48:25| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.01954) [took 32.9230s] +21/12/23 10:49:21| INFO d_bin_sld_lr_gs finished [took 89.2259s] +21/12/23 10:49:48| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.00803) [took 25.2055s] +21/12/23 10:50:46| INFO d_mul_sld_lr_gs finished [took 83.3300s] +21/12/23 10:51:01| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.01312) [took 14.2674s] +21/12/23 10:51:49| INFO d_m3w_sld_lr_gs finished [took 62.1907s] +21/12/23 10:51:49| INFO Dataset sample [0.1 0.9] of dataset rcv1_CCAT finished [took 498.8178s] +21/12/23 10:51:49| INFO Dataset sample [0.2 0.8] of dataset rcv1_CCAT started +21/12/23 10:54:07| INFO d_m3w_sld_lr_c finished [took 134.8973s] +21/12/23 10:54:13| INFO d_m3w_sld_lr_mc finished [took 140.7857s] +21/12/23 10:54:13| INFO d_m3w_sld_lr finished [took 141.2690s] +21/12/23 10:54:22| INFO d_mul_sld_lr finished [took 150.6554s] +21/12/23 10:54:27| INFO d_mul_sld_lr_c finished [took 154.4278s] +21/12/23 10:54:44| INFO d_bin_sld_lr_mc finished [took 171.6923s] +21/12/23 10:55:03| INFO d_bin_sld_lr_c finished [took 190.7799s] +21/12/23 10:55:06| INFO d_mul_sld_lr_mc finished [took 194.0048s] +21/12/23 10:55:10| INFO d_mul_sld_lr_ne finished [took 197.8500s] +21/12/23 10:55:21| INFO d_bin_sld_lr_ne finished [took 209.2529s] +21/12/23 10:55:23| INFO d_bin_sld_lr finished [took 211.0411s] +21/12/23 10:55:42| INFO d_m3w_sld_lr_ne finished [took 93.6907s] +21/12/23 10:55:54| INFO d_m3w_sld_lr_is finished [took 91.7695s] +21/12/23 10:55:57| INFO ref finished [took 88.7789s] +21/12/23 10:56:06| INFO atc_mc finished [took 80.9601s] +21/12/23 10:56:12| INFO doc finished [took 68.6218s] +21/12/23 10:56:16| INFO d_mul_sld_lr_is finished [took 121.7338s] +21/12/23 10:56:25| INFO d_bin_sld_lr_is finished [took 130.5958s] +21/12/23 10:56:51| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.00893) [took 25.2317s] +21/12/23 10:58:46| INFO d_bin_sld_lr_gs finished [took 140.0143s] +21/12/23 10:59:12| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.01184) [took 24.3637s] +21/12/23 11:00:19| INFO d_mul_sld_lr_gs finished [took 91.2472s] +21/12/23 11:00:33| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.00878) [took 13.3328s] +21/12/23 11:01:21| INFO d_m3w_sld_lr_gs finished [took 60.7758s] +21/12/23 11:01:21| INFO Dataset sample [0.2 0.8] of dataset rcv1_CCAT finished [took 571.7242s] +21/12/23 11:01:21| INFO Dataset sample [0.3 0.7] of dataset rcv1_CCAT started +21/12/23 11:03:31| INFO d_mul_sld_lr_ne finished [took 127.5353s] +21/12/23 11:03:43| INFO d_m3w_sld_lr finished [took 138.9373s] +21/12/23 11:03:45| INFO d_m3w_sld_lr_c finished [took 141.2811s] +21/12/23 11:03:45| INFO d_m3w_sld_lr_mc finished [took 141.3221s] +21/12/23 11:04:01| INFO d_bin_sld_lr_ne finished [took 157.0702s] +21/12/23 11:04:02| INFO d_bin_sld_lr finished [took 158.3094s] +21/12/23 11:04:14| INFO d_bin_sld_lr_mc finished [took 170.0093s] +21/12/23 11:04:20| INFO d_bin_sld_lr_c finished [took 176.4636s] +21/12/23 11:04:22| INFO d_mul_sld_lr finished [took 177.9773s] +21/12/23 11:04:23| INFO d_mul_sld_lr_c finished [took 179.0216s] +21/12/23 11:04:23| INFO d_mul_sld_lr_mc finished [took 180.2378s] +21/12/23 11:05:04| INFO d_m3w_sld_lr_ne finished [took 91.3746s] +21/12/23 11:05:13| INFO d_m3w_sld_lr_is finished [took 86.7920s] +21/12/23 11:05:14| INFO atc_mc finished [took 71.3014s] +21/12/23 11:05:15| INFO ref finished [took 72.8098s] +21/12/23 11:05:28| INFO doc finished [took 73.0848s] +21/12/23 11:05:40| INFO d_bin_sld_lr_is finished [took 116.0914s] +21/12/23 11:05:46| INFO d_mul_sld_lr_is finished [took 119.5832s] +21/12/23 11:06:12| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.01241) [took 25.0567s] +21/12/23 11:07:14| INFO d_bin_sld_lr_gs finished [took 87.3919s] +21/12/23 11:07:37| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.00888) [took 21.4421s] +21/12/23 11:08:39| INFO d_mul_sld_lr_gs finished [took 83.3967s] +21/12/23 11:08:53| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.01167) [took 12.4051s] +21/12/23 11:09:41| INFO d_m3w_sld_lr_gs finished [took 61.0318s] +21/12/23 11:09:41| INFO Dataset sample [0.3 0.7] of dataset rcv1_CCAT finished [took 500.4789s] +21/12/23 11:09:41| INFO Dataset sample [0.4 0.6] of dataset rcv1_CCAT started +21/12/23 11:11:27| INFO d_m3w_sld_lr finished [took 104.8080s] +21/12/23 11:12:04| INFO d_m3w_sld_lr_mc finished [took 140.1355s] +21/12/23 11:12:05| INFO d_bin_sld_lr finished [took 141.3719s] +21/12/23 11:12:06| INFO d_m3w_sld_lr_c finished [took 142.8510s] +21/12/23 11:12:08| INFO d_mul_sld_lr_ne finished [took 144.0392s] +21/12/23 11:12:28| INFO d_mul_sld_lr_mc finished [took 164.1127s] +21/12/23 11:12:30| INFO d_bin_sld_lr_mc finished [took 166.5178s] +21/12/23 11:12:32| INFO d_bin_sld_lr_c finished [took 168.2563s] +21/12/23 11:12:32| INFO d_bin_sld_lr_ne finished [took 168.4487s] +21/12/23 11:12:34| INFO d_mul_sld_lr_c finished [took 170.2679s] +21/12/23 11:12:40| INFO d_mul_sld_lr finished [took 176.8954s] +21/12/23 11:13:06| INFO d_m3w_sld_lr_ne finished [took 97.5696s] +21/12/23 11:13:23| INFO ref finished [took 74.4725s] +21/12/23 11:13:29| INFO d_m3w_sld_lr_is finished [took 81.4941s] +21/12/23 11:13:36| INFO atc_mc finished [took 67.8932s] +21/12/23 11:13:47| INFO d_mul_sld_lr_is finished [took 101.1150s] +21/12/23 11:13:50| INFO d_bin_sld_lr_is finished [took 105.8982s] +21/12/23 11:13:56| INFO doc finished [took 84.7000s] +21/12/23 11:14:22| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} (score=0.00790) [took 25.8718s] +21/12/23 11:15:23| INFO d_bin_sld_lr_gs finished [took 86.5319s] +21/12/23 11:15:46| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.00694) [took 21.6876s] +21/12/23 11:16:49| INFO d_mul_sld_lr_gs finished [took 84.8965s] +21/12/23 11:17:01| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.00682) [took 11.8489s] +21/12/23 11:17:49| INFO d_m3w_sld_lr_gs finished [took 59.2771s] +21/12/23 11:17:49| INFO Dataset sample [0.4 0.6] of dataset rcv1_CCAT finished [took 487.7272s] +21/12/23 11:17:49| INFO Dataset sample [0.5 0.5] of dataset rcv1_CCAT started +21/12/23 11:20:15| INFO d_m3w_sld_lr_mc finished [took 143.5438s] +21/12/23 11:20:17| INFO d_m3w_sld_lr finished [took 145.4082s] +21/12/23 11:20:20| INFO d_m3w_sld_lr_c finished [took 148.5319s] +21/12/23 11:20:38| INFO d_bin_sld_lr_mc finished [took 166.7482s] +21/12/23 11:20:40| INFO d_mul_sld_lr_ne finished [took 169.4086s] +21/12/23 11:20:46| INFO d_bin_sld_lr_c finished [took 174.1027s] +21/12/23 11:20:47| INFO d_bin_sld_lr_ne finished [took 175.3123s] +21/12/23 11:20:50| INFO d_bin_sld_lr finished [took 177.9080s] +21/12/23 11:20:50| INFO d_mul_sld_lr finished [took 178.0503s] +21/12/23 11:20:52| INFO d_mul_sld_lr_mc finished [took 180.3950s] +21/12/23 11:20:52| INFO d_mul_sld_lr_c finished [took 180.5696s] +21/12/23 11:21:40| INFO d_m3w_sld_lr_ne finished [took 83.1731s] +21/12/23 11:21:49| INFO d_bin_sld_lr_is finished [took 90.5366s] +21/12/23 11:21:52| INFO d_m3w_sld_lr_is finished [took 72.9270s] +21/12/23 11:21:56| INFO atc_mc finished [took 69.0182s] +21/12/23 11:22:02| INFO d_mul_sld_lr_is finished [took 100.2894s] +21/12/23 11:22:06| INFO ref finished [took 84.4990s] +21/12/23 11:22:12| INFO doc finished [took 83.5538s] +21/12/23 11:22:37| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'confidence': None} (score=0.00752) [took 24.2265s] +21/12/23 11:23:37| INFO d_bin_sld_lr_gs finished [took 84.3539s] +21/12/23 11:23:59| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.00640) [took 20.5102s] +21/12/23 11:25:01| INFO d_mul_sld_lr_gs finished [took 83.0542s] +21/12/23 11:25:15| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.00602) [took 12.1821s] +21/12/23 11:26:01| INFO d_m3w_sld_lr_gs finished [took 58.8753s] +21/12/23 11:26:01| INFO Dataset sample [0.5 0.5] of dataset rcv1_CCAT finished [took 492.3128s] +21/12/23 11:26:01| INFO Dataset sample [0.6 0.4] of dataset rcv1_CCAT started +21/12/23 11:28:00| INFO d_m3w_sld_lr_mc finished [took 117.4713s] +21/12/23 11:28:14| INFO d_bin_sld_lr_ne finished [took 130.5798s] +21/12/23 11:28:23| INFO d_m3w_sld_lr finished [took 139.8866s] +21/12/23 11:28:24| INFO d_m3w_sld_lr_c finished [took 141.4204s] +21/12/23 11:28:42| INFO d_bin_sld_lr finished [took 159.2620s] +21/12/23 11:28:47| INFO d_mul_sld_lr finished [took 164.6170s] +21/12/23 11:28:48| INFO d_mul_sld_lr_c finished [took 164.9382s] +21/12/23 11:28:53| INFO d_mul_sld_lr_mc finished [took 170.0573s] +21/12/23 11:28:53| INFO d_bin_sld_lr_mc finished [took 170.1395s] +21/12/23 11:28:57| INFO d_mul_sld_lr_ne finished [took 173.8646s] +21/12/23 11:28:59| INFO d_bin_sld_lr_c finished [took 175.7321s] +21/12/23 11:29:26| INFO d_m3w_sld_lr_ne finished [took 85.8907s] +21/12/23 11:29:44| INFO d_bin_sld_lr_is finished [took 90.5128s] +21/12/23 11:29:47| INFO d_m3w_sld_lr_is finished [took 81.6195s] +21/12/23 11:29:50| INFO ref finished [took 66.9740s] +21/12/23 11:29:58| INFO atc_mc finished [took 70.1864s] +21/12/23 11:30:06| INFO doc finished [took 77.2113s] +21/12/23 11:30:13| INFO d_mul_sld_lr_is finished [took 109.2131s] +21/12/23 11:30:38| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} (score=0.01509) [took 24.8932s] +21/12/23 11:31:39| INFO d_bin_sld_lr_gs finished [took 86.0055s] +21/12/23 11:32:01| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.01184) [took 21.6192s] +21/12/23 11:33:04| INFO d_mul_sld_lr_gs finished [took 83.8196s] +21/12/23 11:33:17| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.01181) [took 12.6466s] +21/12/23 11:34:04| INFO d_m3w_sld_lr_gs finished [took 59.4642s] +21/12/23 11:34:04| INFO Dataset sample [0.6 0.4] of dataset rcv1_CCAT finished [took 482.4427s] +21/12/23 11:34:04| INFO Dataset sample [0.7 0.3] of dataset rcv1_CCAT started +21/12/23 11:35:57| INFO d_bin_sld_lr_ne finished [took 110.4232s] +21/12/23 11:36:28| INFO d_m3w_sld_lr_mc finished [took 140.2499s] +21/12/23 11:36:31| INFO d_m3w_sld_lr_c finished [took 143.4893s] +21/12/23 11:36:31| INFO d_mul_sld_lr_mc finished [took 143.7314s] +21/12/23 11:36:31| INFO d_m3w_sld_lr finished [took 143.9919s] +21/12/23 11:36:50| INFO d_mul_sld_lr finished [took 162.7480s] +21/12/23 11:36:56| INFO d_mul_sld_lr_c finished [took 168.7374s] +21/12/23 11:36:57| INFO d_mul_sld_lr_ne finished [took 169.4786s] +21/12/23 11:37:00| INFO d_bin_sld_lr finished [took 172.5646s] +21/12/23 11:37:03| INFO d_bin_sld_lr_c finished [took 175.1876s] +21/12/23 11:37:04| INFO d_bin_sld_lr_mc finished [took 176.7564s] +21/12/23 11:37:35| INFO d_m3w_sld_lr_ne finished [took 97.5325s] +21/12/23 11:37:54| INFO d_m3w_sld_lr_is finished [took 81.2084s] +21/12/23 11:38:00| INFO atc_mc finished [took 68.7815s] +21/12/23 11:38:00| INFO ref finished [took 87.6876s] +21/12/23 11:38:06| INFO doc finished [took 68.4486s] +21/12/23 11:38:06| INFO d_bin_sld_lr_is finished [took 97.5945s] +21/12/23 11:38:15| INFO d_mul_sld_lr_is finished [took 102.9733s] +21/12/23 11:38:42| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.01242) [took 25.5105s] +21/12/23 11:39:45| INFO d_bin_sld_lr_gs finished [took 88.0720s] +21/12/23 11:40:06| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'confidence': None} (score=0.01248) [took 20.2719s] +21/12/23 11:41:05| INFO d_mul_sld_lr_gs finished [took 79.3217s] +21/12/23 11:41:19| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.01458) [took 12.3137s] +21/12/23 11:42:07| INFO d_m3w_sld_lr_gs finished [took 60.0175s] +21/12/23 11:42:07| INFO Dataset sample [0.7 0.3] of dataset rcv1_CCAT finished [took 482.9749s] +21/12/23 11:42:07| INFO Dataset sample [0.8 0.2] of dataset rcv1_CCAT started +21/12/23 11:43:57| INFO d_mul_sld_lr_mc finished [took 107.1924s] +21/12/23 11:44:26| INFO d_m3w_sld_lr_mc finished [took 135.7917s] +21/12/23 11:44:30| INFO d_m3w_sld_lr_c finished [took 140.3409s] +21/12/23 11:44:31| INFO d_m3w_sld_lr finished [took 141.4702s] +21/12/23 11:44:36| INFO d_mul_sld_lr_c finished [took 145.8772s] +21/12/23 11:44:42| INFO d_mul_sld_lr finished [took 152.6139s] +21/12/23 11:44:51| INFO d_mul_sld_lr_ne finished [took 161.8104s] +21/12/23 11:45:03| INFO d_bin_sld_lr_c finished [took 173.5172s] +21/12/23 11:45:07| INFO d_bin_sld_lr_ne finished [took 177.4550s] +21/12/23 11:45:09| INFO d_bin_sld_lr finished [took 180.6486s] +21/12/23 11:45:11| INFO d_bin_sld_lr_mc finished [took 181.2036s] +21/12/23 11:45:39| INFO d_m3w_sld_lr_ne finished [took 101.1862s] +21/12/23 11:45:48| INFO ref finished [took 71.1585s] +21/12/23 11:45:59| INFO d_m3w_sld_lr_is finished [took 86.5052s] +21/12/23 11:46:03| INFO atc_mc finished [took 79.8031s] +21/12/23 11:46:09| INFO doc finished [took 76.6907s] +21/12/23 11:46:14| INFO d_bin_sld_lr_is finished [took 107.5318s] +21/12/23 11:46:15| INFO d_mul_sld_lr_is finished [took 104.4051s] +21/12/23 11:46:40| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'confidence': None} (score=0.00784) [took 22.8791s] +21/12/23 11:47:43| INFO d_bin_sld_lr_gs finished [took 85.9992s] +21/12/23 11:48:05| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': None, 'confidence': ['isoft']} (score=0.00748) [took 20.9414s] +21/12/23 11:49:02| INFO d_mul_sld_lr_gs finished [took 78.1860s] +21/12/23 11:49:16| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.00725) [took 13.0113s] +21/12/23 11:50:04| INFO d_m3w_sld_lr_gs finished [took 60.9476s] +21/12/23 11:50:04| INFO Dataset sample [0.8 0.2] of dataset rcv1_CCAT finished [took 477.5096s] +21/12/23 11:50:04| INFO Dataset sample [0.9 0.1] of dataset rcv1_CCAT started +21/12/23 11:51:47| INFO d_m3w_sld_lr_mc finished [took 99.7724s] +21/12/23 11:52:03| INFO d_m3w_sld_lr_c finished [took 116.5121s] +21/12/23 11:52:15| INFO d_m3w_sld_lr finished [took 127.9146s] +21/12/23 11:52:37| INFO d_bin_sld_lr_ne finished [took 151.1428s] +21/12/23 11:52:37| INFO d_bin_sld_lr finished [took 150.6810s] +21/12/23 11:52:46| INFO d_bin_sld_lr_mc finished [took 159.4015s] +21/12/23 11:52:46| INFO d_mul_sld_lr_mc finished [took 159.3840s] +21/12/23 11:52:47| INFO d_mul_sld_lr_c finished [took 160.4474s] +21/12/23 11:52:49| INFO d_bin_sld_lr_c finished [took 161.8560s] +21/12/23 11:52:51| INFO d_mul_sld_lr_ne finished [took 164.0930s] +21/12/23 11:52:52| INFO d_mul_sld_lr finished [took 164.9011s] +21/12/23 11:53:33| INFO d_m3w_sld_lr_ne finished [took 105.3617s] +21/12/23 11:53:47| INFO ref finished [took 68.5521s] +21/12/23 11:53:52| INFO d_m3w_sld_lr_is finished [took 73.8113s] +21/12/23 11:53:56| INFO d_bin_sld_lr_is finished [took 111.7296s] +21/12/23 11:53:57| INFO doc finished [took 69.6832s] +21/12/23 11:53:57| INFO atc_mc finished [took 70.5831s] +21/12/23 11:54:03| INFO d_mul_sld_lr_is finished [took 108.1132s] +21/12/23 11:54:27| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.00594) [took 22.1266s] +21/12/23 11:55:24| INFO d_bin_sld_lr_gs finished [took 79.2663s] +21/12/23 11:55:48| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.00682) [took 23.2118s] +21/12/23 11:56:44| INFO d_mul_sld_lr_gs finished [took 79.8356s] +21/12/23 11:57:04| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} (score=0.00613) [took 18.4987s] +21/12/23 11:57:52| INFO d_m3w_sld_lr_gs finished [took 66.3770s] +21/12/23 11:57:52| INFO Dataset sample [0.9 0.1] of dataset rcv1_CCAT finished [took 467.3870s]