forest_v1_0_lr / optuna_study_log.csv
zokaityte's picture
Upload folder using huggingface_hub
b0d7727 verified
number,value,datetime_start,datetime_complete,duration,params_C,params_l1_ratio,params_max_iter,params_penalty_solver,params_tol,user_attrs_cv_folds,user_attrs_data_shape,user_attrs_dataset,user_attrs_eval_metric,user_attrs_is_best_so_far,user_attrs_model_type,user_attrs_params,user_attrs_train_score_mean,user_attrs_train_score_std,user_attrs_use_cv,user_attrs_val_results,user_attrs_val_score_mean,user_attrs_val_score_std,state
0,,2025-03-07 08:10:58.858436,2025-03-07 08:10:59.172813,0 days 00:00:00.314377,1.9632861206224492e-05,0.9761918972004304,880,l1:saga,1.9341489273261066e-05,5,"{'train': [464808, 54], 'val': [58102, 54], 'test': [58102, 54]}",forest_v1_0,mlogloss,,lr,,,,False,,,,FAIL
1,,2025-03-07 08:10:58.858853,2025-03-07 08:10:59.002959,0 days 00:00:00.144106,4.7875359532895424e-05,0.018221830648489812,802,l2:saga,0.0002727712487415353,5,"{'train': [464808, 54], 'val': [58102, 54], 'test': [58102, 54]}",forest_v1_0,mlogloss,,lr,,,,False,,,,FAIL
2,,2025-03-07 08:10:58.868107,2025-03-07 08:10:59.117243,0 days 00:00:00.249136,34.13344131182989,0.271735709526303,653,l2:sag,0.00012121404273410466,5,"{'train': [464808, 54], 'val': [58102, 54], 'test': [58102, 54]}",forest_v1_0,mlogloss,,lr,,,,False,,,,FAIL
3,,2025-03-07 08:10:58.871504,2025-03-07 08:10:59.178693,0 days 00:00:00.307189,0.005228496985183292,0.8678453897787207,887,elasticnet:saga,0.0002752128277082581,5,"{'train': [464808, 54], 'val': [58102, 54], 'test': [58102, 54]}",forest_v1_0,mlogloss,,lr,,,,False,,,,FAIL
4,,2025-03-07 08:10:58.874918,2025-03-07 08:10:59.170912,0 days 00:00:00.295994,2.589570571232358,0.9426076326524999,935,l2:lbfgs,0.0002836660823633425,5,"{'train': [464808, 54], 'val': [58102, 54], 'test': [58102, 54]}",forest_v1_0,mlogloss,,lr,,,,False,,,,FAIL
5,,2025-03-07 08:10:58.878199,2025-03-07 08:10:59.130584,0 days 00:00:00.252385,1.6326522359899025,0.003021686292953185,484,l2:sag,0.0005025604309899143,5,"{'train': [464808, 54], 'val': [58102, 54], 'test': [58102, 54]}",forest_v1_0,mlogloss,,lr,,,,False,,,,FAIL
6,,2025-03-07 08:10:58.884029,2025-03-07 08:10:59.052870,0 days 00:00:00.168841,3.6181077651453326,0.382582098762437,109,l1:liblinear,0.00041392892542484915,5,"{'train': [464808, 54], 'val': [58102, 54], 'test': [58102, 54]}",forest_v1_0,mlogloss,,lr,,,,False,,,,FAIL
7,,2025-03-07 08:10:58.887265,2025-03-07 08:10:59.097582,0 days 00:00:00.210317,16.550757089177576,0.32581243064306664,616,l2:liblinear,0.0001275690555421488,5,"{'train': [464808, 54], 'val': [58102, 54], 'test': [58102, 54]}",forest_v1_0,mlogloss,,lr,,,,False,,,,FAIL
8,,2025-03-07 08:10:58.893325,2025-03-07 08:10:59.222468,0 days 00:00:00.329143,0.014745693420318746,0.5824976035235025,357,l2:sag,0.00016913126055906019,5,"{'train': [464808, 54], 'val': [58102, 54], 'test': [58102, 54]}",forest_v1_0,mlogloss,,lr,,,,False,,,,FAIL
9,,2025-03-07 08:10:58.899775,2025-03-07 08:10:59.127979,0 days 00:00:00.228204,0.00010445552123911683,0.8421592738725264,605,l2:liblinear,5.5691220302481965e-05,5,"{'train': [464808, 54], 'val': [58102, 54], 'test': [58102, 54]}",forest_v1_0,mlogloss,,lr,,,,False,,,,FAIL
10,,2025-03-07 08:10:58.905100,2025-03-07 08:10:59.083708,0 days 00:00:00.178608,3.304723016424694e-05,0.4558487897247905,219,l1:liblinear,0.0009913557730329046,5,"{'train': [464808, 54], 'val': [58102, 54], 'test': [58102, 54]}",forest_v1_0,mlogloss,,lr,,,,False,,,,FAIL
11,,2025-03-07 08:10:58.910701,2025-03-07 08:10:59.052474,0 days 00:00:00.141773,3.099102714379317,0.42263550165274577,968,l2:liblinear,8.666421709771902e-05,5,"{'train': [464808, 54], 'val': [58102, 54], 'test': [58102, 54]}",forest_v1_0,mlogloss,,lr,,,,False,,,,FAIL
12,,2025-03-07 08:10:58.919651,2025-03-07 08:10:59.125737,0 days 00:00:00.206086,1.8383875772825157e-05,0.6069954638911863,129,l2:liblinear,1.0796652256635228e-05,5,"{'train': [464808, 54], 'val': [58102, 54], 'test': [58102, 54]}",forest_v1_0,mlogloss,,lr,,,,False,,,,FAIL
13,,2025-03-07 08:10:59.035107,2025-03-07 08:10:59.146754,0 days 00:00:00.111647,94.72138074987807,0.9808293489208364,838,elasticnet:saga,0.0001191094556785542,5,"{'train': [464808, 54], 'val': [58102, 54], 'test': [58102, 54]}",forest_v1_0,mlogloss,,lr,,,,False,,,,FAIL
14,0.7375303037064548,2025-03-07 08:12:43.954555,2025-03-07 08:43:44.741703,0 days 00:31:00.787148,0.0005228109721193718,0.8093658562012899,493,l1:liblinear,3.874147467551387e-05,5,"{'train': [464808, 54], 'val': [58102, 54], 'test': [58102, 54]}",forest_v1_0,mlogloss,False,lr,"{'C': 0.0005228109721193718, 'penalty_solver': 'l1:liblinear', 'l1_ratio': 0.8093658562012899, 'max_iter': 493, 'tol': 3.874147467551387e-05}",0.7475125270011029,0.0,False,,0.7375303037064548,0.0,COMPLETE
15,0.6674505574233229,2025-03-07 08:12:43.956534,2025-03-07 08:52:10.270579,0 days 00:39:26.314045,0.08290917029064834,0.8780724901444901,597,l1:liblinear,6.516962587992502e-05,5,"{'train': [464808, 54], 'val': [58102, 54], 'test': [58102, 54]}",forest_v1_0,mlogloss,True,lr,"{'C': 0.08290917029064834, 'penalty_solver': 'l1:liblinear', 'l1_ratio': 0.8780724901444901, 'max_iter': 597, 'tol': 6.516962587992502e-05}",0.7007940259406257,0.0,False,"{'val_roc_auc': 0.9293868124824156, 'val_mlogloss': 0.6627201442714479, 'val_accuracy': 0.7135382603008502, 'val_precision_micro': 0.7135382603008502, 'val_recall_micro': 0.7135382603008502, 'val_f1_micro': 0.7135382603008502, 'val_precision_weighted': 0.6998268051864504, 'val_recall_weighted': 0.7135382603008502, 'val_f1_weighted': 0.6988748305830644, 'val_precision_macro': 0.5867426285340545, 'val_recall_macro': 0.46211251321075913, 'val_f1_macro': 0.47582394484780915, 'val_cm': [[14555, 6223, 14, 0, 2, 0, 390], [5045, 22506, 678, 1, 31, 38, 31], [0, 358, 3080, 30, 0, 108, 0], [0, 0, 162, 74, 0, 39, 0], [9, 862, 68, 0, 10, 0, 0], [0, 627, 979, 2, 2, 127, 0], [927, 11, 7, 0, 0, 0, 1106]]}",0.6674505574233229,0.0,COMPLETE
16,0.6948408701697837,2025-03-07 08:12:43.966292,2025-03-07 08:42:35.413596,0 days 00:29:51.447304,0.002235922974214041,0.1749696370372762,849,l1:liblinear,2.491622379628421e-05,5,"{'train': [464808, 54], 'val': [58102, 54], 'test': [58102, 54]}",forest_v1_0,mlogloss,False,lr,"{'C': 0.002235922974214041, 'penalty_solver': 'l1:liblinear', 'l1_ratio': 0.1749696370372762, 'max_iter': 849, 'tol': 2.491622379628421e-05}",0.7209085754033068,0.0,False,,0.6948408701697837,0.0,COMPLETE
17,0.7718790504604023,2025-03-07 08:12:43.969762,2025-03-07 08:34:16.129482,0 days 00:21:32.159720,5.2959004321466774e-05,0.976635868194475,880,elasticnet:saga,0.0001995998413593255,5,"{'train': [464808, 54], 'val': [58102, 54], 'test': [58102, 54]}",forest_v1_0,mlogloss,False,lr,"{'C': 5.2959004321466774e-05, 'penalty_solver': 'elasticnet:saga', 'l1_ratio': 0.976635868194475, 'max_iter': 880, 'tol': 0.0001995998413593255}",0.8696944624945989,0.0,False,,0.7718790504604023,0.0,COMPLETE
18,1.0325186464647587,2025-03-07 08:12:43.973063,2025-03-07 08:31:59.817494,0 days 00:19:15.844431,0.10753794163930472,0.8119533855607183,251,l1:saga,7.058855209127119e-05,5,"{'train': [464808, 54], 'val': [58102, 54], 'test': [58102, 54]}",forest_v1_0,mlogloss,False,lr,"{'C': 0.10753794163930472, 'penalty_solver': 'l1:saga', 'l1_ratio': 0.8119533855607183, 'max_iter': 251, 'tol': 7.058855209127119e-05}",0.7616308651436822,0.0,False,,1.0325186464647587,0.0,COMPLETE
19,0.7341396959227684,2025-03-07 08:12:43.976263,2025-03-07 08:49:42.862773,0 days 00:36:58.886510,0.04365867127670072,0.18857030681906028,936,elasticnet:saga,1.2253441001829851e-05,5,"{'train': [464808, 54], 'val': [58102, 54], 'test': [58102, 54]}",forest_v1_0,mlogloss,False,lr,"{'C': 0.04365867127670072, 'penalty_solver': 'elasticnet:saga', 'l1_ratio': 0.18857030681906028, 'max_iter': 936, 'tol': 1.2253441001829851e-05}",0.746630548369173,0.0,False,,0.7341396959227684,0.0,COMPLETE
20,0.7500045741897678,2025-03-07 08:12:43.982023,2025-03-07 08:27:43.829992,0 days 00:14:59.847969,0.0002470789370081118,0.07256628067642645,174,l2:sag,0.000856655026152043,5,"{'train': [464808, 54], 'val': [58102, 54], 'test': [58102, 54]}",forest_v1_0,mlogloss,False,lr,"{'C': 0.0002470789370081118, 'penalty_solver': 'l2:sag', 'l1_ratio': 0.07256628067642645, 'max_iter': 174, 'tol': 0.000856655026152043}",0.8188587305350093,0.0,False,,0.7500045741897678,0.0,COMPLETE
21,0.7165582292789365,2025-03-07 08:12:43.987768,2025-03-07 08:49:26.412966,0 days 00:36:42.425198,66.88943514438645,0.7104256340067888,862,elasticnet:saga,2.8484414321600405e-05,5,"{'train': [464808, 54], 'val': [58102, 54], 'test': [58102, 54]}",forest_v1_0,mlogloss,False,lr,"{'C': 66.88943514438645, 'penalty_solver': 'elasticnet:saga', 'l1_ratio': 0.7104256340067888, 'max_iter': 862, 'tol': 2.8484414321600405e-05}",0.7785643928123143,0.0,False,,0.7165582292789365,0.0,COMPLETE
22,,2025-03-07 08:12:43.991079,,,4.725676373184278,0.37209617568379727,819,l2:lbfgs,5.832433478492103e-05,5,"{'train': [464808, 54], 'val': [58102, 54], 'test': [58102, 54]}",forest_v1_0,mlogloss,,lr,,,,False,,,,RUNNING
23,0.6765094087409561,2025-03-07 08:12:43.997878,2025-03-07 08:34:15.528286,0 days 00:21:31.530408,0.9852329490911322,0.6199056558332002,803,l2:liblinear,0.00015033229675130488,5,"{'train': [464808, 54], 'val': [58102, 54], 'test': [58102, 54]}",forest_v1_0,mlogloss,True,lr,"{'C': 0.9852329490911322, 'penalty_solver': 'l2:liblinear', 'l1_ratio': 0.6199056558332002, 'max_iter': 803, 'tol': 0.00015033229675130488}",0.7278664648162343,0.0,False,"{'val_roc_auc': 0.927823830715556, 'val_mlogloss': 0.6765094087409561, 'val_accuracy': 0.7045712712126949, 'val_precision_micro': 0.7045712712126949, 'val_recall_micro': 0.7045712712126949, 'val_f1_micro': 0.7045712712126949, 'val_precision_weighted': 0.6886994293672783, 'val_recall_weighted': 0.7045712712126949, 'val_f1_weighted': 0.6868623111817979, 'val_precision_macro': 0.5555950175823064, 'val_recall_macro': 0.4105432040857316, 'val_f1_macro': 0.4280160645470881, 'val_cm': [[14460, 6560, 13, 0, 1, 0, 150], [4939, 22683, 617, 1, 9, 60, 21], [9, 366, 3016, 29, 0, 155, 1], [0, 0, 191, 49, 0, 35, 0], [21, 860, 61, 0, 1, 5, 1], [0, 632, 958, 0, 0, 147, 0], [1451, 12, 7, 0, 0, 0, 581]]}",0.6765094087409561,0.0,COMPLETE
24,0.726392564254706,2025-03-07 08:12:44.000118,2025-03-07 08:40:01.405987,0 days 00:27:17.405869,0.31320459939088413,0.8007694096230313,750,l2:saga,7.719707411861858e-05,5,"{'train': [464808, 54], 'val': [58102, 54], 'test': [58102, 54]}",forest_v1_0,mlogloss,False,lr,"{'C': 0.31320459939088413, 'penalty_solver': 'l2:saga', 'l1_ratio': 0.8007694096230313, 'max_iter': 750, 'tol': 7.719707411861858e-05}",0.856174173185501,0.0,False,,0.726392564254706,0.0,COMPLETE
25,0.7226542102409799,2025-03-07 08:12:44.007717,2025-03-07 08:36:51.745544,0 days 00:24:07.737827,0.0019454839024506696,0.430701449464998,136,l2:liblinear,0.0005352514125792776,5,"{'train': [464808, 54], 'val': [58102, 54], 'test': [58102, 54]}",forest_v1_0,mlogloss,True,lr,"{'C': 0.0019454839024506696, 'penalty_solver': 'l2:liblinear', 'l1_ratio': 0.430701449464998, 'max_iter': 136, 'tol': 0.0005352514125792776}",0.8062878532598768,0.0,False,"{'val_roc_auc': 0.9140457539215289, 'val_mlogloss': 0.7226542102409799, 'val_accuracy': 0.6873601597191147, 'val_precision_micro': 0.6873601597191147, 'val_recall_micro': 0.6873601597191147, 'val_f1_micro': 0.6873601597191147, 'val_precision_weighted': 0.6618312777021531, 'val_recall_weighted': 0.6873601597191147, 'val_f1_weighted': 0.6595545116452762, 'val_precision_macro': 0.429545300361069, 'val_recall_macro': 0.32058378353907635, 'val_f1_macro': 0.31942924983510756, 'val_cm': [[14204, 6942, 0, 0, 0, 0, 38], [4832, 23179, 271, 0, 0, 32, 16], [8, 1107, 2383, 0, 0, 77, 1], [0, 0, 265, 0, 0, 10, 0], [4, 944, 0, 0, 0, 0, 1], [0, 746, 927, 0, 0, 64, 0], [1920, 24, 0, 0, 0, 0, 107]]}",0.7226542102409799,0.0,COMPLETE
26,0.9182156666498725,2025-03-07 08:12:44.016274,2025-03-07 08:36:52.135343,0 days 00:24:08.119069,14.494867724886827,0.7872642427767997,491,elasticnet:saga,1.695513599231274e-05,5,"{'train': [464808, 54], 'val': [58102, 54], 'test': [58102, 54]}",forest_v1_0,mlogloss,False,lr,"{'C': 14.494867724886827, 'penalty_solver': 'elasticnet:saga', 'l1_ratio': 0.7872642427767997, 'max_iter': 491, 'tol': 1.695513599231274e-05}",0.7390724724104352,0.0,False,,0.9182156666498725,0.0,COMPLETE
27,0.7556824505267641,2025-03-07 08:12:44.168599,2025-03-07 08:33:38.853163,0 days 00:20:54.684564,1.1034005898853718e-05,0.049352468371193,476,elasticnet:saga,0.0004147242955185673,5,"{'train': [464808, 54], 'val': [58102, 54], 'test': [58102, 54]}",forest_v1_0,mlogloss,False,lr,"{'C': 1.1034005898853718e-05, 'penalty_solver': 'elasticnet:saga', 'l1_ratio': 0.049352468371193, 'max_iter': 476, 'tol': 0.0004147242955185673}",1.0301464530204367,0.0,False,,0.7556824505267641,0.0,COMPLETE
28,,2025-03-07 08:27:43.880693,,,0.0002585775051143828,0.28161698468553553,965,l2:lbfgs,0.00036057203643168013,5,"{'train': [464808, 54], 'val': [58102, 54], 'test': [58102, 54]}",forest_v1_0,mlogloss,,lr,,,,False,,,,RUNNING
29,0.7185333419147909,2025-03-07 08:31:59.872497,2025-03-07 08:51:38.327277,0 days 00:19:38.454780,0.01872557405037317,0.29858404227811497,972,elasticnet:saga,0.0005317911737119296,5,"{'train': [464808, 54], 'val': [58102, 54], 'test': [58102, 54]}",forest_v1_0,mlogloss,False,lr,"{'C': 0.01872557405037317, 'penalty_solver': 'elasticnet:saga', 'l1_ratio': 0.29858404227811497, 'max_iter': 972, 'tol': 0.0005317911737119296}",0.7380884544970436,0.0,False,,0.7185333419147909,0.0,COMPLETE
30,0.7225786539681572,2025-03-07 08:33:38.946378,2025-03-07 08:48:44.945980,0 days 00:15:05.999602,0.899854995828966,0.6279205105919434,212,l2:sag,0.00037650298191910155,5,"{'train': [464808, 54], 'val': [58102, 54], 'test': [58102, 54]}",forest_v1_0,mlogloss,False,lr,"{'C': 0.899854995828966, 'penalty_solver': 'l2:sag', 'l1_ratio': 0.6279205105919434, 'max_iter': 212, 'tol': 0.00037650298191910155}",1.0051365203518514,0.0,False,,0.7225786539681572,0.0,COMPLETE
31,1.173955484753526,2025-03-07 08:34:15.575530,2025-03-07 08:54:03.037928,0 days 00:19:47.462398,2.4394692876817174,0.24101962705857216,452,l1:saga,3.2310248682653125e-05,5,"{'train': [464808, 54], 'val': [58102, 54], 'test': [58102, 54]}",forest_v1_0,mlogloss,False,lr,"{'C': 2.4394692876817174, 'penalty_solver': 'l1:saga', 'l1_ratio': 0.24101962705857216, 'max_iter': 452, 'tol': 3.2310248682653125e-05}",0.9849242544953916,0.0,False,,1.173955484753526,0.0,COMPLETE
32,0.7475587256079398,2025-03-07 08:34:16.241361,2025-03-07 08:51:08.445150,0 days 00:16:52.203789,0.00028829650171758236,0.5250608314672751,341,elasticnet:saga,2.3173018226579656e-05,5,"{'train': [464808, 54], 'val': [58102, 54], 'test': [58102, 54]}",forest_v1_0,mlogloss,False,lr,"{'C': 0.00028829650171758236, 'penalty_solver': 'elasticnet:saga', 'l1_ratio': 0.5250608314672751, 'max_iter': 341, 'tol': 2.3173018226579656e-05}",0.9355301999476298,0.0,False,,0.7475587256079398,0.0,COMPLETE
33,1.9459101490553148,2025-03-07 08:36:51.782801,2025-03-07 09:19:44.862447,0 days 00:42:53.079646,0.36264409286899085,0.39534316068814,845,l2:lbfgs,4.699941049120226e-05,5,"{'train': [464808, 54], 'val': [58102, 54], 'test': [58102, 54]}",forest_v1_0,mlogloss,False,lr,"{'C': 0.36264409286899085, 'penalty_solver': 'l2:lbfgs', 'l1_ratio': 0.39534316068814, 'max_iter': 845, 'tol': 4.699941049120226e-05}",1.9459101490553121,0.0,False,,1.9459101490553148,0.0,COMPLETE
34,0.7235394556588833,2025-03-07 08:36:52.183989,2025-03-07 08:55:10.403278,0 days 00:18:18.219289,2.335829803388853,0.7564518562376523,809,elasticnet:saga,0.0008596551415818968,5,"{'train': [464808, 54], 'val': [58102, 54], 'test': [58102, 54]}",forest_v1_0,mlogloss,False,lr,"{'C': 2.335829803388853, 'penalty_solver': 'elasticnet:saga', 'l1_ratio': 0.7564518562376523, 'max_iter': 809, 'tol': 0.0008596551415818968}",0.7584857036043211,0.0,False,,0.7235394556588833,0.0,COMPLETE
35,0.6774620240618197,2025-03-07 08:40:01.448283,2025-03-07 08:53:05.437367,0 days 00:13:03.989084,0.010368737038077025,0.7965917940036776,655,l2:liblinear,6.827644851696467e-05,5,"{'train': [464808, 54], 'val': [58102, 54], 'test': [58102, 54]}",forest_v1_0,mlogloss,False,lr,"{'C': 0.010368737038077025, 'penalty_solver': 'l2:liblinear', 'l1_ratio': 0.7965917940036776, 'max_iter': 655, 'tol': 6.827644851696467e-05}",0.717979760497629,0.0,False,,0.6774620240618197,0.0,COMPLETE
36,0.7221966144630454,2025-03-07 08:42:35.452951,2025-03-07 08:59:35.455866,0 days 00:17:00.002915,0.04537225302234671,0.8686747315831244,439,elasticnet:saga,0.0002606702849897083,5,"{'train': [464808, 54], 'val': [58102, 54], 'test': [58102, 54]}",forest_v1_0,mlogloss,False,lr,"{'C': 0.04537225302234671, 'penalty_solver': 'elasticnet:saga', 'l1_ratio': 0.8686747315831244, 'max_iter': 439, 'tol': 0.0002606702849897083}",0.8661995959781275,0.0,False,,0.7221966144630454,0.0,COMPLETE
37,0.6935771539995703,2025-03-07 08:43:44.795710,2025-03-07 08:57:42.606295,0 days 00:13:57.810585,55.06359926215541,0.4800306308532137,997,l2:liblinear,0.00017761040892822977,5,"{'train': [464808, 54], 'val': [58102, 54], 'test': [58102, 54]}",forest_v1_0,mlogloss,False,lr,"{'C': 55.06359926215541, 'penalty_solver': 'l2:liblinear', 'l1_ratio': 0.4800306308532137, 'max_iter': 997, 'tol': 0.00017761040892822977}",0.7444462152547522,0.0,False,,0.6935771539995703,0.0,COMPLETE
38,0.6858766389782672,2025-03-07 08:48:45.039203,2025-03-07 09:15:52.783187,0 days 00:27:07.743984,0.003953269302320486,0.3337185702329081,956,l1:liblinear,1.187462388273072e-05,5,"{'train': [464808, 54], 'val': [58102, 54], 'test': [58102, 54]}",forest_v1_0,mlogloss,False,lr,"{'C': 0.003953269302320486, 'penalty_solver': 'l1:liblinear', 'l1_ratio': 0.3337185702329081, 'max_iter': 956, 'tol': 1.187462388273072e-05}",0.6834208716461103,0.0,False,,0.6858766389782672,0.0,COMPLETE
39,,2025-03-07 08:49:26.491074,,,0.006223789453814822,0.28295662768112523,995,l2:lbfgs,1.0531311758109589e-05,5,"{'train': [464808, 54], 'val': [58102, 54], 'test': [58102, 54]}",forest_v1_0,mlogloss,,lr,,,,False,,,,RUNNING
40,1.0084539331029476,2025-03-07 08:49:50.754398,2025-03-07 10:00:46.325033,0 days 01:10:55.570635,0.006795954284842855,0.38591787059598587,683,l2:lbfgs,0.0001740758502675412,5,"{'train': [464808, 54], 'val': [58102, 54], 'test': [58102, 54]}",forest_v1_0,mlogloss,False,lr,"{'C': 0.006795954284842855, 'penalty_solver': 'l2:lbfgs', 'l1_ratio': 0.38591787059598587, 'max_iter': 683, 'tol': 0.0001740758502675412}",1.0259737969972798,0.0,False,,1.0084539331029476,0.0,COMPLETE
41,0.6829691829788447,2025-03-07 08:51:22.110995,2025-03-07 09:03:33.448856,0 days 00:12:11.337861,0.006657422627218748,0.35910598144145023,645,l2:liblinear,0.0001631441853705579,5,"{'train': [464808, 54], 'val': [58102, 54], 'test': [58102, 54]}",forest_v1_0,mlogloss,False,lr,"{'C': 0.006657422627218748, 'penalty_solver': 'l2:liblinear', 'l1_ratio': 0.35910598144145023, 'max_iter': 645, 'tol': 0.0001631441853705579}",0.8244458539393832,0.0,False,,0.6829691829788447,0.0,COMPLETE
42,0.6620885715445897,2025-03-07 08:52:10.052430,2025-03-07 09:08:55.369926,0 days 00:16:45.317496,2.8150645392060993,0.38663190201830494,704,l1:liblinear,0.00015863909944384581,5,"{'train': [464808, 54], 'val': [58102, 54], 'test': [58102, 54]}",forest_v1_0,mlogloss,True,lr,"{'C': 2.8150645392060993, 'penalty_solver': 'l1:liblinear', 'l1_ratio': 0.38663190201830494, 'max_iter': 704, 'tol': 0.00015863909944384581}",0.6595389979837466,0.0,False,"{'val_roc_auc': 0.9293755856729281, 'val_mlogloss': 0.6620885715445897, 'val_accuracy': 0.7137275825272796, 'val_precision_micro': 0.7137275825272796, 'val_recall_micro': 0.7137275825272796, 'val_f1_micro': 0.7137275825272796, 'val_precision_weighted': 0.6994044510837508, 'val_recall_weighted': 0.7137275825272796, 'val_f1_weighted': 0.6989529512015351, 'val_precision_macro': 0.5824675877633627, 'val_recall_macro': 0.46859487330351607, 'val_f1_macro': 0.48129753834632644, 'val_cm': [[14556, 6216, 14, 0, 3, 0, 395], [5053, 22499, 673, 1, 29, 43, 32], [0, 356, 3091, 31, 0, 98, 0], [0, 0, 153, 87, 0, 35, 0], [11, 861, 68, 0, 9, 0, 0], [0, 627, 981, 8, 3, 118, 0], [924, 11, 7, 0, 0, 0, 1109]]}",0.6620885715445897,0.0,COMPLETE
43,0.6771984635229982,2025-03-07 08:52:10.354665,2025-03-07 09:04:20.812316,0 days 00:12:10.457651,1.523096978056629,0.9814411176687381,673,l2:liblinear,0.0001297660208678293,5,"{'train': [464808, 54], 'val': [58102, 54], 'test': [58102, 54]}",forest_v1_0,mlogloss,False,lr,"{'C': 1.523096978056629, 'penalty_solver': 'l2:liblinear', 'l1_ratio': 0.9814411176687381, 'max_iter': 673, 'tol': 0.0001297660208678293}",0.6752532743229848,0.0,False,,0.6771984635229982,0.0,COMPLETE
44,,2025-03-07 08:53:05.496770,,,2.0736029621023846,0.9458333900370979,642,l2:lbfgs,0.00018518303207849614,5,"{'train': [464808, 54], 'val': [58102, 54], 'test': [58102, 54]}",forest_v1_0,mlogloss,,lr,,,,False,,,,RUNNING
45,,2025-03-07 08:54:03.090461,,,6.276211534727921,0.5913958548997577,644,l2:lbfgs,0.00015164810044100748,5,"{'train': [464808, 54], 'val': [58102, 54], 'test': [58102, 54]}",forest_v1_0,mlogloss,,lr,,,,False,,,,RUNNING
46,,2025-03-07 08:55:52.497676,,,13.780618131926744,0.9880070758449144,647,l2:lbfgs,0.00015748967510050693,5,"{'train': [464808, 54], 'val': [58102, 54], 'test': [58102, 54]}",forest_v1_0,mlogloss,,lr,,,,False,,,,RUNNING
47,0.9984565218581871,2025-03-07 08:57:42.636724,2025-03-07 09:53:26.381195,0 days 00:55:43.744471,0.2564296272715108,0.9972448417654862,623,l2:lbfgs,0.00016282735033191673,5,"{'train': [464808, 54], 'val': [58102, 54], 'test': [58102, 54]}",forest_v1_0,mlogloss,False,lr,"{'C': 0.2564296272715108, 'penalty_solver': 'l2:lbfgs', 'l1_ratio': 0.9972448417654862, 'max_iter': 623, 'tol': 0.00016282735033191673}",1.034209498284577,0.0,False,,0.9984565218581871,0.0,COMPLETE
48,,2025-03-07 08:59:35.486471,,,0.01261827585323151,0.9943397238138628,666,l2:lbfgs,0.00011473280412276607,5,"{'train': [464808, 54], 'val': [58102, 54], 'test': [58102, 54]}",forest_v1_0,mlogloss,,lr,,,,False,,,,RUNNING
49,,2025-03-07 09:03:33.485439,,,0.6272340733811133,0.9703361065154678,652,l2:lbfgs,5.6021602591641575e-05,5,"{'train': [464808, 54], 'val': [58102, 54], 'test': [58102, 54]}",forest_v1_0,mlogloss,,lr,,,,False,,,,RUNNING
50,0.9979804230043228,2025-03-07 09:04:20.829308,2025-03-07 10:27:28.923936,0 days 01:23:08.094628,0.2959185431524882,0.9859223553659934,720,l2:lbfgs,0.00011576009919516169,5,"{'train': [464808, 54], 'val': [58102, 54], 'test': [58102, 54]}",forest_v1_0,mlogloss,False,lr,"{'C': 0.2959185431524882, 'penalty_solver': 'l2:lbfgs', 'l1_ratio': 0.9859223553659934, 'max_iter': 720, 'tol': 0.00011576009919516169}",1.0260032003958257,0.0,False,,0.9979804230043228,0.0,COMPLETE
51,,2025-03-07 09:09:01.133467,,,8.108865453423824,0.610294064942541,587,l2:lbfgs,0.00011542896302122851,5,"{'train': [464808, 54], 'val': [58102, 54], 'test': [58102, 54]}",forest_v1_0,mlogloss,,lr,,,,False,,,,RUNNING
52,,2025-03-07 09:15:53.768617,,,0.2614478349260976,0.5999406664335546,576,l2:lbfgs,4.255905709858595e-05,5,"{'train': [464808, 54], 'val': [58102, 54], 'test': [58102, 54]}",forest_v1_0,mlogloss,,lr,,,,False,,,,RUNNING
53,0.6617867217985753,2025-03-07 09:19:44.887081,2025-03-07 09:32:26.610751,0 days 00:12:41.723670,9.618631751361129,0.5881462517633972,584,l1:liblinear,0.00010469135555879149,5,"{'train': [464808, 54], 'val': [58102, 54], 'test': [58102, 54]}",forest_v1_0,mlogloss,True,lr,"{'C': 9.618631751361129, 'penalty_solver': 'l1:liblinear', 'l1_ratio': 0.5881462517633972, 'max_iter': 584, 'tol': 0.00010469135555879149}",0.659185737941418,0.0,False,"{'val_roc_auc': 0.9294522467074238, 'val_mlogloss': 0.6617867217985753, 'val_accuracy': 0.7137620047502667, 'val_precision_micro': 0.7137620047502667, 'val_recall_micro': 0.7137620047502667, 'val_f1_micro': 0.7137620047502667, 'val_precision_weighted': 0.6995911075629004, 'val_recall_weighted': 0.7137620047502667, 'val_f1_weighted': 0.699120638063175, 'val_precision_macro': 0.5825050746791766, 'val_recall_macro': 0.46826596888076333, 'val_f1_macro': 0.48143998075538535, 'val_cm': [[14558, 6215, 14, 0, 3, 0, 394], [5049, 22501, 675, 1, 30, 42, 32], [0, 356, 3086, 31, 0, 103, 0], [0, 0, 153, 86, 0, 36, 0], [11, 861, 68, 0, 9, 0, 0], [0, 626, 975, 8, 3, 125, 0], [927, 11, 7, 0, 0, 0, 1106]]}",0.6617867217985753,0.0,COMPLETE
54,0.6617819876997856,2025-03-07 09:32:27.611903,2025-03-07 09:45:08.566500,0 days 00:12:40.954597,10.558278130280515,0.570497284516704,576,l1:liblinear,0.0001010654222999762,5,"{'train': [464808, 54], 'val': [58102, 54], 'test': [58102, 54]}",forest_v1_0,mlogloss,True,lr,"{'C': 10.558278130280515, 'penalty_solver': 'l1:liblinear', 'l1_ratio': 0.570497284516704, 'max_iter': 576, 'tol': 0.0001010654222999762}",0.6591842878028286,0.0,False,"{'val_roc_auc': 0.9294520475880966, 'val_mlogloss': 0.6617819876997856, 'val_accuracy': 0.7137275825272796, 'val_precision_micro': 0.7137275825272796, 'val_recall_micro': 0.7137275825272796, 'val_f1_micro': 0.7137275825272796, 'val_precision_weighted': 0.6993730887041032, 'val_recall_weighted': 0.7137275825272796, 'val_f1_weighted': 0.6990656117165808, 'val_precision_macro': 0.5811113222667654, 'val_recall_macro': 0.468101481669644, 'val_f1_macro': 0.4811462513699717, 'val_cm': [[14558, 6215, 14, 0, 3, 0, 394], [5048, 22501, 675, 1, 31, 42, 32], [0, 355, 3086, 31, 0, 104, 0], [0, 0, 153, 86, 0, 36, 0], [11, 861, 68, 0, 9, 0, 0], [0, 626, 977, 8, 3, 123, 0], [927, 11, 7, 0, 0, 0, 1106]]}",0.6617819876997856,0.0,COMPLETE
55,0.6617863338889969,2025-03-07 09:45:09.498393,2025-03-07 10:03:59.245195,0 days 00:18:49.746802,10.237632198036332,0.5771596969169119,562,l1:liblinear,0.00010993659881135612,5,"{'train': [464808, 54], 'val': [58102, 54], 'test': [58102, 54]}",forest_v1_0,mlogloss,False,lr,"{'C': 10.237632198036332, 'penalty_solver': 'l1:liblinear', 'l1_ratio': 0.5771596969169119, 'max_iter': 562, 'tol': 0.00010993659881135612}",0.6591906588767609,0.0,False,,0.6617863338889969,0.0,COMPLETE
56,0.6614428973570167,2025-03-07 09:53:26.420036,2025-03-07 10:25:49.519230,0 days 00:32:23.099194,7.459724193401961,0.5559225692027648,565,l1:liblinear,4.528152611802195e-05,5,"{'train': [464808, 54], 'val': [58102, 54], 'test': [58102, 54]}",forest_v1_0,mlogloss,True,lr,"{'C': 7.459724193401961, 'penalty_solver': 'l1:liblinear', 'l1_ratio': 0.5559225692027648, 'max_iter': 565, 'tol': 4.528152611802195e-05}",0.6587983252821884,0.0,False,"{'val_roc_auc': 0.9295577302110238, 'val_mlogloss': 0.6614428973570167, 'val_accuracy': 0.7139685380881897, 'val_precision_micro': 0.7139685380881897, 'val_recall_micro': 0.7139685380881897, 'val_f1_micro': 0.7139685380881897, 'val_precision_weighted': 0.7000216688216877, 'val_recall_weighted': 0.7139685380881897, 'val_f1_weighted': 0.6995278387643221, 'val_precision_macro': 0.5842054429638457, 'val_recall_macro': 0.4682777170647164, 'val_f1_macro': 0.48205887275933434, 'val_cm': [[14570, 6206, 14, 0, 3, 0, 391], [5050, 22501, 672, 1, 27, 47, 32], [0, 355, 3077, 31, 0, 113, 0], [0, 0, 154, 85, 0, 36, 0], [11, 861, 68, 0, 9, 0, 0], [0, 625, 967, 8, 3, 134, 0], [926, 11, 7, 0, 0, 0, 1107]]}",0.6614428973570167,0.0,COMPLETE
57,0.6614160855772266,2025-03-07 10:00:46.352906,2025-03-07 10:45:10.682273,0 days 00:44:24.329367,11.655472295612883,0.5673558522790473,550,l1:liblinear,4.4695182580481785e-05,5,"{'train': [464808, 54], 'val': [58102, 54], 'test': [58102, 54]}",forest_v1_0,mlogloss,True,lr,"{'C': 11.655472295612883, 'penalty_solver': 'l1:liblinear', 'l1_ratio': 0.5673558522790473, 'max_iter': 550, 'tol': 4.4695182580481785e-05}",0.6587626681491918,0.0,False,"{'val_roc_auc': 0.9295653890657446, 'val_mlogloss': 0.6614160855772266, 'val_accuracy': 0.7140029603111769, 'val_precision_micro': 0.7140029603111769, 'val_recall_micro': 0.7140029603111769, 'val_f1_micro': 0.7140029603111769, 'val_precision_weighted': 0.6999668135610365, 'val_recall_weighted': 0.7140029603111769, 'val_f1_weighted': 0.6996098366410228, 'val_precision_macro': 0.5836258179500499, 'val_recall_macro': 0.4688393322478623, 'val_f1_macro': 0.48273987571939475, 'val_cm': [[14570, 6206, 14, 0, 3, 0, 391], [5047, 22503, 672, 1, 27, 48, 32], [0, 354, 3074, 31, 1, 116, 0], [0, 0, 154, 86, 0, 35, 0], [11, 861, 68, 0, 9, 0, 0], [0, 625, 966, 8, 3, 135, 0], [925, 11, 7, 0, 0, 0, 1108]]}",0.6614160855772266,0.0,COMPLETE
58,0.6618920249512533,2025-03-07 10:03:59.270285,2025-03-07 10:20:21.297059,0 days 00:16:22.026774,8.393389900978752,0.5733018061701951,551,l1:liblinear,0.00011387818326576763,5,"{'train': [464808, 54], 'val': [58102, 54], 'test': [58102, 54]}",forest_v1_0,mlogloss,False,lr,"{'C': 8.393389900978752, 'penalty_solver': 'l1:liblinear', 'l1_ratio': 0.5733018061701951, 'max_iter': 551, 'tol': 0.00011387818326576763}",0.6592985488570391,0.0,False,,0.6618920249512533,0.0,COMPLETE
59,0.6618337575804186,2025-03-07 10:20:21.328380,2025-03-07 10:50:03.950849,0 days 00:29:42.622469,12.587414498877646,0.587182254159709,568,l1:liblinear,0.00010290496011707416,5,"{'train': [464808, 54], 'val': [58102, 54], 'test': [58102, 54]}",forest_v1_0,mlogloss,False,lr,"{'C': 12.587414498877646, 'penalty_solver': 'l1:liblinear', 'l1_ratio': 0.587182254159709, 'max_iter': 568, 'tol': 0.00010290496011707416}",0.6592304611936718,0.0,False,,0.6618337575804186,0.0,COMPLETE
60,0.6614597272265049,2025-03-07 10:25:57.119538,2025-03-07 10:59:28.775164,0 days 00:33:31.655626,12.171604969704727,0.6697124766906287,564,l1:liblinear,4.634066356964722e-05,5,"{'train': [464808, 54], 'val': [58102, 54], 'test': [58102, 54]}",forest_v1_0,mlogloss,False,lr,"{'C': 12.171604969704727, 'penalty_solver': 'l1:liblinear', 'l1_ratio': 0.6697124766906287, 'max_iter': 564, 'tol': 4.634066356964722e-05}",0.6588125265761676,0.0,False,,0.6614597272265049,0.0,COMPLETE
61,0.6614250420107123,2025-03-07 10:27:28.944334,2025-03-07 11:01:23.289201,0 days 00:33:54.344867,12.625185196589724,0.6995586189884887,557,l1:liblinear,4.846841583410714e-05,5,"{'train': [464808, 54], 'val': [58102, 54], 'test': [58102, 54]}",forest_v1_0,mlogloss,False,lr,"{'C': 12.625185196589724, 'penalty_solver': 'l1:liblinear', 'l1_ratio': 0.6995586189884887, 'max_iter': 557, 'tol': 4.846841583410714e-05}",0.658772991340384,0.0,False,,0.6614250420107123,0.0,COMPLETE
62,,2025-03-07 10:45:10.710219,,,22.761017380313884,0.7013164516803247,373,l1:liblinear,4.737215120463014e-05,5,"{'train': [464808, 54], 'val': [58102, 54], 'test': [58102, 54]}",forest_v1_0,mlogloss,,lr,,,,False,,,,RUNNING
63,,2025-03-07 10:50:03.977001,,,24.4879916982142,0.6890386437865847,381,l1:liblinear,4.561160164255161e-05,5,"{'train': [464808, 54], 'val': [58102, 54], 'test': [58102, 54]}",forest_v1_0,mlogloss,,lr,,,,False,,,,RUNNING
64,,2025-03-07 10:59:51.647396,,,34.243025953023185,0.7058689812014265,357,l1:liblinear,4.216425664309419e-05,5,"{'train': [464808, 54], 'val': [58102, 54], 'test': [58102, 54]}",forest_v1_0,mlogloss,,lr,,,,False,,,,RUNNING