diff --git "a/Analysis_code/5.optima/run_bash/deepgbm/deepgbm_smotenc_ctgan20000.log" "b/Analysis_code/5.optima/run_bash/deepgbm/deepgbm_smotenc_ctgan20000.log" --- "a/Analysis_code/5.optima/run_bash/deepgbm/deepgbm_smotenc_ctgan20000.log" +++ "b/Analysis_code/5.optima/run_bash/deepgbm/deepgbm_smotenc_ctgan20000.log" @@ -651,635 +651,635 @@ Trial 50 완료 Best Parameters: {'d_main': 64, 'd_hidden': 256, 'n_blocks': 3, 'dropout': 0.2843714965028271, 'lr': 0.009315324608427497, 'weight_decay': 0.022174119634941862, 'batch_size': 128} ================================================================================ - Fold 1 - 클래스별 가중치: {0: 0.9429593495934959, 1: 0.9205079365079365, 2: 1.1721238580321771} (클래스별 샘플 수: {0: 20500, 1: 21000, 2: 16492}) -ut': 0.12642891069348194, 'lr': 0.003991429900223644, 'weight_decay': 0.09309925180854568, 'batch_size': 32} -================================================================================ - Fold 1 - 클래스별 가중치: {0: 0.9429593495934959, 1: 0.9205079365079365, 2: 1.1721238580321771} (클래스별 샘플 수: {0: 20500, 1: 21000, 2: 16492}) Fold 2 - 클래스별 가중치: {0: 0.9440162601626017, 1: 0.917172195892575, 2: 1.1759332401612284} (클래스별 샘플 수: {0: 20500, 1: 21100, 2: 16457}) - Fold 3 - 클래스별 가중치: {0: 0.9437235772357724, 1: 0.9168878357030016, 2: 1.1768558509236167} (클래스별 샘플 수: {0: 20500, 1: 21100, 2: 16439}) -[I 2025-12-25 16:21:35,227] Trial 50 finished with value: 0.4189061362739133 and parameters: {'d_main': 96, 'd_hidden': 192, 'n_blocks': 5, 'dropout': 0.10702365279418882, 'lr': 0.007817047784089107, 'weight_decay': 0.010992417433931895, 'batch_size': 64}. Best is trial 24 with value: 0.4302129848817923. - -================================================================================ -Trial 50 완료 - Value (CSI): 0.418906 - Parameters: {'d_main': 96, 'd_hidden': 192, 'n_blocks': 5, 'dropout': 0.10702365279418882, 'lr': 0.007817047784089107, 'weight_decay': 0.010992417433931895, 'batch_size': 64} - Best Value (CSI): 0.430213 - Best Trial: 24 - Best Parameters: {'d_main': 96, 'd_hidden': 128, 'n_blocks': 6, 'dropout': 0.12642891069348194, 'lr': 0.003991429900223644, 'weight_decay': 0.09309925180854568, 'batch_size': 32} -================================================================================ - - Fold 1 - 클래스별 가중치: {0: 0.9429593495934959, 1: 0.9205079365079365, 2: 1.1721238580321771} (클래스별 샘플 수: {0: 20500, 1: 21000, 2: 16492}) -[I 2025-12-25 16:22:22,041] Trial 51 pruned. +[I 2025-12-25 17:45:17,876] Trial 51 pruned. ================================================================================ Trial 51 완료 - Value (CSI): 0.315152 - Parameters: {'d_main': 96, 'd_hidden': 256, 'n_blocks': 5, 'dropout': 0.10675256623056373, 'lr': 0.007225067641766694, 'weight_decay': 0.011195785028922937, 'batch_size': 64} - Best Value (CSI): 0.430213 - Best Trial: 24 - Best Parameters: {'d_main': 96, 'd_hidden': 128, 'n_blocks': 6, 'dropout': 0.12642891069348194, 'lr': 0.003991429900223644, 'weight_decay': 0.09309925180854568, 'batch_size': 32} + Value (CSI): 0.401370 + Parameters: {'d_main': 160, 'd_hidden': 256, 'n_blocks': 5, 'dropout': 0.10109737567989377, 'lr': 0.003028165899051981, 'weight_decay': 0.0027504027042338417, 'batch_size': 32} + Best Value (CSI): 0.406719 + Best Trial: 5 + Best Parameters: {'d_main': 64, 'd_hidden': 256, 'n_blocks': 3, 'dropout': 0.2843714965028271, 'lr': 0.009315324608427497, 'weight_decay': 0.022174119634941862, 'batch_size': 128} ================================================================================ Fold 1 - 클래스별 가중치: {0: 0.9429593495934959, 1: 0.9205079365079365, 2: 1.1721238580321771} (클래스별 샘플 수: {0: 20500, 1: 21000, 2: 16492}) -[I 2025-12-25 16:22:48,029] Trial 52 pruned. +[I 2025-12-25 17:46:33,363] Trial 52 pruned. ================================================================================ Trial 52 완료 - Value (CSI): 0.268817 - Parameters: {'d_main': 96, 'd_hidden': 192, 'n_blocks': 5, 'dropout': 0.12863743103196137, 'lr': 0.009963698301545788, 'weight_decay': 0.01681389901654019, 'batch_size': 64} - Best Value (CSI): 0.430213 - Best Trial: 24 - Best Parameters: {'d_main': 96, 'd_hidden': 128, 'n_blocks': 6, 'dropout': 0.12642891069348194, 'lr': 0.003991429900223644, 'weight_decay': 0.09309925180854568, 'batch_size': 32} + Value (CSI): 0.320346 + Parameters: {'d_main': 192, 'd_hidden': 256, 'n_blocks': 5, 'dropout': 0.13129793914369212, 'lr': 0.001481532884357565, 'weight_decay': 0.0018890375815431247, 'batch_size': 32} + Best Value (CSI): 0.406719 + Best Trial: 5 + Best Parameters: {'d_main': 64, 'd_hidden': 256, 'n_blocks': 3, 'dropout': 0.2843714965028271, 'lr': 0.009315324608427497, 'weight_decay': 0.022174119634941862, 'batch_size': 128} ================================================================================ Fold 1 - 클래스별 가중치: {0: 0.9429593495934959, 1: 0.9205079365079365, 2: 1.1721238580321771} (클래스별 샘플 수: {0: 20500, 1: 21000, 2: 16492}) -[I 2025-12-25 16:23:34,552] Trial 53 pruned. +[I 2025-12-25 17:48:54,808] Trial 53 pruned. ================================================================================ Trial 53 완료 - Value (CSI): 0.378917 - Parameters: {'d_main': 96, 'd_hidden': 256, 'n_blocks': 4, 'dropout': 0.10032926402706926, 'lr': 0.004897209018455356, 'weight_decay': 0.02200313283130308, 'batch_size': 64} - Best Value (CSI): 0.430213 - Best Trial: 24 - Best Parameters: {'d_main': 96, 'd_hidden': 128, 'n_blocks': 6, 'dropout': 0.12642891069348194, 'lr': 0.003991429900223644, 'weight_decay': 0.09309925180854568, 'batch_size': 32} + Value (CSI): 0.295031 + Parameters: {'d_main': 224, 'd_hidden': 256, 'n_blocks': 5, 'dropout': 0.11549644536193453, 'lr': 0.004046619329973408, 'weight_decay': 0.0037065849177916597, 'batch_size': 32} + Best Value (CSI): 0.406719 + Best Trial: 5 + Best Parameters: {'d_main': 64, 'd_hidden': 256, 'n_blocks': 3, 'dropout': 0.2843714965028271, 'lr': 0.009315324608427497, 'weight_decay': 0.022174119634941862, 'batch_size': 128} ================================================================================ Fold 1 - 클래스별 가중치: {0: 0.9429593495934959, 1: 0.9205079365079365, 2: 1.1721238580321771} (클래스별 샘플 수: {0: 20500, 1: 21000, 2: 16492}) -[I 2025-12-25 16:24:22,056] Trial 54 pruned. +[I 2025-12-25 17:49:34,159] Trial 54 pruned. ================================================================================ Trial 54 완료 - Value (CSI): 0.304933 - Parameters: {'d_main': 64, 'd_hidden': 192, 'n_blocks': 6, 'dropout': 0.11791941563052726, 'lr': 0.0035178854000125635, 'weight_decay': 0.008589087774902776, 'batch_size': 64} - Best Value (CSI): 0.430213 - Best Trial: 24 - Best Parameters: {'d_main': 96, 'd_hidden': 128, 'n_blocks': 6, 'dropout': 0.12642891069348194, 'lr': 0.003991429900223644, 'weight_decay': 0.09309925180854568, 'batch_size': 32} + Value (CSI): 0.251908 + Parameters: {'d_main': 192, 'd_hidden': 192, 'n_blocks': 5, 'dropout': 0.15425463648448123, 'lr': 0.009796278594102578, 'weight_decay': 0.0022875593476935716, 'batch_size': 128} + Best Value (CSI): 0.406719 + Best Trial: 5 + Best Parameters: {'d_main': 64, 'd_hidden': 256, 'n_blocks': 3, 'dropout': 0.2843714965028271, 'lr': 0.009315324608427497, 'weight_decay': 0.022174119634941862, 'batch_size': 128} ================================================================================ Fold 1 - 클래스별 가중치: {0: 0.9429593495934959, 1: 0.9205079365079365, 2: 1.1721238580321771} (클래스별 샘플 수: {0: 20500, 1: 21000, 2: 16492}) -[I 2025-12-25 16:24:48,433] Trial 55 pruned. + Fold 2 - 클래스별 가중치: {0: 0.9440162601626017, 1: 0.917172195892575, 2: 1.1759332401612284} (클래스별 샘플 수: {0: 20500, 1: 21100, 2: 16457}) +[I 2025-12-25 17:56:25,722] Trial 55 pruned. ================================================================================ Trial 55 완료 - Value (CSI): 0.284375 - Parameters: {'d_main': 96, 'd_hidden': 192, 'n_blocks': 5, 'dropout': 0.14236828236532537, 'lr': 0.006798542004134109, 'weight_decay': 0.005311876683372322, 'batch_size': 64} - Best Value (CSI): 0.430213 - Best Trial: 24 - Best Parameters: {'d_main': 96, 'd_hidden': 128, 'n_blocks': 6, 'dropout': 0.12642891069348194, 'lr': 0.003991429900223644, 'weight_decay': 0.09309925180854568, 'batch_size': 32} + Value (CSI): 0.397622 + Parameters: {'d_main': 160, 'd_hidden': 256, 'n_blocks': 4, 'dropout': 0.13681335810227524, 'lr': 0.002786936085766453, 'weight_decay': 0.00163223881691868, 'batch_size': 32} + Best Value (CSI): 0.406719 + Best Trial: 5 + Best Parameters: {'d_main': 64, 'd_hidden': 256, 'n_blocks': 3, 'dropout': 0.2843714965028271, 'lr': 0.009315324608427497, 'weight_decay': 0.022174119634941862, 'batch_size': 128} ================================================================================ Fold 1 - 클래스별 가중치: {0: 0.9429593495934959, 1: 0.9205079365079365, 2: 1.1721238580321771} (클래스별 샘플 수: {0: 20500, 1: 21000, 2: 16492}) -[I 2025-12-25 16:25:11,429] Trial 56 pruned. +[I 2025-12-25 17:57:05,878] Trial 56 pruned. ================================================================================ Trial 56 완료 - Value (CSI): 0.326087 - Parameters: {'d_main': 128, 'd_hidden': 256, 'n_blocks': 3, 'dropout': 0.10946941815087365, 'lr': 0.00253747222404387, 'weight_decay': 0.05819322566716805, 'batch_size': 128} - Best Value (CSI): 0.430213 - Best Trial: 24 - Best Parameters: {'d_main': 96, 'd_hidden': 128, 'n_blocks': 6, 'dropout': 0.12642891069348194, 'lr': 0.003991429900223644, 'weight_decay': 0.09309925180854568, 'batch_size': 32} + Value (CSI): 0.318862 + Parameters: {'d_main': 192, 'd_hidden': 256, 'n_blocks': 2, 'dropout': 0.11069002012224309, 'lr': 0.004984763551845672, 'weight_decay': 0.0001291019440928184, 'batch_size': 128} + Best Value (CSI): 0.406719 + Best Trial: 5 + Best Parameters: {'d_main': 64, 'd_hidden': 256, 'n_blocks': 3, 'dropout': 0.2843714965028271, 'lr': 0.009315324608427497, 'weight_decay': 0.022174119634941862, 'batch_size': 128} ================================================================================ Fold 1 - 클래스별 가중치: {0: 0.9429593495934959, 1: 0.9205079365079365, 2: 1.1721238580321771} (클래스별 샘플 수: {0: 20500, 1: 21000, 2: 16492}) -[I 2025-12-25 16:26:40,526] Trial 57 pruned. +[I 2025-12-25 17:58:16,969] Trial 57 pruned. ================================================================================ Trial 57 완료 - Value (CSI): 0.352134 - Parameters: {'d_main': 64, 'd_hidden': 128, 'n_blocks': 6, 'dropout': 0.1319047087204743, 'lr': 0.0038688812688380957, 'weight_decay': 0.03205508355721769, 'batch_size': 32} - Best Value (CSI): 0.430213 - Best Trial: 24 - Best Parameters: {'d_main': 96, 'd_hidden': 128, 'n_blocks': 6, 'dropout': 0.12642891069348194, 'lr': 0.003991429900223644, 'weight_decay': 0.09309925180854568, 'batch_size': 32} + Value (CSI): 0.349640 + Parameters: {'d_main': 128, 'd_hidden': 256, 'n_blocks': 5, 'dropout': 0.31113124319006835, 'lr': 0.001870353353578518, 'weight_decay': 0.0011146207794431311, 'batch_size': 32} + Best Value (CSI): 0.406719 + Best Trial: 5 + Best Parameters: {'d_main': 64, 'd_hidden': 256, 'n_blocks': 3, 'dropout': 0.2843714965028271, 'lr': 0.009315324608427497, 'weight_decay': 0.022174119634941862, 'batch_size': 128} ================================================================================ Fold 1 - 클래스별 가중치: {0: 0.9429593495934959, 1: 0.9205079365079365, 2: 1.1721238580321771} (클래스별 샘플 수: {0: 20500, 1: 21000, 2: 16492}) -[I 2025-12-25 16:26:57,436] Trial 58 pruned. +[I 2025-12-25 17:59:20,076] Trial 58 pruned. ================================================================================ Trial 58 완료 - Value (CSI): 0.361516 - Parameters: {'d_main': 96, 'd_hidden': 64, 'n_blocks': 6, 'dropout': 0.16239978319800713, 'lr': 0.008259564174326143, 'weight_decay': 0.01963105787220931, 'batch_size': 256} - Best Value (CSI): 0.430213 - Best Trial: 24 - Best Parameters: {'d_main': 96, 'd_hidden': 128, 'n_blocks': 6, 'dropout': 0.12642891069348194, 'lr': 0.003991429900223644, 'weight_decay': 0.09309925180854568, 'batch_size': 32} + Value (CSI): 0.191223 + Parameters: {'d_main': 160, 'd_hidden': 192, 'n_blocks': 3, 'dropout': 0.10105045439970599, 'lr': 0.007513096860505891, 'weight_decay': 0.0007535007523173838, 'batch_size': 32} + Best Value (CSI): 0.406719 + Best Trial: 5 + Best Parameters: {'d_main': 64, 'd_hidden': 256, 'n_blocks': 3, 'dropout': 0.2843714965028271, 'lr': 0.009315324608427497, 'weight_decay': 0.022174119634941862, 'batch_size': 128} ================================================================================ Fold 1 - 클래스별 가중치: {0: 0.9429593495934959, 1: 0.9205079365079365, 2: 1.1721238580321771} (클래스별 샘플 수: {0: 20500, 1: 21000, 2: 16492}) -[I 2025-12-25 16:27:24,046] Trial 59 pruned. +[I 2025-12-25 17:59:40,488] Trial 59 pruned. ================================================================================ Trial 59 완료 - Value (CSI): 0.302147 - Parameters: {'d_main': 160, 'd_hidden': 128, 'n_blocks': 5, 'dropout': 0.1481384451544694, 'lr': 0.005678311652858847, 'weight_decay': 0.012099109378015565, 'batch_size': 64} - Best Value (CSI): 0.430213 - Best Trial: 24 - Best Parameters: {'d_main': 96, 'd_hidden': 128, 'n_blocks': 6, 'dropout': 0.12642891069348194, 'lr': 0.003991429900223644, 'weight_decay': 0.09309925180854568, 'batch_size': 32} + Value (CSI): 0.326951 + Parameters: {'d_main': 192, 'd_hidden': 256, 'n_blocks': 4, 'dropout': 0.12702920491781292, 'lr': 0.003863363949300385, 'weight_decay': 0.0012088754394051124, 'batch_size': 128} + Best Value (CSI): 0.406719 + Best Trial: 5 + Best Parameters: {'d_main': 64, 'd_hidden': 256, 'n_blocks': 3, 'dropout': 0.2843714965028271, 'lr': 0.009315324608427497, 'weight_decay': 0.022174119634941862, 'batch_size': 128} ================================================================================ Fold 1 - 클래스별 가중치: {0: 0.9429593495934959, 1: 0.9205079365079365, 2: 1.1721238580321771} (클래스별 샘플 수: {0: 20500, 1: 21000, 2: 16492}) -[I 2025-12-25 16:28:07,816] Trial 60 pruned. +[I 2025-12-25 18:01:09,199] Trial 60 pruned. ================================================================================ Trial 60 완료 - Value (CSI): 0.294207 - Parameters: {'d_main': 128, 'd_hidden': 192, 'n_blocks': 4, 'dropout': 0.17529853770888407, 'lr': 0.0022127926102930165, 'weight_decay': 0.01592920478746801, 'batch_size': 32} - Best Value (CSI): 0.430213 - Best Trial: 24 - Best Parameters: {'d_main': 96, 'd_hidden': 128, 'n_blocks': 6, 'dropout': 0.12642891069348194, 'lr': 0.003991429900223644, 'weight_decay': 0.09309925180854568, 'batch_size': 32} + Value (CSI): 0.317529 + Parameters: {'d_main': 128, 'd_hidden': 256, 'n_blocks': 6, 'dropout': 0.2723068108847165, 'lr': 0.0026421842641347637, 'weight_decay': 0.001593135583905912, 'batch_size': 32} + Best Value (CSI): 0.406719 + Best Trial: 5 + Best Parameters: {'d_main': 64, 'd_hidden': 256, 'n_blocks': 3, 'dropout': 0.2843714965028271, 'lr': 0.009315324608427497, 'weight_decay': 0.022174119634941862, 'batch_size': 128} ================================================================================ Fold 1 - 클래스별 가중치: {0: 0.9429593495934959, 1: 0.9205079365079365, 2: 1.1721238580321771} (클래스별 샘플 수: {0: 20500, 1: 21000, 2: 16492}) -[I 2025-12-25 16:28:36,264] Trial 61 pruned. +[I 2025-12-25 18:02:10,833] Trial 61 pruned. ================================================================================ Trial 61 완료 - Value (CSI): 0.363768 - Parameters: {'d_main': 96, 'd_hidden': 256, 'n_blocks': 6, 'dropout': 0.12314429431047245, 'lr': 0.007621182937703196, 'weight_decay': 0.007413414714726313, 'batch_size': 128} - Best Value (CSI): 0.430213 - Best Trial: 24 - Best Parameters: {'d_main': 96, 'd_hidden': 128, 'n_blocks': 6, 'dropout': 0.12642891069348194, 'lr': 0.003991429900223644, 'weight_decay': 0.09309925180854568, 'batch_size': 32} + Value (CSI): 0.382022 + Parameters: {'d_main': 96, 'd_hidden': 128, 'n_blocks': 5, 'dropout': 0.11969669753274281, 'lr': 0.0008297313909699557, 'weight_decay': 0.00020769538994261697, 'batch_size': 128} + Best Value (CSI): 0.406719 + Best Trial: 5 + Best Parameters: {'d_main': 64, 'd_hidden': 256, 'n_blocks': 3, 'dropout': 0.2843714965028271, 'lr': 0.009315324608427497, 'weight_decay': 0.022174119634941862, 'batch_size': 128} ================================================================================ Fold 1 - 클래스별 가중치: {0: 0.9429593495934959, 1: 0.9205079365079365, 2: 1.1721238580321771} (클래스별 샘플 수: {0: 20500, 1: 21000, 2: 16492}) -[I 2025-12-25 16:29:04,368] Trial 62 pruned. +[I 2025-12-25 18:03:03,939] Trial 62 pruned. ================================================================================ Trial 62 완료 - Value (CSI): 0.330871 - Parameters: {'d_main': 96, 'd_hidden': 256, 'n_blocks': 6, 'dropout': 0.11269415532479991, 'lr': 0.0047534280103731594, 'weight_decay': 0.00999308614030292, 'batch_size': 128} - Best Value (CSI): 0.430213 - Best Trial: 24 - Best Parameters: {'d_main': 96, 'd_hidden': 128, 'n_blocks': 6, 'dropout': 0.12642891069348194, 'lr': 0.003991429900223644, 'weight_decay': 0.09309925180854568, 'batch_size': 32} + Value (CSI): 0.329609 + Parameters: {'d_main': 128, 'd_hidden': 256, 'n_blocks': 5, 'dropout': 0.13670540424386163, 'lr': 0.0011691650901202856, 'weight_decay': 0.0008860998832163965, 'batch_size': 64} + Best Value (CSI): 0.406719 + Best Trial: 5 + Best Parameters: {'d_main': 64, 'd_hidden': 256, 'n_blocks': 3, 'dropout': 0.2843714965028271, 'lr': 0.009315324608427497, 'weight_decay': 0.022174119634941862, 'batch_size': 128} ================================================================================ Fold 1 - 클래스별 가중치: {0: 0.9429593495934959, 1: 0.9205079365079365, 2: 1.1721238580321771} (클래스별 샘플 수: {0: 20500, 1: 21000, 2: 16492}) -[I 2025-12-25 16:29:33,714] Trial 63 pruned. + Fold 2 - 클래스별 가중치: {0: 0.9440162601626017, 1: 0.917172195892575, 2: 1.1759332401612284} (클래스별 샘플 수: {0: 20500, 1: 21100, 2: 16457}) + Fold 3 - 클래스별 가중치: {0: 0.9437235772357724, 1: 0.9168878357030016, 2: 1.1768558509236167} (클래스별 샘플 수: {0: 20500, 1: 21100, 2: 16439}) +[I 2025-12-25 18:05:08,138] Trial 63 finished with value: 0.38830989839578073 and parameters: {'d_main': 128, 'd_hidden': 192, 'n_blocks': 5, 'dropout': 0.1570856791181315, 'lr': 0.005315054576773846, 'weight_decay': 0.0006728305820472547, 'batch_size': 256}. Best is trial 5 with value: 0.40671898361820197. ================================================================================ Trial 63 완료 - Value (CSI): 0.344928 - Parameters: {'d_main': 96, 'd_hidden': 256, 'n_blocks': 6, 'dropout': 0.1350107000007198, 'lr': 0.003772623877331189, 'weight_decay': 0.0029909652749106055, 'batch_size': 128} - Best Value (CSI): 0.430213 - Best Trial: 24 - Best Parameters: {'d_main': 96, 'd_hidden': 128, 'n_blocks': 6, 'dropout': 0.12642891069348194, 'lr': 0.003991429900223644, 'weight_decay': 0.09309925180854568, 'batch_size': 32} + Value (CSI): 0.388310 + Parameters: {'d_main': 128, 'd_hidden': 192, 'n_blocks': 5, 'dropout': 0.1570856791181315, 'lr': 0.005315054576773846, 'weight_decay': 0.0006728305820472547, 'batch_size': 256} + Best Value (CSI): 0.406719 + Best Trial: 5 + Best Parameters: {'d_main': 64, 'd_hidden': 256, 'n_blocks': 3, 'dropout': 0.2843714965028271, 'lr': 0.009315324608427497, 'weight_decay': 0.022174119634941862, 'batch_size': 128} ================================================================================ Fold 1 - 클래스별 가중치: {0: 0.9429593495934959, 1: 0.9205079365079365, 2: 1.1721238580321771} (클래스별 샘플 수: {0: 20500, 1: 21000, 2: 16492}) -[I 2025-12-25 16:30:01,302] Trial 64 pruned. + Fold 2 - 클래스별 가중치: {0: 0.9440162601626017, 1: 0.917172195892575, 2: 1.1759332401612284} (클래스별 샘플 수: {0: 20500, 1: 21100, 2: 16457}) +[I 2025-12-25 18:06:17,509] Trial 64 pruned. ================================================================================ Trial 64 완료 - Value (CSI): 0.351825 - Parameters: {'d_main': 64, 'd_hidden': 256, 'n_blocks': 5, 'dropout': 0.10002735186722521, 'lr': 0.0029481114878395377, 'weight_decay': 0.055505025181126925, 'batch_size': 128} - Best Value (CSI): 0.430213 - Best Trial: 24 - Best Parameters: {'d_main': 96, 'd_hidden': 128, 'n_blocks': 6, 'dropout': 0.12642891069348194, 'lr': 0.003991429900223644, 'weight_decay': 0.09309925180854568, 'batch_size': 32} + Value (CSI): 0.415775 + Parameters: {'d_main': 160, 'd_hidden': 192, 'n_blocks': 5, 'dropout': 0.15577111562404, 'lr': 0.005644041929587199, 'weight_decay': 0.0006229430589220063, 'batch_size': 256} + Best Value (CSI): 0.406719 + Best Trial: 5 + Best Parameters: {'d_main': 64, 'd_hidden': 256, 'n_blocks': 3, 'dropout': 0.2843714965028271, 'lr': 0.009315324608427497, 'weight_decay': 0.022174119634941862, 'batch_size': 128} ================================================================================ Fold 1 - 클래스별 가중치: {0: 0.9429593495934959, 1: 0.9205079365079365, 2: 1.1721238580321771} (클래스별 샘플 수: {0: 20500, 1: 21000, 2: 16492}) -[I 2025-12-25 16:31:35,750] Trial 65 pruned. + Fold 2 - 클래스별 가중치: {0: 0.9440162601626017, 1: 0.917172195892575, 2: 1.1759332401612284} (클래스별 샘플 수: {0: 20500, 1: 21100, 2: 16457}) + Fold 3 - 클래스별 가중치: {0: 0.9437235772357724, 1: 0.9168878357030016, 2: 1.1768558509236167} (클래스별 샘플 수: {0: 20500, 1: 21100, 2: 16439}) +[I 2025-12-25 18:07:45,937] Trial 65 finished with value: 0.38839365211378957 and parameters: {'d_main': 160, 'd_hidden': 192, 'n_blocks': 2, 'dropout': 0.1279018225231914, 'lr': 0.0077457943418727205, 'weight_decay': 0.0004969208612056993, 'batch_size': 256}. Best is trial 5 with value: 0.40671898361820197. ================================================================================ Trial 65 완료 - Value (CSI): 0.386124 - Parameters: {'d_main': 128, 'd_hidden': 256, 'n_blocks': 6, 'dropout': 0.12072613175771055, 'lr': 0.0058564881925697665, 'weight_decay': 0.09727960144578884, 'batch_size': 32} - Best Value (CSI): 0.430213 - Best Trial: 24 - Best Parameters: {'d_main': 96, 'd_hidden': 128, 'n_blocks': 6, 'dropout': 0.12642891069348194, 'lr': 0.003991429900223644, 'weight_decay': 0.09309925180854568, 'batch_size': 32} + Value (CSI): 0.388394 + Parameters: {'d_main': 160, 'd_hidden': 192, 'n_blocks': 2, 'dropout': 0.1279018225231914, 'lr': 0.0077457943418727205, 'weight_decay': 0.0004969208612056993, 'batch_size': 256} + Best Value (CSI): 0.406719 + Best Trial: 5 + Best Parameters: {'d_main': 64, 'd_hidden': 256, 'n_blocks': 3, 'dropout': 0.2843714965028271, 'lr': 0.009315324608427497, 'weight_decay': 0.022174119634941862, 'batch_size': 128} ================================================================================ Fold 1 - 클래스별 가중치: {0: 0.9429593495934959, 1: 0.9205079365079365, 2: 1.1721238580321771} (클래스별 샘플 수: {0: 20500, 1: 21000, 2: 16492}) -[I 2025-12-25 16:32:01,824] Trial 66 pruned. +[I 2025-12-25 18:08:01,278] Trial 66 pruned. ================================================================================ Trial 66 완료 - Value (CSI): 0.341390 - Parameters: {'d_main': 160, 'd_hidden': 64, 'n_blocks': 5, 'dropout': 0.10958657904209147, 'lr': 0.007628295412549454, 'weight_decay': 0.024288334119965824, 'batch_size': 128} - Best Value (CSI): 0.430213 - Best Trial: 24 - Best Parameters: {'d_main': 96, 'd_hidden': 128, 'n_blocks': 6, 'dropout': 0.12642891069348194, 'lr': 0.003991429900223644, 'weight_decay': 0.09309925180854568, 'batch_size': 32} + Value (CSI): 0.340599 + Parameters: {'d_main': 128, 'd_hidden': 192, 'n_blocks': 2, 'dropout': 0.14413996986051586, 'lr': 0.008358316154697815, 'weight_decay': 0.00040228522229636643, 'batch_size': 256} + Best Value (CSI): 0.406719 + Best Trial: 5 + Best Parameters: {'d_main': 64, 'd_hidden': 256, 'n_blocks': 3, 'dropout': 0.2843714965028271, 'lr': 0.009315324608427497, 'weight_decay': 0.022174119634941862, 'batch_size': 128} ================================================================================ Fold 1 - 클래스별 가중치: {0: 0.9429593495934959, 1: 0.9205079365079365, 2: 1.1721238580321771} (클래스별 샘플 수: {0: 20500, 1: 21000, 2: 16492}) -[I 2025-12-25 16:32:57,995] Trial 67 pruned. +[I 2025-12-25 18:08:34,614] Trial 67 pruned. ================================================================================ Trial 67 완료 - Value (CSI): 0.296923 - Parameters: {'d_main': 192, 'd_hidden': 256, 'n_blocks': 2, 'dropout': 0.1517839976213043, 'lr': 0.004454034604222775, 'weight_decay': 0.040554075557005326, 'batch_size': 32} - Best Value (CSI): 0.430213 - Best Trial: 24 - Best Parameters: {'d_main': 96, 'd_hidden': 128, 'n_blocks': 6, 'dropout': 0.12642891069348194, 'lr': 0.003991429900223644, 'weight_decay': 0.09309925180854568, 'batch_size': 32} + Value (CSI): 0.338150 + Parameters: {'d_main': 160, 'd_hidden': 192, 'n_blocks': 2, 'dropout': 0.12870097776983516, 'lr': 0.0064279439737954, 'weight_decay': 0.0004952350834768033, 'batch_size': 256} + Best Value (CSI): 0.406719 + Best Trial: 5 + Best Parameters: {'d_main': 64, 'd_hidden': 256, 'n_blocks': 3, 'dropout': 0.2843714965028271, 'lr': 0.009315324608427497, 'weight_decay': 0.022174119634941862, 'batch_size': 128} ================================================================================ Fold 1 - 클래스별 가중치: {0: 0.9429593495934959, 1: 0.9205079365079365, 2: 1.1721238580321771} (클래스별 샘플 수: {0: 20500, 1: 21000, 2: 16492}) -[I 2025-12-25 16:33:36,831] Trial 68 pruned. + Fold 2 - 클래스별 가중치: {0: 0.9440162601626017, 1: 0.917172195892575, 2: 1.1759332401612284} (클래스별 샘플 수: {0: 20500, 1: 21100, 2: 16457}) + Fold 3 - 클래스별 가중치: {0: 0.9437235772357724, 1: 0.9168878357030016, 2: 1.1768558509236167} (클래스별 샘플 수: {0: 20500, 1: 21100, 2: 16439}) +[I 2025-12-25 18:10:07,137] Trial 68 pruned. ================================================================================ Trial 68 완료 - Value (CSI): 0.309707 - Parameters: {'d_main': 64, 'd_hidden': 192, 'n_blocks': 6, 'dropout': 0.1254130823539338, 'lr': 0.001625781637932773, 'weight_decay': 0.08263927724710225, 'batch_size': 64} - Best Value (CSI): 0.430213 - Best Trial: 24 - Best Parameters: {'d_main': 96, 'd_hidden': 128, 'n_blocks': 6, 'dropout': 0.12642891069348194, 'lr': 0.003991429900223644, 'weight_decay': 0.09309925180854568, 'batch_size': 32} + Value (CSI): 0.366265 + Parameters: {'d_main': 128, 'd_hidden': 192, 'n_blocks': 2, 'dropout': 0.1786797959722209, 'lr': 0.0052234708273334735, 'weight_decay': 0.0005361500092919291, 'batch_size': 256} + Best Value (CSI): 0.406719 + Best Trial: 5 + Best Parameters: {'d_main': 64, 'd_hidden': 256, 'n_blocks': 3, 'dropout': 0.2843714965028271, 'lr': 0.009315324608427497, 'weight_decay': 0.022174119634941862, 'batch_size': 128} ================================================================================ Fold 1 - 클래스별 가중치: {0: 0.9429593495934959, 1: 0.9205079365079365, 2: 1.1721238580321771} (클래스별 샘플 수: {0: 20500, 1: 21000, 2: 16492}) -[I 2025-12-25 16:34:47,677] Trial 69 pruned. +[I 2025-12-25 18:10:22,308] Trial 69 pruned. ================================================================================ Trial 69 완료 - Value (CSI): 0.289269 - Parameters: {'d_main': 96, 'd_hidden': 64, 'n_blocks': 6, 'dropout': 0.13830527177098956, 'lr': 0.0024651297700038354, 'weight_decay': 0.07616381596546044, 'batch_size': 32} - Best Value (CSI): 0.430213 - Best Trial: 24 - Best Parameters: {'d_main': 96, 'd_hidden': 128, 'n_blocks': 6, 'dropout': 0.12642891069348194, 'lr': 0.003991429900223644, 'weight_decay': 0.09309925180854568, 'batch_size': 32} + Value (CSI): 0.245877 + Parameters: {'d_main': 160, 'd_hidden': 192, 'n_blocks': 3, 'dropout': 0.16522318177024176, 'lr': 0.008465923402403201, 'weight_decay': 0.0007061943937561288, 'batch_size': 256} + Best Value (CSI): 0.406719 + Best Trial: 5 + Best Parameters: {'d_main': 64, 'd_hidden': 256, 'n_blocks': 3, 'dropout': 0.2843714965028271, 'lr': 0.009315324608427497, 'weight_decay': 0.022174119634941862, 'batch_size': 128} ================================================================================ Fold 1 - 클래스별 가중치: {0: 0.9429593495934959, 1: 0.9205079365079365, 2: 1.1721238580321771} (클래스별 샘플 수: {0: 20500, 1: 21000, 2: 16492}) -[I 2025-12-25 16:35:01,307] Trial 70 pruned. + Fold 2 - 클래스별 가중치: {0: 0.9440162601626017, 1: 0.917172195892575, 2: 1.1759332401612284} (클래스별 샘플 수: {0: 20500, 1: 21100, 2: 16457}) +[I 2025-12-25 18:11:28,932] Trial 70 pruned. ================================================================================ Trial 70 완료 - Value (CSI): 0.321113 - Parameters: {'d_main': 128, 'd_hidden': 128, 'n_blocks': 4, 'dropout': 0.11086018030627125, 'lr': 0.0005022112918568984, 'weight_decay': 0.031166630423000063, 'batch_size': 256} - Best Value (CSI): 0.430213 - Best Trial: 24 - Best Parameters: {'d_main': 96, 'd_hidden': 128, 'n_blocks': 6, 'dropout': 0.12642891069348194, 'lr': 0.003991429900223644, 'weight_decay': 0.09309925180854568, 'batch_size': 32} + Value (CSI): 0.413924 + Parameters: {'d_main': 160, 'd_hidden': 192, 'n_blocks': 2, 'dropout': 0.10571807854649783, 'lr': 0.0035216075002353488, 'weight_decay': 0.00031046562933354275, 'batch_size': 256} + Best Value (CSI): 0.406719 + Best Trial: 5 + Best Parameters: {'d_main': 64, 'd_hidden': 256, 'n_blocks': 3, 'dropout': 0.2843714965028271, 'lr': 0.009315324608427497, 'weight_decay': 0.022174119634941862, 'batch_size': 128} ================================================================================ Fold 1 - 클래스별 가중치: {0: 0.9429593495934959, 1: 0.9205079365079365, 2: 1.1721238580321771} (클래스별 샘플 수: {0: 20500, 1: 21000, 2: 16492}) -[I 2025-12-25 16:35:43,586] Trial 71 pruned. + Fold 2 - 클래스별 가중치: {0: 0.9440162601626017, 1: 0.917172195892575, 2: 1.1759332401612284} (클래스별 샘플 수: {0: 20500, 1: 21100, 2: 16457}) + Fold 3 - 클래스별 가중치: {0: 0.9437235772357724, 1: 0.9168878357030016, 2: 1.1768558509236167} (클래스별 샘플 수: {0: 20500, 1: 21100, 2: 16439}) +[I 2025-12-25 18:13:10,468] Trial 71 finished with value: 0.4011772244854422 and parameters: {'d_main': 192, 'd_hidden': 256, 'n_blocks': 5, 'dropout': 0.11908960868684904, 'lr': 0.006117552079172186, 'weight_decay': 0.0009129071249698151, 'batch_size': 256}. Best is trial 5 with value: 0.40671898361820197. ================================================================================ Trial 71 완료 - Value (CSI): 0.280675 - Parameters: {'d_main': 96, 'd_hidden': 64, 'n_blocks': 6, 'dropout': 0.21379584635665705, 'lr': 0.003512156437799224, 'weight_decay': 0.0050454721381640415, 'batch_size': 32} - Best Value (CSI): 0.430213 - Best Trial: 24 - Best Parameters: {'d_main': 96, 'd_hidden': 128, 'n_blocks': 6, 'dropout': 0.12642891069348194, 'lr': 0.003991429900223644, 'weight_decay': 0.09309925180854568, 'batch_size': 32} + Value (CSI): 0.401177 + Parameters: {'d_main': 192, 'd_hidden': 256, 'n_blocks': 5, 'dropout': 0.11908960868684904, 'lr': 0.006117552079172186, 'weight_decay': 0.0009129071249698151, 'batch_size': 256} + Best Value (CSI): 0.406719 + Best Trial: 5 + Best Parameters: {'d_main': 64, 'd_hidden': 256, 'n_blocks': 3, 'dropout': 0.2843714965028271, 'lr': 0.009315324608427497, 'weight_decay': 0.022174119634941862, 'batch_size': 128} ================================================================================ Fold 1 - 클래스별 가중치: {0: 0.9429593495934959, 1: 0.9205079365079365, 2: 1.1721238580321771} (클래스별 샘플 수: {0: 20500, 1: 21000, 2: 16492}) Fold 2 - 클래스별 가중치: {0: 0.9440162601626017, 1: 0.917172195892575, 2: 1.1759332401612284} (클래스별 샘플 수: {0: 20500, 1: 21100, 2: 16457}) - Fold 3 - 클래스별 가중치: {0: 0.9437235772357724, 1: 0.9168878357030016, 2: 1.1768558509236167} (클래스별 샘플 수: {0: 20500, 1: 21100, 2: 16439}) -[I 2025-12-25 16:40:12,710] Trial 72 finished with value: 0.40688386424163325 and parameters: {'d_main': 64, 'd_hidden': 64, 'n_blocks': 6, 'dropout': 0.1949889952030475, 'lr': 0.005211232360544129, 'weight_decay': 0.004849810177572028, 'batch_size': 32}. Best is trial 24 with value: 0.4302129848817923. +[I 2025-12-25 18:14:03,872] Trial 72 pruned. ================================================================================ Trial 72 완료 - Value (CSI): 0.406884 - Parameters: {'d_main': 64, 'd_hidden': 64, 'n_blocks': 6, 'dropout': 0.1949889952030475, 'lr': 0.005211232360544129, 'weight_decay': 0.004849810177572028, 'batch_size': 32} - Best Value (CSI): 0.430213 - Best Trial: 24 - Best Parameters: {'d_main': 96, 'd_hidden': 128, 'n_blocks': 6, 'dropout': 0.12642891069348194, 'lr': 0.003991429900223644, 'weight_decay': 0.09309925180854568, 'batch_size': 32} + Value (CSI): 0.412983 + Parameters: {'d_main': 160, 'd_hidden': 192, 'n_blocks': 2, 'dropout': 0.12340326831532598, 'lr': 0.006382813882890589, 'weight_decay': 0.0009380580138075627, 'batch_size': 256} + Best Value (CSI): 0.406719 + Best Trial: 5 + Best Parameters: {'d_main': 64, 'd_hidden': 256, 'n_blocks': 3, 'dropout': 0.2843714965028271, 'lr': 0.009315324608427497, 'weight_decay': 0.022174119634941862, 'batch_size': 128} ================================================================================ Fold 1 - 클래스별 가중치: {0: 0.9429593495934959, 1: 0.9205079365079365, 2: 1.1721238580321771} (클래스별 샘플 수: {0: 20500, 1: 21000, 2: 16492}) Fold 2 - 클래스별 가중치: {0: 0.9440162601626017, 1: 0.917172195892575, 2: 1.1759332401612284} (클래스별 샘플 수: {0: 20500, 1: 21100, 2: 16457}) Fold 3 - 클래스별 가중치: {0: 0.9437235772357724, 1: 0.9168878357030016, 2: 1.1768558509236167} (클래스별 샘플 수: {0: 20500, 1: 21100, 2: 16439}) -[I 2025-12-25 16:44:10,757] Trial 73 finished with value: 0.40747774092372463 and parameters: {'d_main': 64, 'd_hidden': 64, 'n_blocks': 6, 'dropout': 0.1932652833870413, 'lr': 0.0046685776611646935, 'weight_decay': 0.004076403715749991, 'batch_size': 32}. Best is trial 24 with value: 0.4302129848817923. +[I 2025-12-25 18:15:06,449] Trial 73 pruned. ================================================================================ Trial 73 완료 - Value (CSI): 0.407478 - Parameters: {'d_main': 64, 'd_hidden': 64, 'n_blocks': 6, 'dropout': 0.1932652833870413, 'lr': 0.0046685776611646935, 'weight_decay': 0.004076403715749991, 'batch_size': 32} - Best Value (CSI): 0.430213 - Best Trial: 24 - Best Parameters: {'d_main': 96, 'd_hidden': 128, 'n_blocks': 6, 'dropout': 0.12642891069348194, 'lr': 0.003991429900223644, 'weight_decay': 0.09309925180854568, 'batch_size': 32} + Value (CSI): 0.343646 + Parameters: {'d_main': 192, 'd_hidden': 256, 'n_blocks': 3, 'dropout': 0.14243132125038444, 'lr': 0.00987564463759118, 'weight_decay': 0.0006861427099044916, 'batch_size': 256} + Best Value (CSI): 0.406719 + Best Trial: 5 + Best Parameters: {'d_main': 64, 'd_hidden': 256, 'n_blocks': 3, 'dropout': 0.2843714965028271, 'lr': 0.009315324608427497, 'weight_decay': 0.022174119634941862, 'batch_size': 128} ================================================================================ Fold 1 - 클래스별 가중치: {0: 0.9429593495934959, 1: 0.9205079365079365, 2: 1.1721238580321771} (클래스별 샘플 수: {0: 20500, 1: 21000, 2: 16492}) -[I 2025-12-25 16:45:06,678] Trial 74 pruned. +[I 2025-12-25 18:15:17,207] Trial 74 pruned. ================================================================================ Trial 74 완료 - Value (CSI): 0.317771 - Parameters: {'d_main': 64, 'd_hidden': 64, 'n_blocks': 6, 'dropout': 0.1994726664589557, 'lr': 0.005407543936447907, 'weight_decay': 0.0035433300046623546, 'batch_size': 32} - Best Value (CSI): 0.430213 - Best Trial: 24 - Best Parameters: {'d_main': 96, 'd_hidden': 128, 'n_blocks': 6, 'dropout': 0.12642891069348194, 'lr': 0.003991429900223644, 'weight_decay': 0.09309925180854568, 'batch_size': 32} + Value (CSI): 0.336986 + Parameters: {'d_main': 128, 'd_hidden': 256, 'n_blocks': 4, 'dropout': 0.1514195754247138, 'lr': 0.00436633570565048, 'weight_decay': 0.00044390499935163417, 'batch_size': 256} + Best Value (CSI): 0.406719 + Best Trial: 5 + Best Parameters: {'d_main': 64, 'd_hidden': 256, 'n_blocks': 3, 'dropout': 0.2843714965028271, 'lr': 0.009315324608427497, 'weight_decay': 0.022174119634941862, 'batch_size': 128} ================================================================================ Fold 1 - 클래스별 가중치: {0: 0.9429593495934959, 1: 0.9205079365079365, 2: 1.1721238580321771} (클래스별 샘플 수: {0: 20500, 1: 21000, 2: 16492}) - Fold 2 - 클래스별 가중치: {0: 0.9440162601626017, 1: 0.917172195892575, 2: 1.1759332401612284} (클래스별 샘플 수: {0: 20500, 1: 21100, 2: 16457}) -[I 2025-12-25 16:47:05,393] Trial 75 pruned. +[I 2025-12-25 18:15:28,205] Trial 75 pruned. ================================================================================ Trial 75 완료 - Value (CSI): 0.358108 - Parameters: {'d_main': 64, 'd_hidden': 64, 'n_blocks': 6, 'dropout': 0.1666944101426796, 'lr': 0.008431383906804833, 'weight_decay': 0.0063454158677240064, 'batch_size': 32} - Best Value (CSI): 0.430213 - Best Trial: 24 - Best Parameters: {'d_main': 96, 'd_hidden': 128, 'n_blocks': 6, 'dropout': 0.12642891069348194, 'lr': 0.003991429900223644, 'weight_decay': 0.09309925180854568, 'batch_size': 32} + Value (CSI): 0.184615 + Parameters: {'d_main': 224, 'd_hidden': 192, 'n_blocks': 5, 'dropout': 0.13052268585282767, 'lr': 0.007736480374361614, 'weight_decay': 0.0014537740550699852, 'batch_size': 256} + Best Value (CSI): 0.406719 + Best Trial: 5 + Best Parameters: {'d_main': 64, 'd_hidden': 256, 'n_blocks': 3, 'dropout': 0.2843714965028271, 'lr': 0.009315324608427497, 'weight_decay': 0.022174119634941862, 'batch_size': 128} ================================================================================ Fold 1 - 클래스별 가중치: {0: 0.9429593495934959, 1: 0.9205079365079365, 2: 1.1721238580321771} (클래스별 샘플 수: {0: 20500, 1: 21000, 2: 16492}) -[I 2025-12-25 16:48:17,482] Trial 76 pruned. +[I 2025-12-25 18:15:41,956] Trial 76 pruned. ================================================================================ Trial 76 완료 - Value (CSI): 0.375533 - Parameters: {'d_main': 64, 'd_hidden': 64, 'n_blocks': 6, 'dropout': 0.17646185955939953, 'lr': 0.003151970126071883, 'weight_decay': 0.009217005169408867, 'batch_size': 32} - Best Value (CSI): 0.430213 - Best Trial: 24 - Best Parameters: {'d_main': 96, 'd_hidden': 128, 'n_blocks': 6, 'dropout': 0.12642891069348194, 'lr': 0.003991429900223644, 'weight_decay': 0.09309925180854568, 'batch_size': 32} + Value (CSI): 0.353096 + Parameters: {'d_main': 160, 'd_hidden': 256, 'n_blocks': 3, 'dropout': 0.10849905859140657, 'lr': 0.005508695408396211, 'weight_decay': 0.0005813895318419942, 'batch_size': 256} + Best Value (CSI): 0.406719 + Best Trial: 5 + Best Parameters: {'d_main': 64, 'd_hidden': 256, 'n_blocks': 3, 'dropout': 0.2843714965028271, 'lr': 0.009315324608427497, 'weight_decay': 0.022174119634941862, 'batch_size': 128} ================================================================================ Fold 1 - 클래스별 가중치: {0: 0.9429593495934959, 1: 0.9205079365079365, 2: 1.1721238580321771} (클래스별 샘플 수: {0: 20500, 1: 21000, 2: 16492}) -[I 2025-12-25 16:49:15,204] Trial 77 pruned. + Fold 2 - 클래스별 가중치: {0: 0.9440162601626017, 1: 0.917172195892575, 2: 1.1759332401612284} (클래스별 샘플 수: {0: 20500, 1: 21100, 2: 16457}) + Fold 3 - 클래스별 가중치: {0: 0.9437235772357724, 1: 0.9168878357030016, 2: 1.1768558509236167} (클래스별 샘플 수: {0: 20500, 1: 21100, 2: 16439}) +[I 2025-12-25 18:17:16,193] Trial 77 finished with value: 0.39102092604728816 and parameters: {'d_main': 192, 'd_hidden': 256, 'n_blocks': 2, 'dropout': 0.11959130541721946, 'lr': 0.003457043811124447, 'weight_decay': 0.00034744669098163726, 'batch_size': 128}. Best is trial 5 with value: 0.40671898361820197. ================================================================================ Trial 77 완료 - Value (CSI): 0.287736 - Parameters: {'d_main': 64, 'd_hidden': 64, 'n_blocks': 5, 'dropout': 0.19703406081073918, 'lr': 0.004455055841752981, 'weight_decay': 0.055996014513633, 'batch_size': 32} - Best Value (CSI): 0.430213 - Best Trial: 24 - Best Parameters: {'d_main': 96, 'd_hidden': 128, 'n_blocks': 6, 'dropout': 0.12642891069348194, 'lr': 0.003991429900223644, 'weight_decay': 0.09309925180854568, 'batch_size': 32} + Value (CSI): 0.391021 + Parameters: {'d_main': 192, 'd_hidden': 256, 'n_blocks': 2, 'dropout': 0.11959130541721946, 'lr': 0.003457043811124447, 'weight_decay': 0.00034744669098163726, 'batch_size': 128} + Best Value (CSI): 0.406719 + Best Trial: 5 + Best Parameters: {'d_main': 64, 'd_hidden': 256, 'n_blocks': 3, 'dropout': 0.2843714965028271, 'lr': 0.009315324608427497, 'weight_decay': 0.022174119634941862, 'batch_size': 128} ================================================================================ Fold 1 - 클래스별 가중치: {0: 0.9429593495934959, 1: 0.9205079365079365, 2: 1.1721238580321771} (클래스별 샘플 수: {0: 20500, 1: 21000, 2: 16492}) -[I 2025-12-25 16:49:57,409] Trial 78 pruned. + Fold 2 - 클래스별 가중치: {0: 0.9440162601626017, 1: 0.917172195892575, 2: 1.1759332401612284} (클래스별 샘플 수: {0: 20500, 1: 21100, 2: 16457}) + Fold 3 - 클래스별 가중치: {0: 0.9437235772357724, 1: 0.9168878357030016, 2: 1.1768558509236167} (클래스별 샘플 수: {0: 20500, 1: 21100, 2: 16439}) +[I 2025-12-25 18:18:49,265] Trial 78 finished with value: 0.38039690710557844 and parameters: {'d_main': 192, 'd_hidden': 256, 'n_blocks': 2, 'dropout': 0.12159998388585104, 'lr': 0.003371286199246197, 'weight_decay': 0.0008305118804503275, 'batch_size': 128}. Best is trial 5 with value: 0.40671898361820197. ================================================================================ Trial 78 완료 - Value (CSI): 0.239130 - Parameters: {'d_main': 256, 'd_hidden': 64, 'n_blocks': 6, 'dropout': 0.23974207792701685, 'lr': 0.006175456315206872, 'weight_decay': 0.004441254859254637, 'batch_size': 32} - Best Value (CSI): 0.430213 - Best Trial: 24 - Best Parameters: {'d_main': 96, 'd_hidden': 128, 'n_blocks': 6, 'dropout': 0.12642891069348194, 'lr': 0.003991429900223644, 'weight_decay': 0.09309925180854568, 'batch_size': 32} + Value (CSI): 0.380397 + Parameters: {'d_main': 192, 'd_hidden': 256, 'n_blocks': 2, 'dropout': 0.12159998388585104, 'lr': 0.003371286199246197, 'weight_decay': 0.0008305118804503275, 'batch_size': 128} + Best Value (CSI): 0.406719 + Best Trial: 5 + Best Parameters: {'d_main': 64, 'd_hidden': 256, 'n_blocks': 3, 'dropout': 0.2843714965028271, 'lr': 0.009315324608427497, 'weight_decay': 0.022174119634941862, 'batch_size': 128} ================================================================================ Fold 1 - 클래스별 가중치: {0: 0.9429593495934959, 1: 0.9205079365079365, 2: 1.1721238580321771} (클래스별 샘플 수: {0: 20500, 1: 21000, 2: 16492}) -[I 2025-12-25 16:50:59,561] Trial 79 pruned. +[I 2025-12-25 18:19:08,892] Trial 79 pruned. ================================================================================ Trial 79 완료 - Value (CSI): 0.304154 - Parameters: {'d_main': 64, 'd_hidden': 64, 'n_blocks': 6, 'dropout': 0.15926629753409988, 'lr': 0.0022270104936239826, 'weight_decay': 0.0023953010409125345, 'batch_size': 32} - Best Value (CSI): 0.430213 - Best Trial: 24 - Best Parameters: {'d_main': 96, 'd_hidden': 128, 'n_blocks': 6, 'dropout': 0.12642891069348194, 'lr': 0.003991429900223644, 'weight_decay': 0.09309925180854568, 'batch_size': 32} + Value (CSI): 0.320242 + Parameters: {'d_main': 224, 'd_hidden': 256, 'n_blocks': 6, 'dropout': 0.10063182861391519, 'lr': 0.004499713151713611, 'weight_decay': 0.001034342713745363, 'batch_size': 128} + Best Value (CSI): 0.406719 + Best Trial: 5 + Best Parameters: {'d_main': 64, 'd_hidden': 256, 'n_blocks': 3, 'dropout': 0.2843714965028271, 'lr': 0.009315324608427497, 'weight_decay': 0.022174119634941862, 'batch_size': 128} ================================================================================ Fold 1 - 클래스별 가중치: {0: 0.9429593495934959, 1: 0.9205079365079365, 2: 1.1721238580321771} (클래스별 샘플 수: {0: 20500, 1: 21000, 2: 16492}) -[I 2025-12-25 16:51:38,498] Trial 80 pruned. +[I 2025-12-25 18:19:27,118] Trial 80 pruned. ================================================================================ Trial 80 완료 - Value (CSI): 0.318386 - Parameters: {'d_main': 224, 'd_hidden': 64, 'n_blocks': 5, 'dropout': 0.19388305299590636, 'lr': 0.0028382714083252606, 'weight_decay': 0.006536126693137277, 'batch_size': 32} - Best Value (CSI): 0.430213 - Best Trial: 24 - Best Parameters: {'d_main': 96, 'd_hidden': 128, 'n_blocks': 6, 'dropout': 0.12642891069348194, 'lr': 0.003991429900223644, 'weight_decay': 0.09309925180854568, 'batch_size': 32} + Value (CSI): 0.315485 + Parameters: {'d_main': 192, 'd_hidden': 192, 'n_blocks': 5, 'dropout': 0.11481715230868643, 'lr': 0.0025411037797610225, 'weight_decay': 0.0002475132862843732, 'batch_size': 128} + Best Value (CSI): 0.406719 + Best Trial: 5 + Best Parameters: {'d_main': 64, 'd_hidden': 256, 'n_blocks': 3, 'dropout': 0.2843714965028271, 'lr': 0.009315324608427497, 'weight_decay': 0.022174119634941862, 'batch_size': 128} ================================================================================ Fold 1 - 클래스별 가중치: {0: 0.9429593495934959, 1: 0.9205079365079365, 2: 1.1721238580321771} (클래스별 샘플 수: {0: 20500, 1: 21000, 2: 16492}) -[I 2025-12-25 16:52:21,409] Trial 81 pruned. +[I 2025-12-25 18:19:42,644] Trial 81 pruned. ================================================================================ Trial 81 완료 - Value (CSI): 0.331288 - Parameters: {'d_main': 96, 'd_hidden': 64, 'n_blocks': 6, 'dropout': 0.1313726742592781, 'lr': 0.006380318218653235, 'weight_decay': 0.009991774237101377, 'batch_size': 32} - Best Value (CSI): 0.430213 - Best Trial: 24 - Best Parameters: {'d_main': 96, 'd_hidden': 128, 'n_blocks': 6, 'dropout': 0.12642891069348194, 'lr': 0.003991429900223644, 'weight_decay': 0.09309925180854568, 'batch_size': 32} + Value (CSI): 0.329882 + Parameters: {'d_main': 192, 'd_hidden': 256, 'n_blocks': 2, 'dropout': 0.13249965071391034, 'lr': 0.0065790205061311705, 'weight_decay': 0.000374622685292399, 'batch_size': 128} + Best Value (CSI): 0.406719 + Best Trial: 5 + Best Parameters: {'d_main': 64, 'd_hidden': 256, 'n_blocks': 3, 'dropout': 0.2843714965028271, 'lr': 0.009315324608427497, 'weight_decay': 0.022174119634941862, 'batch_size': 128} ================================================================================ Fold 1 - 클래스별 가중치: {0: 0.9429593495934959, 1: 0.9205079365079365, 2: 1.1721238580321771} (클래스별 샘플 수: {0: 20500, 1: 21000, 2: 16492}) -[I 2025-12-25 16:52:57,939] Trial 82 pruned. +[I 2025-12-25 18:19:57,888] Trial 82 pruned. ================================================================================ Trial 82 완료 - Value (CSI): 0.321646 - Parameters: {'d_main': 64, 'd_hidden': 128, 'n_blocks': 6, 'dropout': 0.12359154217028238, 'lr': 0.004766871495966046, 'weight_decay': 0.01205612261057229, 'batch_size': 64} - Best Value (CSI): 0.430213 - Best Trial: 24 - Best Parameters: {'d_main': 96, 'd_hidden': 128, 'n_blocks': 6, 'dropout': 0.12642891069348194, 'lr': 0.003991429900223644, 'weight_decay': 0.09309925180854568, 'batch_size': 32} + Value (CSI): 0.309659 + Parameters: {'d_main': 160, 'd_hidden': 256, 'n_blocks': 2, 'dropout': 0.10880613051170143, 'lr': 0.005830277894761178, 'weight_decay': 0.00046472833226147324, 'batch_size': 128} + Best Value (CSI): 0.406719 + Best Trial: 5 + Best Parameters: {'d_main': 64, 'd_hidden': 256, 'n_blocks': 3, 'dropout': 0.2843714965028271, 'lr': 0.009315324608427497, 'weight_decay': 0.022174119634941862, 'batch_size': 128} ================================================================================ Fold 1 - 클래스별 가중치: {0: 0.9429593495934959, 1: 0.9205079365079365, 2: 1.1721238580321771} (클래스별 샘플 수: {0: 20500, 1: 21000, 2: 16492}) - Fold 2 - 클래스별 가중치: {0: 0.9440162601626017, 1: 0.917172195892575, 2: 1.1759332401612284} (클래스별 샘플 수: {0: 20500, 1: 21100, 2: 16457}) - Fold 3 - 클래스별 가중치: {0: 0.9437235772357724, 1: 0.9168878357030016, 2: 1.1768558509236167} (클래스별 샘플 수: {0: 20500, 1: 21100, 2: 16439}) -[I 2025-12-25 16:58:59,565] Trial 83 finished with value: 0.417566904533699 and parameters: {'d_main': 64, 'd_hidden': 64, 'n_blocks': 6, 'dropout': 0.10672492199867661, 'lr': 0.009376096371456843, 'weight_decay': 0.007980109853611072, 'batch_size': 32}. Best is trial 24 with value: 0.4302129848817923. +[I 2025-12-25 18:20:18,369] Trial 83 pruned. ================================================================================ Trial 83 완료 - Value (CSI): 0.417567 - Parameters: {'d_main': 64, 'd_hidden': 64, 'n_blocks': 6, 'dropout': 0.10672492199867661, 'lr': 0.009376096371456843, 'weight_decay': 0.007980109853611072, 'batch_size': 32} - Best Value (CSI): 0.430213 - Best Trial: 24 - Best Parameters: {'d_main': 96, 'd_hidden': 128, 'n_blocks': 6, 'dropout': 0.12642891069348194, 'lr': 0.003991429900223644, 'weight_decay': 0.09309925180854568, 'batch_size': 32} + Value (CSI): 0.342606 + Parameters: {'d_main': 96, 'd_hidden': 256, 'n_blocks': 2, 'dropout': 0.13923265391015635, 'lr': 0.003894792201659016, 'weight_decay': 0.0002808148770939549, 'batch_size': 256} + Best Value (CSI): 0.406719 + Best Trial: 5 + Best Parameters: {'d_main': 64, 'd_hidden': 256, 'n_blocks': 3, 'dropout': 0.2843714965028271, 'lr': 0.009315324608427497, 'weight_decay': 0.022174119634941862, 'batch_size': 128} ================================================================================ Fold 1 - 클래스별 가중치: {0: 0.9429593495934959, 1: 0.9205079365079365, 2: 1.1721238580321771} (클래스별 샘플 수: {0: 20500, 1: 21000, 2: 16492}) - Fold 2 - 클래스별 가중치: {0: 0.9440162601626017, 1: 0.917172195892575, 2: 1.1759332401612284} (클래스별 샘플 수: {0: 20500, 1: 21100, 2: 16457}) -[I 2025-12-25 17:01:55,168] Trial 84 pruned. +[I 2025-12-25 18:20:33,878] Trial 84 pruned. ================================================================================ Trial 84 완료 - Value (CSI): 0.411079 - Parameters: {'d_main': 64, 'd_hidden': 64, 'n_blocks': 6, 'dropout': 0.10628248224853874, 'lr': 0.0075038776231885745, 'weight_decay': 0.007744396567681024, 'batch_size': 32} - Best Value (CSI): 0.430213 - Best Trial: 24 - Best Parameters: {'d_main': 96, 'd_hidden': 128, 'n_blocks': 6, 'dropout': 0.12642891069348194, 'lr': 0.003991429900223644, 'weight_decay': 0.09309925180854568, 'batch_size': 32} + Value (CSI): 0.348178 + Parameters: {'d_main': 224, 'd_hidden': 256, 'n_blocks': 2, 'dropout': 0.12102770447487761, 'lr': 0.0031385586187517014, 'weight_decay': 0.00034240382870881215, 'batch_size': 128} + Best Value (CSI): 0.406719 + Best Trial: 5 + Best Parameters: {'d_main': 64, 'd_hidden': 256, 'n_blocks': 3, 'dropout': 0.2843714965028271, 'lr': 0.009315324608427497, 'weight_decay': 0.022174119634941862, 'batch_size': 128} ================================================================================ Fold 1 - 클래스별 가중치: {0: 0.9429593495934959, 1: 0.9205079365079365, 2: 1.1721238580321771} (클래스별 샘플 수: {0: 20500, 1: 21000, 2: 16492}) -[I 2025-12-25 17:02:51,706] Trial 85 pruned. +[I 2025-12-25 18:20:44,184] Trial 85 pruned. ================================================================================ Trial 85 완료 - Value (CSI): 0.287023 - Parameters: {'d_main': 64, 'd_hidden': 64, 'n_blocks': 6, 'dropout': 0.14576340507682778, 'lr': 0.00904468699382788, 'weight_decay': 0.006330182066785134, 'batch_size': 32} - Best Value (CSI): 0.430213 - Best Trial: 24 - Best Parameters: {'d_main': 96, 'd_hidden': 128, 'n_blocks': 6, 'dropout': 0.12642891069348194, 'lr': 0.003991429900223644, 'weight_decay': 0.09309925180854568, 'batch_size': 32} + Value (CSI): 0.352861 + Parameters: {'d_main': 192, 'd_hidden': 256, 'n_blocks': 3, 'dropout': 0.1474079139521567, 'lr': 0.004828548262909157, 'weight_decay': 0.0006450887134128369, 'batch_size': 256} + Best Value (CSI): 0.406719 + Best Trial: 5 + Best Parameters: {'d_main': 64, 'd_hidden': 256, 'n_blocks': 3, 'dropout': 0.2843714965028271, 'lr': 0.009315324608427497, 'weight_decay': 0.022174119634941862, 'batch_size': 128} ================================================================================ Fold 1 - 클래스별 가중치: {0: 0.9429593495934959, 1: 0.9205079365079365, 2: 1.1721238580321771} (클래스별 샘플 수: {0: 20500, 1: 21000, 2: 16492}) -[I 2025-12-25 17:03:38,563] Trial 86 pruned. +[I 2025-12-25 18:21:02,373] Trial 86 pruned. ================================================================================ Trial 86 완료 - Value (CSI): 0.305847 - Parameters: {'d_main': 64, 'd_hidden': 64, 'n_blocks': 5, 'dropout': 0.1151881703729369, 'lr': 0.004016017443746976, 'weight_decay': 0.008675856982076924, 'batch_size': 32} - Best Value (CSI): 0.430213 - Best Trial: 24 - Best Parameters: {'d_main': 96, 'd_hidden': 128, 'n_blocks': 6, 'dropout': 0.12642891069348194, 'lr': 0.003991429900223644, 'weight_decay': 0.09309925180854568, 'batch_size': 32} + Value (CSI): 0.317437 + Parameters: {'d_main': 64, 'd_hidden': 256, 'n_blocks': 5, 'dropout': 0.11589415618001286, 'lr': 0.008448712954074471, 'weight_decay': 0.001335415875601387, 'batch_size': 128} + Best Value (CSI): 0.406719 + Best Trial: 5 + Best Parameters: {'d_main': 64, 'd_hidden': 256, 'n_blocks': 3, 'dropout': 0.2843714965028271, 'lr': 0.009315324608427497, 'weight_decay': 0.022174119634941862, 'batch_size': 128} ================================================================================ Fold 1 - 클래스별 가중치: {0: 0.9429593495934959, 1: 0.9205079365079365, 2: 1.1721238580321771} (클래스별 샘플 수: {0: 20500, 1: 21000, 2: 16492}) -[I 2025-12-25 17:04:31,353] Trial 87 pruned. + Fold 2 - 클래스별 가중치: {0: 0.9440162601626017, 1: 0.917172195892575, 2: 1.1759332401612284} (클래스별 샘플 수: {0: 20500, 1: 21100, 2: 16457}) + Fold 3 - 클래스별 가중치: {0: 0.9437235772357724, 1: 0.9168878357030016, 2: 1.1768558509236167} (클래스별 샘플 수: {0: 20500, 1: 21100, 2: 16439}) +[I 2025-12-25 18:21:58,981] Trial 87 finished with value: 0.3971331455468843 and parameters: {'d_main': 160, 'd_hidden': 256, 'n_blocks': 2, 'dropout': 0.12660032068742688, 'lr': 0.006652881762385428, 'weight_decay': 0.0005063524673281321, 'batch_size': 256}. Best is trial 5 with value: 0.40671898361820197. ================================================================================ Trial 87 완료 - Value (CSI): 0.323620 - Parameters: {'d_main': 64, 'd_hidden': 64, 'n_blocks': 6, 'dropout': 0.13599254398269864, 'lr': 0.005266106480048947, 'weight_decay': 0.004415308053167378, 'batch_size': 32} - Best Value (CSI): 0.430213 - Best Trial: 24 - Best Parameters: {'d_main': 96, 'd_hidden': 128, 'n_blocks': 6, 'dropout': 0.12642891069348194, 'lr': 0.003991429900223644, 'weight_decay': 0.09309925180854568, 'batch_size': 32} + Value (CSI): 0.397133 + Parameters: {'d_main': 160, 'd_hidden': 256, 'n_blocks': 2, 'dropout': 0.12660032068742688, 'lr': 0.006652881762385428, 'weight_decay': 0.0005063524673281321, 'batch_size': 256} + Best Value (CSI): 0.406719 + Best Trial: 5 + Best Parameters: {'d_main': 64, 'd_hidden': 256, 'n_blocks': 3, 'dropout': 0.2843714965028271, 'lr': 0.009315324608427497, 'weight_decay': 0.022174119634941862, 'batch_size': 128} ================================================================================ Fold 1 - 클래스별 가중치: {0: 0.9429593495934959, 1: 0.9205079365079365, 2: 1.1721238580321771} (클래스별 샘플 수: {0: 20500, 1: 21000, 2: 16492}) -[I 2025-12-25 17:05:17,172] Trial 88 pruned. +[I 2025-12-25 18:22:08,888] Trial 88 pruned. ================================================================================ Trial 88 완료 - Value (CSI): 0.312012 - Parameters: {'d_main': 96, 'd_hidden': 128, 'n_blocks': 5, 'dropout': 0.15456597283997137, 'lr': 0.00646705911792937, 'weight_decay': 0.046321874649736014, 'batch_size': 32} - Best Value (CSI): 0.430213 - Best Trial: 24 - Best Parameters: {'d_main': 96, 'd_hidden': 128, 'n_blocks': 6, 'dropout': 0.12642891069348194, 'lr': 0.003991429900223644, 'weight_decay': 0.09309925180854568, 'batch_size': 32} + Value (CSI): 0.264122 + Parameters: {'d_main': 160, 'd_hidden': 256, 'n_blocks': 2, 'dropout': 0.10823807206037883, 'lr': 0.007457762145157222, 'weight_decay': 0.0007622729327164687, 'batch_size': 256} + Best Value (CSI): 0.406719 + Best Trial: 5 + Best Parameters: {'d_main': 64, 'd_hidden': 256, 'n_blocks': 3, 'dropout': 0.2843714965028271, 'lr': 0.009315324608427497, 'weight_decay': 0.022174119634941862, 'batch_size': 128} ================================================================================ Fold 1 - 클래스별 가중치: {0: 0.9429593495934959, 1: 0.9205079365079365, 2: 1.1721238580321771} (클래스별 샘플 수: {0: 20500, 1: 21000, 2: 16492}) -[I 2025-12-25 17:06:02,204] Trial 89 pruned. + Fold 2 - 클래스별 가중치: {0: 0.9440162601626017, 1: 0.917172195892575, 2: 1.1759332401612284} (클래스별 샘플 수: {0: 20500, 1: 21100, 2: 16457}) +[I 2025-12-25 18:22:54,335] Trial 89 pruned. ================================================================================ Trial 89 완료 - Value (CSI): 0.337243 - Parameters: {'d_main': 64, 'd_hidden': 64, 'n_blocks': 6, 'dropout': 0.10637901833478834, 'lr': 0.003408332620674264, 'weight_decay': 0.01421197890799066, 'batch_size': 64} - Best Value (CSI): 0.430213 - Best Trial: 24 - Best Parameters: {'d_main': 96, 'd_hidden': 128, 'n_blocks': 6, 'dropout': 0.12642891069348194, 'lr': 0.003991429900223644, 'weight_decay': 0.09309925180854568, 'batch_size': 32} + Value (CSI): 0.396053 + Parameters: {'d_main': 128, 'd_hidden': 192, 'n_blocks': 4, 'dropout': 0.13111030156739334, 'lr': 0.006452167483957661, 'weight_decay': 0.0005476882121211639, 'batch_size': 256} + Best Value (CSI): 0.406719 + Best Trial: 5 + Best Parameters: {'d_main': 64, 'd_hidden': 256, 'n_blocks': 3, 'dropout': 0.2843714965028271, 'lr': 0.009315324608427497, 'weight_decay': 0.022174119634941862, 'batch_size': 128} ================================================================================ Fold 1 - 클래스별 가중치: {0: 0.9429593495934959, 1: 0.9205079365079365, 2: 1.1721238580321771} (클래스별 샘플 수: {0: 20500, 1: 21000, 2: 16492}) -[I 2025-12-25 17:06:41,970] Trial 90 pruned. + Fold 2 - 클래스별 가중치: {0: 0.9440162601626017, 1: 0.917172195892575, 2: 1.1759332401612284} (클래스별 샘플 수: {0: 20500, 1: 21100, 2: 16457}) + Fold 3 - 클래스별 가중치: {0: 0.9437235772357724, 1: 0.9168878357030016, 2: 1.1768558509236167} (클래스별 샘플 수: {0: 20500, 1: 21100, 2: 16439}) +[I 2025-12-25 18:24:00,424] Trial 90 finished with value: 0.3770461945105574 and parameters: {'d_main': 160, 'd_hidden': 256, 'n_blocks': 5, 'dropout': 0.12292335041091423, 'lr': 0.002001594101355978, 'weight_decay': 0.0004227959796655832, 'batch_size': 256}. Best is trial 5 with value: 0.40671898361820197. ================================================================================ Trial 90 완료 - Value (CSI): 0.296296 - Parameters: {'d_main': 96, 'd_hidden': 64, 'n_blocks': 3, 'dropout': 0.12329722995608361, 'lr': 0.009707417661640228, 'weight_decay': 0.018090322732533547, 'batch_size': 32} - Best Value (CSI): 0.430213 - Best Trial: 24 - Best Parameters: {'d_main': 96, 'd_hidden': 128, 'n_blocks': 6, 'dropout': 0.12642891069348194, 'lr': 0.003991429900223644, 'weight_decay': 0.09309925180854568, 'batch_size': 32} + Value (CSI): 0.377046 + Parameters: {'d_main': 160, 'd_hidden': 256, 'n_blocks': 5, 'dropout': 0.12292335041091423, 'lr': 0.002001594101355978, 'weight_decay': 0.0004227959796655832, 'batch_size': 256} + Best Value (CSI): 0.406719 + Best Trial: 5 + Best Parameters: {'d_main': 64, 'd_hidden': 256, 'n_blocks': 3, 'dropout': 0.2843714965028271, 'lr': 0.009315324608427497, 'weight_decay': 0.022174119634941862, 'batch_size': 128} ================================================================================ Fold 1 - 클래스별 가중치: {0: 0.9429593495934959, 1: 0.9205079365079365, 2: 1.1721238580321771} (클래스별 샘플 수: {0: 20500, 1: 21000, 2: 16492}) -[I 2025-12-25 17:08:07,176] Trial 91 pruned. + Fold 2 - 클래스별 가중치: {0: 0.9440162601626017, 1: 0.917172195892575, 2: 1.1759332401612284} (클래스별 샘플 수: {0: 20500, 1: 21100, 2: 16457}) + Fold 3 - 클래스별 가중치: {0: 0.9437235772357724, 1: 0.9168878357030016, 2: 1.1768558509236167} (클래스별 샘플 수: {0: 20500, 1: 21100, 2: 16439}) +[I 2025-12-25 18:25:24,079] Trial 91 finished with value: 0.38503613354788896 and parameters: {'d_main': 160, 'd_hidden': 256, 'n_blocks': 2, 'dropout': 0.14071661041360847, 'lr': 0.005102591888743379, 'weight_decay': 0.0003148545208828977, 'batch_size': 256}. Best is trial 5 with value: 0.40671898361820197. ================================================================================ Trial 91 완료 - Value (CSI): 0.274603 - Parameters: {'d_main': 96, 'd_hidden': 64, 'n_blocks': 6, 'dropout': 0.11781094279512412, 'lr': 0.008039399207054822, 'weight_decay': 0.0072217700860683935, 'batch_size': 32} - Best Value (CSI): 0.430213 - Best Trial: 24 - Best Parameters: {'d_main': 96, 'd_hidden': 128, 'n_blocks': 6, 'dropout': 0.12642891069348194, 'lr': 0.003991429900223644, 'weight_decay': 0.09309925180854568, 'batch_size': 32} + Value (CSI): 0.385036 + Parameters: {'d_main': 160, 'd_hidden': 256, 'n_blocks': 2, 'dropout': 0.14071661041360847, 'lr': 0.005102591888743379, 'weight_decay': 0.0003148545208828977, 'batch_size': 256} + Best Value (CSI): 0.406719 + Best Trial: 5 + Best Parameters: {'d_main': 64, 'd_hidden': 256, 'n_blocks': 3, 'dropout': 0.2843714965028271, 'lr': 0.009315324608427497, 'weight_decay': 0.022174119634941862, 'batch_size': 128} ================================================================================ Fold 1 - 클래스별 가중치: {0: 0.9429593495934959, 1: 0.9205079365079365, 2: 1.1721238580321771} (클래스별 샘플 수: {0: 20500, 1: 21000, 2: 16492}) -[I 2025-12-25 17:08:34,249] Trial 92 pruned. +[I 2025-12-25 18:25:35,713] Trial 92 pruned. ================================================================================ Trial 92 완료 - Value (CSI): 0.341791 - Parameters: {'d_main': 96, 'd_hidden': 192, 'n_blocks': 6, 'dropout': 0.12743994145294735, 'lr': 0.005308773708493135, 'weight_decay': 0.005624407552403323, 'batch_size': 128} - Best Value (CSI): 0.430213 - Best Trial: 24 - Best Parameters: {'d_main': 96, 'd_hidden': 128, 'n_blocks': 6, 'dropout': 0.12642891069348194, 'lr': 0.003991429900223644, 'weight_decay': 0.09309925180854568, 'batch_size': 32} + Value (CSI): 0.341667 + Parameters: {'d_main': 160, 'd_hidden': 256, 'n_blocks': 2, 'dropout': 0.14003966837361392, 'lr': 0.0048752652556196, 'weight_decay': 0.0010676842647772719, 'batch_size': 256} + Best Value (CSI): 0.406719 + Best Trial: 5 + Best Parameters: {'d_main': 64, 'd_hidden': 256, 'n_blocks': 3, 'dropout': 0.2843714965028271, 'lr': 0.009315324608427497, 'weight_decay': 0.022174119634941862, 'batch_size': 128} ================================================================================ Fold 1 - 클래스별 가중치: {0: 0.9429593495934959, 1: 0.9205079365079365, 2: 1.1721238580321771} (클래스별 샘플 수: {0: 20500, 1: 21000, 2: 16492}) -[I 2025-12-25 17:09:20,862] Trial 93 pruned. +[I 2025-12-25 18:26:00,193] Trial 93 pruned. ================================================================================ Trial 93 완료 - Value (CSI): 0.350954 - Parameters: {'d_main': 96, 'd_hidden': 256, 'n_blocks': 6, 'dropout': 0.10551887014607182, 'lr': 0.004182661150342164, 'weight_decay': 0.01107445579882637, 'batch_size': 64} - Best Value (CSI): 0.430213 - Best Trial: 24 - Best Parameters: {'d_main': 96, 'd_hidden': 128, 'n_blocks': 6, 'dropout': 0.12642891069348194, 'lr': 0.003991429900223644, 'weight_decay': 0.09309925180854568, 'batch_size': 32} + Value (CSI): 0.280236 + Parameters: {'d_main': 192, 'd_hidden': 256, 'n_blocks': 2, 'dropout': 0.11728008203167606, 'lr': 0.0038204833281482967, 'weight_decay': 0.0003296299284006589, 'batch_size': 256} + Best Value (CSI): 0.406719 + Best Trial: 5 + Best Parameters: {'d_main': 64, 'd_hidden': 256, 'n_blocks': 3, 'dropout': 0.2843714965028271, 'lr': 0.009315324608427497, 'weight_decay': 0.022174119634941862, 'batch_size': 128} ================================================================================ Fold 1 - 클래스별 가중치: {0: 0.9429593495934959, 1: 0.9205079365079365, 2: 1.1721238580321771} (클래스별 샘플 수: {0: 20500, 1: 21000, 2: 16492}) -[I 2025-12-25 17:09:37,667] Trial 94 pruned. + Fold 2 - 클래스별 가중치: {0: 0.9440162601626017, 1: 0.917172195892575, 2: 1.1759332401612284} (클래스별 샘플 수: {0: 20500, 1: 21100, 2: 16457}) + Fold 3 - 클래스별 가중치: {0: 0.9437235772357724, 1: 0.9168878357030016, 2: 1.1768558509236167} (클래스별 샘플 수: {0: 20500, 1: 21100, 2: 16439}) +[I 2025-12-25 18:26:57,203] Trial 94 finished with value: 0.38335452279464954 and parameters: {'d_main': 160, 'd_hidden': 256, 'n_blocks': 2, 'dropout': 0.12642856896410576, 'lr': 0.0056033122384444795, 'weight_decay': 0.0002293502591008029, 'batch_size': 256}. Best is trial 5 with value: 0.40671898361820197. ================================================================================ Trial 94 완료 - Value (CSI): 0.282209 - Parameters: {'d_main': 192, 'd_hidden': 128, 'n_blocks': 6, 'dropout': 0.1468597356599491, 'lr': 0.006430774383855066, 'weight_decay': 0.08315334200981778, 'batch_size': 256} - Best Value (CSI): 0.430213 - Best Trial: 24 - Best Parameters: {'d_main': 96, 'd_hidden': 128, 'n_blocks': 6, 'dropout': 0.12642891069348194, 'lr': 0.003991429900223644, 'weight_decay': 0.09309925180854568, 'batch_size': 32} + Value (CSI): 0.383355 + Parameters: {'d_main': 160, 'd_hidden': 256, 'n_blocks': 2, 'dropout': 0.12642856896410576, 'lr': 0.0056033122384444795, 'weight_decay': 0.0002293502591008029, 'batch_size': 256} + Best Value (CSI): 0.406719 + Best Trial: 5 + Best Parameters: {'d_main': 64, 'd_hidden': 256, 'n_blocks': 3, 'dropout': 0.2843714965028271, 'lr': 0.009315324608427497, 'weight_decay': 0.022174119634941862, 'batch_size': 128} ================================================================================ Fold 1 - 클래스별 가중치: {0: 0.9429593495934959, 1: 0.9205079365079365, 2: 1.1721238580321771} (클래스별 샘플 수: {0: 20500, 1: 21000, 2: 16492}) -[I 2025-12-25 17:11:02,641] Trial 95 pruned. +[I 2025-12-25 18:27:09,124] Trial 95 pruned. ================================================================================ Trial 95 완료 - Value (CSI): 0.273994 - Parameters: {'d_main': 64, 'd_hidden': 64, 'n_blocks': 6, 'dropout': 0.13480773386060452, 'lr': 0.008318091729049298, 'weight_decay': 0.03622180101926556, 'batch_size': 32} - Best Value (CSI): 0.430213 - Best Trial: 24 - Best Parameters: {'d_main': 96, 'd_hidden': 128, 'n_blocks': 6, 'dropout': 0.12642891069348194, 'lr': 0.003991429900223644, 'weight_decay': 0.09309925180854568, 'batch_size': 32} + Value (CSI): 0.268366 + Parameters: {'d_main': 192, 'd_hidden': 256, 'n_blocks': 3, 'dropout': 0.10781027151787033, 'lr': 0.008888886303763142, 'weight_decay': 0.00017724027785152356, 'batch_size': 256} + Best Value (CSI): 0.406719 + Best Trial: 5 + Best Parameters: {'d_main': 64, 'd_hidden': 256, 'n_blocks': 3, 'dropout': 0.2843714965028271, 'lr': 0.009315324608427497, 'weight_decay': 0.022174119634941862, 'batch_size': 128} ================================================================================ Fold 1 - 클래스별 가중치: {0: 0.9429593495934959, 1: 0.9205079365079365, 2: 1.1721238580321771} (클래스별 샘플 수: {0: 20500, 1: 21000, 2: 16492}) - Fold 2 - 클래스별 가중치: {0: 0.9440162601626017, 1: 0.917172195892575, 2: 1.1759332401612284} (클래스별 샘플 수: {0: 20500, 1: 21100, 2: 16457}) - Fold 3 - 클래스별 가중치: {0: 0.9437235772357724, 1: 0.9168878357030016, 2: 1.1768558509236167} (클래스별 샘플 수: {0: 20500, 1: 21100, 2: 16439}) -[I 2025-12-25 17:16:51,907] Trial 96 finished with value: 0.4356716825666811 and parameters: {'d_main': 128, 'd_hidden': 128, 'n_blocks': 6, 'dropout': 0.11201244362332098, 'lr': 0.004812382291062589, 'weight_decay': 0.06014336738768738, 'batch_size': 32}. Best is trial 96 with value: 0.4356716825666811. +[I 2025-12-25 18:27:20,745] Trial 96 pruned. ================================================================================ Trial 96 완료 - Value (CSI): 0.435672 - Parameters: {'d_main': 128, 'd_hidden': 128, 'n_blocks': 6, 'dropout': 0.11201244362332098, 'lr': 0.004812382291062589, 'weight_decay': 0.06014336738768738, 'batch_size': 32} - Best Value (CSI): 0.435672 - Best Trial: 96 - Best Parameters: {'d_main': 128, 'd_hidden': 128, 'n_blocks': 6, 'dropout': 0.11201244362332098, 'lr': 0.004812382291062589, 'weight_decay': 0.06014336738768738, 'batch_size': 32} + Value (CSI): 0.335165 + Parameters: {'d_main': 256, 'd_hidden': 256, 'n_blocks': 2, 'dropout': 0.15029645112606724, 'lr': 0.0027955809759112687, 'weight_decay': 0.0005010071305988381, 'batch_size': 256} + Best Value (CSI): 0.406719 + Best Trial: 5 + Best Parameters: {'d_main': 64, 'd_hidden': 256, 'n_blocks': 3, 'dropout': 0.2843714965028271, 'lr': 0.009315324608427497, 'weight_decay': 0.022174119634941862, 'batch_size': 128} ================================================================================ Fold 1 - 클래스별 가중치: {0: 0.9429593495934959, 1: 0.9205079365079365, 2: 1.1721238580321771} (클래스별 샘플 수: {0: 20500, 1: 21000, 2: 16492}) -[I 2025-12-25 17:18:10,408] Trial 97 pruned. +[I 2025-12-25 18:27:41,055] Trial 97 pruned. ================================================================================ Trial 97 완료 - Value (CSI): 0.351014 - Parameters: {'d_main': 128, 'd_hidden': 128, 'n_blocks': 5, 'dropout': 0.11401829642594447, 'lr': 0.0036781141395967752, 'weight_decay': 0.0705422170378469, 'batch_size': 32} - Best Value (CSI): 0.435672 - Best Trial: 96 - Best Parameters: {'d_main': 128, 'd_hidden': 128, 'n_blocks': 6, 'dropout': 0.11201244362332098, 'lr': 0.004812382291062589, 'weight_decay': 0.06014336738768738, 'batch_size': 32} + Value (CSI): 0.268702 + Parameters: {'d_main': 160, 'd_hidden': 128, 'n_blocks': 2, 'dropout': 0.13534038476992516, 'lr': 0.007051733601595868, 'weight_decay': 0.0008220966142636274, 'batch_size': 128} + Best Value (CSI): 0.406719 + Best Trial: 5 + Best Parameters: {'d_main': 64, 'd_hidden': 256, 'n_blocks': 3, 'dropout': 0.2843714965028271, 'lr': 0.009315324608427497, 'weight_decay': 0.022174119634941862, 'batch_size': 128} ================================================================================ Fold 1 - 클래스별 가중치: {0: 0.9429593495934959, 1: 0.9205079365079365, 2: 1.1721238580321771} (클래스별 샘플 수: {0: 20500, 1: 21000, 2: 16492}) -[I 2025-12-25 17:19:36,423] Trial 98 pruned. +[I 2025-12-25 18:28:07,891] Trial 98 pruned. ================================================================================ Trial 98 완료 - Value (CSI): 0.363770 - Parameters: {'d_main': 128, 'd_hidden': 128, 'n_blocks': 6, 'dropout': 0.10174459004894057, 'lr': 0.0027876050601992317, 'weight_decay': 0.044131441037995454, 'batch_size': 32} - Best Value (CSI): 0.435672 - Best Trial: 96 - Best Parameters: {'d_main': 128, 'd_hidden': 128, 'n_blocks': 6, 'dropout': 0.11201244362332098, 'lr': 0.004812382291062589, 'weight_decay': 0.06014336738768738, 'batch_size': 32} + Value (CSI): 0.362745 + Parameters: {'d_main': 160, 'd_hidden': 256, 'n_blocks': 5, 'dropout': 0.1600183052181945, 'lr': 0.004496298701220488, 'weight_decay': 0.00030149607638163875, 'batch_size': 256} + Best Value (CSI): 0.406719 + Best Trial: 5 + Best Parameters: {'d_main': 64, 'd_hidden': 256, 'n_blocks': 3, 'dropout': 0.2843714965028271, 'lr': 0.009315324608427497, 'weight_decay': 0.022174119634941862, 'batch_size': 128} ================================================================================ Fold 1 - 클래스별 가중치: {0: 0.9429593495934959, 1: 0.9205079365079365, 2: 1.1721238580321771} (클래스별 샘플 수: {0: 20500, 1: 21000, 2: 16492}) -[I 2025-12-25 17:21:01,893] Trial 99 pruned. +[I 2025-12-25 18:28:24,551] Trial 99 pruned. ================================================================================ Trial 99 완료 - Value (CSI): 0.338346 - Parameters: {'d_main': 160, 'd_hidden': 128, 'n_blocks': 6, 'dropout': 0.12063832255409532, 'lr': 0.0045688297593179114, 'weight_decay': 0.06093146459705058, 'batch_size': 32} - Best Value (CSI): 0.435672 - Best Trial: 96 - Best Parameters: {'d_main': 128, 'd_hidden': 128, 'n_blocks': 6, 'dropout': 0.11201244362332098, 'lr': 0.004812382291062589, 'weight_decay': 0.06014336738768738, 'batch_size': 32} + Value (CSI): 0.330137 + Parameters: {'d_main': 192, 'd_hidden': 192, 'n_blocks': 2, 'dropout': 0.1124738917266832, 'lr': 0.0033584912705342668, 'weight_decay': 0.00039786642153368825, 'batch_size': 128} + Best Value (CSI): 0.406719 + Best Trial: 5 + Best Parameters: {'d_main': 64, 'd_hidden': 256, 'n_blocks': 3, 'dropout': 0.2843714965028271, 'lr': 0.009315324608427497, 'weight_decay': 0.022174119634941862, 'batch_size': 128} ================================================================================ 최적화 완료. -Best CSI Score: 0.4357 -Best Hyperparameters: {'d_main': 128, 'd_hidden': 128, 'n_blocks': 6, 'dropout': 0.11201244362332098, 'lr': 0.004812382291062589, 'weight_decay': 0.06014336738768738, 'batch_size': 32} +Best CSI Score: 0.4067 +Best Hyperparameters: {'d_main': 64, 'd_hidden': 256, 'n_blocks': 3, 'dropout': 0.2843714965028271, 'lr': 0.009315324608427497, 'weight_decay': 0.022174119634941862, 'batch_size': 128} 최적화 과정 요약: - 총 시도 횟수: 100 - 성공한 시도: 100 - - 최초 CSI: 0.3873 - - 최종 CSI: 0.3383 - - 최고 CSI: 0.4357 - - 최저 CSI: 0.2251 - - 평균 CSI: 0.3392 + - 최초 CSI: 0.3820 + - 최종 CSI: 0.3301 + - 최고 CSI: 0.4176 + - 최저 CSI: 0.1846 + - 평균 CSI: 0.3369 최적화 Study 객체가 /workspace/visibility_prediction/Analysis_code/optimization_history/deepgbm_smotenc_ctgan20000_busan_trials.pkl에 저장되었습니다. @@ -1288,48 +1288,21 @@ Best Hyperparameters: {'d_main': 128, 'd_hidden': 128, 'n_blocks': 6, 'dropout': ================================================== 최종 모델 학습 시작... Fold 1 학습 중... - Early stopping at epoch 24, Best CSI: 0.3765 - Fold 1 학습 완료 (검증 CSI: 0.3765) + Early stopping at epoch 34, Best CSI: 0.3801 + Fold 1 학습 완료 (검증 CSI: 0.3801) Fold 2 학습 중... - Early stopping at epoch 16, Best CSI: 0.4313 - Fold 2 학습 완료 (검증 CSI: 0.4313) + Early stopping at epoch 23, Best CSI: 0.4721 + Fold 2 학습 완료 (검증 CSI: 0.4721) Fold 3 학습 중... - Early stopping at epoch 38, Best CSI: 0.4564 - Fold 3 학습 완료 (검증 CSI: 0.4564) + Early stopping at epoch 38, Best CSI: 0.4197 + Fold 3 학습 완료 (검증 CSI: 0.4197) 모든 모델 저장 완료: ../save_model/deepgbm_optima/deepgbm_smotenc_ctgan20000_busan.pkl (총 3개 fold) Scaler 저장 완료: ../save_model/deepgbm_optima/scaler/deepgbm_smotenc_ctgan20000_busan_scaler.pkl (총 3개 fold) 최종 모델 학습 및 저장 완료! 저장된 모델 경로: ../save_model/deepgbm_optima/deepgbm_smotenc_ctgan20000_busan.pkl - -✓ 완료: deepgbm_smotenc_ctgan20000/deepgbm_smotenc_ctgan20000_busan.py (소요 시간: 8984초) - ----------------------------------------- -실행 중: deepgbm_smotenc_ctgan20000/deepgbm_smotenc_ctgan20000_daegu.py -시작 시간: 2025-12-25 17:26:49 ----------------------------------------- -[I 2025-12-25 17:26:50,318] A new study created in memory with name: no-name-e66e283a-09e0-493a-a62f-970a0e5236a9 - Fold 1 - 클래스별 가중치: {0: 0.9444227642276423, 1: 0.9219365079365079, 2: 1.167571262011016} (클래스별 샘플 수: {0: 20500, 1: 21000, 2: 16582}) - Fold 2 - 클래스별 가중치: {0: 0.9447642276422764, 1: 0.9311378205128205, 2: 1.1526314745382769} (클래스별 샘플 수: {0: 20500, 1: 20800, 2: 16803}) - Fold 3 - 클래스별 가중치: {0: 0.9433008130081301, 1: 0.9387216828478965, 2: 1.143361122607856} (클래스별 샘플 수: {0: 20500, 1: 20600, 2: 16913}) -[I 2025-12-25 17:28:31,433] Trial 0 finished with value: 0.36467219457887107 and parameters: {'d_main': 160, 'd_hidden': 192, 'n_blocks': 4, 'dropout': 0.3017085979899251, 'lr': 0.0030065297190371167, 'weight_decay': 0.00025062843235395106, 'batch_size': 128}. Best is trial 0 with value: 0.36467219457887107. - -================================================================================ -Trial 0 완료 - Value (CSI): 0.364672 - Parameters: {'d_main': 160, 'd_hidden': 192, 'n_blocks': 4, 'dropout': 0.3017085979899251, 'lr': 0.0030065297190371167, 'weight_decay': 0.00025062843235395106, 'batch_size': 128} - Best Value (CSI): 0.364672 - Best Trial: 0 - Best Parameters: {'d_main': 160, 'd_hidden': 192, 'n_blocks': 4, 'dropout': 0.3017085979899251, 'lr': 0.0030065297190371167, 'weight_decay': 0.00025062843235395106, 'batch_size': 128} -================================================================================ - - Fold 1 - 클래스별 가중치: {0: 0.9444227642276423, 1: 0.9219365079365079, 2: 1.167571262011016} (클래스별 샘플 수: {0: 20500, 1: 21000, 2: 16582}) - Fold 2 - 클래스별 가중치: {0: 0.9447642276422764, 1: 0.9311378205128205, 2: 1.1526314745382769} (클래스별 샘플 수: {0: 20500, 1: 20800, 2: 16803}) - Fold 3 - 클래스별 가중치: {0: 0.9433008130081301, 1: 0.9387216828478965, 2: 1.143361122607856} (클래스별 샘플 수: {0: 20500, 1: 20600, 2: 16913}) -[I 2025-12-25 17:30:39,470] Trial 1 finished with value: 0.3856790077158836 and parameters: {'d_main': 64, 'd_hidden': 256, 'n_blocks': 3, 'dropout': 0.2848573987586112, 'lr': 0.007340360080223874, 'weight_decay': 0.016783140287706385, 'batch_size': 64}. Best is trial 1 with value: 0.3856790077158836. - -================================================================================ +======================================== Trial 1 완료 Value (CSI): 0.385679 Parameters: {'d_main': 64, 'd_hidden': 256, 'n_blocks': 3, 'dropout': 0.2848573987586112, 'lr': 0.007340360080223874, 'weight_decay': 0.016783140287706385, 'batch_size': 64} @@ -1409,3 +1382,6464 @@ Trial 6 완료 Fold 1 - 클래스별 가중치: {0: 0.9444227642276423, 1: 0.9219365079365079, 2: 1.167571262011016} (클래스별 샘플 수: {0: 20500, 1: 21000, 2: 16582}) Fold 2 - 클래스별 가중치: {0: 0.9447642276422764, 1: 0.9311378205128205, 2: 1.1526314745382769} (클래스별 샘플 수: {0: 20500, 1: 20800, 2: 16803}) Fold 3 - 클래스별 가중치: {0: 0.9433008130081301, 1: 0.9387216828478965, 2: 1.143361122607856} (클래스별 샘플 수: {0: 20500, 1: 20600, 2: 16913}) +[I 2025-12-25 17:40:02,161] Trial 7 finished with value: 0.3543437698570853 and parameters: {'d_main': 224, 'd_hidden': 256, 'n_blocks': 4, 'dropout': 0.38043745238576543, 'lr': 0.0007226450013182126, 'weight_decay': 0.0015903753489726108, 'batch_size': 128}. Best is trial 1 with value: 0.3856790077158836. + +================================================================================ +Trial 7 완료 + Value (CSI): 0.354344 + Parameters: {'d_main': 224, 'd_hidden': 256, 'n_blocks': 4, 'dropout': 0.38043745238576543, 'lr': 0.0007226450013182126, 'weight_decay': 0.0015903753489726108, 'batch_size': 128} + Best Value (CSI): 0.385679 + Best Trial: 1 + Best Parameters: {'d_main': 64, 'd_hidden': 256, 'n_blocks': 3, 'dropout': 0.2848573987586112, 'lr': 0.007340360080223874, 'weight_decay': 0.016783140287706385, 'batch_size': 64} +================================================================================ + + Fold 1 - 클래스별 가중치: {0: 0.9444227642276423, 1: 0.9219365079365079, 2: 1.167571262011016} (클래스별 샘플 수: {0: 20500, 1: 21000, 2: 16582}) + Fold 2 - 클래스별 가중치: {0: 0.9447642276422764, 1: 0.9311378205128205, 2: 1.1526314745382769} (클래스별 샘플 수: {0: 20500, 1: 20800, 2: 16803}) + Fold 3 - 클래스별 가중치: {0: 0.9433008130081301, 1: 0.9387216828478965, 2: 1.143361122607856} (클래스별 샘플 수: {0: 20500, 1: 20600, 2: 16913}) +[I 2025-12-25 17:42:07,170] Trial 8 pruned. + +================================================================================ +Trial 8 완료 + Value (CSI): 0.301766 + Parameters: {'d_main': 128, 'd_hidden': 64, 'n_blocks': 2, 'dropout': 0.2773607825626969, 'lr': 0.0005859019881779902, 'weight_decay': 0.0016385428838565678, 'batch_size': 64} + Best Value (CSI): 0.385679 + Best Trial: 1 + Best Parameters: {'d_main': 64, 'd_hidden': 256, 'n_blocks': 3, 'dropout': 0.2848573987586112, 'lr': 0.007340360080223874, 'weight_decay': 0.016783140287706385, 'batch_size': 64} +================================================================================ + + Fold 1 - 클래스별 가중치: {0: 0.9444227642276423, 1: 0.9219365079365079, 2: 1.167571262011016} (클래스별 샘플 수: {0: 20500, 1: 21000, 2: 16582}) +[I 2025-12-25 17:42:44,619] Trial 9 pruned. + +================================================================================ +Trial 9 완료 + Value (CSI): 0.210393 + Parameters: {'d_main': 96, 'd_hidden': 128, 'n_blocks': 5, 'dropout': 0.18534018537983848, 'lr': 2.9683462284887478e-05, 'weight_decay': 0.0008225148626672035, 'batch_size': 32} + Best Value (CSI): 0.385679 + Best Trial: 1 + Best Parameters: {'d_main': 64, 'd_hidden': 256, 'n_blocks': 3, 'dropout': 0.2848573987586112, 'lr': 0.007340360080223874, 'weight_decay': 0.016783140287706385, 'batch_size': 64} +================================================================================ + + Fold 1 - 클래스별 가중치: {0: 0.9444227642276423, 1: 0.9219365079365079, 2: 1.167571262011016} (클래스별 샘플 수: {0: 20500, 1: 21000, 2: 16582}) + Fold 2 - 클래스별 가중치: {0: 0.9447642276422764, 1: 0.9311378205128205, 2: 1.1526314745382769} (클래스별 샘플 수: {0: 20500, 1: 20800, 2: 16803}) + Fold 3 - 클래스별 가중치: {0: 0.9433008130081301, 1: 0.9387216828478965, 2: 1.143361122607856} (클래스별 샘플 수: {0: 20500, 1: 20600, 2: 16913}) +[I 2025-12-25 17:45:19,240] Trial 10 finished with value: 0.42421665871258857 and parameters: {'d_main': 192, 'd_hidden': 64, 'n_blocks': 3, 'dropout': 0.23749084860307185, 'lr': 0.009370159012270448, 'weight_decay': 0.07499307287280156, 'batch_size': 64}. Best is trial 10 with value: 0.42421665871258857. + +================================================================================ +Trial 10 완료 + Value (CSI): 0.424217 + Parameters: {'d_main': 192, 'd_hidden': 64, 'n_blocks': 3, 'dropout': 0.23749084860307185, 'lr': 0.009370159012270448, 'weight_decay': 0.07499307287280156, 'batch_size': 64} + Best Value (CSI): 0.424217 + Best Trial: 10 + Best Parameters: {'d_main': 192, 'd_hidden': 64, 'n_blocks': 3, 'dropout': 0.23749084860307185, 'lr': 0.009370159012270448, 'weight_decay': 0.07499307287280156, 'batch_size': 64} +================================================================================ + + Fold 1 - 클래스별 가중치: {0: 0.9444227642276423, 1: 0.9219365079365079, 2: 1.167571262011016} (클래스별 샘플 수: {0: 20500, 1: 21000, 2: 16582}) + Fold 2 - 클래스별 가중치: {0: 0.9447642276422764, 1: 0.9311378205128205, 2: 1.1526314745382769} (클래스별 샘플 수: {0: 20500, 1: 20800, 2: 16803}) + Fold 3 - 클래스별 가중치: {0: 0.9433008130081301, 1: 0.9387216828478965, 2: 1.143361122607856} (클래스별 샘플 수: {0: 20500, 1: 20600, 2: 16913}) +[I 2025-12-25 17:48:42,261] Trial 11 finished with value: 0.4307323196661675 and parameters: {'d_main': 192, 'd_hidden': 64, 'n_blocks': 3, 'dropout': 0.23178114116339094, 'lr': 0.007074238908032745, 'weight_decay': 0.055751033425856605, 'batch_size': 64}. Best is trial 11 with value: 0.4307323196661675. + +================================================================================ +Trial 11 완료 + Value (CSI): 0.430732 + Parameters: {'d_main': 192, 'd_hidden': 64, 'n_blocks': 3, 'dropout': 0.23178114116339094, 'lr': 0.007074238908032745, 'weight_decay': 0.055751033425856605, 'batch_size': 64} + Best Value (CSI): 0.430732 + Best Trial: 11 + Best Parameters: {'d_main': 192, 'd_hidden': 64, 'n_blocks': 3, 'dropout': 0.23178114116339094, 'lr': 0.007074238908032745, 'weight_decay': 0.055751033425856605, 'batch_size': 64} +================================================================================ + + Fold 1 - 클래스별 가중치: {0: 0.9444227642276423, 1: 0.9219365079365079, 2: 1.167571262011016} (클래스별 샘플 수: {0: 20500, 1: 21000, 2: 16582}) + Fold 2 - 클래스별 가중치: {0: 0.9447642276422764, 1: 0.9311378205128205, 2: 1.1526314745382769} (클래스별 샘플 수: {0: 20500, 1: 20800, 2: 16803}) + Fold 3 - 클래스별 가중치: {0: 0.9433008130081301, 1: 0.9387216828478965, 2: 1.143361122607856} (클래스별 샘플 수: {0: 20500, 1: 20600, 2: 16913}) +[I 2025-12-25 17:52:01,098] Trial 12 finished with value: 0.42153393601603795 and parameters: {'d_main': 192, 'd_hidden': 64, 'n_blocks': 3, 'dropout': 0.22315479556256956, 'lr': 0.008812284431471919, 'weight_decay': 0.06667295762377227, 'batch_size': 64}. Best is trial 11 with value: 0.4307323196661675. + +================================================================================ +Trial 12 완료 + Value (CSI): 0.421534 + Parameters: {'d_main': 192, 'd_hidden': 64, 'n_blocks': 3, 'dropout': 0.22315479556256956, 'lr': 0.008812284431471919, 'weight_decay': 0.06667295762377227, 'batch_size': 64} + Best Value (CSI): 0.430732 + Best Trial: 11 + Best Parameters: {'d_main': 192, 'd_hidden': 64, 'n_blocks': 3, 'dropout': 0.23178114116339094, 'lr': 0.007074238908032745, 'weight_decay': 0.055751033425856605, 'batch_size': 64} +================================================================================ + + Fold 1 - 클래스별 가중치: {0: 0.9444227642276423, 1: 0.9219365079365079, 2: 1.167571262011016} (클래스별 샘플 수: {0: 20500, 1: 21000, 2: 16582}) + Fold 2 - 클래스별 가중치: {0: 0.9447642276422764, 1: 0.9311378205128205, 2: 1.1526314745382769} (클래스별 샘플 수: {0: 20500, 1: 20800, 2: 16803}) + Fold 3 - 클래스별 가중치: {0: 0.9433008130081301, 1: 0.9387216828478965, 2: 1.143361122607856} (클래스별 샘플 수: {0: 20500, 1: 20600, 2: 16913}) +[I 2025-12-25 17:54:47,339] Trial 13 finished with value: 0.4034030872912259 and parameters: {'d_main': 192, 'd_hidden': 64, 'n_blocks': 3, 'dropout': 0.23311295737234916, 'lr': 0.0021838499272363848, 'weight_decay': 0.08628139019391722, 'batch_size': 64}. Best is trial 11 with value: 0.4307323196661675. + +================================================================================ +Trial 13 완료 + Value (CSI): 0.403403 + Parameters: {'d_main': 192, 'd_hidden': 64, 'n_blocks': 3, 'dropout': 0.23311295737234916, 'lr': 0.0021838499272363848, 'weight_decay': 0.08628139019391722, 'batch_size': 64} + Best Value (CSI): 0.430732 + Best Trial: 11 + Best Parameters: {'d_main': 192, 'd_hidden': 64, 'n_blocks': 3, 'dropout': 0.23178114116339094, 'lr': 0.007074238908032745, 'weight_decay': 0.055751033425856605, 'batch_size': 64} +================================================================================ + + Fold 1 - 클래스별 가중치: {0: 0.9444227642276423, 1: 0.9219365079365079, 2: 1.167571262011016} (클래스별 샘플 수: {0: 20500, 1: 21000, 2: 16582}) + Fold 2 - 클래스별 가중치: {0: 0.9447642276422764, 1: 0.9311378205128205, 2: 1.1526314745382769} (클래스별 샘플 수: {0: 20500, 1: 20800, 2: 16803}) + Fold 3 - 클래스별 가중치: {0: 0.9433008130081301, 1: 0.9387216828478965, 2: 1.143361122607856} (클래스별 샘플 수: {0: 20500, 1: 20600, 2: 16913}) +[I 2025-12-25 17:57:55,358] Trial 14 finished with value: 0.40968728720923303 and parameters: {'d_main': 192, 'd_hidden': 128, 'n_blocks': 3, 'dropout': 0.19754713188569664, 'lr': 0.009945449525975654, 'weight_decay': 0.012854075488803903, 'batch_size': 64}. Best is trial 11 with value: 0.4307323196661675. + +================================================================================ +Trial 14 완료 + Value (CSI): 0.409687 + Parameters: {'d_main': 192, 'd_hidden': 128, 'n_blocks': 3, 'dropout': 0.19754713188569664, 'lr': 0.009945449525975654, 'weight_decay': 0.012854075488803903, 'batch_size': 64} + Best Value (CSI): 0.430732 + Best Trial: 11 + Best Parameters: {'d_main': 192, 'd_hidden': 64, 'n_blocks': 3, 'dropout': 0.23178114116339094, 'lr': 0.007074238908032745, 'weight_decay': 0.055751033425856605, 'batch_size': 64} +================================================================================ + + Fold 1 - 클래스별 가중치: {0: 0.9444227642276423, 1: 0.9219365079365079, 2: 1.167571262011016} (클래스별 샘플 수: {0: 20500, 1: 21000, 2: 16582}) + Fold 2 - 클래스별 가중치: {0: 0.9447642276422764, 1: 0.9311378205128205, 2: 1.1526314745382769} (클래스별 샘플 수: {0: 20500, 1: 20800, 2: 16803}) + Fold 3 - 클래스별 가중치: {0: 0.9433008130081301, 1: 0.9387216828478965, 2: 1.143361122607856} (클래스별 샘플 수: {0: 20500, 1: 20600, 2: 16913}) +[I 2025-12-25 18:00:34,943] Trial 15 finished with value: 0.3952509776109269 and parameters: {'d_main': 224, 'd_hidden': 64, 'n_blocks': 2, 'dropout': 0.2522596763481665, 'lr': 0.0013070974614867957, 'weight_decay': 0.043461785851368936, 'batch_size': 64}. Best is trial 11 with value: 0.4307323196661675. + +================================================================================ +Trial 15 완료 + Value (CSI): 0.395251 + Parameters: {'d_main': 224, 'd_hidden': 64, 'n_blocks': 2, 'dropout': 0.2522596763481665, 'lr': 0.0013070974614867957, 'weight_decay': 0.043461785851368936, 'batch_size': 64} + Best Value (CSI): 0.430732 + Best Trial: 11 + Best Parameters: {'d_main': 192, 'd_hidden': 64, 'n_blocks': 3, 'dropout': 0.23178114116339094, 'lr': 0.007074238908032745, 'weight_decay': 0.055751033425856605, 'batch_size': 64} +================================================================================ + + Fold 1 - 클래스별 가중치: {0: 0.9444227642276423, 1: 0.9219365079365079, 2: 1.167571262011016} (클래스별 샘플 수: {0: 20500, 1: 21000, 2: 16582}) + Fold 2 - 클래스별 가중치: {0: 0.9447642276422764, 1: 0.9311378205128205, 2: 1.1526314745382769} (클래스별 샘플 수: {0: 20500, 1: 20800, 2: 16803}) + Fold 3 - 클래스별 가중치: {0: 0.9433008130081301, 1: 0.9387216828478965, 2: 1.143361122607856} (클래스별 샘플 수: {0: 20500, 1: 20600, 2: 16913}) +[I 2025-12-25 18:03:20,076] Trial 16 finished with value: 0.4088328396770544 and parameters: {'d_main': 128, 'd_hidden': 128, 'n_blocks': 3, 'dropout': 0.2544338555138684, 'lr': 0.004677267709926582, 'weight_decay': 0.0807044470169193, 'batch_size': 64}. Best is trial 11 with value: 0.4307323196661675. + +================================================================================ +Trial 16 완료 + Value (CSI): 0.408833 + Parameters: {'d_main': 128, 'd_hidden': 128, 'n_blocks': 3, 'dropout': 0.2544338555138684, 'lr': 0.004677267709926582, 'weight_decay': 0.0807044470169193, 'batch_size': 64} + Best Value (CSI): 0.430732 + Best Trial: 11 + Best Parameters: {'d_main': 192, 'd_hidden': 64, 'n_blocks': 3, 'dropout': 0.23178114116339094, 'lr': 0.007074238908032745, 'weight_decay': 0.055751033425856605, 'batch_size': 64} +================================================================================ + + Fold 1 - 클래스별 가중치: {0: 0.9444227642276423, 1: 0.9219365079365079, 2: 1.167571262011016} (클래스별 샘플 수: {0: 20500, 1: 21000, 2: 16582}) +[I 2025-12-25 18:03:48,453] Trial 17 pruned. + +================================================================================ +Trial 17 완료 + Value (CSI): 0.332636 + Parameters: {'d_main': 224, 'd_hidden': 64, 'n_blocks': 5, 'dropout': 0.18648436361058998, 'lr': 0.0011608089602853637, 'weight_decay': 0.0290344780015774, 'batch_size': 64} + Best Value (CSI): 0.430732 + Best Trial: 11 + Best Parameters: {'d_main': 192, 'd_hidden': 64, 'n_blocks': 3, 'dropout': 0.23178114116339094, 'lr': 0.007074238908032745, 'weight_decay': 0.055751033425856605, 'batch_size': 64} +================================================================================ + + Fold 1 - 클래스별 가중치: {0: 0.9444227642276423, 1: 0.9219365079365079, 2: 1.167571262011016} (클래스별 샘플 수: {0: 20500, 1: 21000, 2: 16582}) + Fold 2 - 클래스별 가중치: {0: 0.9447642276422764, 1: 0.9311378205128205, 2: 1.1526314745382769} (클래스별 샘플 수: {0: 20500, 1: 20800, 2: 16803}) + Fold 3 - 클래스별 가중치: {0: 0.9433008130081301, 1: 0.9387216828478965, 2: 1.143361122607856} (클래스별 샘플 수: {0: 20500, 1: 20600, 2: 16913}) +[I 2025-12-25 18:04:32,303] Trial 18 finished with value: 0.37793174270817165 and parameters: {'d_main': 128, 'd_hidden': 64, 'n_blocks': 2, 'dropout': 0.20525289617103892, 'lr': 0.005047197238627658, 'weight_decay': 0.009627468404161656, 'batch_size': 256}. Best is trial 11 with value: 0.4307323196661675. + +================================================================================ +Trial 18 완료 + Value (CSI): 0.377932 + Parameters: {'d_main': 128, 'd_hidden': 64, 'n_blocks': 2, 'dropout': 0.20525289617103892, 'lr': 0.005047197238627658, 'weight_decay': 0.009627468404161656, 'batch_size': 256} + Best Value (CSI): 0.430732 + Best Trial: 11 + Best Parameters: {'d_main': 192, 'd_hidden': 64, 'n_blocks': 3, 'dropout': 0.23178114116339094, 'lr': 0.007074238908032745, 'weight_decay': 0.055751033425856605, 'batch_size': 64} +================================================================================ + + Fold 1 - 클래스별 가중치: {0: 0.9444227642276423, 1: 0.9219365079365079, 2: 1.167571262011016} (클래스별 샘플 수: {0: 20500, 1: 21000, 2: 16582}) +[I 2025-12-25 18:05:11,479] Trial 19 pruned. + +================================================================================ +Trial 19 완료 + Value (CSI): 0.305927 + Parameters: {'d_main': 192, 'd_hidden': 128, 'n_blocks': 3, 'dropout': 0.10106350188299201, 'lr': 0.0002799389297057265, 'weight_decay': 0.006096906325289003, 'batch_size': 32} + Best Value (CSI): 0.430732 + Best Trial: 11 + Best Parameters: {'d_main': 192, 'd_hidden': 64, 'n_blocks': 3, 'dropout': 0.23178114116339094, 'lr': 0.007074238908032745, 'weight_decay': 0.055751033425856605, 'batch_size': 64} +================================================================================ + + Fold 1 - 클래스별 가중치: {0: 0.9444227642276423, 1: 0.9219365079365079, 2: 1.167571262011016} (클래스별 샘플 수: {0: 20500, 1: 21000, 2: 16582}) +[I 2025-12-25 18:05:31,216] Trial 20 pruned. + +================================================================================ +Trial 20 완료 + Value (CSI): 0.163721 + Parameters: {'d_main': 160, 'd_hidden': 64, 'n_blocks': 4, 'dropout': 0.1602911793555841, 'lr': 1.0031812145737914e-05, 'weight_decay': 0.02179490620499538, 'batch_size': 64} + Best Value (CSI): 0.430732 + Best Trial: 11 + Best Parameters: {'d_main': 192, 'd_hidden': 64, 'n_blocks': 3, 'dropout': 0.23178114116339094, 'lr': 0.007074238908032745, 'weight_decay': 0.055751033425856605, 'batch_size': 64} +================================================================================ + + Fold 1 - 클래스별 가중치: {0: 0.9444227642276423, 1: 0.9219365079365079, 2: 1.167571262011016} (클래스별 샘플 수: {0: 20500, 1: 21000, 2: 16582}) + Fold 2 - 클래스별 가중치: {0: 0.9447642276422764, 1: 0.9311378205128205, 2: 1.1526314745382769} (클래스별 샘플 수: {0: 20500, 1: 20800, 2: 16803}) + Fold 3 - 클래스별 가중치: {0: 0.9433008130081301, 1: 0.9387216828478965, 2: 1.143361122607856} (클래스별 샘플 수: {0: 20500, 1: 20600, 2: 16913}) +[I 2025-12-25 18:08:34,657] Trial 21 finished with value: 0.4231529582097365 and parameters: {'d_main': 192, 'd_hidden': 64, 'n_blocks': 3, 'dropout': 0.22828990125210155, 'lr': 0.009423829800023327, 'weight_decay': 0.09967290709828559, 'batch_size': 64}. Best is trial 11 with value: 0.4307323196661675. + +================================================================================ +Trial 21 완료 + Value (CSI): 0.423153 + Parameters: {'d_main': 192, 'd_hidden': 64, 'n_blocks': 3, 'dropout': 0.22828990125210155, 'lr': 0.009423829800023327, 'weight_decay': 0.09967290709828559, 'batch_size': 64} + Best Value (CSI): 0.430732 + Best Trial: 11 + Best Parameters: {'d_main': 192, 'd_hidden': 64, 'n_blocks': 3, 'dropout': 0.23178114116339094, 'lr': 0.007074238908032745, 'weight_decay': 0.055751033425856605, 'batch_size': 64} +================================================================================ + + Fold 1 - 클래스별 가중치: {0: 0.9444227642276423, 1: 0.9219365079365079, 2: 1.167571262011016} (클래스별 샘플 수: {0: 20500, 1: 21000, 2: 16582}) + Fold 2 - 클래스별 가중치: {0: 0.9447642276422764, 1: 0.9311378205128205, 2: 1.1526314745382769} (클래스별 샘플 수: {0: 20500, 1: 20800, 2: 16803}) + Fold 3 - 클래스별 가중치: {0: 0.9433008130081301, 1: 0.9387216828478965, 2: 1.143361122607856} (클래스별 샘플 수: {0: 20500, 1: 20600, 2: 16913}) +[I 2025-12-25 18:11:54,429] Trial 22 finished with value: 0.4067124559746507 and parameters: {'d_main': 224, 'd_hidden': 64, 'n_blocks': 3, 'dropout': 0.2325376947826469, 'lr': 0.005046363063258625, 'weight_decay': 0.05133246763235007, 'batch_size': 64}. Best is trial 11 with value: 0.4307323196661675. + +================================================================================ +Trial 22 완료 + Value (CSI): 0.406712 + Parameters: {'d_main': 224, 'd_hidden': 64, 'n_blocks': 3, 'dropout': 0.2325376947826469, 'lr': 0.005046363063258625, 'weight_decay': 0.05133246763235007, 'batch_size': 64} + Best Value (CSI): 0.430732 + Best Trial: 11 + Best Parameters: {'d_main': 192, 'd_hidden': 64, 'n_blocks': 3, 'dropout': 0.23178114116339094, 'lr': 0.007074238908032745, 'weight_decay': 0.055751033425856605, 'batch_size': 64} +================================================================================ + + Fold 1 - 클래스별 가중치: {0: 0.9444227642276423, 1: 0.9219365079365079, 2: 1.167571262011016} (클래스별 샘플 수: {0: 20500, 1: 21000, 2: 16582}) + Fold 2 - 클래스별 가중치: {0: 0.9447642276422764, 1: 0.9311378205128205, 2: 1.1526314745382769} (클래스별 샘플 수: {0: 20500, 1: 20800, 2: 16803}) + Fold 3 - 클래스별 가중치: {0: 0.9433008130081301, 1: 0.9387216828478965, 2: 1.143361122607856} (클래스별 샘플 수: {0: 20500, 1: 20600, 2: 16913}) +[I 2025-12-25 18:14:06,669] Trial 23 finished with value: 0.39671492049207974 and parameters: {'d_main': 160, 'd_hidden': 128, 'n_blocks': 2, 'dropout': 0.2632891730669977, 'lr': 0.00965365890406693, 'weight_decay': 0.04042888183333823, 'batch_size': 64}. Best is trial 11 with value: 0.4307323196661675. + +================================================================================ +Trial 23 완료 + Value (CSI): 0.396715 + Parameters: {'d_main': 160, 'd_hidden': 128, 'n_blocks': 2, 'dropout': 0.2632891730669977, 'lr': 0.00965365890406693, 'weight_decay': 0.04042888183333823, 'batch_size': 64} + Best Value (CSI): 0.430732 + Best Trial: 11 + Best Parameters: {'d_main': 192, 'd_hidden': 64, 'n_blocks': 3, 'dropout': 0.23178114116339094, 'lr': 0.007074238908032745, 'weight_decay': 0.055751033425856605, 'batch_size': 64} +================================================================================ + + Fold 1 - 클래스별 가중치: {0: 0.9444227642276423, 1: 0.9219365079365079, 2: 1.167571262011016} (클래스별 샘플 수: {0: 20500, 1: 21000, 2: 16582}) + Fold 2 - 클래스별 가중치: {0: 0.9447642276422764, 1: 0.9311378205128205, 2: 1.1526314745382769} (클래스별 샘플 수: {0: 20500, 1: 20800, 2: 16803}) + Fold 3 - 클래스별 가중치: {0: 0.9433008130081301, 1: 0.9387216828478965, 2: 1.143361122607856} (클래스별 샘플 수: {0: 20500, 1: 20600, 2: 16913}) +[I 2025-12-25 18:17:04,081] Trial 24 finished with value: 0.42720967059261244 and parameters: {'d_main': 192, 'd_hidden': 64, 'n_blocks': 3, 'dropout': 0.21863509492149125, 'lr': 0.0023248878957764013, 'weight_decay': 0.08571852973548237, 'batch_size': 64}. Best is trial 11 with value: 0.4307323196661675. + +================================================================================ +Trial 24 완료 + Value (CSI): 0.427210 + Parameters: {'d_main': 192, 'd_hidden': 64, 'n_blocks': 3, 'dropout': 0.21863509492149125, 'lr': 0.0023248878957764013, 'weight_decay': 0.08571852973548237, 'batch_size': 64} + Best Value (CSI): 0.430732 + Best Trial: 11 + Best Parameters: {'d_main': 192, 'd_hidden': 64, 'n_blocks': 3, 'dropout': 0.23178114116339094, 'lr': 0.007074238908032745, 'weight_decay': 0.055751033425856605, 'batch_size': 64} +================================================================================ + + Fold 1 - 클래스별 가중치: {0: 0.9444227642276423, 1: 0.9219365079365079, 2: 1.167571262011016} (클래스별 샘플 수: {0: 20500, 1: 21000, 2: 16582}) + Fold 2 - 클래스별 가중치: {0: 0.9447642276422764, 1: 0.9311378205128205, 2: 1.1526314745382769} (클래스별 샘플 수: {0: 20500, 1: 20800, 2: 16803}) + Fold 3 - 클래스별 가중치: {0: 0.9433008130081301, 1: 0.9387216828478965, 2: 1.143361122607856} (클래스별 샘플 수: {0: 20500, 1: 20600, 2: 16913}) +[I 2025-12-25 18:19:40,035] Trial 25 finished with value: 0.40237437877823495 and parameters: {'d_main': 224, 'd_hidden': 64, 'n_blocks': 4, 'dropout': 0.21357424996120083, 'lr': 0.002144093961873882, 'weight_decay': 0.04667294659064852, 'batch_size': 64}. Best is trial 11 with value: 0.4307323196661675. + +================================================================================ +Trial 25 완료 + Value (CSI): 0.402374 + Parameters: {'d_main': 224, 'd_hidden': 64, 'n_blocks': 4, 'dropout': 0.21357424996120083, 'lr': 0.002144093961873882, 'weight_decay': 0.04667294659064852, 'batch_size': 64} + Best Value (CSI): 0.430732 + Best Trial: 11 + Best Parameters: {'d_main': 192, 'd_hidden': 64, 'n_blocks': 3, 'dropout': 0.23178114116339094, 'lr': 0.007074238908032745, 'weight_decay': 0.055751033425856605, 'batch_size': 64} +================================================================================ + + Fold 1 - 클래스별 가중치: {0: 0.9444227642276423, 1: 0.9219365079365079, 2: 1.167571262011016} (클래스별 샘플 수: {0: 20500, 1: 21000, 2: 16582}) +[I 2025-12-25 18:20:21,214] Trial 26 pruned. + +================================================================================ +Trial 26 완료 + Value (CSI): 0.363825 + Parameters: {'d_main': 160, 'd_hidden': 128, 'n_blocks': 3, 'dropout': 0.24340594288189873, 'lr': 0.003556438413357864, 'weight_decay': 0.021931615736668155, 'batch_size': 64} + Best Value (CSI): 0.430732 + Best Trial: 11 + Best Parameters: {'d_main': 192, 'd_hidden': 64, 'n_blocks': 3, 'dropout': 0.23178114116339094, 'lr': 0.007074238908032745, 'weight_decay': 0.055751033425856605, 'batch_size': 64} +================================================================================ + + Fold 1 - 클래스별 가중치: {0: 0.9444227642276423, 1: 0.9219365079365079, 2: 1.167571262011016} (클래스별 샘플 수: {0: 20500, 1: 21000, 2: 16582}) + Fold 2 - 클래스별 가중치: {0: 0.9447642276422764, 1: 0.9311378205128205, 2: 1.1526314745382769} (클래스별 샘플 수: {0: 20500, 1: 20800, 2: 16803}) + Fold 3 - 클래스별 가중치: {0: 0.9433008130081301, 1: 0.9387216828478965, 2: 1.143361122607856} (클래스별 샘플 수: {0: 20500, 1: 20600, 2: 16913}) +[I 2025-12-25 18:23:53,630] Trial 27 finished with value: 0.4160426954620579 and parameters: {'d_main': 192, 'd_hidden': 64, 'n_blocks': 2, 'dropout': 0.17231829954982364, 'lr': 0.00545503090987752, 'weight_decay': 0.05916776181579717, 'batch_size': 32}. Best is trial 11 with value: 0.4307323196661675. + +================================================================================ +Trial 27 완료 + Value (CSI): 0.416043 + Parameters: {'d_main': 192, 'd_hidden': 64, 'n_blocks': 2, 'dropout': 0.17231829954982364, 'lr': 0.00545503090987752, 'weight_decay': 0.05916776181579717, 'batch_size': 32} + Best Value (CSI): 0.430732 + Best Trial: 11 + Best Parameters: {'d_main': 192, 'd_hidden': 64, 'n_blocks': 3, 'dropout': 0.23178114116339094, 'lr': 0.007074238908032745, 'weight_decay': 0.055751033425856605, 'batch_size': 64} +================================================================================ + + Fold 1 - 클래스별 가중치: {0: 0.9444227642276423, 1: 0.9219365079365079, 2: 1.167571262011016} (클래스별 샘플 수: {0: 20500, 1: 21000, 2: 16582}) +[I 2025-12-25 18:24:02,885] Trial 28 pruned. + +================================================================================ +Trial 28 완료 + Value (CSI): 0.309055 + Parameters: {'d_main': 256, 'd_hidden': 128, 'n_blocks': 4, 'dropout': 0.20670480300462657, 'lr': 0.001770409831421198, 'weight_decay': 0.029703394623959854, 'batch_size': 256} + Best Value (CSI): 0.430732 + Best Trial: 11 + Best Parameters: {'d_main': 192, 'd_hidden': 64, 'n_blocks': 3, 'dropout': 0.23178114116339094, 'lr': 0.007074238908032745, 'weight_decay': 0.055751033425856605, 'batch_size': 64} +================================================================================ + + Fold 1 - 클래스별 가중치: {0: 0.9444227642276423, 1: 0.9219365079365079, 2: 1.167571262011016} (클래스별 샘플 수: {0: 20500, 1: 21000, 2: 16582}) + Fold 2 - 클래스별 가중치: {0: 0.9447642276422764, 1: 0.9311378205128205, 2: 1.1526314745382769} (클래스별 샘플 수: {0: 20500, 1: 20800, 2: 16803}) + Fold 3 - 클래스별 가중치: {0: 0.9433008130081301, 1: 0.9387216828478965, 2: 1.143361122607856} (클래스별 샘플 수: {0: 20500, 1: 20600, 2: 16913}) +[I 2025-12-25 18:25:52,378] Trial 29 finished with value: 0.40383060707703633 and parameters: {'d_main': 160, 'd_hidden': 192, 'n_blocks': 4, 'dropout': 0.27201085743598696, 'lr': 0.0035933768127341874, 'weight_decay': 0.09310316747227268, 'batch_size': 128}. Best is trial 11 with value: 0.4307323196661675. + +================================================================================ +Trial 29 완료 + Value (CSI): 0.403831 + Parameters: {'d_main': 160, 'd_hidden': 192, 'n_blocks': 4, 'dropout': 0.27201085743598696, 'lr': 0.0035933768127341874, 'weight_decay': 0.09310316747227268, 'batch_size': 128} + Best Value (CSI): 0.430732 + Best Trial: 11 + Best Parameters: {'d_main': 192, 'd_hidden': 64, 'n_blocks': 3, 'dropout': 0.23178114116339094, 'lr': 0.007074238908032745, 'weight_decay': 0.055751033425856605, 'batch_size': 64} +================================================================================ + + Fold 1 - 클래스별 가중치: {0: 0.9444227642276423, 1: 0.9219365079365079, 2: 1.167571262011016} (클래스별 샘플 수: {0: 20500, 1: 21000, 2: 16582}) +[I 2025-12-25 18:26:26,782] Trial 30 pruned. + +================================================================================ +Trial 30 완료 + Value (CSI): 0.328571 + Parameters: {'d_main': 128, 'd_hidden': 64, 'n_blocks': 3, 'dropout': 0.2962818062314527, 'lr': 0.0032074278337085077, 'weight_decay': 0.01341143901405962, 'batch_size': 64} + Best Value (CSI): 0.430732 + Best Trial: 11 + Best Parameters: {'d_main': 192, 'd_hidden': 64, 'n_blocks': 3, 'dropout': 0.23178114116339094, 'lr': 0.007074238908032745, 'weight_decay': 0.055751033425856605, 'batch_size': 64} +================================================================================ + + Fold 1 - 클래스별 가중치: {0: 0.9444227642276423, 1: 0.9219365079365079, 2: 1.167571262011016} (클래스별 샘플 수: {0: 20500, 1: 21000, 2: 16582}) + Fold 2 - 클래스별 가중치: {0: 0.9447642276422764, 1: 0.9311378205128205, 2: 1.1526314745382769} (클래스별 샘플 수: {0: 20500, 1: 20800, 2: 16803}) + Fold 3 - 클래스별 가중치: {0: 0.9433008130081301, 1: 0.9387216828478965, 2: 1.143361122607856} (클래스별 샘플 수: {0: 20500, 1: 20600, 2: 16913}) +[I 2025-12-25 18:29:18,612] Trial 31 finished with value: 0.40881139068605893 and parameters: {'d_main': 192, 'd_hidden': 64, 'n_blocks': 3, 'dropout': 0.2252976071001744, 'lr': 0.0060078748811469495, 'weight_decay': 0.08824532971780802, 'batch_size': 64}. Best is trial 11 with value: 0.4307323196661675. + +================================================================================ +Trial 31 완료 + Value (CSI): 0.408811 + Parameters: {'d_main': 192, 'd_hidden': 64, 'n_blocks': 3, 'dropout': 0.2252976071001744, 'lr': 0.0060078748811469495, 'weight_decay': 0.08824532971780802, 'batch_size': 64} + Best Value (CSI): 0.430732 + Best Trial: 11 + Best Parameters: {'d_main': 192, 'd_hidden': 64, 'n_blocks': 3, 'dropout': 0.23178114116339094, 'lr': 0.007074238908032745, 'weight_decay': 0.055751033425856605, 'batch_size': 64} +================================================================================ + + Fold 1 - 클래스별 가중치: {0: 0.9444227642276423, 1: 0.9219365079365079, 2: 1.167571262011016} (클래스별 샘플 수: {0: 20500, 1: 21000, 2: 16582}) + Fold 2 - 클래스별 가중치: {0: 0.9447642276422764, 1: 0.9311378205128205, 2: 1.1526314745382769} (클래스별 샘플 수: {0: 20500, 1: 20800, 2: 16803}) + Fold 3 - 클래스별 가중치: {0: 0.9433008130081301, 1: 0.9387216828478965, 2: 1.143361122607856} (클래스별 샘플 수: {0: 20500, 1: 20600, 2: 16913}) +[I 2025-12-25 18:31:50,561] Trial 32 finished with value: 0.40214826942393067 and parameters: {'d_main': 192, 'd_hidden': 64, 'n_blocks': 3, 'dropout': 0.24649037880923885, 'lr': 0.007605691257890702, 'weight_decay': 0.05053192197241287, 'batch_size': 64}. Best is trial 11 with value: 0.4307323196661675. + +================================================================================ +Trial 32 완료 + Value (CSI): 0.402148 + Parameters: {'d_main': 192, 'd_hidden': 64, 'n_blocks': 3, 'dropout': 0.24649037880923885, 'lr': 0.007605691257890702, 'weight_decay': 0.05053192197241287, 'batch_size': 64} + Best Value (CSI): 0.430732 + Best Trial: 11 + Best Parameters: {'d_main': 192, 'd_hidden': 64, 'n_blocks': 3, 'dropout': 0.23178114116339094, 'lr': 0.007074238908032745, 'weight_decay': 0.055751033425856605, 'batch_size': 64} +================================================================================ + + Fold 1 - 클래스별 가중치: {0: 0.9444227642276423, 1: 0.9219365079365079, 2: 1.167571262011016} (클래스별 샘플 수: {0: 20500, 1: 21000, 2: 16582}) + Fold 2 - 클래스별 가중치: {0: 0.9447642276422764, 1: 0.9311378205128205, 2: 1.1526314745382769} (클래스별 샘플 수: {0: 20500, 1: 20800, 2: 16803}) + Fold 3 - 클래스별 가중치: {0: 0.9433008130081301, 1: 0.9387216828478965, 2: 1.143361122607856} (클래스별 샘플 수: {0: 20500, 1: 20600, 2: 16913}) +[I 2025-12-25 18:34:36,065] Trial 33 finished with value: 0.42049143430056074 and parameters: {'d_main': 224, 'd_hidden': 64, 'n_blocks': 3, 'dropout': 0.21865870207257745, 'lr': 0.005960575335137106, 'weight_decay': 0.09954427849242226, 'batch_size': 64}. Best is trial 11 with value: 0.4307323196661675. + +================================================================================ +Trial 33 완료 + Value (CSI): 0.420491 + Parameters: {'d_main': 224, 'd_hidden': 64, 'n_blocks': 3, 'dropout': 0.21865870207257745, 'lr': 0.005960575335137106, 'weight_decay': 0.09954427849242226, 'batch_size': 64} + Best Value (CSI): 0.430732 + Best Trial: 11 + Best Parameters: {'d_main': 192, 'd_hidden': 64, 'n_blocks': 3, 'dropout': 0.23178114116339094, 'lr': 0.007074238908032745, 'weight_decay': 0.055751033425856605, 'batch_size': 64} +================================================================================ + + Fold 1 - 클래스별 가중치: {0: 0.9444227642276423, 1: 0.9219365079365079, 2: 1.167571262011016} (클래스별 샘플 수: {0: 20500, 1: 21000, 2: 16582}) + Fold 2 - 클래스별 가중치: {0: 0.9447642276422764, 1: 0.9311378205128205, 2: 1.1526314745382769} (클래스별 샘플 수: {0: 20500, 1: 20800, 2: 16803}) + Fold 3 - 클래스별 가중치: {0: 0.9433008130081301, 1: 0.9387216828478965, 2: 1.143361122607856} (클래스별 샘플 수: {0: 20500, 1: 20600, 2: 16913}) +[I 2025-12-25 18:37:13,265] Trial 34 finished with value: 0.4078006416230125 and parameters: {'d_main': 192, 'd_hidden': 64, 'n_blocks': 2, 'dropout': 0.23928927245235473, 'lr': 0.007733959982864252, 'weight_decay': 0.059511656793378075, 'batch_size': 64}. Best is trial 11 with value: 0.4307323196661675. + +================================================================================ +Trial 34 완료 + Value (CSI): 0.407801 + Parameters: {'d_main': 192, 'd_hidden': 64, 'n_blocks': 2, 'dropout': 0.23928927245235473, 'lr': 0.007733959982864252, 'weight_decay': 0.059511656793378075, 'batch_size': 64} + Best Value (CSI): 0.430732 + Best Trial: 11 + Best Parameters: {'d_main': 192, 'd_hidden': 64, 'n_blocks': 3, 'dropout': 0.23178114116339094, 'lr': 0.007074238908032745, 'weight_decay': 0.055751033425856605, 'batch_size': 64} +================================================================================ + + Fold 1 - 클래스별 가중치: {0: 0.9444227642276423, 1: 0.9219365079365079, 2: 1.167571262011016} (클래스별 샘플 수: {0: 20500, 1: 21000, 2: 16582}) +[I 2025-12-25 18:37:47,238] Trial 35 pruned. + +================================================================================ +Trial 35 완료 + Value (CSI): 0.363420 + Parameters: {'d_main': 160, 'd_hidden': 64, 'n_blocks': 4, 'dropout': 0.27134027308812675, 'lr': 0.003857826684909271, 'weight_decay': 0.031212835147525864, 'batch_size': 64} + Best Value (CSI): 0.430732 + Best Trial: 11 + Best Parameters: {'d_main': 192, 'd_hidden': 64, 'n_blocks': 3, 'dropout': 0.23178114116339094, 'lr': 0.007074238908032745, 'weight_decay': 0.055751033425856605, 'batch_size': 64} +================================================================================ + + Fold 1 - 클래스별 가중치: {0: 0.9444227642276423, 1: 0.9219365079365079, 2: 1.167571262011016} (클래스별 샘플 수: {0: 20500, 1: 21000, 2: 16582}) + Fold 2 - 클래스별 가중치: {0: 0.9447642276422764, 1: 0.9311378205128205, 2: 1.1526314745382769} (클래스별 샘플 수: {0: 20500, 1: 20800, 2: 16803}) + Fold 3 - 클래스별 가중치: {0: 0.9433008130081301, 1: 0.9387216828478965, 2: 1.143361122607856} (클래스별 샘플 수: {0: 20500, 1: 20600, 2: 16913}) +[I 2025-12-25 18:38:55,926] Trial 36 finished with value: 0.40836705758590797 and parameters: {'d_main': 224, 'd_hidden': 128, 'n_blocks': 3, 'dropout': 0.2914542789532121, 'lr': 0.009801969979271827, 'weight_decay': 0.06653467916239415, 'batch_size': 256}. Best is trial 11 with value: 0.4307323196661675. + +================================================================================ +Trial 36 완료 + Value (CSI): 0.408367 + Parameters: {'d_main': 224, 'd_hidden': 128, 'n_blocks': 3, 'dropout': 0.2914542789532121, 'lr': 0.009801969979271827, 'weight_decay': 0.06653467916239415, 'batch_size': 256} + Best Value (CSI): 0.430732 + Best Trial: 11 + Best Parameters: {'d_main': 192, 'd_hidden': 64, 'n_blocks': 3, 'dropout': 0.23178114116339094, 'lr': 0.007074238908032745, 'weight_decay': 0.055751033425856605, 'batch_size': 64} +================================================================================ + + Fold 1 - 클래스별 가중치: {0: 0.9444227642276423, 1: 0.9219365079365079, 2: 1.167571262011016} (클래스별 샘플 수: {0: 20500, 1: 21000, 2: 16582}) +[I 2025-12-25 18:39:11,495] Trial 37 pruned. + +================================================================================ +Trial 37 완료 + Value (CSI): 0.352814 + Parameters: {'d_main': 192, 'd_hidden': 64, 'n_blocks': 2, 'dropout': 0.1937653358822804, 'lr': 0.0029958003067072424, 'weight_decay': 0.0369298365507583, 'batch_size': 128} + Best Value (CSI): 0.430732 + Best Trial: 11 + Best Parameters: {'d_main': 192, 'd_hidden': 64, 'n_blocks': 3, 'dropout': 0.23178114116339094, 'lr': 0.007074238908032745, 'weight_decay': 0.055751033425856605, 'batch_size': 64} +================================================================================ + + Fold 1 - 클래스별 가중치: {0: 0.9444227642276423, 1: 0.9219365079365079, 2: 1.167571262011016} (클래스별 샘플 수: {0: 20500, 1: 21000, 2: 16582}) + Fold 2 - 클래스별 가중치: {0: 0.9447642276422764, 1: 0.9311378205128205, 2: 1.1526314745382769} (클래스별 샘플 수: {0: 20500, 1: 20800, 2: 16803}) + Fold 3 - 클래스별 가중치: {0: 0.9433008130081301, 1: 0.9387216828478965, 2: 1.143361122607856} (클래스별 샘플 수: {0: 20500, 1: 20600, 2: 16913}) +[I 2025-12-25 18:41:46,985] Trial 38 finished with value: 0.41279691251749534 and parameters: {'d_main': 256, 'd_hidden': 192, 'n_blocks': 3, 'dropout': 0.2138135828046362, 'lr': 0.005123055780222242, 'weight_decay': 0.020402972377308332, 'batch_size': 64}. Best is trial 11 with value: 0.4307323196661675. + +================================================================================ +Trial 38 완료 + Value (CSI): 0.412797 + Parameters: {'d_main': 256, 'd_hidden': 192, 'n_blocks': 3, 'dropout': 0.2138135828046362, 'lr': 0.005123055780222242, 'weight_decay': 0.020402972377308332, 'batch_size': 64} + Best Value (CSI): 0.430732 + Best Trial: 11 + Best Parameters: {'d_main': 192, 'd_hidden': 64, 'n_blocks': 3, 'dropout': 0.23178114116339094, 'lr': 0.007074238908032745, 'weight_decay': 0.055751033425856605, 'batch_size': 64} +================================================================================ + + Fold 1 - 클래스별 가중치: {0: 0.9444227642276423, 1: 0.9219365079365079, 2: 1.167571262011016} (클래스별 샘플 수: {0: 20500, 1: 21000, 2: 16582}) +[I 2025-12-25 18:42:08,605] Trial 39 pruned. + +================================================================================ +Trial 39 완료 + Value (CSI): 0.344828 + Parameters: {'d_main': 192, 'd_hidden': 128, 'n_blocks': 4, 'dropout': 0.2574704694359799, 'lr': 0.0066053293068389475, 'weight_decay': 0.09936317765147569, 'batch_size': 128} + Best Value (CSI): 0.430732 + Best Trial: 11 + Best Parameters: {'d_main': 192, 'd_hidden': 64, 'n_blocks': 3, 'dropout': 0.23178114116339094, 'lr': 0.007074238908032745, 'weight_decay': 0.055751033425856605, 'batch_size': 64} +================================================================================ + + Fold 1 - 클래스별 가중치: {0: 0.9444227642276423, 1: 0.9219365079365079, 2: 1.167571262011016} (클래스별 샘플 수: {0: 20500, 1: 21000, 2: 16582}) + Fold 2 - 클래스별 가중치: {0: 0.9447642276422764, 1: 0.9311378205128205, 2: 1.1526314745382769} (클래스별 샘플 수: {0: 20500, 1: 20800, 2: 16803}) + Fold 3 - 클래스별 가중치: {0: 0.9433008130081301, 1: 0.9387216828478965, 2: 1.143361122607856} (클래스별 샘플 수: {0: 20500, 1: 20600, 2: 16913}) +[I 2025-12-25 18:48:38,004] Trial 40 finished with value: 0.41128349249131935 and parameters: {'d_main': 160, 'd_hidden': 256, 'n_blocks': 5, 'dropout': 0.30627768480981177, 'lr': 0.0022323582181983433, 'weight_decay': 0.06687823910316276, 'batch_size': 32}. Best is trial 11 with value: 0.4307323196661675. + +================================================================================ +Trial 40 완료 + Value (CSI): 0.411283 + Parameters: {'d_main': 160, 'd_hidden': 256, 'n_blocks': 5, 'dropout': 0.30627768480981177, 'lr': 0.0022323582181983433, 'weight_decay': 0.06687823910316276, 'batch_size': 32} + Best Value (CSI): 0.430732 + Best Trial: 11 + Best Parameters: {'d_main': 192, 'd_hidden': 64, 'n_blocks': 3, 'dropout': 0.23178114116339094, 'lr': 0.007074238908032745, 'weight_decay': 0.055751033425856605, 'batch_size': 64} +================================================================================ + + Fold 1 - 클래스별 가중치: {0: 0.9444227642276423, 1: 0.9219365079365079, 2: 1.167571262011016} (클래스별 샘플 수: {0: 20500, 1: 21000, 2: 16582}) +[I 2025-12-25 18:48:55,922] Trial 41 pruned. + +================================================================================ +Trial 41 완료 + Value (CSI): 0.299807 + Parameters: {'d_main': 192, 'd_hidden': 64, 'n_blocks': 3, 'dropout': 0.22353751960608617, 'lr': 0.00724204792874194, 'weight_decay': 0.06546966847844535, 'batch_size': 64} + Best Value (CSI): 0.430732 + Best Trial: 11 + Best Parameters: {'d_main': 192, 'd_hidden': 64, 'n_blocks': 3, 'dropout': 0.23178114116339094, 'lr': 0.007074238908032745, 'weight_decay': 0.055751033425856605, 'batch_size': 64} +================================================================================ + + Fold 1 - 클래스별 가중치: {0: 0.9444227642276423, 1: 0.9219365079365079, 2: 1.167571262011016} (클래스별 샘플 수: {0: 20500, 1: 21000, 2: 16582}) +[I 2025-12-25 18:49:15,854] Trial 42 pruned. + +================================================================================ +Trial 42 완료 + Value (CSI): 0.346491 + Parameters: {'d_main': 192, 'd_hidden': 64, 'n_blocks': 3, 'dropout': 0.23477593164959804, 'lr': 0.009602638935963578, 'weight_decay': 0.037764357386960615, 'batch_size': 64} + Best Value (CSI): 0.430732 + Best Trial: 11 + Best Parameters: {'d_main': 192, 'd_hidden': 64, 'n_blocks': 3, 'dropout': 0.23178114116339094, 'lr': 0.007074238908032745, 'weight_decay': 0.055751033425856605, 'batch_size': 64} +================================================================================ + + Fold 1 - 클래스별 가중치: {0: 0.9444227642276423, 1: 0.9219365079365079, 2: 1.167571262011016} (클래스별 샘플 수: {0: 20500, 1: 21000, 2: 16582}) + Fold 2 - 클래스별 가중치: {0: 0.9447642276422764, 1: 0.9311378205128205, 2: 1.1526314745382769} (클래스별 샘플 수: {0: 20500, 1: 20800, 2: 16803}) + Fold 3 - 클래스별 가중치: {0: 0.9433008130081301, 1: 0.9387216828478965, 2: 1.143361122607856} (클래스별 샘플 수: {0: 20500, 1: 20600, 2: 16913}) +[I 2025-12-25 18:51:57,820] Trial 43 finished with value: 0.41808661723681856 and parameters: {'d_main': 224, 'd_hidden': 64, 'n_blocks': 3, 'dropout': 0.20197808275072954, 'lr': 0.004253784220987185, 'weight_decay': 0.06601402406138104, 'batch_size': 64}. Best is trial 11 with value: 0.4307323196661675. + +================================================================================ +Trial 43 완료 + Value (CSI): 0.418087 + Parameters: {'d_main': 224, 'd_hidden': 64, 'n_blocks': 3, 'dropout': 0.20197808275072954, 'lr': 0.004253784220987185, 'weight_decay': 0.06601402406138104, 'batch_size': 64} + Best Value (CSI): 0.430732 + Best Trial: 11 + Best Parameters: {'d_main': 192, 'd_hidden': 64, 'n_blocks': 3, 'dropout': 0.23178114116339094, 'lr': 0.007074238908032745, 'weight_decay': 0.055751033425856605, 'batch_size': 64} +================================================================================ + + Fold 1 - 클래스별 가중치: {0: 0.9444227642276423, 1: 0.9219365079365079, 2: 1.167571262011016} (클래스별 샘플 수: {0: 20500, 1: 21000, 2: 16582}) +[I 2025-12-25 18:52:20,399] Trial 44 pruned. + +================================================================================ +Trial 44 완료 + Value (CSI): 0.323529 + Parameters: {'d_main': 192, 'd_hidden': 64, 'n_blocks': 3, 'dropout': 0.2218459105267715, 'lr': 0.007253516732757605, 'weight_decay': 0.047146360946487186, 'batch_size': 64} + Best Value (CSI): 0.430732 + Best Trial: 11 + Best Parameters: {'d_main': 192, 'd_hidden': 64, 'n_blocks': 3, 'dropout': 0.23178114116339094, 'lr': 0.007074238908032745, 'weight_decay': 0.055751033425856605, 'batch_size': 64} +================================================================================ + + Fold 1 - 클래스별 가중치: {0: 0.9444227642276423, 1: 0.9219365079365079, 2: 1.167571262011016} (클래스별 샘플 수: {0: 20500, 1: 21000, 2: 16582}) +[I 2025-12-25 18:52:50,474] Trial 45 pruned. + +================================================================================ +Trial 45 완료 + Value (CSI): 0.379913 + Parameters: {'d_main': 224, 'd_hidden': 64, 'n_blocks': 2, 'dropout': 0.24159014299193804, 'lr': 0.0025396691082781478, 'weight_decay': 0.026292851128864047, 'batch_size': 64} + Best Value (CSI): 0.430732 + Best Trial: 11 + Best Parameters: {'d_main': 192, 'd_hidden': 64, 'n_blocks': 3, 'dropout': 0.23178114116339094, 'lr': 0.007074238908032745, 'weight_decay': 0.055751033425856605, 'batch_size': 64} +================================================================================ + + Fold 1 - 클래스별 가중치: {0: 0.9444227642276423, 1: 0.9219365079365079, 2: 1.167571262011016} (클래스별 샘플 수: {0: 20500, 1: 21000, 2: 16582}) +[I 2025-12-25 18:53:25,984] Trial 46 pruned. + +================================================================================ +Trial 46 완료 + Value (CSI): 0.391204 + Parameters: {'d_main': 192, 'd_hidden': 64, 'n_blocks': 4, 'dropout': 0.18433001821122869, 'lr': 0.004092991016348934, 'weight_decay': 0.07468036277031787, 'batch_size': 64} + Best Value (CSI): 0.430732 + Best Trial: 11 + Best Parameters: {'d_main': 192, 'd_hidden': 64, 'n_blocks': 3, 'dropout': 0.23178114116339094, 'lr': 0.007074238908032745, 'weight_decay': 0.055751033425856605, 'batch_size': 64} +================================================================================ + + Fold 1 - 클래스별 가중치: {0: 0.9444227642276423, 1: 0.9219365079365079, 2: 1.167571262011016} (클래스별 샘플 수: {0: 20500, 1: 21000, 2: 16582}) + Fold 2 - 클래스별 가중치: {0: 0.9447642276422764, 1: 0.9311378205128205, 2: 1.1526314745382769} (클래스별 샘플 수: {0: 20500, 1: 20800, 2: 16803}) + Fold 3 - 클래스별 가중치: {0: 0.9433008130081301, 1: 0.9387216828478965, 2: 1.143361122607856} (클래스별 샘플 수: {0: 20500, 1: 20600, 2: 16913}) +[I 2025-12-25 18:54:30,284] Trial 47 finished with value: 0.40036502003894486 and parameters: {'d_main': 160, 'd_hidden': 128, 'n_blocks': 6, 'dropout': 0.2848488530576282, 'lr': 0.006760840868383694, 'weight_decay': 0.036148244190647834, 'batch_size': 256}. Best is trial 11 with value: 0.4307323196661675. + +================================================================================ +Trial 47 완료 + Value (CSI): 0.400365 + Parameters: {'d_main': 160, 'd_hidden': 128, 'n_blocks': 6, 'dropout': 0.2848488530576282, 'lr': 0.006760840868383694, 'weight_decay': 0.036148244190647834, 'batch_size': 256} + Best Value (CSI): 0.430732 + Best Trial: 11 + Best Parameters: {'d_main': 192, 'd_hidden': 64, 'n_blocks': 3, 'dropout': 0.23178114116339094, 'lr': 0.007074238908032745, 'weight_decay': 0.055751033425856605, 'batch_size': 64} +================================================================================ + + Fold 1 - 클래스별 가중치: {0: 0.9444227642276423, 1: 0.9219365079365079, 2: 1.167571262011016} (클래스별 샘플 수: {0: 20500, 1: 21000, 2: 16582}) +[I 2025-12-25 18:54:52,342] Trial 48 pruned. + +================================================================================ +Trial 48 완료 + Value (CSI): 0.370370 + Parameters: {'d_main': 128, 'd_hidden': 64, 'n_blocks': 3, 'dropout': 0.25523746156992333, 'lr': 0.0016002909095353512, 'weight_decay': 0.016912832498253125, 'batch_size': 64} + Best Value (CSI): 0.430732 + Best Trial: 11 + Best Parameters: {'d_main': 192, 'd_hidden': 64, 'n_blocks': 3, 'dropout': 0.23178114116339094, 'lr': 0.007074238908032745, 'weight_decay': 0.055751033425856605, 'batch_size': 64} +================================================================================ + + Fold 1 - 클래스별 가중치: {0: 0.9444227642276423, 1: 0.9219365079365079, 2: 1.167571262011016} (클래스별 샘플 수: {0: 20500, 1: 21000, 2: 16582}) + Fold 2 - 클래스별 가중치: {0: 0.9447642276422764, 1: 0.9311378205128205, 2: 1.1526314745382769} (클래스별 샘플 수: {0: 20500, 1: 20800, 2: 16803}) + Fold 3 - 클래스별 가중치: {0: 0.9433008130081301, 1: 0.9387216828478965, 2: 1.143361122607856} (클래스별 샘플 수: {0: 20500, 1: 20600, 2: 16913}) +[I 2025-12-25 18:57:28,978] Trial 49 finished with value: 0.41828104724060117 and parameters: {'d_main': 96, 'd_hidden': 64, 'n_blocks': 3, 'dropout': 0.2302632322923392, 'lr': 0.0027603176153533403, 'weight_decay': 0.048966604591236654, 'batch_size': 64}. Best is trial 11 with value: 0.4307323196661675. + +================================================================================ +Trial 49 완료 + Value (CSI): 0.418281 + Parameters: {'d_main': 96, 'd_hidden': 64, 'n_blocks': 3, 'dropout': 0.2302632322923392, 'lr': 0.0027603176153533403, 'weight_decay': 0.048966604591236654, 'batch_size': 64} + Best Value (CSI): 0.430732 + Best Trial: 11 + Best Parameters: {'d_main': 192, 'd_hidden': 64, 'n_blocks': 3, 'dropout': 0.23178114116339094, 'lr': 0.007074238908032745, 'weight_decay': 0.055751033425856605, 'batch_size': 64} +================================================================================ + + Fold 1 - 클래스별 가중치: {0: 0.9444227642276423, 1: 0.9219365079365079, 2: 1.167571262011016} (클래스별 샘플 수: {0: 20500, 1: 21000, 2: 16582}) + Fold 2 - 클래스별 가중치: {0: 0.9447642276422764, 1: 0.9311378205128205, 2: 1.1526314745382769} (클래스별 샘플 수: {0: 20500, 1: 20800, 2: 16803}) + Fold 3 - 클래스별 가중치: {0: 0.9433008130081301, 1: 0.9387216828478965, 2: 1.143361122607856} (클래스별 샘플 수: {0: 20500, 1: 20600, 2: 16913}) +[I 2025-12-25 19:01:21,478] Trial 50 finished with value: 0.42426212563397964 and parameters: {'d_main': 160, 'd_hidden': 128, 'n_blocks': 2, 'dropout': 0.212330681339756, 'lr': 0.004205333666457319, 'weight_decay': 0.09816136632085802, 'batch_size': 32}. Best is trial 11 with value: 0.4307323196661675. + +================================================================================ +Trial 50 완료 + Value (CSI): 0.424262 + Parameters: {'d_main': 160, 'd_hidden': 128, 'n_blocks': 2, 'dropout': 0.212330681339756, 'lr': 0.004205333666457319, 'weight_decay': 0.09816136632085802, 'batch_size': 32} + Best Value (CSI): 0.430732 + Best Trial: 11 + Best Parameters: {'d_main': 192, 'd_hidden': 64, 'n_blocks': 3, 'dropout': 0.23178114116339094, 'lr': 0.007074238908032745, 'weight_decay': 0.055751033425856605, 'batch_size': 64} +================================================================================ + + Fold 1 - 클래스별 가중치: {0: 0.9444227642276423, 1: 0.9219365079365079, 2: 1.167571262011016} (클래스별 샘플 수: {0: 20500, 1: 21000, 2: 16582}) + Fold 2 - 클래스별 가중치: {0: 0.9447642276422764, 1: 0.9311378205128205, 2: 1.1526314745382769} (클래스별 샘플 수: {0: 20500, 1: 20800, 2: 16803}) + Fold 3 - 클래스별 가중치: {0: 0.9433008130081301, 1: 0.9387216828478965, 2: 1.143361122607856} (클래스별 샘플 수: {0: 20500, 1: 20600, 2: 16913}) +[I 2025-12-25 19:06:37,449] Trial 51 finished with value: 0.43407422794617584 and parameters: {'d_main': 160, 'd_hidden': 192, 'n_blocks': 2, 'dropout': 0.2100809214334562, 'lr': 0.0045042768238180075, 'weight_decay': 0.09966580216480231, 'batch_size': 32}. Best is trial 51 with value: 0.43407422794617584. + +================================================================================ +Trial 51 완료 + Value (CSI): 0.434074 + Parameters: {'d_main': 160, 'd_hidden': 192, 'n_blocks': 2, 'dropout': 0.2100809214334562, 'lr': 0.0045042768238180075, 'weight_decay': 0.09966580216480231, 'batch_size': 32} + Best Value (CSI): 0.434074 + Best Trial: 51 + Best Parameters: {'d_main': 160, 'd_hidden': 192, 'n_blocks': 2, 'dropout': 0.2100809214334562, 'lr': 0.0045042768238180075, 'weight_decay': 0.09966580216480231, 'batch_size': 32} +================================================================================ + + Fold 1 - 클래스별 가중치: {0: 0.9444227642276423, 1: 0.9219365079365079, 2: 1.167571262011016} (클래스별 샘플 수: {0: 20500, 1: 21000, 2: 16582}) + Fold 2 - 클래스별 가중치: {0: 0.9447642276422764, 1: 0.9311378205128205, 2: 1.1526314745382769} (클래스별 샘플 수: {0: 20500, 1: 20800, 2: 16803}) + Fold 3 - 클래스별 가중치: {0: 0.9433008130081301, 1: 0.9387216828478965, 2: 1.143361122607856} (클래스별 샘플 수: {0: 20500, 1: 20600, 2: 16913}) +[I 2025-12-25 19:10:42,290] Trial 52 finished with value: 0.42082832354028327 and parameters: {'d_main': 160, 'd_hidden': 192, 'n_blocks': 2, 'dropout': 0.21300573900718572, 'lr': 0.004727438186661075, 'weight_decay': 0.09835883461428876, 'batch_size': 32}. Best is trial 51 with value: 0.43407422794617584. + +================================================================================ +Trial 52 완료 + Value (CSI): 0.420828 + Parameters: {'d_main': 160, 'd_hidden': 192, 'n_blocks': 2, 'dropout': 0.21300573900718572, 'lr': 0.004727438186661075, 'weight_decay': 0.09835883461428876, 'batch_size': 32} + Best Value (CSI): 0.434074 + Best Trial: 51 + Best Parameters: {'d_main': 160, 'd_hidden': 192, 'n_blocks': 2, 'dropout': 0.2100809214334562, 'lr': 0.0045042768238180075, 'weight_decay': 0.09966580216480231, 'batch_size': 32} +================================================================================ + + Fold 1 - 클래스별 가중치: {0: 0.9444227642276423, 1: 0.9219365079365079, 2: 1.167571262011016} (클래스별 샘플 수: {0: 20500, 1: 21000, 2: 16582}) + Fold 2 - 클래스별 가중치: {0: 0.9447642276422764, 1: 0.9311378205128205, 2: 1.1526314745382769} (클래스별 샘플 수: {0: 20500, 1: 20800, 2: 16803}) + Fold 3 - 클래스별 가중치: {0: 0.9433008130081301, 1: 0.9387216828478965, 2: 1.143361122607856} (클래스별 샘플 수: {0: 20500, 1: 20600, 2: 16913}) +[I 2025-12-25 19:15:56,722] Trial 53 finished with value: 0.41949280928743987 and parameters: {'d_main': 160, 'd_hidden': 192, 'n_blocks': 2, 'dropout': 0.2020438360977361, 'lr': 0.003090471271376684, 'weight_decay': 0.07967114753019448, 'batch_size': 32}. Best is trial 51 with value: 0.43407422794617584. + +================================================================================ +Trial 53 완료 + Value (CSI): 0.419493 + Parameters: {'d_main': 160, 'd_hidden': 192, 'n_blocks': 2, 'dropout': 0.2020438360977361, 'lr': 0.003090471271376684, 'weight_decay': 0.07967114753019448, 'batch_size': 32} + Best Value (CSI): 0.434074 + Best Trial: 51 + Best Parameters: {'d_main': 160, 'd_hidden': 192, 'n_blocks': 2, 'dropout': 0.2100809214334562, 'lr': 0.0045042768238180075, 'weight_decay': 0.09966580216480231, 'batch_size': 32} +================================================================================ + + Fold 1 - 클래스별 가중치: {0: 0.9444227642276423, 1: 0.9219365079365079, 2: 1.167571262011016} (클래스별 샘플 수: {0: 20500, 1: 21000, 2: 16582}) + Fold 2 - 클래스별 가중치: {0: 0.9447642276422764, 1: 0.9311378205128205, 2: 1.1526314745382769} (클래스별 샘플 수: {0: 20500, 1: 20800, 2: 16803}) + Fold 3 - 클래스별 가중치: {0: 0.9433008130081301, 1: 0.9387216828478965, 2: 1.143361122607856} (클래스별 샘플 수: {0: 20500, 1: 20600, 2: 16913}) +[I 2025-12-25 19:21:09,510] Trial 54 finished with value: 0.427132534648724 and parameters: {'d_main': 128, 'd_hidden': 192, 'n_blocks': 2, 'dropout': 0.24803947359680517, 'lr': 0.005927786012811929, 'weight_decay': 0.07490316217111197, 'batch_size': 32}. Best is trial 51 with value: 0.43407422794617584. + +================================================================================ +Trial 54 완�� + Value (CSI): 0.427133 + Parameters: {'d_main': 128, 'd_hidden': 192, 'n_blocks': 2, 'dropout': 0.24803947359680517, 'lr': 0.005927786012811929, 'weight_decay': 0.07490316217111197, 'batch_size': 32} + Best Value (CSI): 0.434074 + Best Trial: 51 + Best Parameters: {'d_main': 160, 'd_hidden': 192, 'n_blocks': 2, 'dropout': 0.2100809214334562, 'lr': 0.0045042768238180075, 'weight_decay': 0.09966580216480231, 'batch_size': 32} +================================================================================ + + Fold 1 - 클래스별 가중치: {0: 0.9444227642276423, 1: 0.9219365079365079, 2: 1.167571262011016} (클래스별 샘플 수: {0: 20500, 1: 21000, 2: 16582}) + Fold 2 - 클래스별 가중치: {0: 0.9447642276422764, 1: 0.9311378205128205, 2: 1.1526314745382769} (클래스별 샘플 수: {0: 20500, 1: 20800, 2: 16803}) + Fold 3 - 클래스별 가중치: {0: 0.9433008130081301, 1: 0.9387216828478965, 2: 1.143361122607856} (클래스별 샘플 수: {0: 20500, 1: 20600, 2: 16913}) +[I 2025-12-25 19:24:59,595] Trial 55 finished with value: 0.4197194348106534 and parameters: {'d_main': 96, 'd_hidden': 192, 'n_blocks': 2, 'dropout': 0.2490046390973562, 'lr': 0.0038285638564561596, 'weight_decay': 0.05398506440503409, 'batch_size': 32}. Best is trial 51 with value: 0.43407422794617584. + +================================================================================ +Trial 55 완료 + Value (CSI): 0.419719 + Parameters: {'d_main': 96, 'd_hidden': 192, 'n_blocks': 2, 'dropout': 0.2490046390973562, 'lr': 0.0038285638564561596, 'weight_decay': 0.05398506440503409, 'batch_size': 32} + Best Value (CSI): 0.434074 + Best Trial: 51 + Best Parameters: {'d_main': 160, 'd_hidden': 192, 'n_blocks': 2, 'dropout': 0.2100809214334562, 'lr': 0.0045042768238180075, 'weight_decay': 0.09966580216480231, 'batch_size': 32} +================================================================================ + + Fold 1 - 클래스별 가중치: {0: 0.9444227642276423, 1: 0.9219365079365079, 2: 1.167571262011016} (클래스별 샘플 수: {0: 20500, 1: 21000, 2: 16582}) + Fold 2 - 클래스별 가중치: {0: 0.9447642276422764, 1: 0.9311378205128205, 2: 1.1526314745382769} (클래스별 샘플 수: {0: 20500, 1: 20800, 2: 16803}) + Fold 3 - 클래스별 가중치: {0: 0.9433008130081301, 1: 0.9387216828478965, 2: 1.143361122607856} (클래스별 샘플 수: {0: 20500, 1: 20600, 2: 16913}) +[I 2025-12-25 19:28:30,745] Trial 56 finished with value: 0.39940673759607087 and parameters: {'d_main': 128, 'd_hidden': 192, 'n_blocks': 2, 'dropout': 0.2637445488023327, 'lr': 0.0057400718659215925, 'weight_decay': 0.07486684542201437, 'batch_size': 32}. Best is trial 51 with value: 0.43407422794617584. + +================================================================================ +Trial 56 완료 + Value (CSI): 0.399407 + Parameters: {'d_main': 128, 'd_hidden': 192, 'n_blocks': 2, 'dropout': 0.2637445488023327, 'lr': 0.0057400718659215925, 'weight_decay': 0.07486684542201437, 'batch_size': 32} + Best Value (CSI): 0.434074 + Best Trial: 51 + Best Parameters: {'d_main': 160, 'd_hidden': 192, 'n_blocks': 2, 'dropout': 0.2100809214334562, 'lr': 0.0045042768238180075, 'weight_decay': 0.09966580216480231, 'batch_size': 32} +================================================================================ + + Fold 1 - 클래스별 가중치: {0: 0.9444227642276423, 1: 0.9219365079365079, 2: 1.167571262011016} (클래스별 샘플 수: {0: 20500, 1: 21000, 2: 16582}) +[I 2025-12-25 19:29:07,704] Trial 57 pruned. + +================================================================================ +Trial 57 완료 + Value (CSI): 0.322799 + Parameters: {'d_main': 128, 'd_hidden': 256, 'n_blocks': 2, 'dropout': 0.19272047479576604, 'lr': 0.0010204042812459282, 'weight_decay': 0.04109061550913597, 'batch_size': 32} + Best Value (CSI): 0.434074 + Best Trial: 51 + Best Parameters: {'d_main': 160, 'd_hidden': 192, 'n_blocks': 2, 'dropout': 0.2100809214334562, 'lr': 0.0045042768238180075, 'weight_decay': 0.09966580216480231, 'batch_size': 32} +================================================================================ + + Fold 1 - 클래스별 가중치: {0: 0.9444227642276423, 1: 0.9219365079365079, 2: 1.167571262011016} (클래스별 샘플 수: {0: 20500, 1: 21000, 2: 16582}) + Fold 2 - 클래스별 가중치: {0: 0.9447642276422764, 1: 0.9311378205128205, 2: 1.1526314745382769} (클래스별 샘플 수: {0: 20500, 1: 20800, 2: 16803}) + Fold 3 - 클래스별 가중치: {0: 0.9433008130081301, 1: 0.9387216828478965, 2: 1.143361122607856} (클래스별 샘플 수: {0: 20500, 1: 20600, 2: 16913}) +[I 2025-12-25 19:32:44,326] Trial 58 pruned. + +================================================================================ +Trial 58 완료 + Value (CSI): 0.348243 + Parameters: {'d_main': 64, 'd_hidden': 192, 'n_blocks': 2, 'dropout': 0.17590732962824757, 'lr': 0.001886731907218819, 'weight_decay': 0.058328735729890877, 'batch_size': 32} + Best Value (CSI): 0.434074 + Best Trial: 51 + Best Parameters: {'d_main': 160, 'd_hidden': 192, 'n_blocks': 2, 'dropout': 0.2100809214334562, 'lr': 0.0045042768238180075, 'weight_decay': 0.09966580216480231, 'batch_size': 32} +================================================================================ + + Fold 1 - 클래스별 가중치: {0: 0.9444227642276423, 1: 0.9219365079365079, 2: 1.167571262011016} (클래스별 샘플 수: {0: 20500, 1: 21000, 2: 16582}) +[I 2025-12-25 19:33:16,324] Trial 59 pruned. + +================================================================================ +Trial 59 완료 + Value (CSI): 0.303901 + Parameters: {'d_main': 96, 'd_hidden': 192, 'n_blocks': 2, 'dropout': 0.239995074916181, 'lr': 0.002633112385391826, 'weight_decay': 0.027583019436489237, 'batch_size': 32} + Best Value (CSI): 0.434074 + Best Trial: 51 + Best Parameters: {'d_main': 160, 'd_hidden': 192, 'n_blocks': 2, 'dropout': 0.2100809214334562, 'lr': 0.0045042768238180075, 'weight_decay': 0.09966580216480231, 'batch_size': 32} +================================================================================ + + Fold 1 - 클래스별 가중치: {0: 0.9444227642276423, 1: 0.9219365079365079, 2: 1.167571262011016} (클래스별 샘플 수: {0: 20500, 1: 21000, 2: 16582}) + Fold 2 - 클래스별 가중치: {0: 0.9447642276422764, 1: 0.9311378205128205, 2: 1.1526314745382769} (클래스별 샘플 수: {0: 20500, 1: 20800, 2: 16803}) + Fold 3 - 클래스별 가중치: {0: 0.9433008130081301, 1: 0.9387216828478965, 2: 1.143361122607856} (클래스별 샘플 수: {0: 20500, 1: 20600, 2: 16913}) +[I 2025-12-25 19:38:31,383] Trial 60 finished with value: 0.4308991188902496 and parameters: {'d_main': 160, 'd_hidden': 192, 'n_blocks': 2, 'dropout': 0.21270708382121373, 'lr': 0.005277156599127611, 'weight_decay': 0.07100057734691462, 'batch_size': 32}. Best is trial 51 with value: 0.43407422794617584. + +================================================================================ +Trial 60 완료 + Value (CSI): 0.430899 + Parameters: {'d_main': 160, 'd_hidden': 192, 'n_blocks': 2, 'dropout': 0.21270708382121373, 'lr': 0.005277156599127611, 'weight_decay': 0.07100057734691462, 'batch_size': 32} + Best Value (CSI): 0.434074 + Best Trial: 51 + Best Parameters: {'d_main': 160, 'd_hidden': 192, 'n_blocks': 2, 'dropout': 0.2100809214334562, 'lr': 0.0045042768238180075, 'weight_decay': 0.09966580216480231, 'batch_size': 32} +================================================================================ + + Fold 1 - 클래스별 가중치: {0: 0.9444227642276423, 1: 0.9219365079365079, 2: 1.167571262011016} (클래스별 샘플 수: {0: 20500, 1: 21000, 2: 16582}) +[I 2025-12-25 19:39:11,897] Trial 61 pruned. + +================================================================================ +Trial 61 완료 + Value (CSI): 0.376658 + Parameters: {'d_main': 160, 'd_hidden': 192, 'n_blocks': 2, 'dropout': 0.20932512088998403, 'lr': 0.004888466579318628, 'weight_decay': 0.07587152926378347, 'batch_size': 32} + Best Value (CSI): 0.434074 + Best Trial: 51 + Best Parameters: {'d_main': 160, 'd_hidden': 192, 'n_blocks': 2, 'dropout': 0.2100809214334562, 'lr': 0.0045042768238180075, 'weight_decay': 0.09966580216480231, 'batch_size': 32} +================================================================================ + + Fold 1 - 클래스별 가중치: {0: 0.9444227642276423, 1: 0.9219365079365079, 2: 1.167571262011016} (클래스별 샘플 수: {0: 20500, 1: 21000, 2: 16582}) +[I 2025-12-25 19:39:50,296] Trial 62 pruned. + +================================================================================ +Trial 62 완료 + Value (CSI): 0.374046 + Parameters: {'d_main': 160, 'd_hidden': 192, 'n_blocks': 2, 'dropout': 0.2189093809995362, 'lr': 0.00780340408333206, 'weight_decay': 0.07967094584167915, 'batch_size': 32} + Best Value (CSI): 0.434074 + Best Trial: 51 + Best Parameters: {'d_main': 160, 'd_hidden': 192, 'n_blocks': 2, 'dropout': 0.2100809214334562, 'lr': 0.0045042768238180075, 'weight_decay': 0.09966580216480231, 'batch_size': 32} +================================================================================ + + Fold 1 - 클래스별 가중치: {0: 0.9444227642276423, 1: 0.9219365079365079, 2: 1.167571262011016} (클래스별 샘플 수: {0: 20500, 1: 21000, 2: 16582}) +[I 2025-12-25 19:41:13,543] Trial 63 pruned. + +================================================================================ +Trial 63 완료 + Value (CSI): 0.416185 + Parameters: {'d_main': 128, 'd_hidden': 192, 'n_blocks': 2, 'dropout': 0.23266325827139642, 'lr': 0.005993168204026863, 'weight_decay': 0.04698579566995875, 'batch_size': 32} + Best Value (CSI): 0.434074 + Best Trial: 51 + Best Parameters: {'d_main': 160, 'd_hidden': 192, 'n_blocks': 2, 'dropout': 0.2100809214334562, 'lr': 0.0045042768238180075, 'weight_decay': 0.09966580216480231, 'batch_size': 32} +================================================================================ + + Fold 1 - 클래스별 가중치: {0: 0.9444227642276423, 1: 0.9219365079365079, 2: 1.167571262011016} (클래스별 샘플 수: {0: 20500, 1: 21000, 2: 16582}) + Fold 2 - 클래스별 가중치: {0: 0.9447642276422764, 1: 0.9311378205128205, 2: 1.1526314745382769} (클래스별 샘플 수: {0: 20500, 1: 20800, 2: 16803}) + Fold 3 - 클래스별 가중치: {0: 0.9433008130081301, 1: 0.9387216828478965, 2: 1.143361122607856} (클래스별 샘플 수: {0: 20500, 1: 20600, 2: 16913}) +[I 2025-12-25 19:46:34,987] Trial 64 finished with value: 0.41763777750982234 and parameters: {'d_main': 160, 'd_hidden': 256, 'n_blocks': 2, 'dropout': 0.20356247756032733, 'lr': 0.00471789488310128, 'weight_decay': 0.056636190295222766, 'batch_size': 32}. Best is trial 51 with value: 0.43407422794617584. + +================================================================================ +Trial 64 완료 + Value (CSI): 0.417638 + Parameters: {'d_main': 160, 'd_hidden': 256, 'n_blocks': 2, 'dropout': 0.20356247756032733, 'lr': 0.00471789488310128, 'weight_decay': 0.056636190295222766, 'batch_size': 32} + Best Value (CSI): 0.434074 + Best Trial: 51 + Best Parameters: {'d_main': 160, 'd_hidden': 192, 'n_blocks': 2, 'dropout': 0.2100809214334562, 'lr': 0.0045042768238180075, 'weight_decay': 0.09966580216480231, 'batch_size': 32} +================================================================================ + + Fold 1 - 클래스별 가중치: {0: 0.9444227642276423, 1: 0.9219365079365079, 2: 1.167571262011016} (클래스별 샘플 수: {0: 20500, 1: 21000, 2: 16582}) + Fold 2 - 클래스별 가중치: {0: 0.9447642276422764, 1: 0.9311378205128205, 2: 1.1526314745382769} (클래스별 샘플 수: {0: 20500, 1: 20800, 2: 16803}) + Fold 3 - 클래스별 가중치: {0: 0.9433008130081301, 1: 0.9387216828478965, 2: 1.143361122607856} (클래스별 샘플 수: {0: 20500, 1: 20600, 2: 16913}) +[I 2025-12-25 19:50:00,536] Trial 65 finished with value: 0.4070351765655115 and parameters: {'d_main': 160, 'd_hidden': 128, 'n_blocks': 2, 'dropout': 0.22729944987771575, 'lr': 0.0036550016598206132, 'weight_decay': 0.035371927474825884, 'batch_size': 32}. Best is trial 51 with value: 0.43407422794617584. + +================================================================================ +Trial 65 완료 + Value (CSI): 0.407035 + Parameters: {'d_main': 160, 'd_hidden': 128, 'n_blocks': 2, 'dropout': 0.22729944987771575, 'lr': 0.0036550016598206132, 'weight_decay': 0.035371927474825884, 'batch_size': 32} + Best Value (CSI): 0.434074 + Best Trial: 51 + Best Parameters: {'d_main': 160, 'd_hidden': 192, 'n_blocks': 2, 'dropout': 0.2100809214334562, 'lr': 0.0045042768238180075, 'weight_decay': 0.09966580216480231, 'batch_size': 32} +================================================================================ + + Fold 1 - 클래스별 가중치: {0: 0.9444227642276423, 1: 0.9219365079365079, 2: 1.167571262011016} (클래스별 샘플 수: {0: 20500, 1: 21000, 2: 16582}) +[I 2025-12-25 19:50:35,321] Trial 66 pruned. + +================================================================================ +Trial 66 완료 + Value (CSI): 0.259317 + Parameters: {'d_main': 128, 'd_hidden': 192, 'n_blocks': 2, 'dropout': 0.24436651563167983, 'lr': 0.007875940360112839, 'weight_decay': 0.08348010762488307, 'batch_size': 32} + Best Value (CSI): 0.434074 + Best Trial: 51 + Best Parameters: {'d_main': 160, 'd_hidden': 192, 'n_blocks': 2, 'dropout': 0.2100809214334562, 'lr': 0.0045042768238180075, 'weight_decay': 0.09966580216480231, 'batch_size': 32} +================================================================================ + + Fold 1 - 클래스별 가중치: {0: 0.9444227642276423, 1: 0.9219365079365079, 2: 1.167571262011016} (클래스별 샘플 수: {0: 20500, 1: 21000, 2: 16582}) +[I 2025-12-25 19:51:26,682] Trial 67 pruned. + +================================================================================ +Trial 67 완료 + Value (CSI): 0.380723 + Parameters: {'d_main': 160, 'd_hidden': 192, 'n_blocks': 5, 'dropout': 0.19584489315215609, 'lr': 0.005858802186624893, 'weight_decay': 0.04281084185898097, 'batch_size': 32} + Best Value (CSI): 0.434074 + Best Trial: 51 + Best Parameters: {'d_main': 160, 'd_hidden': 192, 'n_blocks': 2, 'dropout': 0.2100809214334562, 'lr': 0.0045042768238180075, 'weight_decay': 0.09966580216480231, 'batch_size': 32} +================================================================================ + + Fold 1 - 클래스별 가중치: {0: 0.9444227642276423, 1: 0.9219365079365079, 2: 1.167571262011016} (클래스별 샘플 수: {0: 20500, 1: 21000, 2: 16582}) +[I 2025-12-25 19:51:38,304] Trial 68 pruned. + +================================================================================ +Trial 68 완료 + Value (CSI): 0.344086 + Parameters: {'d_main': 128, 'd_hidden': 128, 'n_blocks': 2, 'dropout': 0.2122139164905525, 'lr': 0.0031579606963262397, 'weight_decay': 0.056797423553631404, 'batch_size': 128} + Best Value (CSI): 0.434074 + Best Trial: 51 + Best Parameters: {'d_main': 160, 'd_hidden': 192, 'n_blocks': 2, 'dropout': 0.2100809214334562, 'lr': 0.0045042768238180075, 'weight_decay': 0.09966580216480231, 'batch_size': 32} +================================================================================ + + Fold 1 - 클래스별 가중치: {0: 0.9444227642276423, 1: 0.9219365079365079, 2: 1.167571262011016} (클래스별 샘플 수: {0: 20500, 1: 21000, 2: 16582}) +[I 2025-12-25 19:52:13,700] Trial 69 pruned. + +================================================================================ +Trial 69 완료 + Value (CSI): 0.310658 + Parameters: {'d_main': 192, 'd_hidden': 192, 'n_blocks': 2, 'dropout': 0.23477195854993635, 'lr': 0.004198451015060448, 'weight_decay': 0.07333535112188005, 'batch_size': 32} + Best Value (CSI): 0.434074 + Best Trial: 51 + Best Parameters: {'d_main': 160, 'd_hidden': 192, 'n_blocks': 2, 'dropout': 0.2100809214334562, 'lr': 0.0045042768238180075, 'weight_decay': 0.09966580216480231, 'batch_size': 32} +================================================================================ + + Fold 1 - 클래스별 가중치: {0: 0.9444227642276423, 1: 0.9219365079365079, 2: 1.167571262011016} (클래스별 샘플 수: {0: 20500, 1: 21000, 2: 16582}) + Fold 2 - 클래스별 가중치: {0: 0.9447642276422764, 1: 0.9311378205128205, 2: 1.1526314745382769} (클래스별 샘플 수: {0: 20500, 1: 20800, 2: 16803}) + Fold 3 - 클래스별 가중치: {0: 0.9433008130081301, 1: 0.9387216828478965, 2: 1.143361122607856} (클래스별 샘플 수: {0: 20500, 1: 20600, 2: 16913}) +[I 2025-12-25 19:58:14,732] Trial 70 finished with value: 0.4032492135727754 and parameters: {'d_main': 160, 'd_hidden': 192, 'n_blocks': 2, 'dropout': 0.2518471429537309, 'lr': 0.009004625048552001, 'weight_decay': 0.09762585069517558, 'batch_size': 32}. Best is trial 51 with value: 0.43407422794617584. + +================================================================================ +Trial 70 완료 + Value (CSI): 0.403249 + Parameters: {'d_main': 160, 'd_hidden': 192, 'n_blocks': 2, 'dropout': 0.2518471429537309, 'lr': 0.009004625048552001, 'weight_decay': 0.09762585069517558, 'batch_size': 32} + Best Value (CSI): 0.434074 + Best Trial: 51 + Best Parameters: {'d_main': 160, 'd_hidden': 192, 'n_blocks': 2, 'dropout': 0.2100809214334562, 'lr': 0.0045042768238180075, 'weight_decay': 0.09966580216480231, 'batch_size': 32} +================================================================================ + + Fold 1 - 클래스별 가중치: {0: 0.9444227642276423, 1: 0.9219365079365079, 2: 1.167571262011016} (클래스별 샘플 수: {0: 20500, 1: 21000, 2: 16582}) +[I 2025-12-25 19:58:35,870] Trial 71 pruned. + +================================================================================ +Trial 71 완료 + Value (CSI): 0.388889 + Parameters: {'d_main': 192, 'd_hidden': 128, 'n_blocks': 3, 'dropout': 0.2228576383603036, 'lr': 0.008007373959863484, 'weight_decay': 0.08715529138598666, 'batch_size': 256} + Best Value (CSI): 0.434074 + Best Trial: 51 + Best Parameters: {'d_main': 160, 'd_hidden': 192, 'n_blocks': 2, 'dropout': 0.2100809214334562, 'lr': 0.0045042768238180075, 'weight_decay': 0.09966580216480231, 'batch_size': 32} +================================================================================ + + Fold 1 - 클래스별 가중치: {0: 0.9444227642276423, 1: 0.9219365079365079, 2: 1.167571262011016} (클래스별 샘플 수: {0: 20500, 1: 21000, 2: 16582}) + Fold 2 - 클래스별 가중치: {0: 0.9447642276422764, 1: 0.9311378205128205, 2: 1.1526314745382769} (클래스별 샘플 수: {0: 20500, 1: 20800, 2: 16803}) + Fold 3 - 클래스별 가중치: {0: 0.9433008130081301, 1: 0.9387216828478965, 2: 1.143361122607856} (클래스별 샘플 수: {0: 20500, 1: 20600, 2: 16913}) +[I 2025-12-25 20:01:57,902] Trial 72 finished with value: 0.41996973409792965 and parameters: {'d_main': 192, 'd_hidden': 64, 'n_blocks': 3, 'dropout': 0.21631459337182884, 'lr': 0.006382293155322122, 'weight_decay': 0.09994078754523282, 'batch_size': 64}. Best is trial 51 with value: 0.43407422794617584. + +================================================================================ +Trial 72 완료 + Value (CSI): 0.419970 + Parameters: {'d_main': 192, 'd_hidden': 64, 'n_blocks': 3, 'dropout': 0.21631459337182884, 'lr': 0.006382293155322122, 'weight_decay': 0.09994078754523282, 'batch_size': 64} + Best Value (CSI): 0.434074 + Best Trial: 51 + Best Parameters: {'d_main': 160, 'd_hidden': 192, 'n_blocks': 2, 'dropout': 0.2100809214334562, 'lr': 0.0045042768238180075, 'weight_decay': 0.09966580216480231, 'batch_size': 32} +================================================================================ + + Fold 1 - 클래스별 가중치: {0: 0.9444227642276423, 1: 0.9219365079365079, 2: 1.167571262011016} (클래스별 샘플 수: {0: 20500, 1: 21000, 2: 16582}) +[I 2025-12-25 20:02:29,415] Trial 73 pruned. + +================================================================================ +Trial 73 완료 + Value (CSI): 0.175565 + Parameters: {'d_main': 192, 'd_hidden': 256, 'n_blocks': 3, 'dropout': 0.22879083305022235, 'lr': 0.009827351717226991, 'weight_decay': 0.06177496236319921, 'batch_size': 32} + Best Value (CSI): 0.434074 + Best Trial: 51 + Best Parameters: {'d_main': 160, 'd_hidden': 192, 'n_blocks': 2, 'dropout': 0.2100809214334562, 'lr': 0.0045042768238180075, 'weight_decay': 0.09966580216480231, 'batch_size': 32} +================================================================================ + + Fold 1 - 클래스별 가중치: {0: 0.9444227642276423, 1: 0.9219365079365079, 2: 1.167571262011016} (클래스별 샘플 수: {0: 20500, 1: 21000, 2: 16582}) +[I 2025-12-25 20:03:00,691] Trial 74 pruned. + +================================================================================ +Trial 74 완료 + Value (CSI): 0.402913 + Parameters: {'d_main': 192, 'd_hidden': 64, 'n_blocks': 3, 'dropout': 0.20612033452910047, 'lr': 0.005693282558569551, 'weight_decay': 0.06801769507785034, 'batch_size': 64} + Best Value (CSI): 0.434074 + Best Trial: 51 + Best Parameters: {'d_main': 160, 'd_hidden': 192, 'n_blocks': 2, 'dropout': 0.2100809214334562, 'lr': 0.0045042768238180075, 'weight_decay': 0.09966580216480231, 'batch_size': 32} +================================================================================ + + Fold 1 - 클래스별 가중치: {0: 0.9444227642276423, 1: 0.9219365079365079, 2: 1.167571262011016} (클래스별 샘플 수: {0: 20500, 1: 21000, 2: 16582}) +[I 2025-12-25 20:03:20,293] Trial 75 pruned. + +================================================================================ +Trial 75 완료 + Value (CSI): 0.369710 + Parameters: {'d_main': 160, 'd_hidden': 128, 'n_blocks': 3, 'dropout': 0.2374748230479039, 'lr': 0.004478186993895352, 'weight_decay': 0.051903959821338067, 'batch_size': 128} + Best Value (CSI): 0.434074 + Best Trial: 51 + Best Parameters: {'d_main': 160, 'd_hidden': 192, 'n_blocks': 2, 'dropout': 0.2100809214334562, 'lr': 0.0045042768238180075, 'weight_decay': 0.09966580216480231, 'batch_size': 32} +================================================================================ + + Fold 1 - 클래스별 가중치: {0: 0.9444227642276423, 1: 0.9219365079365079, 2: 1.167571262011016} (클래스별 샘플 수: {0: 20500, 1: 21000, 2: 16582}) +[I 2025-12-25 20:03:38,369] Trial 76 pruned. + +================================================================================ +Trial 76 완료 + Value (CSI): 0.221649 + Parameters: {'d_main': 224, 'd_hidden': 64, 'n_blocks': 4, 'dropout': 0.24535886083356154, 'lr': 0.00812611875407826, 'weight_decay': 0.07993779922953767, 'batch_size': 64} + Best Value (CSI): 0.434074 + Best Trial: 51 + Best Parameters: {'d_main': 160, 'd_hidden': 192, 'n_blocks': 2, 'dropout': 0.2100809214334562, 'lr': 0.0045042768238180075, 'weight_decay': 0.09966580216480231, 'batch_size': 32} +================================================================================ + + Fold 1 - 클래스별 가중치: {0: 0.9444227642276423, 1: 0.9219365079365079, 2: 1.167571262011016} (클래스별 샘플 수: {0: 20500, 1: 21000, 2: 16582}) +[I 2025-12-25 20:04:12,572] Trial 77 pruned. + +================================================================================ +Trial 77 완료 + Value (CSI): 0.335556 + Parameters: {'d_main': 160, 'd_hidden': 192, 'n_blocks': 3, 'dropout': 0.21911958312498603, 'lr': 0.006534878012297473, 'weight_decay': 0.04409438383706514, 'batch_size': 32} + Best Value (CSI): 0.434074 + Best Trial: 51 + Best Parameters: {'d_main': 160, 'd_hidden': 192, 'n_blocks': 2, 'dropout': 0.2100809214334562, 'lr': 0.0045042768238180075, 'weight_decay': 0.09966580216480231, 'batch_size': 32} +================================================================================ + + Fold 1 - 클래스별 가중치: {0: 0.9444227642276423, 1: 0.9219365079365079, 2: 1.167571262011016} (클래스별 샘플 수: {0: 20500, 1: 21000, 2: 16582}) +[I 2025-12-25 20:04:20,856] Trial 78 pruned. + +================================================================================ +Trial 78 완료 + Value (CSI): 0.305357 + Parameters: {'d_main': 192, 'd_hidden': 64, 'n_blocks': 4, 'dropout': 0.25975254845165796, 'lr': 0.003649796319945675, 'weight_decay': 0.03408499025373447, 'batch_size': 256} + Best Value (CSI): 0.434074 + Best Trial: 51 + Best Parameters: {'d_main': 160, 'd_hidden': 192, 'n_blocks': 2, 'dropout': 0.2100809214334562, 'lr': 0.0045042768238180075, 'weight_decay': 0.09966580216480231, 'batch_size': 32} +================================================================================ + + Fold 1 - 클래스별 가중치: {0: 0.9444227642276423, 1: 0.9219365079365079, 2: 1.167571262011016} (클래스별 샘플 수: {0: 20500, 1: 21000, 2: 16582}) +[I 2025-12-25 20:04:50,639] Trial 79 pruned. + +================================================================================ +Trial 79 완료 + Value (CSI): 0.396373 + Parameters: {'d_main': 192, 'd_hidden': 64, 'n_blocks': 2, 'dropout': 0.19011943260264244, 'lr': 0.005159114067066938, 'weight_decay': 0.06353554019523935, 'batch_size': 64} + Best Value (CSI): 0.434074 + Best Trial: 51 + Best Parameters: {'d_main': 160, 'd_hidden': 192, 'n_blocks': 2, 'dropout': 0.2100809214334562, 'lr': 0.0045042768238180075, 'weight_decay': 0.09966580216480231, 'batch_size': 32} +================================================================================ + + Fold 1 - 클래스별 가중치: {0: 0.9444227642276423, 1: 0.9219365079365079, 2: 1.167571262011016} (클래스별 샘플 수: {0: 20500, 1: 21000, 2: 16582}) +[I 2025-12-25 20:05:10,342] Trial 80 pruned. + +================================================================================ +Trial 80 완료 + Value (CSI): 0.359580 + Parameters: {'d_main': 224, 'd_hidden': 128, 'n_blocks': 2, 'dropout': 0.22710442124516608, 'lr': 0.009869676687408024, 'weight_decay': 0.0871070741602575, 'batch_size': 64} + Best Value (CSI): 0.434074 + Best Trial: 51 + Best Parameters: {'d_main': 160, 'd_hidden': 192, 'n_blocks': 2, 'dropout': 0.2100809214334562, 'lr': 0.0045042768238180075, 'weight_decay': 0.09966580216480231, 'batch_size': 32} +================================================================================ + + Fold 1 - 클래스별 가중치: {0: 0.9444227642276423, 1: 0.9219365079365079, 2: 1.167571262011016} (클래스별 샘플 수: {0: 20500, 1: 21000, 2: 16582}) +[I 2025-12-25 20:05:28,525] Trial 81 pruned. + +================================================================================ +Trial 81 완료 + Value (CSI): 0.292929 + Parameters: {'d_main': 192, 'd_hidden': 64, 'n_blocks': 3, 'dropout': 0.20887823288945753, 'lr': 0.007127703094232709, 'weight_decay': 0.07036069938847393, 'batch_size': 64} + Best Value (CSI): 0.434074 + Best Trial: 51 + Best Parameters: {'d_main': 160, 'd_hidden': 192, 'n_blocks': 2, 'dropout': 0.2100809214334562, 'lr': 0.0045042768238180075, 'weight_decay': 0.09966580216480231, 'batch_size': 32} +================================================================================ + + Fold 1 - 클래스별 가중치: {0: 0.9444227642276423, 1: 0.9219365079365079, 2: 1.167571262011016} (클래스별 샘플 수: {0: 20500, 1: 21000, 2: 16582}) +[I 2025-12-25 20:05:47,718] Trial 82 pruned. + +================================================================================ +Trial 82 완료 + Value (CSI): 0.314961 + Parameters: {'d_main': 192, 'd_hidden': 64, 'n_blocks': 3, 'dropout': 0.19671465103788788, 'lr': 0.00846359060423983, 'weight_decay': 0.05275568207687822, 'batch_size': 64} + Best Value (CSI): 0.434074 + Best Trial: 51 + Best Parameters: {'d_main': 160, 'd_hidden': 192, 'n_blocks': 2, 'dropout': 0.2100809214334562, 'lr': 0.0045042768238180075, 'weight_decay': 0.09966580216480231, 'batch_size': 32} +================================================================================ + + Fold 1 - 클래스별 가중치: {0: 0.9444227642276423, 1: 0.9219365079365079, 2: 1.167571262011016} (클래스별 샘플 수: {0: 20500, 1: 21000, 2: 16582}) +[I 2025-12-25 20:06:06,796] Trial 83 pruned. + +================================================================================ +Trial 83 완료 + Value (CSI): 0.278293 + Parameters: {'d_main': 160, 'd_hidden': 64, 'n_blocks': 3, 'dropout': 0.23695540480940538, 'lr': 0.006463414966220404, 'weight_decay': 0.0849445334042718, 'batch_size': 64} + Best Value (CSI): 0.434074 + Best Trial: 51 + Best Parameters: {'d_main': 160, 'd_hidden': 192, 'n_blocks': 2, 'dropout': 0.2100809214334562, 'lr': 0.0045042768238180075, 'weight_decay': 0.09966580216480231, 'batch_size': 32} +================================================================================ + + Fold 1 - 클래스별 가중치: {0: 0.9444227642276423, 1: 0.9219365079365079, 2: 1.167571262011016} (클래스별 샘플 수: {0: 20500, 1: 21000, 2: 16582}) +[I 2025-12-25 20:06:25,927] Trial 84 pruned. + +================================================================================ +Trial 84 완료 + Value (CSI): 0.338422 + Parameters: {'d_main': 224, 'd_hidden': 64, 'n_blocks': 3, 'dropout': 0.22275974426732878, 'lr': 0.005398972184782542, 'weight_decay': 0.09884881636930135, 'batch_size': 64} + Best Value (CSI): 0.434074 + Best Trial: 51 + Best Parameters: {'d_main': 160, 'd_hidden': 192, 'n_blocks': 2, 'dropout': 0.2100809214334562, 'lr': 0.0045042768238180075, 'weight_decay': 0.09966580216480231, 'batch_size': 32} +================================================================================ + + Fold 1 - 클래스별 가중치: {0: 0.9444227642276423, 1: 0.9219365079365079, 2: 1.167571262011016} (클래스별 샘플 수: {0: 20500, 1: 21000, 2: 16582}) +[I 2025-12-25 20:06:59,191] Trial 85 pruned. + +================================================================================ +Trial 85 완료 + Value (CSI): 0.379233 + Parameters: {'d_main': 192, 'd_hidden': 64, 'n_blocks': 3, 'dropout': 0.2491550488922752, 'lr': 0.0033583043263127202, 'weight_decay': 0.061317073522414764, 'batch_size': 64} + Best Value (CSI): 0.434074 + Best Trial: 51 + Best Parameters: {'d_main': 160, 'd_hidden': 192, 'n_blocks': 2, 'dropout': 0.2100809214334562, 'lr': 0.0045042768238180075, 'weight_decay': 0.09966580216480231, 'batch_size': 32} +================================================================================ + + Fold 1 - 클래스별 가중치: {0: 0.9444227642276423, 1: 0.9219365079365079, 2: 1.167571262011016} (클래스별 샘플 수: {0: 20500, 1: 21000, 2: 16582}) +[I 2025-12-25 20:08:31,838] Trial 86 pruned. + +================================================================================ +Trial 86 완료 + Value (CSI): 0.388626 + Parameters: {'d_main': 160, 'd_hidden': 64, 'n_blocks': 4, 'dropout': 0.2126823549603015, 'lr': 0.004224392324596293, 'weight_decay': 0.04215650420945348, 'batch_size': 32} + Best Value (CSI): 0.434074 + Best Trial: 51 + Best Parameters: {'d_main': 160, 'd_hidden': 192, 'n_blocks': 2, 'dropout': 0.2100809214334562, 'lr': 0.0045042768238180075, 'weight_decay': 0.09966580216480231, 'batch_size': 32} +================================================================================ + + Fold 1 - 클래스별 가중치: {0: 0.9444227642276423, 1: 0.9219365079365079, 2: 1.167571262011016} (클래스별 샘플 수: {0: 20500, 1: 21000, 2: 16582}) +[I 2025-12-25 20:08:52,507] Trial 87 pruned. + +================================================================================ +Trial 87 완료 + Value (CSI): 0.350365 + Parameters: {'d_main': 192, 'd_hidden': 64, 'n_blocks': 3, 'dropout': 0.20047294591397416, 'lr': 0.007012384015873315, 'weight_decay': 0.030103887265738143, 'batch_size': 64} + Best Value (CSI): 0.434074 + Best Trial: 51 + Best Parameters: {'d_main': 160, 'd_hidden': 192, 'n_blocks': 2, 'dropout': 0.2100809214334562, 'lr': 0.0045042768238180075, 'weight_decay': 0.09966580216480231, 'batch_size': 32} +================================================================================ + + Fold 1 - 클래스별 가중치: {0: 0.9444227642276423, 1: 0.9219365079365079, 2: 1.167571262011016} (클래스별 샘플 수: {0: 20500, 1: 21000, 2: 16582}) +[I 2025-12-25 20:09:10,421] Trial 88 pruned. + +================================================================================ +Trial 88 완료 + Value (CSI): 0.385681 + Parameters: {'d_main': 192, 'd_hidden': 192, 'n_blocks': 2, 'dropout': 0.22958427269187817, 'lr': 0.008615158759380797, 'weight_decay': 0.06831267809545653, 'batch_size': 128} + Best Value (CSI): 0.434074 + Best Trial: 51 + Best Parameters: {'d_main': 160, 'd_hidden': 192, 'n_blocks': 2, 'dropout': 0.2100809214334562, 'lr': 0.0045042768238180075, 'weight_decay': 0.09966580216480231, 'batch_size': 32} +================================================================================ + + Fold 1 - 클래스별 가중치: {0: 0.9444227642276423, 1: 0.9219365079365079, 2: 1.167571262011016} (클래스별 샘플 수: {0: 20500, 1: 21000, 2: 16582}) +[I 2025-12-25 20:09:48,900] Trial 89 pruned. + +================================================================================ +Trial 89 완료 + Value (CSI): 0.372549 + Parameters: {'d_main': 96, 'd_hidden': 192, 'n_blocks': 3, 'dropout': 0.18510270795623265, 'lr': 0.004690531455264671, 'weight_decay': 0.05053497484686443, 'batch_size': 64} + Best Value (CSI): 0.434074 + Best Trial: 51 + Best Parameters: {'d_main': 160, 'd_hidden': 192, 'n_blocks': 2, 'dropout': 0.2100809214334562, 'lr': 0.0045042768238180075, 'weight_decay': 0.09966580216480231, 'batch_size': 32} +================================================================================ + + Fold 1 - 클래스별 가중치: {0: 0.9444227642276423, 1: 0.9219365079365079, 2: 1.167571262011016} (클래스별 샘플 수: {0: 20500, 1: 21000, 2: 16582}) + Fold 2 - 클래스별 가중치: {0: 0.9447642276422764, 1: 0.9311378205128205, 2: 1.1526314745382769} (클래스별 샘플 수: {0: 20500, 1: 20800, 2: 16803}) + Fold 3 - 클래스별 가중치: {0: 0.9433008130081301, 1: 0.9387216828478965, 2: 1.143361122607856} (클래스별 샘플 수: {0: 20500, 1: 20600, 2: 16913}) +[I 2025-12-25 20:15:47,690] Trial 90 finished with value: 0.4339155939492993 and parameters: {'d_main': 128, 'd_hidden': 64, 'n_blocks': 2, 'dropout': 0.2661337802700446, 'lr': 0.0023284381209485055, 'weight_decay': 0.08342499411622561, 'batch_size': 32}. Best is trial 51 with value: 0.43407422794617584. + +================================================================================ +Trial 90 완료 + Value (CSI): 0.433916 + Parameters: {'d_main': 128, 'd_hidden': 64, 'n_blocks': 2, 'dropout': 0.2661337802700446, 'lr': 0.0023284381209485055, 'weight_decay': 0.08342499411622561, 'batch_size': 32} + Best Value (CSI): 0.434074 + Best Trial: 51 + Best Parameters: {'d_main': 160, 'd_hidden': 192, 'n_blocks': 2, 'dropout': 0.2100809214334562, 'lr': 0.0045042768238180075, 'weight_decay': 0.09966580216480231, 'batch_size': 32} +================================================================================ + + Fold 1 - 클래스별 가중치: {0: 0.9444227642276423, 1: 0.9219365079365079, 2: 1.167571262011016} (클래스별 샘플 수: {0: 20500, 1: 21000, 2: 16582}) + Fold 2 - 클래스별 가중치: {0: 0.9447642276422764, 1: 0.9311378205128205, 2: 1.1526314745382769} (클래스별 샘플 수: {0: 20500, 1: 20800, 2: 16803}) + Fold 3 - 클래스별 가중치: {0: 0.9433008130081301, 1: 0.9387216828478965, 2: 1.143361122607856} (클래스별 샘플 수: {0: 20500, 1: 20600, 2: 16913}) +[I 2025-12-25 20:19:52,943] Trial 91 finished with value: 0.4214778719462193 and parameters: {'d_main': 128, 'd_hidden': 64, 'n_blocks': 2, 'dropout': 0.26563931257895024, 'lr': 0.002574107371872439, 'weight_decay': 0.08443682533307036, 'batch_size': 32}. Best is trial 51 with value: 0.43407422794617584. + +================================================================================ +Trial 91 완료 + Value (CSI): 0.421478 + Parameters: {'d_main': 128, 'd_hidden': 64, 'n_blocks': 2, 'dropout': 0.26563931257895024, 'lr': 0.002574107371872439, 'weight_decay': 0.08443682533307036, 'batch_size': 32} + Best Value (CSI): 0.434074 + Best Trial: 51 + Best Parameters: {'d_main': 160, 'd_hidden': 192, 'n_blocks': 2, 'dropout': 0.2100809214334562, 'lr': 0.0045042768238180075, 'weight_decay': 0.09966580216480231, 'batch_size': 32} +================================================================================ + + Fold 1 - 클래스별 가중치: {0: 0.9444227642276423, 1: 0.9219365079365079, 2: 1.167571262011016} (클래스별 샘플 수: {0: 20500, 1: 21000, 2: 16582}) + Fold 2 - 클래스별 가중치: {0: 0.9447642276422764, 1: 0.9311378205128205, 2: 1.1526314745382769} (클래스별 샘플 수: {0: 20500, 1: 20800, 2: 16803}) + Fold 3 - 클래스별 가중치: {0: 0.9433008130081301, 1: 0.9387216828478965, 2: 1.143361122607856} (클래스별 샘플 수: {0: 20500, 1: 20600, 2: 16913}) +[I 2025-12-25 20:23:25,318] Trial 92 finished with value: 0.41716036262214184 and parameters: {'d_main': 128, 'd_hidden': 64, 'n_blocks': 2, 'dropout': 0.2560738006923415, 'lr': 0.0031229574669147096, 'weight_decay': 0.07285488406601091, 'batch_size': 32}. Best is trial 51 with value: 0.43407422794617584. + +================================================================================ +Trial 92 완료 + Value (CSI): 0.417160 + Parameters: {'d_main': 128, 'd_hidden': 64, 'n_blocks': 2, 'dropout': 0.2560738006923415, 'lr': 0.0031229574669147096, 'weight_decay': 0.07285488406601091, 'batch_size': 32} + Best Value (CSI): 0.434074 + Best Trial: 51 + Best Parameters: {'d_main': 160, 'd_hidden': 192, 'n_blocks': 2, 'dropout': 0.2100809214334562, 'lr': 0.0045042768238180075, 'weight_decay': 0.09966580216480231, 'batch_size': 32} +================================================================================ + + Fold 1 - 클래스별 가중치: {0: 0.9444227642276423, 1: 0.9219365079365079, 2: 1.167571262011016} (클래스별 샘플 수: {0: 20500, 1: 21000, 2: 16582}) +[I 2025-12-25 20:24:42,548] Trial 93 pruned. + +================================================================================ +Trial 93 완료 + Value (CSI): 0.382536 + Parameters: {'d_main': 160, 'd_hidden': 64, 'n_blocks': 2, 'dropout': 0.24141143177477284, 'lr': 0.0022482348483322647, 'weight_decay': 0.06078606510237429, 'batch_size': 32} + Best Value (CSI): 0.434074 + Best Trial: 51 + Best Parameters: {'d_main': 160, 'd_hidden': 192, 'n_blocks': 2, 'dropout': 0.2100809214334562, 'lr': 0.0045042768238180075, 'weight_decay': 0.09966580216480231, 'batch_size': 32} +================================================================================ + + Fold 1 - 클래스별 가중치: {0: 0.9444227642276423, 1: 0.9219365079365079, 2: 1.167571262011016} (클래스별 샘플 수: {0: 20500, 1: 21000, 2: 16582}) + Fold 2 - 클래스별 가중치: {0: 0.9447642276422764, 1: 0.9311378205128205, 2: 1.1526314745382769} (클래스별 샘플 수: {0: 20500, 1: 20800, 2: 16803}) + Fold 3 - 클래스별 가중치: {0: 0.9433008130081301, 1: 0.9387216828478965, 2: 1.143361122607856} (클래스별 샘플 수: {0: 20500, 1: 20600, 2: 16913}) +[I 2025-12-25 20:29:46,314] Trial 94 finished with value: 0.42500326725304527 and parameters: {'d_main': 96, 'd_hidden': 64, 'n_blocks': 2, 'dropout': 0.21701059651915255, 'lr': 0.008675808310166717, 'weight_decay': 0.08091015753193935, 'batch_size': 32}. Best is trial 51 with value: 0.43407422794617584. + +================================================================================ +Trial 94 완료 + Value (CSI): 0.425003 + Parameters: {'d_main': 96, 'd_hidden': 64, 'n_blocks': 2, 'dropout': 0.21701059651915255, 'lr': 0.008675808310166717, 'weight_decay': 0.08091015753193935, 'batch_size': 32} + Best Value (CSI): 0.434074 + Best Trial: 51 + Best Parameters: {'d_main': 160, 'd_hidden': 192, 'n_blocks': 2, 'dropout': 0.2100809214334562, 'lr': 0.0045042768238180075, 'weight_decay': 0.09966580216480231, 'batch_size': 32} +================================================================================ + + Fold 1 - 클래스별 가중치: {0: 0.9444227642276423, 1: 0.9219365079365079, 2: 1.167571262011016} (클래스별 샘플 수: {0: 20500, 1: 21000, 2: 16582}) +[I 2025-12-25 20:30:23,265] Trial 95 pruned. + +================================================================================ +Trial 95 완료 + Value (CSI): 0.346260 + Parameters: {'d_main': 96, 'd_hidden': 64, 'n_blocks': 2, 'dropout': 0.21891960812528677, 'lr': 0.0054107833201511414, 'weight_decay': 0.0805991363417232, 'batch_size': 32} + Best Value (CSI): 0.434074 + Best Trial: 51 + Best Parameters: {'d_main': 160, 'd_hidden': 192, 'n_blocks': 2, 'dropout': 0.2100809214334562, 'lr': 0.0045042768238180075, 'weight_decay': 0.09966580216480231, 'batch_size': 32} +================================================================================ + + Fold 1 - 클래스별 가중치: {0: 0.9444227642276423, 1: 0.9219365079365079, 2: 1.167571262011016} (클래스별 샘플 수: {0: 20500, 1: 21000, 2: 16582}) +[I 2025-12-25 20:31:17,116] Trial 96 pruned. + +================================================================================ +Trial 96 완료 + Value (CSI): 0.390995 + Parameters: {'d_main': 96, 'd_hidden': 64, 'n_blocks': 2, 'dropout': 0.27814244682301226, 'lr': 0.0037286443285049816, 'weight_decay': 0.08730717310482743, 'batch_size': 32} + Best Value (CSI): 0.434074 + Best Trial: 51 + Best Parameters: {'d_main': 160, 'd_hidden': 192, 'n_blocks': 2, 'dropout': 0.2100809214334562, 'lr': 0.0045042768238180075, 'weight_decay': 0.09966580216480231, 'batch_size': 32} +================================================================================ + + Fold 1 - 클래스별 가중치: {0: 0.9444227642276423, 1: 0.9219365079365079, 2: 1.167571262011016} (클래스별 샘플 수: {0: 20500, 1: 21000, 2: 16582}) +[I 2025-12-25 20:31:53,566] Trial 97 pruned. + +================================================================================ +Trial 97 완료 + Value (CSI): 0.365789 + Parameters: {'d_main': 64, 'd_hidden': 64, 'n_blocks': 2, 'dropout': 0.2504994296100569, 'lr': 0.008837309315090603, 'weight_decay': 0.04689625748476855, 'batch_size': 32} + Best Value (CSI): 0.434074 + Best Trial: 51 + Best Parameters: {'d_main': 160, 'd_hidden': 192, 'n_blocks': 2, 'dropout': 0.2100809214334562, 'lr': 0.0045042768238180075, 'weight_decay': 0.09966580216480231, 'batch_size': 32} +================================================================================ + + Fold 1 - 클래스별 가중치: {0: 0.9444227642276423, 1: 0.9219365079365079, 2: 1.167571262011016} (클래스별 샘플 수: {0: 20500, 1: 21000, 2: 16582}) + Fold 2 - 클래스별 가중치: {0: 0.9447642276422764, 1: 0.9311378205128205, 2: 1.1526314745382769} (클래스별 샘플 수: {0: 20500, 1: 20800, 2: 16803}) + Fold 3 - 클래스별 가중치: {0: 0.9433008130081301, 1: 0.9387216828478965, 2: 1.143361122607856} (클래스별 샘플 수: {0: 20500, 1: 20600, 2: 16913}) +[I 2025-12-25 20:36:08,169] Trial 98 finished with value: 0.41104829724454256 and parameters: {'d_main': 128, 'd_hidden': 128, 'n_blocks': 2, 'dropout': 0.20586397015001542, 'lr': 0.006795712557385779, 'weight_decay': 0.05589865761672832, 'batch_size': 32}. Best is trial 51 with value: 0.43407422794617584. + +================================================================================ +Trial 98 완료 + Value (CSI): 0.411048 + Parameters: {'d_main': 128, 'd_hidden': 128, 'n_blocks': 2, 'dropout': 0.20586397015001542, 'lr': 0.006795712557385779, 'weight_decay': 0.05589865761672832, 'batch_size': 32} + Best Value (CSI): 0.434074 + Best Trial: 51 + Best Parameters: {'d_main': 160, 'd_hidden': 192, 'n_blocks': 2, 'dropout': 0.2100809214334562, 'lr': 0.0045042768238180075, 'weight_decay': 0.09966580216480231, 'batch_size': 32} +================================================================================ + + Fold 1 - 클래스별 가중치: {0: 0.9444227642276423, 1: 0.9219365079365079, 2: 1.167571262011016} (클래스별 샘플 수: {0: 20500, 1: 21000, 2: 16582}) + Fold 2 - 클래스별 가중치: {0: 0.9447642276422764, 1: 0.9311378205128205, 2: 1.1526314745382769} (클래스별 샘플 수: {0: 20500, 1: 20800, 2: 16803}) + Fold 3 - 클래스별 가중치: {0: 0.9433008130081301, 1: 0.9387216828478965, 2: 1.143361122607856} (클래스별 샘플 수: {0: 20500, 1: 20600, 2: 16913}) +[I 2025-12-25 20:41:47,650] Trial 99 finished with value: 0.4198799524659114 and parameters: {'d_main': 128, 'd_hidden': 192, 'n_blocks': 2, 'dropout': 0.2262534272124283, 'lr': 0.004211137199121187, 'weight_decay': 0.09992308248709598, 'batch_size': 32}. Best is trial 51 with value: 0.43407422794617584. + +================================================================================ +Trial 99 완료 + Value (CSI): 0.419880 + Parameters: {'d_main': 128, 'd_hidden': 192, 'n_blocks': 2, 'dropout': 0.2262534272124283, 'lr': 0.004211137199121187, 'weight_decay': 0.09992308248709598, 'batch_size': 32} + Best Value (CSI): 0.434074 + Best Trial: 51 + Best Parameters: {'d_main': 160, 'd_hidden': 192, 'n_blocks': 2, 'dropout': 0.2100809214334562, 'lr': 0.0045042768238180075, 'weight_decay': 0.09966580216480231, 'batch_size': 32} +================================================================================ + + +최적화 완료. +Best CSI Score: 0.4341 +Best Hyperparameters: {'d_main': 160, 'd_hidden': 192, 'n_blocks': 2, 'dropout': 0.2100809214334562, 'lr': 0.0045042768238180075, 'weight_decay': 0.09966580216480231, 'batch_size': 32} + +최적화 과정 요약: + - 총 시도 횟수: 100 + - 성공한 시도: 100 + - 최초 CSI: 0.3647 + - 최종 CSI: 0.4199 + - 최고 CSI: 0.4341 + - 최저 CSI: 0.1637 + - 평균 CSI: 0.3694 + +최적화 Study 객체가 /workspace/visibility_prediction/Analysis_code/optimization_history/deepgbm_smotenc_ctgan20000_daegu_trials.pkl에 저장되었습니다. + +================================================== +최적화된 하이퍼파라미터로 최종 모델 학습 시작 +================================================== +최종 모델 학습 시작... +Fold 1 학습 중... + Early stopping at epoch 45, Best CSI: 0.4680 + Fold 1 학습 완료 (검증 CSI: 0.4680) +Fold 2 학습 중... + Early stopping at epoch 37, Best CSI: 0.4349 + Fold 2 학습 완료 (검증 CSI: 0.4349) +Fold 3 학습 중... + Early stopping at epoch 27, Best CSI: 0.3607 + Fold 3 학습 완료 (검증 CSI: 0.3607) + +모든 모델 저장 완료: ../save_model/deepgbm_optima/deepgbm_smotenc_ctgan20000_daegu.pkl (총 3개 fold) +Scaler 저장 완료: ../save_model/deepgbm_optima/scaler/deepgbm_smotenc_ctgan20000_daegu_scaler.pkl (총 3개 fold) + +최종 모델 학습 및 저장 완료! +저장된 모델 경로: ../save_model/deepgbm_optima/deepgbm_smotenc_ctgan20000_daegu.pkl + +✓ 완료: deepgbm_smotenc_ctgan20000/deepgbm_smotenc_ctgan20000_daegu.py (소요 시간: 11983초) + +---------------------------------------- +실행 중: deepgbm_smotenc_ctgan20000/deepgbm_smotenc_ctgan20000_daejeon.py +시작 시간: 2025-12-25 20:46:32 +---------------------------------------- +[I 2025-12-25 20:46:33,619] A new study created in memory with name: no-name-fca98561-827d-4155-be33-7d2f5e601517 + Fold 1 - 클래스별 가중치: {0: 0.942130081300813, 1: 0.8778939393939394, 2: 1.2508041361742548} (클래스별 샘플 수: {0: 20500, 1: 22000, 2: 15441}) + Fold 2 - 클래스별 가중치: {0: 0.9433658536585365, 1: 0.8871100917431193, 2: 1.2304511039002355} (클래스별 샘플 수: {0: 20500, 1: 21800, 2: 15717}) + Fold 3 - 클래스별 가중치: {0: 0.9428292682926829, 1: 0.8906912442396313, 2: 1.2245311708058795} (클래스별 샘플 수: {0: 20500, 1: 21700, 2: 15784}) +[I 2025-12-25 20:49:28,839] Trial 0 finished with value: 0.4262594899720438 and parameters: {'d_main': 128, 'd_hidden': 256, 'n_blocks': 2, 'dropout': 0.21101723172705014, 'lr': 0.00032904926177824474, 'weight_decay': 0.0005335686459176832, 'batch_size': 64}. Best is trial 0 with value: 0.4262594899720438. + +================================================================================ +Trial 0 완료 + Value (CSI): 0.426259 + Parameters: {'d_main': 128, 'd_hidden': 256, 'n_blocks': 2, 'dropout': 0.21101723172705014, 'lr': 0.00032904926177824474, 'weight_decay': 0.0005335686459176832, 'batch_size': 64} + Best Value (CSI): 0.426259 + Best Trial: 0 + Best Parameters: {'d_main': 128, 'd_hidden': 256, 'n_blocks': 2, 'dropout': 0.21101723172705014, 'lr': 0.00032904926177824474, 'weight_decay': 0.0005335686459176832, 'batch_size': 64} +================================================================================ + + Fold 1 - 클래스별 가중치: {0: 0.942130081300813, 1: 0.8778939393939394, 2: 1.2508041361742548} (클래스별 샘플 수: {0: 20500, 1: 22000, 2: 15441}) + Fold 2 - 클래스별 가중치: {0: 0.9433658536585365, 1: 0.8871100917431193, 2: 1.2304511039002355} (클래스별 샘플 수: {0: 20500, 1: 21800, 2: 15717}) + Fold 3 - 클래스별 가중치: {0: 0.9428292682926829, 1: 0.8906912442396313, 2: 1.2245311708058795} (클래스별 샘플 수: {0: 20500, 1: 21700, 2: 15784}) +[I 2025-12-25 20:51:43,445] Trial 1 finished with value: 0.37761252619367713 and parameters: {'d_main': 64, 'd_hidden': 128, 'n_blocks': 3, 'dropout': 0.37637668416255254, 'lr': 4.0591580335925086e-05, 'weight_decay': 0.0003313851061364189, 'batch_size': 256}. Best is trial 0 with value: 0.4262594899720438. + +================================================================================ +Trial 1 완료 + Value (CSI): 0.377613 + Parameters: {'d_main': 64, 'd_hidden': 128, 'n_blocks': 3, 'dropout': 0.37637668416255254, 'lr': 4.0591580335925086e-05, 'weight_decay': 0.0003313851061364189, 'batch_size': 256} + Best Value (CSI): 0.426259 + Best Trial: 0 + Best Parameters: {'d_main': 128, 'd_hidden': 256, 'n_blocks': 2, 'dropout': 0.21101723172705014, 'lr': 0.00032904926177824474, 'weight_decay': 0.0005335686459176832, 'batch_size': 64} +================================================================================ + + Fold 1 - 클래스별 가중치: {0: 0.942130081300813, 1: 0.8778939393939394, 2: 1.2508041361742548} (클래스별 샘플 수: {0: 20500, 1: 22000, 2: 15441}) + Fold 2 - 클래스별 가중치: {0: 0.9433658536585365, 1: 0.8871100917431193, 2: 1.2304511039002355} (클래스별 샘플 수: {0: 20500, 1: 21800, 2: 15717}) + Fold 3 - 클래스별 가중치: {0: 0.9428292682926829, 1: 0.8906912442396313, 2: 1.2245311708058795} (클래스별 샘플 수: {0: 20500, 1: 21700, 2: 15784}) +[I 2025-12-25 20:54:38,537] Trial 2 finished with value: 0.4284431001824986 and parameters: {'d_main': 256, 'd_hidden': 128, 'n_blocks': 5, 'dropout': 0.20135809721865588, 'lr': 0.0004408130658105509, 'weight_decay': 0.015761320258034627, 'batch_size': 64}. Best is trial 2 with value: 0.4284431001824986. + +================================================================================ +Trial 2 완료 + Value (CSI): 0.428443 + Parameters: {'d_main': 256, 'd_hidden': 128, 'n_blocks': 5, 'dropout': 0.20135809721865588, 'lr': 0.0004408130658105509, 'weight_decay': 0.015761320258034627, 'batch_size': 64} + Best Value (CSI): 0.428443 + Best Trial: 2 + Best Parameters: {'d_main': 256, 'd_hidden': 128, 'n_blocks': 5, 'dropout': 0.20135809721865588, 'lr': 0.0004408130658105509, 'weight_decay': 0.015761320258034627, 'batch_size': 64} +================================================================================ + + Fold 1 - 클래스별 가중치: {0: 0.942130081300813, 1: 0.8778939393939394, 2: 1.2508041361742548} (클래스별 샘플 수: {0: 20500, 1: 22000, 2: 15441}) + Fold 2 - 클래스별 가중치: {0: 0.9433658536585365, 1: 0.8871100917431193, 2: 1.2304511039002355} (클래스별 샘플 수: {0: 20500, 1: 21800, 2: 15717}) + Fold 3 - 클래스별 가중치: {0: 0.9428292682926829, 1: 0.8906912442396313, 2: 1.2245311708058795} (클래스별 샘플 수: {0: 20500, 1: 21700, 2: 15784}) +[I 2025-12-25 20:56:03,134] Trial 3 finished with value: 0.46394179016547543 and parameters: {'d_main': 64, 'd_hidden': 64, 'n_blocks': 3, 'dropout': 0.18046371845819598, 'lr': 0.007259702087428587, 'weight_decay': 0.0006423878376771966, 'batch_size': 128}. Best is trial 3 with value: 0.46394179016547543. + +================================================================================ +Trial 3 완료 + Value (CSI): 0.463942 + Parameters: {'d_main': 64, 'd_hidden': 64, 'n_blocks': 3, 'dropout': 0.18046371845819598, 'lr': 0.007259702087428587, 'weight_decay': 0.0006423878376771966, 'batch_size': 128} + Best Value (CSI): 0.463942 + Best Trial: 3 + Best Parameters: {'d_main': 64, 'd_hidden': 64, 'n_blocks': 3, 'dropout': 0.18046371845819598, 'lr': 0.007259702087428587, 'weight_decay': 0.0006423878376771966, 'batch_size': 128} +================================================================================ + + Fold 1 - 클래스별 가중치: {0: 0.942130081300813, 1: 0.8778939393939394, 2: 1.2508041361742548} (클래스별 샘플 수: {0: 20500, 1: 22000, 2: 15441}) + Fold 2 - 클래스별 가중치: {0: 0.9433658536585365, 1: 0.8871100917431193, 2: 1.2304511039002355} (클래스별 샘플 수: {0: 20500, 1: 21800, 2: 15717}) + Fold 3 - 클래스별 가중치: {0: 0.9428292682926829, 1: 0.8906912442396313, 2: 1.2245311708058795} (클래스별 샘플 수: {0: 20500, 1: 21700, 2: 15784}) +[I 2025-12-25 20:57:42,922] Trial 4 finished with value: 0.3761129480891374 and parameters: {'d_main': 256, 'd_hidden': 64, 'n_blocks': 5, 'dropout': 0.2614339955176517, 'lr': 3.423086082730074e-05, 'weight_decay': 0.01883085482178125, 'batch_size': 256}. Best is trial 3 with value: 0.46394179016547543. + +================================================================================ +Trial 4 완료 + Value (CSI): 0.376113 + Parameters: {'d_main': 256, 'd_hidden': 64, 'n_blocks': 5, 'dropout': 0.2614339955176517, 'lr': 3.423086082730074e-05, 'weight_decay': 0.01883085482178125, 'batch_size': 256} + Best Value (CSI): 0.463942 + Best Trial: 3 + Best Parameters: {'d_main': 64, 'd_hidden': 64, 'n_blocks': 3, 'dropout': 0.18046371845819598, 'lr': 0.007259702087428587, 'weight_decay': 0.0006423878376771966, 'batch_size': 128} +================================================================================ + + Fold 1 - 클래스별 가중치: {0: 0.942130081300813, 1: 0.8778939393939394, 2: 1.2508041361742548} (클래스별 샘플 수: {0: 20500, 1: 22000, 2: 15441}) + Fold 2 - 클래스별 가중치: {0: 0.9433658536585365, 1: 0.8871100917431193, 2: 1.2304511039002355} (클래스별 샘플 수: {0: 20500, 1: 21800, 2: 15717}) + Fold 3 - 클래스별 가중치: {0: 0.9428292682926829, 1: 0.8906912442396313, 2: 1.2245311708058795} (클래스별 샘플 수: {0: 20500, 1: 21700, 2: 15784}) +[I 2025-12-25 20:59:10,311] Trial 5 finished with value: 0.4495286719767657 and parameters: {'d_main': 160, 'd_hidden': 256, 'n_blocks': 3, 'dropout': 0.38323514145036885, 'lr': 0.001649216556756964, 'weight_decay': 0.0002454822547733107, 'batch_size': 128}. Best is trial 3 with value: 0.46394179016547543. + +================================================================================ +Trial 5 완료 + Value (CSI): 0.449529 + Parameters: {'d_main': 160, 'd_hidden': 256, 'n_blocks': 3, 'dropout': 0.38323514145036885, 'lr': 0.001649216556756964, 'weight_decay': 0.0002454822547733107, 'batch_size': 128} + Best Value (CSI): 0.463942 + Best Trial: 3 + Best Parameters: {'d_main': 64, 'd_hidden': 64, 'n_blocks': 3, 'dropout': 0.18046371845819598, 'lr': 0.007259702087428587, 'weight_decay': 0.0006423878376771966, 'batch_size': 128} +================================================================================ + + Fold 1 - 클래스별 가중치: {0: 0.942130081300813, 1: 0.8778939393939394, 2: 1.2508041361742548} (클래스별 샘플 수: {0: 20500, 1: 22000, 2: 15441}) +[I 2025-12-25 21:00:19,820] Trial 6 pruned. + +================================================================================ +Trial 6 완료 + Value (CSI): 0.386473 + Parameters: {'d_main': 224, 'd_hidden': 192, 'n_blocks': 6, 'dropout': 0.2445687166150087, 'lr': 0.00365514189324657, 'weight_decay': 0.0037412826746722216, 'batch_size': 64} + Best Value (CSI): 0.463942 + Best Trial: 3 + Best Parameters: {'d_main': 64, 'd_hidden': 64, 'n_blocks': 3, 'dropout': 0.18046371845819598, 'lr': 0.007259702087428587, 'weight_decay': 0.0006423878376771966, 'batch_size': 128} +================================================================================ + + Fold 1 - 클래스별 가중치: {0: 0.942130081300813, 1: 0.8778939393939394, 2: 1.2508041361742548} (클래스별 샘플 수: {0: 20500, 1: 22000, 2: 15441}) +[I 2025-12-25 21:00:47,242] Trial 7 pruned. + +================================================================================ +Trial 7 완료 + Value (CSI): 0.322247 + Parameters: {'d_main': 96, 'd_hidden': 192, 'n_blocks': 2, 'dropout': 0.22483504459808512, 'lr': 0.00013226940862088685, 'weight_decay': 0.002378529339802384, 'batch_size': 32} + Best Value (CSI): 0.463942 + Best Trial: 3 + Best Parameters: {'d_main': 64, 'd_hidden': 64, 'n_blocks': 3, 'dropout': 0.18046371845819598, 'lr': 0.007259702087428587, 'weight_decay': 0.0006423878376771966, 'batch_size': 128} +================================================================================ + + Fold 1 - 클래스별 가중치: {0: 0.942130081300813, 1: 0.8778939393939394, 2: 1.2508041361742548} (클래스별 샘플 수: {0: 20500, 1: 22000, 2: 15441}) +[I 2025-12-25 21:01:34,718] Trial 8 pruned. + +================================================================================ +Trial 8 완료 + Value (CSI): 0.339660 + Parameters: {'d_main': 96, 'd_hidden': 192, 'n_blocks': 4, 'dropout': 0.1442942912044119, 'lr': 0.0020903096064110466, 'weight_decay': 0.06641112594814864, 'batch_size': 32} + Best Value (CSI): 0.463942 + Best Trial: 3 + Best Parameters: {'d_main': 64, 'd_hidden': 64, 'n_blocks': 3, 'dropout': 0.18046371845819598, 'lr': 0.007259702087428587, 'weight_decay': 0.0006423878376771966, 'batch_size': 128} +================================================================================ + + Fold 1 - 클래스별 가중치: {0: 0.942130081300813, 1: 0.8778939393939394, 2: 1.2508041361742548} (클래스별 샘플 수: {0: 20500, 1: 22000, 2: 15441}) + Fold 2 - 클래스별 가중치: {0: 0.9433658536585365, 1: 0.8871100917431193, 2: 1.2304511039002355} (클래스별 샘플 수: {0: 20500, 1: 21800, 2: 15717}) + Fold 3 - 클래스별 가중치: {0: 0.9428292682926829, 1: 0.8906912442396313, 2: 1.2245311708058795} (클래스별 샘플 수: {0: 20500, 1: 21700, 2: 15784}) +[I 2025-12-25 21:02:59,293] Trial 9 finished with value: 0.48118035803105963 and parameters: {'d_main': 224, 'd_hidden': 192, 'n_blocks': 6, 'dropout': 0.24489832566128836, 'lr': 0.008409036563040598, 'weight_decay': 0.08915563100169602, 'batch_size': 256}. Best is trial 9 with value: 0.48118035803105963. + +================================================================================ +Trial 9 완료 + Value (CSI): 0.481180 + Parameters: {'d_main': 224, 'd_hidden': 192, 'n_blocks': 6, 'dropout': 0.24489832566128836, 'lr': 0.008409036563040598, 'weight_decay': 0.08915563100169602, 'batch_size': 256} + Best Value (CSI): 0.481180 + Best Trial: 9 + Best Parameters: {'d_main': 224, 'd_hidden': 192, 'n_blocks': 6, 'dropout': 0.24489832566128836, 'lr': 0.008409036563040598, 'weight_decay': 0.08915563100169602, 'batch_size': 256} +================================================================================ + + Fold 1 - 클래스별 가중치: {0: 0.942130081300813, 1: 0.8778939393939394, 2: 1.2508041361742548} (클래스별 샘플 수: {0: 20500, 1: 22000, 2: 15441}) +[I 2025-12-25 21:03:33,983] Trial 10 pruned. + +================================================================================ +Trial 10 완료 + Value (CSI): 0.400189 + Parameters: {'d_main': 192, 'd_hidden': 256, 'n_blocks': 6, 'dropout': 0.10597827716797298, 'lr': 0.00882626295819218, 'weight_decay': 0.07192763765931887, 'batch_size': 256} + Best Value (CSI): 0.481180 + Best Trial: 9 + Best Parameters: {'d_main': 224, 'd_hidden': 192, 'n_blocks': 6, 'dropout': 0.24489832566128836, 'lr': 0.008409036563040598, 'weight_decay': 0.08915563100169602, 'batch_size': 256} +================================================================================ + + Fold 1 - 클래스별 가중치: {0: 0.942130081300813, 1: 0.8778939393939394, 2: 1.2508041361742548} (클래스별 샘플 수: {0: 20500, 1: 22000, 2: 15441}) +[I 2025-12-25 21:04:20,739] Trial 11 pruned. + +================================================================================ +Trial 11 완료 + Value (CSI): 0.411527 + Parameters: {'d_main': 192, 'd_hidden': 64, 'n_blocks': 4, 'dropout': 0.2883670748062774, 'lr': 0.007167506741677508, 'weight_decay': 0.0011192823464008421, 'batch_size': 128} + Best Value (CSI): 0.481180 + Best Trial: 9 + Best Parameters: {'d_main': 224, 'd_hidden': 192, 'n_blocks': 6, 'dropout': 0.24489832566128836, 'lr': 0.008409036563040598, 'weight_decay': 0.08915563100169602, 'batch_size': 256} +================================================================================ + + Fold 1 - 클래스별 가중치: {0: 0.942130081300813, 1: 0.8778939393939394, 2: 1.2508041361742548} (클래스별 샘플 수: {0: 20500, 1: 22000, 2: 15441}) +[I 2025-12-25 21:04:38,226] Trial 12 pruned. + +================================================================================ +Trial 12 완료 + Value (CSI): 0.361029 + Parameters: {'d_main': 160, 'd_hidden': 128, 'n_blocks': 3, 'dropout': 0.169652388778825, 'lr': 0.008949523184205159, 'weight_decay': 0.00011464824351005747, 'batch_size': 128} + Best Value (CSI): 0.481180 + Best Trial: 9 + Best Parameters: {'d_main': 224, 'd_hidden': 192, 'n_blocks': 6, 'dropout': 0.24489832566128836, 'lr': 0.008409036563040598, 'weight_decay': 0.08915563100169602, 'batch_size': 256} +================================================================================ + + Fold 1 - 클래스별 가중치: {0: 0.942130081300813, 1: 0.8778939393939394, 2: 1.2508041361742548} (클래스별 샘플 수: {0: 20500, 1: 22000, 2: 15441}) + Fold 2 - 클래스별 가중치: {0: 0.9433658536585365, 1: 0.8871100917431193, 2: 1.2304511039002355} (클래스별 샘플 수: {0: 20500, 1: 21800, 2: 15717}) + Fold 3 - 클래스별 가중치: {0: 0.9428292682926829, 1: 0.8906912442396313, 2: 1.2245311708058795} (클래스별 샘플 수: {0: 20500, 1: 21700, 2: 15784}) +[I 2025-12-25 21:06:28,402] Trial 13 finished with value: 0.4394321600142265 and parameters: {'d_main': 64, 'd_hidden': 64, 'n_blocks': 5, 'dropout': 0.29551756773465965, 'lr': 0.0010634968828297107, 'weight_decay': 0.0040550946798717956, 'batch_size': 128}. Best is trial 9 with value: 0.48118035803105963. + +================================================================================ +Trial 13 완료 + Value (CSI): 0.439432 + Parameters: {'d_main': 64, 'd_hidden': 64, 'n_blocks': 5, 'dropout': 0.29551756773465965, 'lr': 0.0010634968828297107, 'weight_decay': 0.0040550946798717956, 'batch_size': 128} + Best Value (CSI): 0.481180 + Best Trial: 9 + Best Parameters: {'d_main': 224, 'd_hidden': 192, 'n_blocks': 6, 'dropout': 0.24489832566128836, 'lr': 0.008409036563040598, 'weight_decay': 0.08915563100169602, 'batch_size': 256} +================================================================================ + + Fold 1 - 클래스별 가중치: {0: 0.942130081300813, 1: 0.8778939393939394, 2: 1.2508041361742548} (클래스별 샘플 수: {0: 20500, 1: 22000, 2: 15441}) + Fold 2 - 클래스별 가중치: {0: 0.9433658536585365, 1: 0.8871100917431193, 2: 1.2304511039002355} (클래스별 샘플 수: {0: 20500, 1: 21800, 2: 15717}) + Fold 3 - 클래스별 가중치: {0: 0.9428292682926829, 1: 0.8906912442396313, 2: 1.2245311708058795} (클래스별 샘플 수: {0: 20500, 1: 21700, 2: 15784}) +[I 2025-12-25 21:07:13,787] Trial 14 finished with value: 0.4489298908426979 and parameters: {'d_main': 224, 'd_hidden': 128, 'n_blocks': 3, 'dropout': 0.166127693361648, 'lr': 0.0038123506633168753, 'weight_decay': 0.001147575656494536, 'batch_size': 256}. Best is trial 9 with value: 0.48118035803105963. + +================================================================================ +Trial 14 완료 + Value (CSI): 0.448930 + Parameters: {'d_main': 224, 'd_hidden': 128, 'n_blocks': 3, 'dropout': 0.166127693361648, 'lr': 0.0038123506633168753, 'weight_decay': 0.001147575656494536, 'batch_size': 256} + Best Value (CSI): 0.481180 + Best Trial: 9 + Best Parameters: {'d_main': 224, 'd_hidden': 192, 'n_blocks': 6, 'dropout': 0.24489832566128836, 'lr': 0.008409036563040598, 'weight_decay': 0.08915563100169602, 'batch_size': 256} +================================================================================ + + Fold 1 - 클래스별 가중치: {0: 0.942130081300813, 1: 0.8778939393939394, 2: 1.2508041361742548} (클래스별 샘플 수: {0: 20500, 1: 22000, 2: 15441}) +[I 2025-12-25 21:07:28,222] Trial 15 pruned. + +================================================================================ +Trial 15 완료 + Value (CSI): 0.376562 + Parameters: {'d_main': 128, 'd_hidden': 192, 'n_blocks': 6, 'dropout': 0.19711303928102408, 'lr': 0.0008780118155778272, 'weight_decay': 0.011499804927084611, 'batch_size': 128} + Best Value (CSI): 0.481180 + Best Trial: 9 + Best Parameters: {'d_main': 224, 'd_hidden': 192, 'n_blocks': 6, 'dropout': 0.24489832566128836, 'lr': 0.008409036563040598, 'weight_decay': 0.08915563100169602, 'batch_size': 256} +================================================================================ + + Fold 1 - 클래스별 가중치: {0: 0.942130081300813, 1: 0.8778939393939394, 2: 1.2508041361742548} (클래스별 샘플 수: {0: 20500, 1: 22000, 2: 15441}) +[I 2025-12-25 21:07:41,839] Trial 16 pruned. + +================================================================================ +Trial 16 완료 + Value (CSI): 0.381434 + Parameters: {'d_main': 192, 'd_hidden': 64, 'n_blocks': 4, 'dropout': 0.11337836414869765, 'lr': 0.002937375032802072, 'weight_decay': 0.039785435855219854, 'batch_size': 256} + Best Value (CSI): 0.481180 + Best Trial: 9 + Best Parameters: {'d_main': 224, 'd_hidden': 192, 'n_blocks': 6, 'dropout': 0.24489832566128836, 'lr': 0.008409036563040598, 'weight_decay': 0.08915563100169602, 'batch_size': 256} +================================================================================ + + Fold 1 - 클래스별 가중치: {0: 0.942130081300813, 1: 0.8778939393939394, 2: 1.2508041361742548} (클래스별 샘플 수: {0: 20500, 1: 22000, 2: 15441}) +[I 2025-12-25 21:08:26,022] Trial 17 pruned. + +================================================================================ +Trial 17 완료 + Value (CSI): 0.314642 + Parameters: {'d_main': 224, 'd_hidden': 128, 'n_blocks': 5, 'dropout': 0.2555086163169648, 'lr': 0.004902898336806034, 'weight_decay': 0.007243489545013331, 'batch_size': 32} + Best Value (CSI): 0.481180 + Best Trial: 9 + Best Parameters: {'d_main': 224, 'd_hidden': 192, 'n_blocks': 6, 'dropout': 0.24489832566128836, 'lr': 0.008409036563040598, 'weight_decay': 0.08915563100169602, 'batch_size': 256} +================================================================================ + + Fold 1 - 클래스별 가중치: {0: 0.942130081300813, 1: 0.8778939393939394, 2: 1.2508041361742548} (클래스별 샘플 수: {0: 20500, 1: 22000, 2: 15441}) +[I 2025-12-25 21:08:34,764] Trial 18 pruned. + +================================================================================ +Trial 18 완료 + Value (CSI): 0.361277 + Parameters: {'d_main': 160, 'd_hidden': 192, 'n_blocks': 4, 'dropout': 0.16913222083933588, 'lr': 0.00984632956276224, 'weight_decay': 0.09803672587215481, 'batch_size': 256} + Best Value (CSI): 0.481180 + Best Trial: 9 + Best Parameters: {'d_main': 224, 'd_hidden': 192, 'n_blocks': 6, 'dropout': 0.24489832566128836, 'lr': 0.008409036563040598, 'weight_decay': 0.08915563100169602, 'batch_size': 256} +================================================================================ + + Fold 1 - 클래스별 가중치: {0: 0.942130081300813, 1: 0.8778939393939394, 2: 1.2508041361742548} (클래스별 샘플 수: {0: 20500, 1: 22000, 2: 15441}) +[I 2025-12-25 21:08:57,883] Trial 19 pruned. + +================================================================================ +Trial 19 완료 + Value (CSI): 0.390459 + Parameters: {'d_main': 96, 'd_hidden': 256, 'n_blocks': 2, 'dropout': 0.13695033170144744, 'lr': 0.0020079242671124844, 'weight_decay': 0.032355058380779574, 'batch_size': 128} + Best Value (CSI): 0.481180 + Best Trial: 9 + Best Parameters: {'d_main': 224, 'd_hidden': 192, 'n_blocks': 6, 'dropout': 0.24489832566128836, 'lr': 0.008409036563040598, 'weight_decay': 0.08915563100169602, 'batch_size': 256} +================================================================================ + + Fold 1 - 클래스별 가중치: {0: 0.942130081300813, 1: 0.8778939393939394, 2: 1.2508041361742548} (클래스별 샘플 수: {0: 20500, 1: 22000, 2: 15441}) +[I 2025-12-25 21:09:27,672] Trial 20 pruned. + +================================================================================ +Trial 20 완료 + Value (CSI): 0.412963 + Parameters: {'d_main': 128, 'd_hidden': 64, 'n_blocks': 3, 'dropout': 0.321153785679115, 'lr': 0.0049622960755986295, 'weight_decay': 0.0077296703769385595, 'batch_size': 128} + Best Value (CSI): 0.481180 + Best Trial: 9 + Best Parameters: {'d_main': 224, 'd_hidden': 192, 'n_blocks': 6, 'dropout': 0.24489832566128836, 'lr': 0.008409036563040598, 'weight_decay': 0.08915563100169602, 'batch_size': 256} +================================================================================ + + Fold 1 - 클래스별 가중치: {0: 0.942130081300813, 1: 0.8778939393939394, 2: 1.2508041361742548} (클래스별 샘플 수: {0: 20500, 1: 22000, 2: 15441}) +[I 2025-12-25 21:09:39,924] Trial 21 pruned. + +================================================================================ +Trial 21 완료 + Value (CSI): 0.364381 + Parameters: {'d_main': 160, 'd_hidden': 256, 'n_blocks': 3, 'dropout': 0.39871399752923675, 'lr': 0.0014913703555511349, 'weight_decay': 0.00023616474927675284, 'batch_size': 128} + Best Value (CSI): 0.481180 + Best Trial: 9 + Best Parameters: {'d_main': 224, 'd_hidden': 192, 'n_blocks': 6, 'dropout': 0.24489832566128836, 'lr': 0.008409036563040598, 'weight_decay': 0.08915563100169602, 'batch_size': 256} +================================================================================ + + Fold 1 - 클래스별 가중치: {0: 0.942130081300813, 1: 0.8778939393939394, 2: 1.2508041361742548} (클래스별 샘플 수: {0: 20500, 1: 22000, 2: 15441}) +[I 2025-12-25 21:09:59,653] Trial 22 pruned. + +================================================================================ +Trial 22 완료 + Value (CSI): 0.394440 + Parameters: {'d_main': 256, 'd_hidden': 256, 'n_blocks': 3, 'dropout': 0.34675629933932606, 'lr': 0.0027554004223360818, 'weight_decay': 0.000762245220937114, 'batch_size': 128} + Best Value (CSI): 0.481180 + Best Trial: 9 + Best Parameters: {'d_main': 224, 'd_hidden': 192, 'n_blocks': 6, 'dropout': 0.24489832566128836, 'lr': 0.008409036563040598, 'weight_decay': 0.08915563100169602, 'batch_size': 256} +================================================================================ + + Fold 1 - 클래스별 가중치: {0: 0.942130081300813, 1: 0.8778939393939394, 2: 1.2508041361742548} (클래스별 샘플 수: {0: 20500, 1: 22000, 2: 15441}) +[I 2025-12-25 21:10:28,825] Trial 23 pruned. + +================================================================================ +Trial 23 완료 + Value (CSI): 0.409914 + Parameters: {'d_main': 192, 'd_hidden': 192, 'n_blocks': 2, 'dropout': 0.3272991197932211, 'lr': 0.0054557870911055234, 'weight_decay': 0.0019511420664850153, 'batch_size': 128} + Best Value (CSI): 0.481180 + Best Trial: 9 + Best Parameters: {'d_main': 224, 'd_hidden': 192, 'n_blocks': 6, 'dropout': 0.24489832566128836, 'lr': 0.008409036563040598, 'weight_decay': 0.08915563100169602, 'batch_size': 256} +================================================================================ + + Fold 1 - 클래스별 가중치: {0: 0.942130081300813, 1: 0.8778939393939394, 2: 1.2508041361742548} (클래스별 샘플 수: {0: 20500, 1: 22000, 2: 15441}) +[I 2025-12-25 21:10:40,543] Trial 24 pruned. + +================================================================================ +Trial 24 완료 + Value (CSI): 0.357280 + Parameters: {'d_main': 64, 'd_hidden': 256, 'n_blocks': 4, 'dropout': 0.2858771496548033, 'lr': 0.0011578528241657075, 'weight_decay': 0.00010958405583395432, 'batch_size': 128} + Best Value (CSI): 0.481180 + Best Trial: 9 + Best Parameters: {'d_main': 224, 'd_hidden': 192, 'n_blocks': 6, 'dropout': 0.24489832566128836, 'lr': 0.008409036563040598, 'weight_decay': 0.08915563100169602, 'batch_size': 256} +================================================================================ + + Fold 1 - 클래스별 가중치: {0: 0.942130081300813, 1: 0.8778939393939394, 2: 1.2508041361742548} (클래스별 샘플 수: {0: 20500, 1: 22000, 2: 15441}) +[I 2025-12-25 21:10:52,839] Trial 25 pruned. + +================================================================================ +Trial 25 완료 + Value (CSI): 0.372633 + Parameters: {'d_main': 224, 'd_hidden': 192, 'n_blocks': 3, 'dropout': 0.23081055907541315, 'lr': 0.004329572611625722, 'weight_decay': 0.00037741101749830887, 'batch_size': 256} + Best Value (CSI): 0.481180 + Best Trial: 9 + Best Parameters: {'d_main': 224, 'd_hidden': 192, 'n_blocks': 6, 'dropout': 0.24489832566128836, 'lr': 0.008409036563040598, 'weight_decay': 0.08915563100169602, 'batch_size': 256} +================================================================================ + + Fold 1 - 클래스별 가중치: {0: 0.942130081300813, 1: 0.8778939393939394, 2: 1.2508041361742548} (클래스별 샘플 수: {0: 20500, 1: 22000, 2: 15441}) +[I 2025-12-25 21:11:23,459] Trial 26 pruned. + +================================================================================ +Trial 26 완료 + Value (CSI): 0.390110 + Parameters: {'d_main': 160, 'd_hidden': 128, 'n_blocks': 2, 'dropout': 0.26446881975398895, 'lr': 0.002132870624871925, 'weight_decay': 0.0002121976779071309, 'batch_size': 64} + Best Value (CSI): 0.481180 + Best Trial: 9 + Best Parameters: {'d_main': 224, 'd_hidden': 192, 'n_blocks': 6, 'dropout': 0.24489832566128836, 'lr': 0.008409036563040598, 'weight_decay': 0.08915563100169602, 'batch_size': 256} +================================================================================ + + Fold 1 - 클래스별 가중치: {0: 0.942130081300813, 1: 0.8778939393939394, 2: 1.2508041361742548} (클래스별 샘플 수: {0: 20500, 1: 22000, 2: 15441}) +[I 2025-12-25 21:12:30,210] Trial 27 pruned. + +================================================================================ +Trial 27 완료 + Value (CSI): 0.359204 + Parameters: {'d_main': 128, 'd_hidden': 256, 'n_blocks': 4, 'dropout': 0.23357188257378922, 'lr': 0.0060255307071021245, 'weight_decay': 0.0006647488934516185, 'batch_size': 32} + Best Value (CSI): 0.481180 + Best Trial: 9 + Best Parameters: {'d_main': 224, 'd_hidden': 192, 'n_blocks': 6, 'dropout': 0.24489832566128836, 'lr': 0.008409036563040598, 'weight_decay': 0.08915563100169602, 'batch_size': 256} +================================================================================ + + Fold 1 - 클래스별 가중치: {0: 0.942130081300813, 1: 0.8778939393939394, 2: 1.2508041361742548} (클래스별 샘플 수: {0: 20500, 1: 22000, 2: 15441}) +[I 2025-12-25 21:12:47,349] Trial 28 pruned. + +================================================================================ +Trial 28 완료 + Value (CSI): 0.382382 + Parameters: {'d_main': 96, 'd_hidden': 192, 'n_blocks': 3, 'dropout': 0.35756642474718736, 'lr': 0.0006939727100590357, 'weight_decay': 0.0014369605147767754, 'batch_size': 128} + Best Value (CSI): 0.481180 + Best Trial: 9 + Best Parameters: {'d_main': 224, 'd_hidden': 192, 'n_blocks': 6, 'dropout': 0.24489832566128836, 'lr': 0.008409036563040598, 'weight_decay': 0.08915563100169602, 'batch_size': 256} +================================================================================ + + Fold 1 - 클래스별 가중치: {0: 0.942130081300813, 1: 0.8778939393939394, 2: 1.2508041361742548} (클래스별 샘플 수: {0: 20500, 1: 22000, 2: 15441}) +[I 2025-12-25 21:13:18,164] Trial 29 pruned. + +================================================================================ +Trial 29 완료 + Value (CSI): 0.360656 + Parameters: {'d_main': 160, 'd_hidden': 256, 'n_blocks': 2, 'dropout': 0.2144213488034115, 'lr': 0.0015988615068126945, 'weight_decay': 0.0005025255070221872, 'batch_size': 64} + Best Value (CSI): 0.481180 + Best Trial: 9 + Best Parameters: {'d_main': 224, 'd_hidden': 192, 'n_blocks': 6, 'dropout': 0.24489832566128836, 'lr': 0.008409036563040598, 'weight_decay': 0.08915563100169602, 'batch_size': 256} +================================================================================ + + Fold 1 - 클래스별 가중치: {0: 0.942130081300813, 1: 0.8778939393939394, 2: 1.2508041361742548} (클래스별 샘플 수: {0: 20500, 1: 22000, 2: 15441}) +[I 2025-12-25 21:13:28,138] Trial 30 pruned. + +================================================================================ +Trial 30 완료 + Value (CSI): 0.366071 + Parameters: {'d_main': 128, 'd_hidden': 256, 'n_blocks': 5, 'dropout': 0.31353135492791917, 'lr': 0.002940274812184209, 'weight_decay': 0.0008186730463566985, 'batch_size': 256} + Best Value (CSI): 0.481180 + Best Trial: 9 + Best Parameters: {'d_main': 224, 'd_hidden': 192, 'n_blocks': 6, 'dropout': 0.24489832566128836, 'lr': 0.008409036563040598, 'weight_decay': 0.08915563100169602, 'batch_size': 256} +================================================================================ + + Fold 1 - 클래스별 가중치: {0: 0.942130081300813, 1: 0.8778939393939394, 2: 1.2508041361742548} (클래스별 샘플 수: {0: 20500, 1: 22000, 2: 15441}) +[I 2025-12-25 21:13:36,695] Trial 31 pruned. + +================================================================================ +Trial 31 완료 + Value (CSI): 0.370674 + Parameters: {'d_main': 224, 'd_hidden': 128, 'n_blocks': 3, 'dropout': 0.1874617235650119, 'lr': 0.003644482818412619, 'weight_decay': 0.0009164362720786244, 'batch_size': 256} + Best Value (CSI): 0.481180 + Best Trial: 9 + Best Parameters: {'d_main': 224, 'd_hidden': 192, 'n_blocks': 6, 'dropout': 0.24489832566128836, 'lr': 0.008409036563040598, 'weight_decay': 0.08915563100169602, 'batch_size': 256} +================================================================================ + + Fold 1 - 클래스별 가중치: {0: 0.942130081300813, 1: 0.8778939393939394, 2: 1.2508041361742548} (클래스별 샘플 수: {0: 20500, 1: 22000, 2: 15441}) +[I 2025-12-25 21:13:50,371] Trial 32 pruned. + +================================================================================ +Trial 32 완료 + Value (CSI): 0.365274 + Parameters: {'d_main': 224, 'd_hidden': 128, 'n_blocks': 3, 'dropout': 0.21532987233517925, 'lr': 0.006453568114558021, 'weight_decay': 0.0014047247844893988, 'batch_size': 256} + Best Value (CSI): 0.481180 + Best Trial: 9 + Best Parameters: {'d_main': 224, 'd_hidden': 192, 'n_blocks': 6, 'dropout': 0.24489832566128836, 'lr': 0.008409036563040598, 'weight_decay': 0.08915563100169602, 'batch_size': 256} +================================================================================ + + Fold 1 - 클래스별 가중치: {0: 0.942130081300813, 1: 0.8778939393939394, 2: 1.2508041361742548} (클래스별 샘플 수: {0: 20500, 1: 22000, 2: 15441}) +[I 2025-12-25 21:14:04,505] Trial 33 pruned. + +================================================================================ +Trial 33 완료 + Value (CSI): 0.382166 + Parameters: {'d_main': 256, 'd_hidden': 64, 'n_blocks': 3, 'dropout': 0.18403611540317585, 'lr': 0.003561473438297543, 'weight_decay': 0.000607534155459557, 'batch_size': 256} + Best Value (CSI): 0.481180 + Best Trial: 9 + Best Parameters: {'d_main': 224, 'd_hidden': 192, 'n_blocks': 6, 'dropout': 0.24489832566128836, 'lr': 0.008409036563040598, 'weight_decay': 0.08915563100169602, 'batch_size': 256} +================================================================================ + + Fold 1 - 클래스별 가중치: {0: 0.942130081300813, 1: 0.8778939393939394, 2: 1.2508041361742548} (클래스별 샘플 수: {0: 20500, 1: 22000, 2: 15441}) +[I 2025-12-25 21:14:12,703] Trial 34 pruned. + +================================================================================ +Trial 34 완료 + Value (CSI): 0.371622 + Parameters: {'d_main': 192, 'd_hidden': 128, 'n_blocks': 2, 'dropout': 0.20439664568407634, 'lr': 0.009751937369184794, 'weight_decay': 0.0005054826248978718, 'batch_size': 256} + Best Value (CSI): 0.481180 + Best Trial: 9 + Best Parameters: {'d_main': 224, 'd_hidden': 192, 'n_blocks': 6, 'dropout': 0.24489832566128836, 'lr': 0.008409036563040598, 'weight_decay': 0.08915563100169602, 'batch_size': 256} +================================================================================ + + Fold 1 - 클래스별 가중치: {0: 0.942130081300813, 1: 0.8778939393939394, 2: 1.2508041361742548} (클래스별 샘플 수: {0: 20500, 1: 22000, 2: 15441}) +[I 2025-12-25 21:14:21,533] Trial 35 pruned. + +================================================================================ +Trial 35 완료 + Value (CSI): 0.377953 + Parameters: {'d_main': 256, 'd_hidden': 64, 'n_blocks': 3, 'dropout': 0.24273347310142515, 'lr': 0.006148030878072652, 'weight_decay': 0.00035097393175730995, 'batch_size': 256} + Best Value (CSI): 0.481180 + Best Trial: 9 + Best Parameters: {'d_main': 224, 'd_hidden': 192, 'n_blocks': 6, 'dropout': 0.24489832566128836, 'lr': 0.008409036563040598, 'weight_decay': 0.08915563100169602, 'batch_size': 256} +================================================================================ + + Fold 1 - 클래스별 가중치: {0: 0.942130081300813, 1: 0.8778939393939394, 2: 1.2508041361742548} (클래스별 샘플 수: {0: 20500, 1: 22000, 2: 15441}) +[I 2025-12-25 21:15:02,491] Trial 36 pruned. + +================================================================================ +Trial 36 완료 + Value (CSI): 0.378578 + Parameters: {'d_main': 224, 'd_hidden': 128, 'n_blocks': 6, 'dropout': 0.2664895402934331, 'lr': 0.0006521694070273213, 'weight_decay': 0.0030959861678185427, 'batch_size': 64} + Best Value (CSI): 0.481180 + Best Trial: 9 + Best Parameters: {'d_main': 224, 'd_hidden': 192, 'n_blocks': 6, 'dropout': 0.24489832566128836, 'lr': 0.008409036563040598, 'weight_decay': 0.08915563100169602, 'batch_size': 256} +================================================================================ + + Fold 1 - 클래스별 가중치: {0: 0.942130081300813, 1: 0.8778939393939394, 2: 1.2508041361742548} (클래스별 샘플 수: {0: 20500, 1: 22000, 2: 15441}) +[I 2025-12-25 21:15:20,916] Trial 37 pruned. + +================================================================================ +Trial 37 완료 + Value (CSI): 0.395108 + Parameters: {'d_main': 64, 'd_hidden': 192, 'n_blocks': 4, 'dropout': 0.21807802058442796, 'lr': 0.0037961161200202737, 'weight_decay': 0.0011713877841381041, 'batch_size': 256} + Best Value (CSI): 0.481180 + Best Trial: 9 + Best Parameters: {'d_main': 224, 'd_hidden': 192, 'n_blocks': 6, 'dropout': 0.24489832566128836, 'lr': 0.008409036563040598, 'weight_decay': 0.08915563100169602, 'batch_size': 256} +================================================================================ + + Fold 1 - 클래스별 가중치: {0: 0.942130081300813, 1: 0.8778939393939394, 2: 1.2508041361742548} (클래스별 샘플 수: {0: 20500, 1: 22000, 2: 15441}) +[I 2025-12-25 21:16:09,841] Trial 38 pruned. + +================================================================================ +Trial 38 완료 + Value (CSI): 0.383117 + Parameters: {'d_main': 224, 'd_hidden': 192, 'n_blocks': 3, 'dropout': 0.2439763909261289, 'lr': 0.0003514440663251721, 'weight_decay': 0.0017701740005099463, 'batch_size': 32} + Best Value (CSI): 0.481180 + Best Trial: 9 + Best Parameters: {'d_main': 224, 'd_hidden': 192, 'n_blocks': 6, 'dropout': 0.24489832566128836, 'lr': 0.008409036563040598, 'weight_decay': 0.08915563100169602, 'batch_size': 256} +================================================================================ + + Fold 1 - 클래스별 가중치: {0: 0.942130081300813, 1: 0.8778939393939394, 2: 1.2508041361742548} (클래스별 샘플 수: {0: 20500, 1: 22000, 2: 15441}) +[I 2025-12-25 21:16:21,648] Trial 39 pruned. + +================================================================================ +Trial 39 완료 + Value (CSI): 0.290848 + Parameters: {'d_main': 256, 'd_hidden': 64, 'n_blocks': 5, 'dropout': 0.15070470124058294, 'lr': 1.5515931942954363e-05, 'weight_decay': 0.002407732439647774, 'batch_size': 128} + Best Value (CSI): 0.481180 + Best Trial: 9 + Best Parameters: {'d_main': 224, 'd_hidden': 192, 'n_blocks': 6, 'dropout': 0.24489832566128836, 'lr': 0.008409036563040598, 'weight_decay': 0.08915563100169602, 'batch_size': 256} +================================================================================ + + Fold 1 - 클래스별 가중치: {0: 0.942130081300813, 1: 0.8778939393939394, 2: 1.2508041361742548} (클래스별 샘플 수: {0: 20500, 1: 22000, 2: 15441}) +[I 2025-12-25 21:16:28,637] Trial 40 pruned. + +================================================================================ +Trial 40 완료 + Value (CSI): 0.339016 + Parameters: {'d_main': 192, 'd_hidden': 128, 'n_blocks': 2, 'dropout': 0.3763585315960131, 'lr': 0.00020369967356384842, 'weight_decay': 0.000986042239241149, 'batch_size': 256} + Best Value (CSI): 0.481180 + Best Trial: 9 + Best Parameters: {'d_main': 224, 'd_hidden': 192, 'n_blocks': 6, 'dropout': 0.24489832566128836, 'lr': 0.008409036563040598, 'weight_decay': 0.08915563100169602, 'batch_size': 256} +================================================================================ + + Fold 1 - 클래스별 가중치: {0: 0.942130081300813, 1: 0.8778939393939394, 2: 1.2508041361742548} (클래스별 샘플 수: {0: 20500, 1: 22000, 2: 15441}) + Fold 2 - 클래스별 가중치: {0: 0.9433658536585365, 1: 0.8871100917431193, 2: 1.2304511039002355} (클래스별 샘플 수: {0: 20500, 1: 21800, 2: 15717}) + Fold 3 - 클래스별 가중치: {0: 0.9428292682926829, 1: 0.8906912442396313, 2: 1.2245311708058795} (클래스별 샘플 수: {0: 20500, 1: 21700, 2: 15784}) +[I 2025-12-25 21:17:56,428] Trial 41 finished with value: 0.4548972752875507 and parameters: {'d_main': 64, 'd_hidden': 64, 'n_blocks': 5, 'dropout': 0.28611498964467275, 'lr': 0.002555313921001397, 'weight_decay': 0.004922653582178948, 'batch_size': 128}. Best is trial 9 with value: 0.48118035803105963. + +================================================================================ +Trial 41 완료 + Value (CSI): 0.454897 + Parameters: {'d_main': 64, 'd_hidden': 64, 'n_blocks': 5, 'dropout': 0.28611498964467275, 'lr': 0.002555313921001397, 'weight_decay': 0.004922653582178948, 'batch_size': 128} + Best Value (CSI): 0.481180 + Best Trial: 9 + Best Parameters: {'d_main': 224, 'd_hidden': 192, 'n_blocks': 6, 'dropout': 0.24489832566128836, 'lr': 0.008409036563040598, 'weight_decay': 0.08915563100169602, 'batch_size': 256} +================================================================================ + + Fold 1 - 클래스별 가중치: {0: 0.942130081300813, 1: 0.8778939393939394, 2: 1.2508041361742548} (클래스별 샘플 수: {0: 20500, 1: 22000, 2: 15441}) + Fold 2 - 클래스별 가중치: {0: 0.9433658536585365, 1: 0.8871100917431193, 2: 1.2304511039002355} (클래스별 샘플 수: {0: 20500, 1: 21800, 2: 15717}) + Fold 3 - 클래스별 가중치: {0: 0.9428292682926829, 1: 0.8906912442396313, 2: 1.2245311708058795} (클래스별 샘플 수: {0: 20500, 1: 21700, 2: 15784}) +[I 2025-12-25 21:19:45,373] Trial 42 finished with value: 0.4739067741664577 and parameters: {'d_main': 64, 'd_hidden': 64, 'n_blocks': 6, 'dropout': 0.2813690380757722, 'lr': 0.007364108060332943, 'weight_decay': 0.021392391804391238, 'batch_size': 128}. Best is trial 9 with value: 0.48118035803105963. + +================================================================================ +Trial 42 완료 + Value (CSI): 0.473907 + Parameters: {'d_main': 64, 'd_hidden': 64, 'n_blocks': 6, 'dropout': 0.2813690380757722, 'lr': 0.007364108060332943, 'weight_decay': 0.021392391804391238, 'batch_size': 128} + Best Value (CSI): 0.481180 + Best Trial: 9 + Best Parameters: {'d_main': 224, 'd_hidden': 192, 'n_blocks': 6, 'dropout': 0.24489832566128836, 'lr': 0.008409036563040598, 'weight_decay': 0.08915563100169602, 'batch_size': 256} +================================================================================ + + Fold 1 - 클래스별 가중치: {0: 0.942130081300813, 1: 0.8778939393939394, 2: 1.2508041361742548} (클래스별 샘플 수: {0: 20500, 1: 22000, 2: 15441}) + Fold 2 - 클래스별 가중치: {0: 0.9433658536585365, 1: 0.8871100917431193, 2: 1.2304511039002355} (클래스별 샘플 수: {0: 20500, 1: 21800, 2: 15717}) + Fold 3 - 클래스별 가중치: {0: 0.9428292682926829, 1: 0.8906912442396313, 2: 1.2245311708058795} (클래스별 샘플 수: {0: 20500, 1: 21700, 2: 15784}) +[I 2025-12-25 21:22:24,903] Trial 43 finished with value: 0.4811835602195654 and parameters: {'d_main': 64, 'd_hidden': 64, 'n_blocks': 6, 'dropout': 0.284338319363738, 'lr': 0.006962757874257798, 'weight_decay': 0.02081649568092699, 'batch_size': 128}. Best is trial 43 with value: 0.4811835602195654. + +================================================================================ +Trial 43 완료 + Value (CSI): 0.481184 + Parameters: {'d_main': 64, 'd_hidden': 64, 'n_blocks': 6, 'dropout': 0.284338319363738, 'lr': 0.006962757874257798, 'weight_decay': 0.02081649568092699, 'batch_size': 128} + Best Value (CSI): 0.481184 + Best Trial: 43 + Best Parameters: {'d_main': 64, 'd_hidden': 64, 'n_blocks': 6, 'dropout': 0.284338319363738, 'lr': 0.006962757874257798, 'weight_decay': 0.02081649568092699, 'batch_size': 128} +================================================================================ + + Fold 1 - 클래스별 가중치: {0: 0.942130081300813, 1: 0.8778939393939394, 2: 1.2508041361742548} (클래스별 샘플 수: {0: 20500, 1: 22000, 2: 15441}) + Fold 2 - 클래스별 가중치: {0: 0.9433658536585365, 1: 0.8871100917431193, 2: 1.2304511039002355} (클래스별 샘플 수: {0: 20500, 1: 21800, 2: 15717}) + Fold 3 - 클래스별 가중치: {0: 0.9428292682926829, 1: 0.8906912442396313, 2: 1.2245311708058795} (클래스별 샘플 수: {0: 20500, 1: 21700, 2: 15784}) +[I 2025-12-25 21:24:35,232] Trial 44 finished with value: 0.4808147654352907 and parameters: {'d_main': 64, 'd_hidden': 64, 'n_blocks': 6, 'dropout': 0.27640451898897334, 'lr': 0.007543093358568035, 'weight_decay': 0.02174392535437996, 'batch_size': 128}. Best is trial 43 with value: 0.4811835602195654. + +================================================================================ +Trial 44 완료 + Value (CSI): 0.480815 + Parameters: {'d_main': 64, 'd_hidden': 64, 'n_blocks': 6, 'dropout': 0.27640451898897334, 'lr': 0.007543093358568035, 'weight_decay': 0.02174392535437996, 'batch_size': 128} + Best Value (CSI): 0.481184 + Best Trial: 43 + Best Parameters: {'d_main': 64, 'd_hidden': 64, 'n_blocks': 6, 'dropout': 0.284338319363738, 'lr': 0.006962757874257798, 'weight_decay': 0.02081649568092699, 'batch_size': 128} +================================================================================ + + Fold 1 - 클래스별 가중치: {0: 0.942130081300813, 1: 0.8778939393939394, 2: 1.2508041361742548} (클래스별 샘플 수: {0: 20500, 1: 22000, 2: 15441}) + Fold 2 - 클래스별 가중치: {0: 0.9433658536585365, 1: 0.8871100917431193, 2: 1.2304511039002355} (클래스별 샘플 수: {0: 20500, 1: 21800, 2: 15717}) + Fold 3 - 클래스별 가중치: {0: 0.9428292682926829, 1: 0.8906912442396313, 2: 1.2245311708058795} (클래스별 샘플 수: {0: 20500, 1: 21700, 2: 15784}) +[I 2025-12-25 21:26:57,239] Trial 45 finished with value: 0.48167020129419075 and parameters: {'d_main': 64, 'd_hidden': 64, 'n_blocks': 6, 'dropout': 0.27259933582257756, 'lr': 0.007743526940984613, 'weight_decay': 0.02282125726521158, 'batch_size': 128}. Best is trial 45 with value: 0.48167020129419075. + +================================================================================ +Trial 45 완료 + Value (CSI): 0.481670 + Parameters: {'d_main': 64, 'd_hidden': 64, 'n_blocks': 6, 'dropout': 0.27259933582257756, 'lr': 0.007743526940984613, 'weight_decay': 0.02282125726521158, 'batch_size': 128} + Best Value (CSI): 0.481670 + Best Trial: 45 + Best Parameters: {'d_main': 64, 'd_hidden': 64, 'n_blocks': 6, 'dropout': 0.27259933582257756, 'lr': 0.007743526940984613, 'weight_decay': 0.02282125726521158, 'batch_size': 128} +================================================================================ + + Fold 1 - 클래스별 가중치: {0: 0.942130081300813, 1: 0.8778939393939394, 2: 1.2508041361742548} (클래스별 샘플 수: {0: 20500, 1: 22000, 2: 15441}) +[I 2025-12-25 21:27:31,157] Trial 46 pruned. + +================================================================================ +Trial 46 완료 + Value (CSI): 0.407372 + Parameters: {'d_main': 64, 'd_hidden': 64, 'n_blocks': 6, 'dropout': 0.2728281848814167, 'lr': 0.007676036251741119, 'weight_decay': 0.02311928369727232, 'batch_size': 128} + Best Value (CSI): 0.481670 + Best Trial: 45 + Best Parameters: {'d_main': 64, 'd_hidden': 64, 'n_blocks': 6, 'dropout': 0.27259933582257756, 'lr': 0.007743526940984613, 'weight_decay': 0.02282125726521158, 'batch_size': 128} +================================================================================ + + Fold 1 - 클래스별 가중치: {0: 0.942130081300813, 1: 0.8778939393939394, 2: 1.2508041361742548} (클래스별 샘플 수: {0: 20500, 1: 22000, 2: 15441}) + Fold 2 - 클래스별 가중치: {0: 0.9433658536585365, 1: 0.8871100917431193, 2: 1.2304511039002355} (클래스별 샘플 수: {0: 20500, 1: 21800, 2: 15717}) + Fold 3 - 클래스별 가중치: {0: 0.9428292682926829, 1: 0.8906912442396313, 2: 1.2245311708058795} (클래스별 샘플 수: {0: 20500, 1: 21700, 2: 15784}) +[I 2025-12-25 21:30:33,545] Trial 47 finished with value: 0.4848928597361463 and parameters: {'d_main': 96, 'd_hidden': 64, 'n_blocks': 6, 'dropout': 0.2751230389403302, 'lr': 0.007765569142416956, 'weight_decay': 0.019237770834817113, 'batch_size': 128}. Best is trial 47 with value: 0.4848928597361463. + +================================================================================ +Trial 47 완료 + Value (CSI): 0.484893 + Parameters: {'d_main': 96, 'd_hidden': 64, 'n_blocks': 6, 'dropout': 0.2751230389403302, 'lr': 0.007765569142416956, 'weight_decay': 0.019237770834817113, 'batch_size': 128} + Best Value (CSI): 0.484893 + Best Trial: 47 + Best Parameters: {'d_main': 96, 'd_hidden': 64, 'n_blocks': 6, 'dropout': 0.2751230389403302, 'lr': 0.007765569142416956, 'weight_decay': 0.019237770834817113, 'batch_size': 128} +================================================================================ + + Fold 1 - 클래스별 가중치: {0: 0.942130081300813, 1: 0.8778939393939394, 2: 1.2508041361742548} (클래스별 샘플 수: {0: 20500, 1: 22000, 2: 15441}) +[I 2025-12-25 21:31:06,338] Trial 48 pruned. + +================================================================================ +Trial 48 완료 + Value (CSI): 0.408203 + Parameters: {'d_main': 96, 'd_hidden': 64, 'n_blocks': 6, 'dropout': 0.2529559393458279, 'lr': 0.009570690790397043, 'weight_decay': 0.046040703833816386, 'batch_size': 128} + Best Value (CSI): 0.484893 + Best Trial: 47 + Best Parameters: {'d_main': 96, 'd_hidden': 64, 'n_blocks': 6, 'dropout': 0.2751230389403302, 'lr': 0.007765569142416956, 'weight_decay': 0.019237770834817113, 'batch_size': 128} +================================================================================ + + Fold 1 - 클래스별 가중치: {0: 0.942130081300813, 1: 0.8778939393939394, 2: 1.2508041361742548} (클래스별 샘플 수: {0: 20500, 1: 22000, 2: 15441}) + Fold 2 - 클래스별 가중치: {0: 0.9433658536585365, 1: 0.8871100917431193, 2: 1.2304511039002355} (클래스별 샘플 수: {0: 20500, 1: 21800, 2: 15717}) + Fold 3 - 클래스별 가중치: {0: 0.9428292682926829, 1: 0.8906912442396313, 2: 1.2245311708058795} (클래스별 샘플 수: {0: 20500, 1: 21700, 2: 15784}) +[I 2025-12-25 21:33:16,448] Trial 49 finished with value: 0.47913001410952166 and parameters: {'d_main': 96, 'd_hidden': 64, 'n_blocks': 6, 'dropout': 0.29815367806371273, 'lr': 0.006187347395753423, 'weight_decay': 0.014508047935757468, 'batch_size': 128}. Best is trial 47 with value: 0.4848928597361463. + +================================================================================ +Trial 49 완료 + Value (CSI): 0.479130 + Parameters: {'d_main': 96, 'd_hidden': 64, 'n_blocks': 6, 'dropout': 0.29815367806371273, 'lr': 0.006187347395753423, 'weight_decay': 0.014508047935757468, 'batch_size': 128} + Best Value (CSI): 0.484893 + Best Trial: 47 + Best Parameters: {'d_main': 96, 'd_hidden': 64, 'n_blocks': 6, 'dropout': 0.2751230389403302, 'lr': 0.007765569142416956, 'weight_decay': 0.019237770834817113, 'batch_size': 128} +================================================================================ + + Fold 1 - 클래스별 가중치: {0: 0.942130081300813, 1: 0.8778939393939394, 2: 1.2508041361742548} (클래스별 샘플 수: {0: 20500, 1: 22000, 2: 15441}) +[I 2025-12-25 21:33:37,985] Trial 50 pruned. + +================================================================================ +Trial 50 완료 + Value (CSI): 0.374625 + Parameters: {'d_main': 96, 'd_hidden': 64, 'n_blocks': 6, 'dropout': 0.27096416013403246, 'lr': 0.004748062861203474, 'weight_decay': 0.024083777865791935, 'batch_size': 128} + Best Value (CSI): 0.484893 + Best Trial: 47 + Best Parameters: {'d_main': 96, 'd_hidden': 64, 'n_blocks': 6, 'dropout': 0.2751230389403302, 'lr': 0.007765569142416956, 'weight_decay': 0.019237770834817113, 'batch_size': 128} +================================================================================ + + Fold 1 - 클래스별 가중치: {0: 0.942130081300813, 1: 0.8778939393939394, 2: 1.2508041361742548} (클래스별 샘플 수: {0: 20500, 1: 22000, 2: 15441}) + Fold 2 - 클래스별 가중치: {0: 0.9433658536585365, 1: 0.8871100917431193, 2: 1.2304511039002355} (클래스별 샘플 수: {0: 20500, 1: 21800, 2: 15717}) + Fold 3 - 클래스별 가중치: {0: 0.9428292682926829, 1: 0.8906912442396313, 2: 1.2245311708058795} (클래스별 샘플 수: {0: 20500, 1: 21700, 2: 15784}) +[I 2025-12-25 21:35:30,117] Trial 51 finished with value: 0.4826587132041303 and parameters: {'d_main': 96, 'd_hidden': 64, 'n_blocks': 6, 'dropout': 0.3024196472520981, 'lr': 0.007326820636660214, 'weight_decay': 0.014222989318425297, 'batch_size': 128}. Best is trial 47 with value: 0.4848928597361463. + +================================================================================ +Trial 51 완료 + Value (CSI): 0.482659 + Parameters: {'d_main': 96, 'd_hidden': 64, 'n_blocks': 6, 'dropout': 0.3024196472520981, 'lr': 0.007326820636660214, 'weight_decay': 0.014222989318425297, 'batch_size': 128} + Best Value (CSI): 0.484893 + Best Trial: 47 + Best Parameters: {'d_main': 96, 'd_hidden': 64, 'n_blocks': 6, 'dropout': 0.2751230389403302, 'lr': 0.007765569142416956, 'weight_decay': 0.019237770834817113, 'batch_size': 128} +================================================================================ + + Fold 1 - 클래스별 가중치: {0: 0.942130081300813, 1: 0.8778939393939394, 2: 1.2508041361742548} (클래스별 샘플 수: {0: 20500, 1: 22000, 2: 15441}) +[I 2025-12-25 21:35:53,929] Trial 52 pruned. + +================================================================================ +Trial 52 완료 + Value (CSI): 0.393459 + Parameters: {'d_main': 64, 'd_hidden': 64, 'n_blocks': 6, 'dropout': 0.29998234436199417, 'lr': 0.007143216561088489, 'weight_decay': 0.015634499797199195, 'batch_size': 128} + Best Value (CSI): 0.484893 + Best Trial: 47 + Best Parameters: {'d_main': 96, 'd_hidden': 64, 'n_blocks': 6, 'dropout': 0.2751230389403302, 'lr': 0.007765569142416956, 'weight_decay': 0.019237770834817113, 'batch_size': 128} +================================================================================ + + Fold 1 - 클래스별 가중치: {0: 0.942130081300813, 1: 0.8778939393939394, 2: 1.2508041361742548} (클래스별 샘플 수: {0: 20500, 1: 22000, 2: 15441}) +[I 2025-12-25 21:36:28,939] Trial 53 pruned. + +================================================================================ +Trial 53 완료 + Value (CSI): 0.422101 + Parameters: {'d_main': 96, 'd_hidden': 64, 'n_blocks': 6, 'dropout': 0.25522400001303186, 'lr': 0.009667479832295336, 'weight_decay': 0.03135578226930194, 'batch_size': 128} + Best Value (CSI): 0.484893 + Best Trial: 47 + Best Parameters: {'d_main': 96, 'd_hidden': 64, 'n_blocks': 6, 'dropout': 0.2751230389403302, 'lr': 0.007765569142416956, 'weight_decay': 0.019237770834817113, 'batch_size': 128} +================================================================================ + + Fold 1 - 클래스별 가중치: {0: 0.942130081300813, 1: 0.8778939393939394, 2: 1.2508041361742548} (클래스별 샘플 수: {0: 20500, 1: 22000, 2: 15441}) +[I 2025-12-25 21:37:12,562] Trial 54 pruned. + +================================================================================ +Trial 54 완료 + Value (CSI): 0.420434 + Parameters: {'d_main': 64, 'd_hidden': 64, 'n_blocks': 6, 'dropout': 0.27682698116455784, 'lr': 0.004913042404566072, 'weight_decay': 0.05050830064356937, 'batch_size': 128} + Best Value (CSI): 0.484893 + Best Trial: 47 + Best Parameters: {'d_main': 96, 'd_hidden': 64, 'n_blocks': 6, 'dropout': 0.2751230389403302, 'lr': 0.007765569142416956, 'weight_decay': 0.019237770834817113, 'batch_size': 128} +================================================================================ + + Fold 1 - 클래스별 가중치: {0: 0.942130081300813, 1: 0.8778939393939394, 2: 1.2508041361742548} (클래스별 샘플 수: {0: 20500, 1: 22000, 2: 15441}) +[I 2025-12-25 21:37:40,039] Trial 55 pruned. + +================================================================================ +Trial 55 완료 + Value (CSI): 0.385017 + Parameters: {'d_main': 96, 'd_hidden': 64, 'n_blocks': 6, 'dropout': 0.2642514982646438, 'lr': 0.007542982794204647, 'weight_decay': 0.01211705783362002, 'batch_size': 128} + Best Value (CSI): 0.484893 + Best Trial: 47 + Best Parameters: {'d_main': 96, 'd_hidden': 64, 'n_blocks': 6, 'dropout': 0.2751230389403302, 'lr': 0.007765569142416956, 'weight_decay': 0.019237770834817113, 'batch_size': 128} +================================================================================ + + Fold 1 - 클래스별 가중치: {0: 0.942130081300813, 1: 0.8778939393939394, 2: 1.2508041361742548} (클래스별 샘플 수: {0: 20500, 1: 22000, 2: 15441}) + Fold 2 - 클래스별 가중치: {0: 0.9433658536585365, 1: 0.8871100917431193, 2: 1.2304511039002355} (클래스별 샘플 수: {0: 20500, 1: 21800, 2: 15717}) + Fold 3 - 클래스별 가중치: {0: 0.9428292682926829, 1: 0.8906912442396313, 2: 1.2245311708058795} (클래스별 샘플 수: {0: 20500, 1: 21700, 2: 15784}) +[I 2025-12-25 21:40:19,098] Trial 56 finished with value: 0.4844240760703545 and parameters: {'d_main': 64, 'd_hidden': 64, 'n_blocks': 5, 'dropout': 0.29357489655063185, 'lr': 0.005304077634705985, 'weight_decay': 0.027520750919757787, 'batch_size': 128}. Best is trial 47 with value: 0.4848928597361463. + +================================================================================ +Trial 56 완료 + Value (CSI): 0.484424 + Parameters: {'d_main': 64, 'd_hidden': 64, 'n_blocks': 5, 'dropout': 0.29357489655063185, 'lr': 0.005304077634705985, 'weight_decay': 0.027520750919757787, 'batch_size': 128} + Best Value (CSI): 0.484893 + Best Trial: 47 + Best Parameters: {'d_main': 96, 'd_hidden': 64, 'n_blocks': 6, 'dropout': 0.2751230389403302, 'lr': 0.007765569142416956, 'weight_decay': 0.019237770834817113, 'batch_size': 128} +================================================================================ + + Fold 1 - 클래스별 가중치: {0: 0.942130081300813, 1: 0.8778939393939394, 2: 1.2508041361742548} (클래스별 샘플 수: {0: 20500, 1: 22000, 2: 15441}) + Fold 2 - 클래스별 가중치: {0: 0.9433658536585365, 1: 0.8871100917431193, 2: 1.2304511039002355} (클래스별 샘플 수: {0: 20500, 1: 21800, 2: 15717}) + Fold 3 - 클래스별 가중치: {0: 0.9428292682926829, 1: 0.8906912442396313, 2: 1.2245311708058795} (클래스별 샘플 수: {0: 20500, 1: 21700, 2: 15784}) +[I 2025-12-25 21:42:01,456] Trial 57 finished with value: 0.474693972288278 and parameters: {'d_main': 64, 'd_hidden': 64, 'n_blocks': 5, 'dropout': 0.30866576502511606, 'lr': 0.0049975745374650615, 'weight_decay': 0.0633397449513323, 'batch_size': 128}. Best is trial 47 with value: 0.4848928597361463. + +================================================================================ +Trial 57 완료 + Value (CSI): 0.474694 + Parameters: {'d_main': 64, 'd_hidden': 64, 'n_blocks': 5, 'dropout': 0.30866576502511606, 'lr': 0.0049975745374650615, 'weight_decay': 0.0633397449513323, 'batch_size': 128} + Best Value (CSI): 0.484893 + Best Trial: 47 + Best Parameters: {'d_main': 96, 'd_hidden': 64, 'n_blocks': 6, 'dropout': 0.2751230389403302, 'lr': 0.007765569142416956, 'weight_decay': 0.019237770834817113, 'batch_size': 128} +================================================================================ + + Fold 1 - 클래스별 가중치: {0: 0.942130081300813, 1: 0.8778939393939394, 2: 1.2508041361742548} (클래스별 샘플 수: {0: 20500, 1: 22000, 2: 15441}) +[I 2025-12-25 21:43:43,307] Trial 58 pruned. + +================================================================================ +Trial 58 완료 + Value (CSI): 0.417594 + Parameters: {'d_main': 128, 'd_hidden': 64, 'n_blocks': 5, 'dropout': 0.2924814695550796, 'lr': 0.0039023688488274556, 'weight_decay': 0.03045252614907524, 'batch_size': 32} + Best Value (CSI): 0.484893 + Best Trial: 47 + Best Parameters: {'d_main': 96, 'd_hidden': 64, 'n_blocks': 6, 'dropout': 0.2751230389403302, 'lr': 0.007765569142416956, 'weight_decay': 0.019237770834817113, 'batch_size': 128} +================================================================================ + + Fold 1 - 클래스별 가중치: {0: 0.942130081300813, 1: 0.8778939393939394, 2: 1.2508041361742548} (클래스별 샘플 수: {0: 20500, 1: 22000, 2: 15441}) +[I 2025-12-25 21:44:08,046] Trial 59 pruned. + +================================================================================ +Trial 59 완료 + Value (CSI): 0.317443 + Parameters: {'d_main': 96, 'd_hidden': 128, 'n_blocks': 6, 'dropout': 0.2603850545785468, 'lr': 0.005692969086004813, 'weight_decay': 0.09927239872441294, 'batch_size': 64} + Best Value (CSI): 0.484893 + Best Trial: 47 + Best Parameters: {'d_main': 96, 'd_hidden': 64, 'n_blocks': 6, 'dropout': 0.2751230389403302, 'lr': 0.007765569142416956, 'weight_decay': 0.019237770834817113, 'batch_size': 128} +================================================================================ + + Fold 1 - 클래스별 가중치: {0: 0.942130081300813, 1: 0.8778939393939394, 2: 1.2508041361742548} (클래스별 샘플 수: {0: 20500, 1: 22000, 2: 15441}) +[I 2025-12-25 21:44:20,114] Trial 60 pruned. + +================================================================================ +Trial 60 완료 + Value (CSI): 0.329126 + Parameters: {'d_main': 64, 'd_hidden': 64, 'n_blocks': 5, 'dropout': 0.30616232566337487, 'lr': 0.00989853160778781, 'weight_decay': 0.037739709955277624, 'batch_size': 128} + Best Value (CSI): 0.484893 + Best Trial: 47 + Best Parameters: {'d_main': 96, 'd_hidden': 64, 'n_blocks': 6, 'dropout': 0.2751230389403302, 'lr': 0.007765569142416956, 'weight_decay': 0.019237770834817113, 'batch_size': 128} +================================================================================ + + Fold 1 - 클래스별 가중치: {0: 0.942130081300813, 1: 0.8778939393939394, 2: 1.2508041361742548} (클래스별 샘플 수: {0: 20500, 1: 22000, 2: 15441}) + Fold 2 - 클래스별 가중치: {0: 0.9433658536585365, 1: 0.8871100917431193, 2: 1.2304511039002355} (클래스별 샘플 수: {0: 20500, 1: 21800, 2: 15717}) + Fold 3 - 클래스별 가중치: {0: 0.9428292682926829, 1: 0.8906912442396313, 2: 1.2245311708058795} (클래스별 샘플 수: {0: 20500, 1: 21700, 2: 15784}) +[I 2025-12-25 21:46:10,376] Trial 61 finished with value: 0.4768835026777287 and parameters: {'d_main': 64, 'd_hidden': 64, 'n_blocks': 6, 'dropout': 0.2910184690088797, 'lr': 0.007377411355590754, 'weight_decay': 0.01834454750166698, 'batch_size': 128}. Best is trial 47 with value: 0.4848928597361463. + +================================================================================ +Trial 61 완료 + Value (CSI): 0.476884 + Parameters: {'d_main': 64, 'd_hidden': 64, 'n_blocks': 6, 'dropout': 0.2910184690088797, 'lr': 0.007377411355590754, 'weight_decay': 0.01834454750166698, 'batch_size': 128} + Best Value (CSI): 0.484893 + Best Trial: 47 + Best Parameters: {'d_main': 96, 'd_hidden': 64, 'n_blocks': 6, 'dropout': 0.2751230389403302, 'lr': 0.007765569142416956, 'weight_decay': 0.019237770834817113, 'batch_size': 128} +================================================================================ + + Fold 1 - 클래스별 가중치: {0: 0.942130081300813, 1: 0.8778939393939394, 2: 1.2508041361742548} (클래스별 샘플 수: {0: 20500, 1: 22000, 2: 15441}) +[I 2025-12-25 21:46:29,794] Trial 62 pruned. + +================================================================================ +Trial 62 완료 + Value (CSI): 0.402737 + Parameters: {'d_main': 64, 'd_hidden': 64, 'n_blocks': 6, 'dropout': 0.2768622119677462, 'lr': 0.00792461111596149, 'weight_decay': 0.024055848571056256, 'batch_size': 128} + Best Value (CSI): 0.484893 + Best Trial: 47 + Best Parameters: {'d_main': 96, 'd_hidden': 64, 'n_blocks': 6, 'dropout': 0.2751230389403302, 'lr': 0.007765569142416956, 'weight_decay': 0.019237770834817113, 'batch_size': 128} +================================================================================ + + Fold 1 - 클래스별 가중치: {0: 0.942130081300813, 1: 0.8778939393939394, 2: 1.2508041361742548} (클래스별 샘플 수: {0: 20500, 1: 22000, 2: 15441}) +[I 2025-12-25 21:46:48,805] Trial 63 pruned. + +================================================================================ +Trial 63 완료 + Value (CSI): 0.399048 + Parameters: {'d_main': 96, 'd_hidden': 64, 'n_blocks': 6, 'dropout': 0.2822245971644818, 'lr': 0.0055737783980538275, 'weight_decay': 0.010497952569368052, 'batch_size': 128} + Best Value (CSI): 0.484893 + Best Trial: 47 + Best Parameters: {'d_main': 96, 'd_hidden': 64, 'n_blocks': 6, 'dropout': 0.2751230389403302, 'lr': 0.007765569142416956, 'weight_decay': 0.019237770834817113, 'batch_size': 128} +================================================================================ + + Fold 1 - 클래스별 가중치: {0: 0.942130081300813, 1: 0.8778939393939394, 2: 1.2508041361742548} (클래스별 샘플 수: {0: 20500, 1: 22000, 2: 15441}) +[I 2025-12-25 21:47:19,694] Trial 64 pruned. + +================================================================================ +Trial 64 완료 + Value (CSI): 0.410867 + Parameters: {'d_main': 64, 'd_hidden': 64, 'n_blocks': 6, 'dropout': 0.24899395949250894, 'lr': 0.004370513814320774, 'weight_decay': 0.017835974270869213, 'batch_size': 128} + Best Value (CSI): 0.484893 + Best Trial: 47 + Best Parameters: {'d_main': 96, 'd_hidden': 64, 'n_blocks': 6, 'dropout': 0.2751230389403302, 'lr': 0.007765569142416956, 'weight_decay': 0.019237770834817113, 'batch_size': 128} +================================================================================ + + Fold 1 - 클래스별 가중치: {0: 0.942130081300813, 1: 0.8778939393939394, 2: 1.2508041361742548} (클래스별 샘플 수: {0: 20500, 1: 22000, 2: 15441}) +[I 2025-12-25 21:47:53,536] Trial 65 pruned. + +================================================================================ +Trial 65 완료 + Value (CSI): 0.431267 + Parameters: {'d_main': 64, 'd_hidden': 64, 'n_blocks': 6, 'dropout': 0.32249418176575506, 'lr': 0.00302011768170808, 'weight_decay': 0.026530407624991714, 'batch_size': 128} + Best Value (CSI): 0.484893 + Best Trial: 47 + Best Parameters: {'d_main': 96, 'd_hidden': 64, 'n_blocks': 6, 'dropout': 0.2751230389403302, 'lr': 0.007765569142416956, 'weight_decay': 0.019237770834817113, 'batch_size': 128} +================================================================================ + + Fold 1 - 클래스별 가중치: {0: 0.942130081300813, 1: 0.8778939393939394, 2: 1.2508041361742548} (클래스별 샘플 수: {0: 20500, 1: 22000, 2: 15441}) +[I 2025-12-25 21:48:32,518] Trial 66 pruned. + +================================================================================ +Trial 66 완료 + Value (CSI): 0.433457 + Parameters: {'d_main': 128, 'd_hidden': 64, 'n_blocks': 5, 'dropout': 0.29774963308584923, 'lr': 0.006289378651212446, 'weight_decay': 0.04214701796900457, 'batch_size': 128} + Best Value (CSI): 0.484893 + Best Trial: 47 + Best Parameters: {'d_main': 96, 'd_hidden': 64, 'n_blocks': 6, 'dropout': 0.2751230389403302, 'lr': 0.007765569142416956, 'weight_decay': 0.019237770834817113, 'batch_size': 128} +================================================================================ + + Fold 1 - 클래스별 가중치: {0: 0.942130081300813, 1: 0.8778939393939394, 2: 1.2508041361742548} (클래스별 샘플 수: {0: 20500, 1: 22000, 2: 15441}) +[I 2025-12-25 21:48:58,551] Trial 67 pruned. + +================================================================================ +Trial 67 완료 + Value (CSI): 0.400374 + Parameters: {'d_main': 96, 'd_hidden': 64, 'n_blocks': 6, 'dropout': 0.27094056510424347, 'lr': 0.008189418597413558, 'weight_decay': 0.054248915579466254, 'batch_size': 128} + Best Value (CSI): 0.484893 + Best Trial: 47 + Best Parameters: {'d_main': 96, 'd_hidden': 64, 'n_blocks': 6, 'dropout': 0.2751230389403302, 'lr': 0.007765569142416956, 'weight_decay': 0.019237770834817113, 'batch_size': 128} +================================================================================ + + Fold 1 - 클래스별 가중치: {0: 0.942130081300813, 1: 0.8778939393939394, 2: 1.2508041361742548} (클래스별 샘플 수: {0: 20500, 1: 22000, 2: 15441}) +[I 2025-12-25 21:50:25,365] Trial 68 pruned. + +================================================================================ +Trial 68 완료 + Value (CSI): 0.403509 + Parameters: {'d_main': 64, 'd_hidden': 192, 'n_blocks': 6, 'dropout': 0.28730386633631966, 'lr': 0.0021924216689570577, 'weight_decay': 0.034627821018889254, 'batch_size': 32} + Best Value (CSI): 0.484893 + Best Trial: 47 + Best Parameters: {'d_main': 96, 'd_hidden': 64, 'n_blocks': 6, 'dropout': 0.2751230389403302, 'lr': 0.007765569142416956, 'weight_decay': 0.019237770834817113, 'batch_size': 128} +================================================================================ + + Fold 1 - 클래스별 가중치: {0: 0.942130081300813, 1: 0.8778939393939394, 2: 1.2508041361742548} (클래스별 샘플 수: {0: 20500, 1: 22000, 2: 15441}) + Fold 2 - 클래스별 가중치: {0: 0.9433658536585365, 1: 0.8871100917431193, 2: 1.2304511039002355} (클래스별 샘플 수: {0: 20500, 1: 21800, 2: 15717}) + Fold 3 - 클래스별 가중치: {0: 0.9428292682926829, 1: 0.8906912442396313, 2: 1.2245311708058795} (클래스별 샘플 수: {0: 20500, 1: 21700, 2: 15784}) +[I 2025-12-25 21:52:10,227] Trial 69 finished with value: 0.47228056504486066 and parameters: {'d_main': 96, 'd_hidden': 128, 'n_blocks': 5, 'dropout': 0.24013881327330386, 'lr': 0.0034067009095296624, 'weight_decay': 0.07930598637701577, 'batch_size': 128}. Best is trial 47 with value: 0.4848928597361463. + +================================================================================ +Trial 69 완료 + Value (CSI): 0.472281 + Parameters: {'d_main': 96, 'd_hidden': 128, 'n_blocks': 5, 'dropout': 0.24013881327330386, 'lr': 0.0034067009095296624, 'weight_decay': 0.07930598637701577, 'batch_size': 128} + Best Value (CSI): 0.484893 + Best Trial: 47 + Best Parameters: {'d_main': 96, 'd_hidden': 64, 'n_blocks': 6, 'dropout': 0.2751230389403302, 'lr': 0.007765569142416956, 'weight_decay': 0.019237770834817113, 'batch_size': 128} +================================================================================ + + Fold 1 - 클래스별 가중치: {0: 0.942130081300813, 1: 0.8778939393939394, 2: 1.2508041361742548} (클래스별 샘플 수: {0: 20500, 1: 22000, 2: 15441}) + Fold 2 - 클래스별 가중치: {0: 0.9433658536585365, 1: 0.8871100917431193, 2: 1.2304511039002355} (클래스별 샘플 수: {0: 20500, 1: 21800, 2: 15717}) + Fold 3 - 클래스별 가중치: {0: 0.9428292682926829, 1: 0.8906912442396313, 2: 1.2245311708058795} (클래스별 샘플 수: {0: 20500, 1: 21700, 2: 15784}) +[I 2025-12-25 21:55:58,201] Trial 70 finished with value: 0.4848639846173235 and parameters: {'d_main': 64, 'd_hidden': 64, 'n_blocks': 6, 'dropout': 0.2627805323298385, 'lr': 0.004401145415017848, 'weight_decay': 0.02866171134528252, 'batch_size': 64}. Best is trial 47 with value: 0.4848928597361463. + +================================================================================ +Trial 70 완료 + Value (CSI): 0.484864 + Parameters: {'d_main': 64, 'd_hidden': 64, 'n_blocks': 6, 'dropout': 0.2627805323298385, 'lr': 0.004401145415017848, 'weight_decay': 0.02866171134528252, 'batch_size': 64} + Best Value (CSI): 0.484893 + Best Trial: 47 + Best Parameters: {'d_main': 96, 'd_hidden': 64, 'n_blocks': 6, 'dropout': 0.2751230389403302, 'lr': 0.007765569142416956, 'weight_decay': 0.019237770834817113, 'batch_size': 128} +================================================================================ + + Fold 1 - 클래스별 가중치: {0: 0.942130081300813, 1: 0.8778939393939394, 2: 1.2508041361742548} (클래스별 샘플 수: {0: 20500, 1: 22000, 2: 15441}) +[I 2025-12-25 21:56:31,969] Trial 71 pruned. + +================================================================================ +Trial 71 완료 + Value (CSI): 0.403272 + Parameters: {'d_main': 64, 'd_hidden': 64, 'n_blocks': 6, 'dropout': 0.27856385182863547, 'lr': 0.004494259472352582, 'weight_decay': 0.028410085677772864, 'batch_size': 64} + Best Value (CSI): 0.484893 + Best Trial: 47 + Best Parameters: {'d_main': 96, 'd_hidden': 64, 'n_blocks': 6, 'dropout': 0.2751230389403302, 'lr': 0.007765569142416956, 'weight_decay': 0.019237770834817113, 'batch_size': 128} +================================================================================ + + Fold 1 - 클래스별 가중치: {0: 0.942130081300813, 1: 0.8778939393939394, 2: 1.2508041361742548} (클래스별 샘플 수: {0: 20500, 1: 22000, 2: 15441}) +[I 2025-12-25 21:57:11,262] Trial 72 pruned. + +================================================================================ +Trial 72 완료 + Value (CSI): 0.401932 + Parameters: {'d_main': 64, 'd_hidden': 64, 'n_blocks': 6, 'dropout': 0.2607551004188599, 'lr': 0.005778210353964066, 'weight_decay': 0.020233331288262664, 'batch_size': 128} + Best Value (CSI): 0.484893 + Best Trial: 47 + Best Parameters: {'d_main': 96, 'd_hidden': 64, 'n_blocks': 6, 'dropout': 0.2751230389403302, 'lr': 0.007765569142416956, 'weight_decay': 0.019237770834817113, 'batch_size': 128} +================================================================================ + + Fold 1 - 클래스별 가중치: {0: 0.942130081300813, 1: 0.8778939393939394, 2: 1.2508041361742548} (클래스별 샘플 수: {0: 20500, 1: 22000, 2: 15441}) +[I 2025-12-25 21:57:46,827] Trial 73 pruned. + +================================================================================ +Trial 73 완료 + Value (CSI): 0.346275 + Parameters: {'d_main': 96, 'd_hidden': 64, 'n_blocks': 6, 'dropout': 0.25395857966710816, 'lr': 0.007472302309428705, 'weight_decay': 0.03247929244628862, 'batch_size': 64} + Best Value (CSI): 0.484893 + Best Trial: 47 + Best Parameters: {'d_main': 96, 'd_hidden': 64, 'n_blocks': 6, 'dropout': 0.2751230389403302, 'lr': 0.007765569142416956, 'weight_decay': 0.019237770834817113, 'batch_size': 128} +================================================================================ + + Fold 1 - 클래스별 가중치: {0: 0.942130081300813, 1: 0.8778939393939394, 2: 1.2508041361742548} (클래스별 샘플 수: {0: 20500, 1: 22000, 2: 15441}) +[I 2025-12-25 21:58:32,686] Trial 74 pruned. + +================================================================================ +Trial 74 완료 + Value (CSI): 0.404473 + Parameters: {'d_main': 64, 'd_hidden': 64, 'n_blocks': 6, 'dropout': 0.2297869718741404, 'lr': 0.00430805586725335, 'weight_decay': 0.04174234083827567, 'batch_size': 64} + Best Value (CSI): 0.484893 + Best Trial: 47 + Best Parameters: {'d_main': 96, 'd_hidden': 64, 'n_blocks': 6, 'dropout': 0.2751230389403302, 'lr': 0.007765569142416956, 'weight_decay': 0.019237770834817113, 'batch_size': 128} +================================================================================ + + Fold 1 - 클래스별 가중치: {0: 0.942130081300813, 1: 0.8778939393939394, 2: 1.2508041361742548} (클래스별 샘플 수: {0: 20500, 1: 22000, 2: 15441}) +[I 2025-12-25 21:59:17,610] Trial 75 pruned. + +================================================================================ +Trial 75 완료 + Value (CSI): 0.379541 + Parameters: {'d_main': 64, 'd_hidden': 64, 'n_blocks': 6, 'dropout': 0.26500783956404583, 'lr': 0.00856380349860931, 'weight_decay': 0.017957061370711593, 'batch_size': 64} + Best Value (CSI): 0.484893 + Best Trial: 47 + Best Parameters: {'d_main': 96, 'd_hidden': 64, 'n_blocks': 6, 'dropout': 0.2751230389403302, 'lr': 0.007765569142416956, 'weight_decay': 0.019237770834817113, 'batch_size': 128} +================================================================================ + + Fold 1 - 클래스별 가중치: {0: 0.942130081300813, 1: 0.8778939393939394, 2: 1.2508041361742548} (클래스별 샘플 수: {0: 20500, 1: 22000, 2: 15441}) + Fold 2 - 클래스별 가중치: {0: 0.9433658536585365, 1: 0.8871100917431193, 2: 1.2304511039002355} (클래스별 샘플 수: {0: 20500, 1: 21800, 2: 15717}) + Fold 3 - 클래스별 가중치: {0: 0.9428292682926829, 1: 0.8906912442396313, 2: 1.2245311708058795} (클래스별 샘플 수: {0: 20500, 1: 21700, 2: 15784}) +[I 2025-12-25 22:02:12,303] Trial 76 finished with value: 0.46907975651404676 and parameters: {'d_main': 64, 'd_hidden': 64, 'n_blocks': 6, 'dropout': 0.3039982142293721, 'lr': 0.006447303150290649, 'weight_decay': 0.026741460619738318, 'batch_size': 64}. Best is trial 47 with value: 0.4848928597361463. + +================================================================================ +Trial 76 완료 + Value (CSI): 0.469080 + Parameters: {'d_main': 64, 'd_hidden': 64, 'n_blocks': 6, 'dropout': 0.3039982142293721, 'lr': 0.006447303150290649, 'weight_decay': 0.026741460619738318, 'batch_size': 64} + Best Value (CSI): 0.484893 + Best Trial: 47 + Best Parameters: {'d_main': 96, 'd_hidden': 64, 'n_blocks': 6, 'dropout': 0.2751230389403302, 'lr': 0.007765569142416956, 'weight_decay': 0.019237770834817113, 'batch_size': 128} +================================================================================ + + Fold 1 - 클래스별 가중치: {0: 0.942130081300813, 1: 0.8778939393939394, 2: 1.2508041361742548} (클래스별 샘플 수: {0: 20500, 1: 22000, 2: 15441}) +[I 2025-12-25 22:02:31,233] Trial 77 pruned. + +================================================================================ +Trial 77 완료 + Value (CSI): 0.399829 + Parameters: {'d_main': 96, 'd_hidden': 192, 'n_blocks': 5, 'dropout': 0.2922652626293276, 'lr': 0.005203751412469963, 'weight_decay': 0.013171026544706189, 'batch_size': 128} + Best Value (CSI): 0.484893 + Best Trial: 47 + Best Parameters: {'d_main': 96, 'd_hidden': 64, 'n_blocks': 6, 'dropout': 0.2751230389403302, 'lr': 0.007765569142416956, 'weight_decay': 0.019237770834817113, 'batch_size': 128} +================================================================================ + + Fold 1 - 클래스별 가중치: {0: 0.942130081300813, 1: 0.8778939393939394, 2: 1.2508041361742548} (클래스별 샘플 수: {0: 20500, 1: 22000, 2: 15441}) + Fold 2 - 클래스별 가중치: {0: 0.9433658536585365, 1: 0.8871100917431193, 2: 1.2304511039002355} (클래스별 샘플 수: {0: 20500, 1: 21800, 2: 15717}) + Fold 3 - 클래스별 가중치: {0: 0.9428292682926829, 1: 0.8906912442396313, 2: 1.2245311708058795} (클래스별 샘플 수: {0: 20500, 1: 21700, 2: 15784}) +[I 2025-12-25 22:04:30,085] Trial 78 finished with value: 0.47558042800929096 and parameters: {'d_main': 64, 'd_hidden': 64, 'n_blocks': 6, 'dropout': 0.3147219122357237, 'lr': 0.0030458707822316423, 'weight_decay': 0.057395842279937645, 'batch_size': 128}. Best is trial 47 with value: 0.4848928597361463. + +================================================================================ +Trial 78 완료 + Value (CSI): 0.475580 + Parameters: {'d_main': 64, 'd_hidden': 64, 'n_blocks': 6, 'dropout': 0.3147219122357237, 'lr': 0.0030458707822316423, 'weight_decay': 0.057395842279937645, 'batch_size': 128} + Best Value (CSI): 0.484893 + Best Trial: 47 + Best Parameters: {'d_main': 96, 'd_hidden': 64, 'n_blocks': 6, 'dropout': 0.2751230389403302, 'lr': 0.007765569142416956, 'weight_decay': 0.019237770834817113, 'batch_size': 128} +================================================================================ + + Fold 1 - 클래스별 가중치: {0: 0.942130081300813, 1: 0.8778939393939394, 2: 1.2508041361742548} (클래스별 샘플 수: {0: 20500, 1: 22000, 2: 15441}) +[I 2025-12-25 22:04:45,030] Trial 79 pruned. + +================================================================================ +Trial 79 완료 + Value (CSI): 0.411815 + Parameters: {'d_main': 64, 'd_hidden': 128, 'n_blocks': 6, 'dropout': 0.2720800369212929, 'lr': 0.00834566861020941, 'weight_decay': 0.009960479698931135, 'batch_size': 256} + Best Value (CSI): 0.484893 + Best Trial: 47 + Best Parameters: {'d_main': 96, 'd_hidden': 64, 'n_blocks': 6, 'dropout': 0.2751230389403302, 'lr': 0.007765569142416956, 'weight_decay': 0.019237770834817113, 'batch_size': 128} +================================================================================ + + Fold 1 - 클래스별 가중치: {0: 0.942130081300813, 1: 0.8778939393939394, 2: 1.2508041361742548} (클래스별 샘플 수: {0: 20500, 1: 22000, 2: 15441}) + Fold 2 - 클래스별 가중치: {0: 0.9433658536585365, 1: 0.8871100917431193, 2: 1.2304511039002355} (클래스별 샘플 수: {0: 20500, 1: 21800, 2: 15717}) + Fold 3 - 클래스별 가중치: {0: 0.9428292682926829, 1: 0.8906912442396313, 2: 1.2245311708058795} (클래스별 샘플 수: {0: 20500, 1: 21700, 2: 15784}) +[I 2025-12-25 22:06:42,509] Trial 80 finished with value: 0.46250877478901514 and parameters: {'d_main': 128, 'd_hidden': 64, 'n_blocks': 6, 'dropout': 0.28580434235054003, 'lr': 0.004066707231488422, 'weight_decay': 0.014173168749111774, 'batch_size': 128}. Best is trial 47 with value: 0.4848928597361463. + +================================================================================ +Trial 80 완료 + Value (CSI): 0.462509 + Parameters: {'d_main': 128, 'd_hidden': 64, 'n_blocks': 6, 'dropout': 0.28580434235054003, 'lr': 0.004066707231488422, 'weight_decay': 0.014173168749111774, 'batch_size': 128} + Best Value (CSI): 0.484893 + Best Trial: 47 + Best Parameters: {'d_main': 96, 'd_hidden': 64, 'n_blocks': 6, 'dropout': 0.2751230389403302, 'lr': 0.007765569142416956, 'weight_decay': 0.019237770834817113, 'batch_size': 128} +================================================================================ + + Fold 1 - 클래스별 가중치: {0: 0.942130081300813, 1: 0.8778939393939394, 2: 1.2508041361742548} (클래스별 샘플 수: {0: 20500, 1: 22000, 2: 15441}) +[I 2025-12-25 22:07:08,503] Trial 81 pruned. + +================================================================================ +Trial 81 완료 + Value (CSI): 0.397612 + Parameters: {'d_main': 96, 'd_hidden': 64, 'n_blocks': 6, 'dropout': 0.3003029128473533, 'lr': 0.006311411661529209, 'weight_decay': 0.01606354770042392, 'batch_size': 128} + Best Value (CSI): 0.484893 + Best Trial: 47 + Best Parameters: {'d_main': 96, 'd_hidden': 64, 'n_blocks': 6, 'dropout': 0.2751230389403302, 'lr': 0.007765569142416956, 'weight_decay': 0.019237770834817113, 'batch_size': 128} +================================================================================ + + Fold 1 - 클래스별 가중치: {0: 0.942130081300813, 1: 0.8778939393939394, 2: 1.2508041361742548} (클래스별 샘플 수: {0: 20500, 1: 22000, 2: 15441}) +[I 2025-12-25 22:07:34,486] Trial 82 pruned. + +================================================================================ +Trial 82 완료 + Value (CSI): 0.394429 + Parameters: {'d_main': 96, 'd_hidden': 64, 'n_blocks': 6, 'dropout': 0.2984490288372278, 'lr': 0.006790874619870127, 'weight_decay': 0.02062554731749367, 'batch_size': 128} + Best Value (CSI): 0.484893 + Best Trial: 47 + Best Parameters: {'d_main': 96, 'd_hidden': 64, 'n_blocks': 6, 'dropout': 0.2751230389403302, 'lr': 0.007765569142416956, 'weight_decay': 0.019237770834817113, 'batch_size': 128} +================================================================================ + + Fold 1 - 클래스별 가중치: {0: 0.942130081300813, 1: 0.8778939393939394, 2: 1.2508041361742548} (클래스별 샘플 수: {0: 20500, 1: 22000, 2: 15441}) +[I 2025-12-25 22:07:54,959] Trial 83 pruned. + +================================================================================ +Trial 83 완료 + Value (CSI): 0.368164 + Parameters: {'d_main': 96, 'd_hidden': 64, 'n_blocks': 6, 'dropout': 0.2822265875270956, 'lr': 0.008693289138954476, 'weight_decay': 0.014631455389729361, 'batch_size': 128} + Best Value (CSI): 0.484893 + Best Trial: 47 + Best Parameters: {'d_main': 96, 'd_hidden': 64, 'n_blocks': 6, 'dropout': 0.2751230389403302, 'lr': 0.007765569142416956, 'weight_decay': 0.019237770834817113, 'batch_size': 128} +================================================================================ + + Fold 1 - 클래스별 가중치: {0: 0.942130081300813, 1: 0.8778939393939394, 2: 1.2508041361742548} (클래스별 샘플 수: {0: 20500, 1: 22000, 2: 15441}) +[I 2025-12-25 22:08:21,033] Trial 84 pruned. + +================================================================================ +Trial 84 완료 + Value (CSI): 0.396709 + Parameters: {'d_main': 64, 'd_hidden': 64, 'n_blocks': 6, 'dropout': 0.29345930067793174, 'lr': 0.005477261317380699, 'weight_decay': 0.036743627418298015, 'batch_size': 128} + Best Value (CSI): 0.484893 + Best Trial: 47 + Best Parameters: {'d_main': 96, 'd_hidden': 64, 'n_blocks': 6, 'dropout': 0.2751230389403302, 'lr': 0.007765569142416956, 'weight_decay': 0.019237770834817113, 'batch_size': 128} +================================================================================ + + Fold 1 - 클래스별 가중치: {0: 0.942130081300813, 1: 0.8778939393939394, 2: 1.2508041361742548} (클래스별 샘플 수: {0: 20500, 1: 22000, 2: 15441}) +[I 2025-12-25 22:08:55,802] Trial 85 pruned. + +================================================================================ +Trial 85 완료 + Value (CSI): 0.435018 + Parameters: {'d_main': 192, 'd_hidden': 64, 'n_blocks': 6, 'dropout': 0.3119630470505606, 'lr': 0.00363774233944351, 'weight_decay': 0.04752629967758706, 'batch_size': 128} + Best Value (CSI): 0.484893 + Best Trial: 47 + Best Parameters: {'d_main': 96, 'd_hidden': 64, 'n_blocks': 6, 'dropout': 0.2751230389403302, 'lr': 0.007765569142416956, 'weight_decay': 0.019237770834817113, 'batch_size': 128} +================================================================================ + + Fold 1 - 클래스별 가중치: {0: 0.942130081300813, 1: 0.8778939393939394, 2: 1.2508041361742548} (클래스별 샘플 수: {0: 20500, 1: 22000, 2: 15441}) +[I 2025-12-25 22:11:12,349] Trial 86 pruned. + +================================================================================ +Trial 86 완료 + Value (CSI): 0.421632 + Parameters: {'d_main': 128, 'd_hidden': 64, 'n_blocks': 5, 'dropout': 0.24809868960274103, 'lr': 0.0025541097467457956, 'weight_decay': 0.026256301191778297, 'batch_size': 32} + Best Value (CSI): 0.484893 + Best Trial: 47 + Best Parameters: {'d_main': 96, 'd_hidden': 64, 'n_blocks': 6, 'dropout': 0.2751230389403302, 'lr': 0.007765569142416956, 'weight_decay': 0.019237770834817113, 'batch_size': 128} +================================================================================ + + Fold 1 - 클래스별 가중치: {0: 0.942130081300813, 1: 0.8778939393939394, 2: 1.2508041361742548} (클래스별 샘플 수: {0: 20500, 1: 22000, 2: 15441}) +[I 2025-12-25 22:11:24,739] Trial 87 pruned. + +================================================================================ +Trial 87 완료 + Value (CSI): 0.370256 + Parameters: {'d_main': 96, 'd_hidden': 64, 'n_blocks': 6, 'dropout': 0.2691385466742335, 'lr': 0.006331549332167146, 'weight_decay': 0.016477888176712648, 'batch_size': 256} + Best Value (CSI): 0.484893 + Best Trial: 47 + Best Parameters: {'d_main': 96, 'd_hidden': 64, 'n_blocks': 6, 'dropout': 0.2751230389403302, 'lr': 0.007765569142416956, 'weight_decay': 0.019237770834817113, 'batch_size': 128} +================================================================================ + + Fold 1 - 클래스별 가중치: {0: 0.942130081300813, 1: 0.8778939393939394, 2: 1.2508041361742548} (클래스별 샘플 수: {0: 20500, 1: 22000, 2: 15441}) +[I 2025-12-25 22:11:50,571] Trial 88 pruned. + +================================================================================ +Trial 88 완료 + Value (CSI): 0.382766 + Parameters: {'d_main': 64, 'd_hidden': 64, 'n_blocks': 6, 'dropout': 0.25905727435126585, 'lr': 0.009520057453971319, 'weight_decay': 0.020920058753506828, 'batch_size': 128} + Best Value (CSI): 0.484893 + Best Trial: 47 + Best Parameters: {'d_main': 96, 'd_hidden': 64, 'n_blocks': 6, 'dropout': 0.2751230389403302, 'lr': 0.007765569142416956, 'weight_decay': 0.019237770834817113, 'batch_size': 128} +================================================================================ + + Fold 1 - 클래스별 가중치: {0: 0.942130081300813, 1: 0.8778939393939394, 2: 1.2508041361742548} (클래스별 샘플 수: {0: 20500, 1: 22000, 2: 15441}) +[I 2025-12-25 22:12:21,652] Trial 89 pruned. + +================================================================================ +Trial 89 완료 + Value (CSI): 0.318584 + Parameters: {'d_main': 160, 'd_hidden': 64, 'n_blocks': 6, 'dropout': 0.27675606764485633, 'lr': 0.004882510664088383, 'weight_decay': 0.009178839907191778, 'batch_size': 64} + Best Value (CSI): 0.484893 + Best Trial: 47 + Best Parameters: {'d_main': 96, 'd_hidden': 64, 'n_blocks': 6, 'dropout': 0.2751230389403302, 'lr': 0.007765569142416956, 'weight_decay': 0.019237770834817113, 'batch_size': 128} +================================================================================ + + Fold 1 - 클래스별 가중치: {0: 0.942130081300813, 1: 0.8778939393939394, 2: 1.2508041361742548} (클래스별 샘플 수: {0: 20500, 1: 22000, 2: 15441}) +[I 2025-12-25 22:12:54,729] Trial 90 pruned. + +================================================================================ +Trial 90 완료 + Value (CSI): 0.422263 + Parameters: {'d_main': 64, 'd_hidden': 192, 'n_blocks': 5, 'dropout': 0.33118813426411803, 'lr': 0.007196826612193463, 'weight_decay': 0.012680933537315387, 'batch_size': 128} + Best Value (CSI): 0.484893 + Best Trial: 47 + Best Parameters: {'d_main': 96, 'd_hidden': 64, 'n_blocks': 6, 'dropout': 0.2751230389403302, 'lr': 0.007765569142416956, 'weight_decay': 0.019237770834817113, 'batch_size': 128} +================================================================================ + + Fold 1 - 클래스별 가중치: {0: 0.942130081300813, 1: 0.8778939393939394, 2: 1.2508041361742548} (클래스별 샘플 수: {0: 20500, 1: 22000, 2: 15441}) +[I 2025-12-25 22:13:11,694] Trial 91 pruned. + +================================================================================ +Trial 91 완료 + Value (CSI): 0.361742 + Parameters: {'d_main': 64, 'd_hidden': 64, 'n_blocks': 6, 'dropout': 0.29118734794277984, 'lr': 0.0071946063936407356, 'weight_decay': 0.017549756448256203, 'batch_size': 128} + Best Value (CSI): 0.484893 + Best Trial: 47 + Best Parameters: {'d_main': 96, 'd_hidden': 64, 'n_blocks': 6, 'dropout': 0.2751230389403302, 'lr': 0.007765569142416956, 'weight_decay': 0.019237770834817113, 'batch_size': 128} +================================================================================ + + Fold 1 - 클래스별 가중치: {0: 0.942130081300813, 1: 0.8778939393939394, 2: 1.2508041361742548} (클래스별 샘플 수: {0: 20500, 1: 22000, 2: 15441}) +[I 2025-12-25 22:13:26,477] Trial 92 pruned. + +================================================================================ +Trial 92 완료 + Value (CSI): 0.336266 + Parameters: {'d_main': 64, 'd_hidden': 64, 'n_blocks': 6, 'dropout': 0.28770740608994494, 'lr': 0.009902328925614918, 'weight_decay': 0.01912514382337648, 'batch_size': 128} + Best Value (CSI): 0.484893 + Best Trial: 47 + Best Parameters: {'d_main': 96, 'd_hidden': 64, 'n_blocks': 6, 'dropout': 0.2751230389403302, 'lr': 0.007765569142416956, 'weight_decay': 0.019237770834817113, 'batch_size': 128} +================================================================================ + + Fold 1 - 클래스별 가중치: {0: 0.942130081300813, 1: 0.8778939393939394, 2: 1.2508041361742548} (클래스별 샘플 수: {0: 20500, 1: 22000, 2: 15441}) + Fold 2 - 클래스별 가중치: {0: 0.9433658536585365, 1: 0.8871100917431193, 2: 1.2304511039002355} (클래스별 샘플 수: {0: 20500, 1: 21800, 2: 15717}) + Fold 3 - 클래스별 가중치: {0: 0.9428292682926829, 1: 0.8906912442396313, 2: 1.2245311708058795} (클래스별 샘플 수: {0: 20500, 1: 21700, 2: 15784}) +[I 2025-12-25 22:16:09,983] Trial 93 finished with value: 0.4782856871746312 and parameters: {'d_main': 64, 'd_hidden': 64, 'n_blocks': 6, 'dropout': 0.30399221197018894, 'lr': 0.005587344078483064, 'weight_decay': 0.03086909231574752, 'batch_size': 128}. Best is trial 47 with value: 0.4848928597361463. + +================================================================================ +Trial 93 완료 + Value (CSI): 0.478286 + Parameters: {'d_main': 64, 'd_hidden': 64, 'n_blocks': 6, 'dropout': 0.30399221197018894, 'lr': 0.005587344078483064, 'weight_decay': 0.03086909231574752, 'batch_size': 128} + Best Value (CSI): 0.484893 + Best Trial: 47 + Best Parameters: {'d_main': 96, 'd_hidden': 64, 'n_blocks': 6, 'dropout': 0.2751230389403302, 'lr': 0.007765569142416956, 'weight_decay': 0.019237770834817113, 'batch_size': 128} +================================================================================ + + Fold 1 - 클래스별 가중치: {0: 0.942130081300813, 1: 0.8778939393939394, 2: 1.2508041361742548} (클래스별 샘플 수: {0: 20500, 1: 22000, 2: 15441}) +[I 2025-12-25 22:16:35,816] Trial 94 pruned. + +================================================================================ +Trial 94 완료 + Value (CSI): 0.387812 + Parameters: {'d_main': 64, 'd_hidden': 64, 'n_blocks': 6, 'dropout': 0.26663731666077267, 'lr': 0.005651492535082516, 'weight_decay': 0.022975238951654577, 'batch_size': 128} + Best Value (CSI): 0.484893 + Best Trial: 47 + Best Parameters: {'d_main': 96, 'd_hidden': 64, 'n_blocks': 6, 'dropout': 0.2751230389403302, 'lr': 0.007765569142416956, 'weight_decay': 0.019237770834817113, 'batch_size': 128} +================================================================================ + + Fold 1 - 클래스별 가중치: {0: 0.942130081300813, 1: 0.8778939393939394, 2: 1.2508041361742548} (클래스별 샘플 수: {0: 20500, 1: 22000, 2: 15441}) +[I 2025-12-25 22:17:18,565] Trial 95 pruned. + +================================================================================ +Trial 95 완료 + Value (CSI): 0.399431 + Parameters: {'d_main': 96, 'd_hidden': 64, 'n_blocks': 6, 'dropout': 0.27946131687001685, 'lr': 0.004426067031478167, 'weight_decay': 0.030510826027656587, 'batch_size': 128} + Best Value (CSI): 0.484893 + Best Trial: 47 + Best Parameters: {'d_main': 96, 'd_hidden': 64, 'n_blocks': 6, 'dropout': 0.2751230389403302, 'lr': 0.007765569142416956, 'weight_decay': 0.019237770834817113, 'batch_size': 128} +================================================================================ + + Fold 1 - 클래스별 가중치: {0: 0.942130081300813, 1: 0.8778939393939394, 2: 1.2508041361742548} (클래스별 샘플 수: {0: 20500, 1: 22000, 2: 15441}) +[I 2025-12-25 22:17:39,991] Trial 96 pruned. + +================================================================================ +Trial 96 완료 + Value (CSI): 0.406764 + Parameters: {'d_main': 64, 'd_hidden': 64, 'n_blocks': 6, 'dropout': 0.30588821276698747, 'lr': 0.008450743971849828, 'weight_decay': 0.035970417318175844, 'batch_size': 128} + Best Value (CSI): 0.484893 + Best Trial: 47 + Best Parameters: {'d_main': 96, 'd_hidden': 64, 'n_blocks': 6, 'dropout': 0.2751230389403302, 'lr': 0.007765569142416956, 'weight_decay': 0.019237770834817113, 'batch_size': 128} +================================================================================ + + Fold 1 - 클래스별 가중치: {0: 0.942130081300813, 1: 0.8778939393939394, 2: 1.2508041361742548} (클래스별 샘플 수: {0: 20500, 1: 22000, 2: 15441}) +[I 2025-12-25 22:17:52,507] Trial 97 pruned. + +================================================================================ +Trial 97 완료 + Value (CSI): 0.403226 + Parameters: {'d_main': 96, 'd_hidden': 64, 'n_blocks': 6, 'dropout': 0.315723666768097, 'lr': 0.005240085946549746, 'weight_decay': 0.042652992628428595, 'batch_size': 256} + Best Value (CSI): 0.484893 + Best Trial: 47 + Best Parameters: {'d_main': 96, 'd_hidden': 64, 'n_blocks': 6, 'dropout': 0.2751230389403302, 'lr': 0.007765569142416956, 'weight_decay': 0.019237770834817113, 'batch_size': 128} +================================================================================ + + Fold 1 - 클래스별 가중치: {0: 0.942130081300813, 1: 0.8778939393939394, 2: 1.2508041361742548} (클래스별 샘플 수: {0: 20500, 1: 22000, 2: 15441}) + Fold 2 - 클래스별 가중치: {0: 0.9433658536585365, 1: 0.8871100917431193, 2: 1.2304511039002355} (클래스별 샘플 수: {0: 20500, 1: 21800, 2: 15717}) + Fold 3 - 클래스별 가중치: {0: 0.9428292682926829, 1: 0.8906912442396313, 2: 1.2245311708058795} (클래스별 샘플 수: {0: 20500, 1: 21700, 2: 15784}) +[I 2025-12-25 22:19:22,601] Trial 98 finished with value: 0.46361115734747677 and parameters: {'d_main': 64, 'd_hidden': 64, 'n_blocks': 6, 'dropout': 0.2996171042730319, 'lr': 0.00323290218084579, 'weight_decay': 0.025058497000452918, 'batch_size': 128}. Best is trial 47 with value: 0.4848928597361463. + +================================================================================ +Trial 98 완료 + Value (CSI): 0.463611 + Parameters: {'d_main': 64, 'd_hidden': 64, 'n_blocks': 6, 'dropout': 0.2996171042730319, 'lr': 0.00323290218084579, 'weight_decay': 0.025058497000452918, 'batch_size': 128} + Best Value (CSI): 0.484893 + Best Trial: 47 + Best Parameters: {'d_main': 96, 'd_hidden': 64, 'n_blocks': 6, 'dropout': 0.2751230389403302, 'lr': 0.007765569142416956, 'weight_decay': 0.019237770834817113, 'batch_size': 128} +================================================================================ + + Fold 1 - 클래스별 가중치: {0: 0.942130081300813, 1: 0.8778939393939394, 2: 1.2508041361742548} (클래스별 샘플 수: {0: 20500, 1: 22000, 2: 15441}) +[I 2025-12-25 22:19:44,013] Trial 99 pruned. + +================================================================================ +Trial 99 완료 + Value (CSI): 0.406946 + Parameters: {'d_main': 128, 'd_hidden': 64, 'n_blocks': 5, 'dropout': 0.2736092397710576, 'lr': 0.003967032998237749, 'weight_decay': 0.014496634087094515, 'batch_size': 128} + Best Value (CSI): 0.484893 + Best Trial: 47 + Best Parameters: {'d_main': 96, 'd_hidden': 64, 'n_blocks': 6, 'dropout': 0.2751230389403302, 'lr': 0.007765569142416956, 'weight_decay': 0.019237770834817113, 'batch_size': 128} +================================================================================ + + +최적화 완료. +Best CSI Score: 0.4849 +Best Hyperparameters: {'d_main': 96, 'd_hidden': 64, 'n_blocks': 6, 'dropout': 0.2751230389403302, 'lr': 0.007765569142416956, 'weight_decay': 0.019237770834817113, 'batch_size': 128} + +최적화 과정 요약: + - 총 시도 횟수: 100 + - 성공한 시도: 100 + - 최초 CSI: 0.4263 + - 최종 CSI: 0.4069 + - 최고 CSI: 0.4849 + - 최저 CSI: 0.2908 + - 평균 CSI: 0.4044 + +최적화 Study 객체가 /workspace/visibility_prediction/Analysis_code/optimization_history/deepgbm_smotenc_ctgan20000_daejeon_trials.pkl에 저장되었습니다. + +================================================== +최적화된 하이퍼파라미터로 최종 모델 학습 시작 +================================================== +최종 모델 학습 시작... +Fold 1 학습 중... + Early stopping at epoch 42, Best CSI: 0.4353 + Fold 1 학습 완료 (검증 CSI: 0.4353) +Fold 2 학습 중... + Early stopping at epoch 19, Best CSI: 0.4869 + Fold 2 학습 완료 (검증 CSI: 0.4869) +Fold 3 학습 중... + Early stopping at epoch 36, Best CSI: 0.5338 + Fold 3 학습 완료 (검증 CSI: 0.5338) + +모든 모델 저장 완료: ../save_model/deepgbm_optima/deepgbm_smotenc_ctgan20000_daejeon.pkl (총 3개 fold) +Scaler 저장 완료: ../save_model/deepgbm_optima/scaler/deepgbm_smotenc_ctgan20000_daejeon_scaler.pkl (총 3개 fold) + +최종 모델 학습 및 저장 완료! +저장된 모델 경로: ../save_model/deepgbm_optima/deepgbm_smotenc_ctgan20000_daejeon.pkl + +✓ 완료: deepgbm_smotenc_ctgan20000/deepgbm_smotenc_ctgan20000_daejeon.py (소요 시간: 5740초) + +---------------------------------------- +실행 중: deepgbm_smotenc_ctgan20000/deepgbm_smotenc_ctgan20000_gwangju.py +시작 시간: 2025-12-25 22:22:12 +---------------------------------------- +[I 2025-12-25 22:22:13,993] A new study created in memory with name: no-name-d2c3d161-8daf-41cf-933a-f5374fc41acb + Fold 1 - 클래스별 가중치: {0: 0.9429593495934959, 1: 0.8867278287461774, 2: 1.2318803636672615} (클래스별 샘플 수: {0: 20500, 1: 21800, 2: 15692}) + Fold 2 - 클래스별 가중치: {0: 0.9440650406504065, 1: 0.8877675840978593, 2: 1.2280033840947546} (클래스별 샘플 수: {0: 20500, 1: 21800, 2: 15760}) + Fold 3 - 클래스별 가중치: {0: 0.9438048780487804, 1: 0.9041121495327102, 2: 1.1984638255698712} (클래스별 샘플 수: {0: 20500, 1: 21400, 2: 16144}) +[I 2025-12-25 22:24:08,266] Trial 0 finished with value: 0.3914969362009899 and parameters: {'d_main': 96, 'd_hidden': 192, 'n_blocks': 2, 'dropout': 0.1005969536528481, 'lr': 9.106420380441998e-05, 'weight_decay': 0.00024631062407710143, 'batch_size': 256}. Best is trial 0 with value: 0.3914969362009899. + +================================================================================ +Trial 0 완료 + Value (CSI): 0.391497 + Parameters: {'d_main': 96, 'd_hidden': 192, 'n_blocks': 2, 'dropout': 0.1005969536528481, 'lr': 9.106420380441998e-05, 'weight_decay': 0.00024631062407710143, 'batch_size': 256} + Best Value (CSI): 0.391497 + Best Trial: 0 + Best Parameters: {'d_main': 96, 'd_hidden': 192, 'n_blocks': 2, 'dropout': 0.1005969536528481, 'lr': 9.106420380441998e-05, 'weight_decay': 0.00024631062407710143, 'batch_size': 256} +================================================================================ + + Fold 1 - 클래스별 가중치: {0: 0.9429593495934959, 1: 0.8867278287461774, 2: 1.2318803636672615} (클래스별 샘플 수: {0: 20500, 1: 21800, 2: 15692}) + Fold 2 - 클래스별 가중치: {0: 0.9440650406504065, 1: 0.8877675840978593, 2: 1.2280033840947546} (클래스별 샘플 수: {0: 20500, 1: 21800, 2: 15760}) + Fold 3 - 클래스별 가중치: {0: 0.9438048780487804, 1: 0.9041121495327102, 2: 1.1984638255698712} (클래스별 샘플 수: {0: 20500, 1: 21400, 2: 16144}) +[I 2025-12-25 22:27:01,897] Trial 1 finished with value: 0.4490234094416914 and parameters: {'d_main': 128, 'd_hidden': 256, 'n_blocks': 2, 'dropout': 0.2800153824343252, 'lr': 0.0006426978978963236, 'weight_decay': 0.0002771814864448882, 'batch_size': 64}. Best is trial 1 with value: 0.4490234094416914. + +================================================================================ +Trial 1 완료 + Value (CSI): 0.449023 + Parameters: {'d_main': 128, 'd_hidden': 256, 'n_blocks': 2, 'dropout': 0.2800153824343252, 'lr': 0.0006426978978963236, 'weight_decay': 0.0002771814864448882, 'batch_size': 64} + Best Value (CSI): 0.449023 + Best Trial: 1 + Best Parameters: {'d_main': 128, 'd_hidden': 256, 'n_blocks': 2, 'dropout': 0.2800153824343252, 'lr': 0.0006426978978963236, 'weight_decay': 0.0002771814864448882, 'batch_size': 64} +================================================================================ + + Fold 1 - 클래스별 가중치: {0: 0.9429593495934959, 1: 0.8867278287461774, 2: 1.2318803636672615} (클래스별 샘플 수: {0: 20500, 1: 21800, 2: 15692}) + Fold 2 - 클래스별 가중치: {0: 0.9440650406504065, 1: 0.8877675840978593, 2: 1.2280033840947546} (클래스별 샘플 수: {0: 20500, 1: 21800, 2: 15760}) + Fold 3 - 클래스별 가중치: {0: 0.9438048780487804, 1: 0.9041121495327102, 2: 1.1984638255698712} (클래스별 샘플 수: {0: 20500, 1: 21400, 2: 16144}) +[I 2025-12-25 22:32:01,283] Trial 2 finished with value: 0.4832850681063274 and parameters: {'d_main': 192, 'd_hidden': 128, 'n_blocks': 5, 'dropout': 0.3184031589315668, 'lr': 0.00908394353608693, 'weight_decay': 0.005195807637314873, 'batch_size': 64}. Best is trial 2 with value: 0.4832850681063274. + +================================================================================ +Trial 2 완료 + Value (CSI): 0.483285 + Parameters: {'d_main': 192, 'd_hidden': 128, 'n_blocks': 5, 'dropout': 0.3184031589315668, 'lr': 0.00908394353608693, 'weight_decay': 0.005195807637314873, 'batch_size': 64} + Best Value (CSI): 0.483285 + Best Trial: 2 + Best Parameters: {'d_main': 192, 'd_hidden': 128, 'n_blocks': 5, 'dropout': 0.3184031589315668, 'lr': 0.00908394353608693, 'weight_decay': 0.005195807637314873, 'batch_size': 64} +================================================================================ + + Fold 1 - 클래스별 가중치: {0: 0.9429593495934959, 1: 0.8867278287461774, 2: 1.2318803636672615} (클래스별 샘플 수: {0: 20500, 1: 21800, 2: 15692}) + Fold 2 - 클래스별 가중치: {0: 0.9440650406504065, 1: 0.8877675840978593, 2: 1.2280033840947546} (클래스별 샘플 수: {0: 20500, 1: 21800, 2: 15760}) + Fold 3 - 클래스별 가중치: {0: 0.9438048780487804, 1: 0.9041121495327102, 2: 1.1984638255698712} (클래스별 샘플 수: {0: 20500, 1: 21400, 2: 16144}) +[I 2025-12-25 22:33:17,138] Trial 3 finished with value: 0.46209732074500826 and parameters: {'d_main': 224, 'd_hidden': 256, 'n_blocks': 6, 'dropout': 0.15382979787722542, 'lr': 0.0048153117236909805, 'weight_decay': 0.00836147136484166, 'batch_size': 256}. Best is trial 2 with value: 0.4832850681063274. + +================================================================================ +Trial 3 완료 + Value (CSI): 0.462097 + Parameters: {'d_main': 224, 'd_hidden': 256, 'n_blocks': 6, 'dropout': 0.15382979787722542, 'lr': 0.0048153117236909805, 'weight_decay': 0.00836147136484166, 'batch_size': 256} + Best Value (CSI): 0.483285 + Best Trial: 2 + Best Parameters: {'d_main': 192, 'd_hidden': 128, 'n_blocks': 5, 'dropout': 0.3184031589315668, 'lr': 0.00908394353608693, 'weight_decay': 0.005195807637314873, 'batch_size': 64} +================================================================================ + + Fold 1 - 클래스별 가중치: {0: 0.9429593495934959, 1: 0.8867278287461774, 2: 1.2318803636672615} (클래스별 샘플 수: {0: 20500, 1: 21800, 2: 15692}) + Fold 2 - 클래스별 가중치: {0: 0.9440650406504065, 1: 0.8877675840978593, 2: 1.2280033840947546} (클래스별 샘플 수: {0: 20500, 1: 21800, 2: 15760}) + Fold 3 - 클래스별 가중치: {0: 0.9438048780487804, 1: 0.9041121495327102, 2: 1.1984638255698712} (클래스별 샘플 수: {0: 20500, 1: 21400, 2: 16144}) +[I 2025-12-25 22:38:35,880] Trial 4 finished with value: 0.44662669651384457 and parameters: {'d_main': 224, 'd_hidden': 128, 'n_blocks': 5, 'dropout': 0.2012826167008137, 'lr': 0.0004745986869838708, 'weight_decay': 0.030997494280022273, 'batch_size': 32}. Best is trial 2 with value: 0.4832850681063274. + +================================================================================ +Trial 4 완료 + Value (CSI): 0.446627 + Parameters: {'d_main': 224, 'd_hidden': 128, 'n_blocks': 5, 'dropout': 0.2012826167008137, 'lr': 0.0004745986869838708, 'weight_decay': 0.030997494280022273, 'batch_size': 32} + Best Value (CSI): 0.483285 + Best Trial: 2 + Best Parameters: {'d_main': 192, 'd_hidden': 128, 'n_blocks': 5, 'dropout': 0.3184031589315668, 'lr': 0.00908394353608693, 'weight_decay': 0.005195807637314873, 'batch_size': 64} +================================================================================ + + Fold 1 - 클래스별 가중치: {0: 0.9429593495934959, 1: 0.8867278287461774, 2: 1.2318803636672615} (클래스별 샘플 수: {0: 20500, 1: 21800, 2: 15692}) +[I 2025-12-25 22:39:05,897] Trial 5 pruned. + +================================================================================ +Trial 5 완료 + Value (CSI): 0.355042 + Parameters: {'d_main': 224, 'd_hidden': 64, 'n_blocks': 6, 'dropout': 0.33300494559993876, 'lr': 0.00010467119807363395, 'weight_decay': 0.019421753007736225, 'batch_size': 64} + Best Value (CSI): 0.483285 + Best Trial: 2 + Best Parameters: {'d_main': 192, 'd_hidden': 128, 'n_blocks': 5, 'dropout': 0.3184031589315668, 'lr': 0.00908394353608693, 'weight_decay': 0.005195807637314873, 'batch_size': 64} +================================================================================ + + Fold 1 - 클래스별 가중치: {0: 0.9429593495934959, 1: 0.8867278287461774, 2: 1.2318803636672615} (클래스별 샘플 수: {0: 20500, 1: 21800, 2: 15692}) +[I 2025-12-25 22:39:29,452] Trial 6 pruned. + +================================================================================ +Trial 6 완료 + Value (CSI): 0.395445 + Parameters: {'d_main': 224, 'd_hidden': 192, 'n_blocks': 4, 'dropout': 0.10418943609452273, 'lr': 0.0003482604316403126, 'weight_decay': 0.016655087073069005, 'batch_size': 256} + Best Value (CSI): 0.483285 + Best Trial: 2 + Best Parameters: {'d_main': 192, 'd_hidden': 128, 'n_blocks': 5, 'dropout': 0.3184031589315668, 'lr': 0.00908394353608693, 'weight_decay': 0.005195807637314873, 'batch_size': 64} +================================================================================ + + Fold 1 - 클래스별 가중치: {0: 0.9429593495934959, 1: 0.8867278287461774, 2: 1.2318803636672615} (클래스별 샘플 수: {0: 20500, 1: 21800, 2: 15692}) +[I 2025-12-25 22:40:53,895] Trial 7 pruned. + +================================================================================ +Trial 7 완료 + Value (CSI): 0.378251 + Parameters: {'d_main': 160, 'd_hidden': 128, 'n_blocks': 3, 'dropout': 0.3791838796178063, 'lr': 0.0007944001031089349, 'weight_decay': 0.0005643542319288052, 'batch_size': 32} + Best Value (CSI): 0.483285 + Best Trial: 2 + Best Parameters: {'d_main': 192, 'd_hidden': 128, 'n_blocks': 5, 'dropout': 0.3184031589315668, 'lr': 0.00908394353608693, 'weight_decay': 0.005195807637314873, 'batch_size': 64} +================================================================================ + + Fold 1 - 클래스별 가중치: {0: 0.9429593495934959, 1: 0.8867278287461774, 2: 1.2318803636672615} (클래스별 샘플 수: {0: 20500, 1: 21800, 2: 15692}) +[I 2025-12-25 22:41:40,262] Trial 8 pruned. + +================================================================================ +Trial 8 완료 + Value (CSI): 0.379787 + Parameters: {'d_main': 128, 'd_hidden': 128, 'n_blocks': 5, 'dropout': 0.15981188089818552, 'lr': 0.0001780970969454513, 'weight_decay': 0.00030343867571144313, 'batch_size': 64} + Best Value (CSI): 0.483285 + Best Trial: 2 + Best Parameters: {'d_main': 192, 'd_hidden': 128, 'n_blocks': 5, 'dropout': 0.3184031589315668, 'lr': 0.00908394353608693, 'weight_decay': 0.005195807637314873, 'batch_size': 64} +================================================================================ + + Fold 1 - 클래스별 가중치: {0: 0.9429593495934959, 1: 0.8867278287461774, 2: 1.2318803636672615} (클래스별 샘플 수: {0: 20500, 1: 21800, 2: 15692}) + Fold 2 - 클래스별 가중치: {0: 0.9440650406504065, 1: 0.8877675840978593, 2: 1.2280033840947546} (클래스별 샘플 수: {0: 20500, 1: 21800, 2: 15760}) + Fold 3 - 클래스별 가중치: {0: 0.9438048780487804, 1: 0.9041121495327102, 2: 1.1984638255698712} (클래스별 샘플 수: {0: 20500, 1: 21400, 2: 16144}) +[I 2025-12-25 22:42:59,361] Trial 9 finished with value: 0.44560810472430235 and parameters: {'d_main': 192, 'd_hidden': 192, 'n_blocks': 2, 'dropout': 0.20554963703698184, 'lr': 0.0012819942638136947, 'weight_decay': 0.0005796746714362216, 'batch_size': 64}. Best is trial 2 with value: 0.4832850681063274. + +================================================================================ +Trial 9 완료 + Value (CSI): 0.445608 + Parameters: {'d_main': 192, 'd_hidden': 192, 'n_blocks': 2, 'dropout': 0.20554963703698184, 'lr': 0.0012819942638136947, 'weight_decay': 0.0005796746714362216, 'batch_size': 64} + Best Value (CSI): 0.483285 + Best Trial: 2 + Best Parameters: {'d_main': 192, 'd_hidden': 128, 'n_blocks': 5, 'dropout': 0.3184031589315668, 'lr': 0.00908394353608693, 'weight_decay': 0.005195807637314873, 'batch_size': 64} +================================================================================ + + Fold 1 - 클래스별 가중치: {0: 0.9429593495934959, 1: 0.8867278287461774, 2: 1.2318803636672615} (클래스별 샘플 수: {0: 20500, 1: 21800, 2: 15692}) +[I 2025-12-25 22:43:19,318] Trial 10 pruned. + +================================================================================ +Trial 10 완료 + Value (CSI): 0.297587 + Parameters: {'d_main': 64, 'd_hidden': 64, 'n_blocks': 4, 'dropout': 0.29188775703175424, 'lr': 0.009913974040037141, 'weight_decay': 0.08066185951083446, 'batch_size': 128} + Best Value (CSI): 0.483285 + Best Trial: 2 + Best Parameters: {'d_main': 192, 'd_hidden': 128, 'n_blocks': 5, 'dropout': 0.3184031589315668, 'lr': 0.00908394353608693, 'weight_decay': 0.005195807637314873, 'batch_size': 64} +================================================================================ + + Fold 1 - 클래스별 가중치: {0: 0.9429593495934959, 1: 0.8867278287461774, 2: 1.2318803636672615} (클래스별 샘플 수: {0: 20500, 1: 21800, 2: 15692}) +[I 2025-12-25 22:43:28,991] Trial 11 pruned. + +================================================================================ +Trial 11 완료 + Value (CSI): 0.359801 + Parameters: {'d_main': 256, 'd_hidden': 256, 'n_blocks': 6, 'dropout': 0.23977557359531745, 'lr': 0.007764804235280423, 'weight_decay': 0.004156952695486679, 'batch_size': 256} + Best Value (CSI): 0.483285 + Best Trial: 2 + Best Parameters: {'d_main': 192, 'd_hidden': 128, 'n_blocks': 5, 'dropout': 0.3184031589315668, 'lr': 0.00908394353608693, 'weight_decay': 0.005195807637314873, 'batch_size': 64} +================================================================================ + + Fold 1 - 클래스별 가중치: {0: 0.9429593495934959, 1: 0.8867278287461774, 2: 1.2318803636672615} (클래스별 샘플 수: {0: 20500, 1: 21800, 2: 15692}) +[I 2025-12-25 22:43:51,645] Trial 12 pruned. + +================================================================================ +Trial 12 완료 + Value (CSI): 0.364169 + Parameters: {'d_main': 192, 'd_hidden': 256, 'n_blocks': 5, 'dropout': 0.33612673067815574, 'lr': 0.003018909056657062, 'weight_decay': 0.0027964716579474604, 'batch_size': 128} + Best Value (CSI): 0.483285 + Best Trial: 2 + Best Parameters: {'d_main': 192, 'd_hidden': 128, 'n_blocks': 5, 'dropout': 0.3184031589315668, 'lr': 0.00908394353608693, 'weight_decay': 0.005195807637314873, 'batch_size': 64} +================================================================================ + + Fold 1 - 클래스별 가중치: {0: 0.9429593495934959, 1: 0.8867278287461774, 2: 1.2318803636672615} (클래스별 샘플 수: {0: 20500, 1: 21800, 2: 15692}) +[I 2025-12-25 22:44:00,822] Trial 13 pruned. + +================================================================================ +Trial 13 완료 + Value (CSI): 0.268085 + Parameters: {'d_main': 256, 'd_hidden': 128, 'n_blocks': 6, 'dropout': 0.15920244233429115, 'lr': 1.5556000751724564e-05, 'weight_decay': 0.004649100730992759, 'batch_size': 256} + Best Value (CSI): 0.483285 + Best Trial: 2 + Best Parameters: {'d_main': 192, 'd_hidden': 128, 'n_blocks': 5, 'dropout': 0.3184031589315668, 'lr': 0.00908394353608693, 'weight_decay': 0.005195807637314873, 'batch_size': 64} +================================================================================ + + Fold 1 - 클래스별 가중치: {0: 0.9429593495934959, 1: 0.8867278287461774, 2: 1.2318803636672615} (클래스별 샘플 수: {0: 20500, 1: 21800, 2: 15692}) +[I 2025-12-25 22:44:22,063] Trial 14 pruned. + +================================================================================ +Trial 14 완료 + Value (CSI): 0.277062 + Parameters: {'d_main': 192, 'd_hidden': 192, 'n_blocks': 5, 'dropout': 0.3866630328335943, 'lr': 0.0034424027684260487, 'weight_decay': 0.0019971894495344348, 'batch_size': 64} + Best Value (CSI): 0.483285 + Best Trial: 2 + Best Parameters: {'d_main': 192, 'd_hidden': 128, 'n_blocks': 5, 'dropout': 0.3184031589315668, 'lr': 0.00908394353608693, 'weight_decay': 0.005195807637314873, 'batch_size': 64} +================================================================================ + + Fold 1 - 클래스별 가중치: {0: 0.9429593495934959, 1: 0.8867278287461774, 2: 1.2318803636672615} (클래스별 샘플 수: {0: 20500, 1: 21800, 2: 15692}) +[I 2025-12-25 22:44:37,220] Trial 15 pruned. + +================================================================================ +Trial 15 완료 + Value (CSI): 0.363423 + Parameters: {'d_main': 160, 'd_hidden': 64, 'n_blocks': 6, 'dropout': 0.27203148114404235, 'lr': 0.003292922224233365, 'weight_decay': 0.006752045900919438, 'batch_size': 256} + Best Value (CSI): 0.483285 + Best Trial: 2 + Best Parameters: {'d_main': 192, 'd_hidden': 128, 'n_blocks': 5, 'dropout': 0.3184031589315668, 'lr': 0.00908394353608693, 'weight_decay': 0.005195807637314873, 'batch_size': 64} +================================================================================ + + Fold 1 - 클래스별 가중치: {0: 0.9429593495934959, 1: 0.8867278287461774, 2: 1.2318803636672615} (클래스별 샘플 수: {0: 20500, 1: 21800, 2: 15692}) +[I 2025-12-25 22:44:50,181] Trial 16 pruned. + +================================================================================ +Trial 16 완료 + Value (CSI): 0.280285 + Parameters: {'d_main': 224, 'd_hidden': 256, 'n_blocks': 5, 'dropout': 0.3188051025491085, 'lr': 0.009398000920422278, 'weight_decay': 0.0015622435851774016, 'batch_size': 128} + Best Value (CSI): 0.483285 + Best Trial: 2 + Best Parameters: {'d_main': 192, 'd_hidden': 128, 'n_blocks': 5, 'dropout': 0.3184031589315668, 'lr': 0.00908394353608693, 'weight_decay': 0.005195807637314873, 'batch_size': 64} +================================================================================ + + Fold 1 - 클래스별 가중치: {0: 0.9429593495934959, 1: 0.8867278287461774, 2: 1.2318803636672615} (클래스별 샘플 수: {0: 20500, 1: 21800, 2: 15692}) +[I 2025-12-25 22:45:26,958] Trial 17 pruned. + +================================================================================ +Trial 17 완료 + Value (CSI): 0.348079 + Parameters: {'d_main': 192, 'd_hidden': 192, 'n_blocks': 4, 'dropout': 0.362209808885587, 'lr': 0.0017615741745661787, 'weight_decay': 0.00010224554980671716, 'batch_size': 32} + Best Value (CSI): 0.483285 + Best Trial: 2 + Best Parameters: {'d_main': 192, 'd_hidden': 128, 'n_blocks': 5, 'dropout': 0.3184031589315668, 'lr': 0.00908394353608693, 'weight_decay': 0.005195807637314873, 'batch_size': 64} +================================================================================ + + Fold 1 - 클래스별 가중치: {0: 0.9429593495934959, 1: 0.8867278287461774, 2: 1.2318803636672615} (클래스별 샘플 수: {0: 20500, 1: 21800, 2: 15692}) +[I 2025-12-25 22:45:44,250] Trial 18 pruned. + +================================================================================ +Trial 18 완료 + Value (CSI): 0.330539 + Parameters: {'d_main': 256, 'd_hidden': 128, 'n_blocks': 3, 'dropout': 0.2467967864538977, 'lr': 0.005071423052666507, 'weight_decay': 0.008463836149891074, 'batch_size': 256} + Best Value (CSI): 0.483285 + Best Trial: 2 + Best Parameters: {'d_main': 192, 'd_hidden': 128, 'n_blocks': 5, 'dropout': 0.3184031589315668, 'lr': 0.00908394353608693, 'weight_decay': 0.005195807637314873, 'batch_size': 64} +================================================================================ + + Fold 1 - 클래스별 가중치: {0: 0.9429593495934959, 1: 0.8867278287461774, 2: 1.2318803636672615} (클래스별 샘플 수: {0: 20500, 1: 21800, 2: 15692}) +[I 2025-12-25 22:46:06,207] Trial 19 pruned. + +================================================================================ +Trial 19 완료 + Value (CSI): 0.332117 + Parameters: {'d_main': 128, 'd_hidden': 64, 'n_blocks': 6, 'dropout': 0.3109575217251736, 'lr': 0.001907568706004695, 'weight_decay': 0.008974569643014452, 'batch_size': 64} + Best Value (CSI): 0.483285 + Best Trial: 2 + Best Parameters: {'d_main': 192, 'd_hidden': 128, 'n_blocks': 5, 'dropout': 0.3184031589315668, 'lr': 0.00908394353608693, 'weight_decay': 0.005195807637314873, 'batch_size': 64} +================================================================================ + + Fold 1 - 클래스별 가중치: {0: 0.9429593495934959, 1: 0.8867278287461774, 2: 1.2318803636672615} (클래스별 샘플 수: {0: 20500, 1: 21800, 2: 15692}) + Fold 2 - 클래스별 가중치: {0: 0.9440650406504065, 1: 0.8877675840978593, 2: 1.2280033840947546} (클래스별 샘플 수: {0: 20500, 1: 21800, 2: 15760}) + Fold 3 - 클래스별 가중치: {0: 0.9438048780487804, 1: 0.9041121495327102, 2: 1.1984638255698712} (클래��별 샘플 수: {0: 20500, 1: 21400, 2: 16144}) +[I 2025-12-25 22:47:12,863] Trial 20 finished with value: 0.47467736850738945 and parameters: {'d_main': 160, 'd_hidden': 256, 'n_blocks': 4, 'dropout': 0.3391713729243251, 'lr': 0.005154123509073468, 'weight_decay': 0.0013100023348637823, 'batch_size': 256}. Best is trial 2 with value: 0.4832850681063274. + +================================================================================ +Trial 20 완료 + Value (CSI): 0.474677 + Parameters: {'d_main': 160, 'd_hidden': 256, 'n_blocks': 4, 'dropout': 0.3391713729243251, 'lr': 0.005154123509073468, 'weight_decay': 0.0013100023348637823, 'batch_size': 256} + Best Value (CSI): 0.483285 + Best Trial: 2 + Best Parameters: {'d_main': 192, 'd_hidden': 128, 'n_blocks': 5, 'dropout': 0.3184031589315668, 'lr': 0.00908394353608693, 'weight_decay': 0.005195807637314873, 'batch_size': 64} +================================================================================ + + Fold 1 - 클래스별 가중치: {0: 0.9429593495934959, 1: 0.8867278287461774, 2: 1.2318803636672615} (클래스별 샘플 수: {0: 20500, 1: 21800, 2: 15692}) +[I 2025-12-25 22:47:20,761] Trial 21 pruned. + +================================================================================ +Trial 21 완료 + Value (CSI): 0.335758 + Parameters: {'d_main': 160, 'd_hidden': 256, 'n_blocks': 4, 'dropout': 0.35228792761741656, 'lr': 0.0051072777364021575, 'weight_decay': 0.0014676161052040227, 'batch_size': 256} + Best Value (CSI): 0.483285 + Best Trial: 2 + Best Parameters: {'d_main': 192, 'd_hidden': 128, 'n_blocks': 5, 'dropout': 0.3184031589315668, 'lr': 0.00908394353608693, 'weight_decay': 0.005195807637314873, 'batch_size': 64} +================================================================================ + + Fold 1 - 클래스별 가중치: {0: 0.9429593495934959, 1: 0.8867278287461774, 2: 1.2318803636672615} (클래스별 샘플 수: {0: 20500, 1: 21800, 2: 15692}) +[I 2025-12-25 22:47:28,516] Trial 22 pruned. + +================================================================================ +Trial 22 완료 + Value (CSI): 0.332924 + Parameters: {'d_main': 160, 'd_hidden': 256, 'n_blocks': 3, 'dropout': 0.2979545427569133, 'lr': 0.0058937096622344145, 'weight_decay': 0.0030233829962338613, 'batch_size': 256} + Best Value (CSI): 0.483285 + Best Trial: 2 + Best Parameters: {'d_main': 192, 'd_hidden': 128, 'n_blocks': 5, 'dropout': 0.3184031589315668, 'lr': 0.00908394353608693, 'weight_decay': 0.005195807637314873, 'batch_size': 64} +================================================================================ + + Fold 1 - 클래스별 가중치: {0: 0.9429593495934959, 1: 0.8867278287461774, 2: 1.2318803636672615} (클래스별 샘플 수: {0: 20500, 1: 21800, 2: 15692}) + Fold 2 - 클래스별 가중치: {0: 0.9440650406504065, 1: 0.8877675840978593, 2: 1.2280033840947546} (클래스별 샘플 수: {0: 20500, 1: 21800, 2: 15760}) + Fold 3 - 클래스별 가중치: {0: 0.9438048780487804, 1: 0.9041121495327102, 2: 1.1984638255698712} (클래스별 샘플 수: {0: 20500, 1: 21400, 2: 16144}) +[I 2025-12-25 22:48:37,525] Trial 23 finished with value: 0.46152269174610555 and parameters: {'d_main': 192, 'd_hidden': 192, 'n_blocks': 5, 'dropout': 0.34429415752022674, 'lr': 0.0026196531142408963, 'weight_decay': 0.0012077808614528581, 'batch_size': 256}. Best is trial 2 with value: 0.4832850681063274. + +================================================================================ +Trial 23 완료 + Value (CSI): 0.461523 + Parameters: {'d_main': 192, 'd_hidden': 192, 'n_blocks': 5, 'dropout': 0.34429415752022674, 'lr': 0.0026196531142408963, 'weight_decay': 0.0012077808614528581, 'batch_size': 256} + Best Value (CSI): 0.483285 + Best Trial: 2 + Best Parameters: {'d_main': 192, 'd_hidden': 128, 'n_blocks': 5, 'dropout': 0.3184031589315668, 'lr': 0.00908394353608693, 'weight_decay': 0.005195807637314873, 'batch_size': 64} +================================================================================ + + Fold 1 - 클래스별 가중치: {0: 0.9429593495934959, 1: 0.8867278287461774, 2: 1.2318803636672615} (클래스별 샘플 수: {0: 20500, 1: 21800, 2: 15692}) +[I 2025-12-25 22:48:45,096] Trial 24 pruned. + +================================================================================ +Trial 24 완료 + Value (CSI): 0.357569 + Parameters: {'d_main': 224, 'd_hidden': 256, 'n_blocks': 4, 'dropout': 0.317729291448378, 'lr': 0.0012642392640698458, 'weight_decay': 0.004744950473102117, 'batch_size': 256} + Best Value (CSI): 0.483285 + Best Trial: 2 + Best Parameters: {'d_main': 192, 'd_hidden': 128, 'n_blocks': 5, 'dropout': 0.3184031589315668, 'lr': 0.00908394353608693, 'weight_decay': 0.005195807637314873, 'batch_size': 64} +================================================================================ + + Fold 1 - 클래스별 가중치: {0: 0.9429593495934959, 1: 0.8867278287461774, 2: 1.2318803636672615} (클래스별 샘플 수: {0: 20500, 1: 21800, 2: 15692}) +[I 2025-12-25 22:49:04,459] Trial 25 pruned. + +================================================================================ +Trial 25 완료 + Value (CSI): 0.347500 + Parameters: {'d_main': 160, 'd_hidden': 192, 'n_blocks': 5, 'dropout': 0.3941388199404078, 'lr': 0.005306849436722333, 'weight_decay': 0.0024501012977334985, 'batch_size': 64} + Best Value (CSI): 0.483285 + Best Trial: 2 + Best Parameters: {'d_main': 192, 'd_hidden': 128, 'n_blocks': 5, 'dropout': 0.3184031589315668, 'lr': 0.00908394353608693, 'weight_decay': 0.005195807637314873, 'batch_size': 64} +================================================================================ + + Fold 1 - 클래스별 가중치: {0: 0.9429593495934959, 1: 0.8867278287461774, 2: 1.2318803636672615} (클래스별 샘플 수: {0: 20500, 1: 21800, 2: 15692}) + Fold 2 - 클래스별 가중치: {0: 0.9440650406504065, 1: 0.8877675840978593, 2: 1.2280033840947546} (클래스별 샘플 수: {0: 20500, 1: 21800, 2: 15760}) + Fold 3 - 클래스별 가중치: {0: 0.9438048780487804, 1: 0.9041121495327102, 2: 1.1984638255698712} (클래스별 샘플 수: {0: 20500, 1: 21400, 2: 16144}) +[I 2025-12-25 22:50:25,248] Trial 26 finished with value: 0.46354769238393456 and parameters: {'d_main': 192, 'd_hidden': 128, 'n_blocks': 6, 'dropout': 0.36530496476049584, 'lr': 0.004301550316843092, 'weight_decay': 0.010891762518604346, 'batch_size': 128}. Best is trial 2 with value: 0.4832850681063274. + +================================================================================ +Trial 26 완료 + Value (CSI): 0.463548 + Parameters: {'d_main': 192, 'd_hidden': 128, 'n_blocks': 6, 'dropout': 0.36530496476049584, 'lr': 0.004301550316843092, 'weight_decay': 0.010891762518604346, 'batch_size': 128} + Best Value (CSI): 0.483285 + Best Trial: 2 + Best Parameters: {'d_main': 192, 'd_hidden': 128, 'n_blocks': 5, 'dropout': 0.3184031589315668, 'lr': 0.00908394353608693, 'weight_decay': 0.005195807637314873, 'batch_size': 64} +================================================================================ + + Fold 1 - 클래스별 가중치: {0: 0.9429593495934959, 1: 0.8867278287461774, 2: 1.2318803636672615} (클래스별 샘플 수: {0: 20500, 1: 21800, 2: 15692}) + Fold 2 - 클래스별 가중치: {0: 0.9440650406504065, 1: 0.8877675840978593, 2: 1.2280033840947546} (클래스별 샘플 수: {0: 20500, 1: 21800, 2: 15760}) + Fold 3 - 클래스별 가중치: {0: 0.9438048780487804, 1: 0.9041121495327102, 2: 1.1984638255698712} (클래스별 샘플 수: {0: 20500, 1: 21400, 2: 16144}) +[I 2025-12-25 22:51:55,375] Trial 27 finished with value: 0.4763354759206342 and parameters: {'d_main': 96, 'd_hidden': 128, 'n_blocks': 4, 'dropout': 0.36628641331682654, 'lr': 0.009339719796417296, 'weight_decay': 0.015259278594557491, 'batch_size': 128}. Best is trial 2 with value: 0.4832850681063274. + +================================================================================ +Trial 27 완료 + Value (CSI): 0.476335 + Parameters: {'d_main': 96, 'd_hidden': 128, 'n_blocks': 4, 'dropout': 0.36628641331682654, 'lr': 0.009339719796417296, 'weight_decay': 0.015259278594557491, 'batch_size': 128} + Best Value (CSI): 0.483285 + Best Trial: 2 + Best Parameters: {'d_main': 192, 'd_hidden': 128, 'n_blocks': 5, 'dropout': 0.3184031589315668, 'lr': 0.00908394353608693, 'weight_decay': 0.005195807637314873, 'batch_size': 64} +================================================================================ + + Fold 1 - 클래스별 가중치: {0: 0.9429593495934959, 1: 0.8867278287461774, 2: 1.2318803636672615} (클래스별 샘플 수: {0: 20500, 1: 21800, 2: 15692}) +[I 2025-12-25 22:52:05,385] Trial 28 pruned. + +================================================================================ +Trial 28 완료 + Value (CSI): 0.271028 + Parameters: {'d_main': 64, 'd_hidden': 128, 'n_blocks': 3, 'dropout': 0.36968901928401093, 'lr': 0.007777489527765142, 'weight_decay': 0.037300833162262674, 'batch_size': 128} + Best Value (CSI): 0.483285 + Best Trial: 2 + Best Parameters: {'d_main': 192, 'd_hidden': 128, 'n_blocks': 5, 'dropout': 0.3184031589315668, 'lr': 0.00908394353608693, 'weight_decay': 0.005195807637314873, 'batch_size': 64} +================================================================================ + + Fold 1 - 클래스별 가중치: {0: 0.9429593495934959, 1: 0.8867278287461774, 2: 1.2318803636672615} (클래스별 샘플 수: {0: 20500, 1: 21800, 2: 15692}) + Fold 2 - 클래스별 가중치: {0: 0.9440650406504065, 1: 0.8877675840978593, 2: 1.2280033840947546} (클래스별 샘플 수: {0: 20500, 1: 21800, 2: 15760}) + Fold 3 - 클래스별 가중치: {0: 0.9438048780487804, 1: 0.9041121495327102, 2: 1.1984638255698712} (클래스별 샘플 수: {0: 20500, 1: 21400, 2: 16144}) +[I 2025-12-25 22:53:31,766] Trial 29 finished with value: 0.4619882052837505 and parameters: {'d_main': 96, 'd_hidden': 128, 'n_blocks': 4, 'dropout': 0.39870152813014903, 'lr': 0.009527536002147115, 'weight_decay': 0.0009342753933426574, 'batch_size': 128}. Best is trial 2 with value: 0.4832850681063274. + +================================================================================ +Trial 29 완료 + Value (CSI): 0.461988 + Parameters: {'d_main': 96, 'd_hidden': 128, 'n_blocks': 4, 'dropout': 0.39870152813014903, 'lr': 0.009527536002147115, 'weight_decay': 0.0009342753933426574, 'batch_size': 128} + Best Value (CSI): 0.483285 + Best Trial: 2 + Best Parameters: {'d_main': 192, 'd_hidden': 128, 'n_blocks': 5, 'dropout': 0.3184031589315668, 'lr': 0.00908394353608693, 'weight_decay': 0.005195807637314873, 'batch_size': 64} +================================================================================ + + Fold 1 - 클래스별 가중치: {0: 0.9429593495934959, 1: 0.8867278287461774, 2: 1.2318803636672615} (클래스별 샘플 수: {0: 20500, 1: 21800, 2: 15692}) +[I 2025-12-25 22:53:48,522] Trial 30 pruned. + +================================================================================ +Trial 30 완료 + Value (CSI): 0.339576 + Parameters: {'d_main': 96, 'd_hidden': 64, 'n_blocks': 4, 'dropout': 0.352760459215956, 'lr': 0.0021457899903276558, 'weight_decay': 0.005016171330066203, 'batch_size': 128} + Best Value (CSI): 0.483285 + Best Trial: 2 + Best Parameters: {'d_main': 192, 'd_hidden': 128, 'n_blocks': 5, 'dropout': 0.3184031589315668, 'lr': 0.00908394353608693, 'weight_decay': 0.005195807637314873, 'batch_size': 64} +================================================================================ + + Fold 1 - 클래스별 가중치: {0: 0.9429593495934959, 1: 0.8867278287461774, 2: 1.2318803636672615} (클래스별 샘플 수: {0: 20500, 1: 21800, 2: 15692}) +[I 2025-12-25 22:54:00,637] Trial 31 pruned. + +================================================================================ +Trial 31 완료 + Value (CSI): 0.343001 + Parameters: {'d_main': 128, 'd_hidden': 128, 'n_blocks': 5, 'dropout': 0.38132903853031946, 'lr': 0.00393090055438325, 'weight_decay': 0.012353747865064593, 'batch_size': 128} + Best Value (CSI): 0.483285 + Best Trial: 2 + Best Parameters: {'d_main': 192, 'd_hidden': 128, 'n_blocks': 5, 'dropout': 0.3184031589315668, 'lr': 0.00908394353608693, 'weight_decay': 0.005195807637314873, 'batch_size': 64} +================================================================================ + + Fold 1 - 클래스별 가중치: {0: 0.9429593495934959, 1: 0.8867278287461774, 2: 1.2318803636672615} (클래스별 샘플 수: {0: 20500, 1: 21800, 2: 15692}) + Fold 2 - 클래스별 가중치: {0: 0.9440650406504065, 1: 0.8877675840978593, 2: 1.2280033840947546} (클래스별 샘플 수: {0: 20500, 1: 21800, 2: 15760}) + Fold 3 - 클래스별 가중치: {0: 0.9438048780487804, 1: 0.9041121495327102, 2: 1.1984638255698712} (클래스별 샘플 수: {0: 20500, 1: 21400, 2: 16144}) +[I 2025-12-25 22:55:03,762] Trial 32 finished with value: 0.4572021950070324 and parameters: {'d_main': 96, 'd_hidden': 128, 'n_blocks': 4, 'dropout': 0.366777294382283, 'lr': 0.006377225437427263, 'weight_decay': 0.011120970962374573, 'batch_size': 128}. Best is trial 2 with value: 0.4832850681063274. + +================================================================================ +Trial 32 완료 + Value (CSI): 0.457202 + Parameters: {'d_main': 96, 'd_hidden': 128, 'n_blocks': 4, 'dropout': 0.366777294382283, 'lr': 0.006377225437427263, 'weight_decay': 0.011120970962374573, 'batch_size': 128} + Best Value (CSI): 0.483285 + Best Trial: 2 + Best Parameters: {'d_main': 192, 'd_hidden': 128, 'n_blocks': 5, 'dropout': 0.3184031589315668, 'lr': 0.00908394353608693, 'weight_decay': 0.005195807637314873, 'batch_size': 64} +================================================================================ + + Fold 1 - 클래스별 가중치: {0: 0.9429593495934959, 1: 0.8867278287461774, 2: 1.2318803636672615} (클래스별 샘플 수: {0: 20500, 1: 21800, 2: 15692}) +[I 2025-12-25 22:55:16,675] Trial 33 pruned. + +================================================================================ +Trial 33 완료 + Value (CSI): 0.360494 + Parameters: {'d_main': 192, 'd_hidden': 128, 'n_blocks': 3, 'dropout': 0.33434358053781027, 'lr': 0.004461418942109357, 'weight_decay': 0.006784460113560662, 'batch_size': 128} + Best Value (CSI): 0.483285 + Best Trial: 2 + Best Parameters: {'d_main': 192, 'd_hidden': 128, 'n_blocks': 5, 'dropout': 0.3184031589315668, 'lr': 0.00908394353608693, 'weight_decay': 0.005195807637314873, 'batch_size': 64} +================================================================================ + + Fold 1 - 클래스별 가중치: {0: 0.9429593495934959, 1: 0.8867278287461774, 2: 1.2318803636672615} (클래스별 샘플 수: {0: 20500, 1: 21800, 2: 15692}) + Fold 2 - 클래스별 가중치: {0: 0.9440650406504065, 1: 0.8877675840978593, 2: 1.2280033840947546} (클래스별 샘플 수: {0: 20500, 1: 21800, 2: 15760}) + Fold 3 - 클래스별 가중치: {0: 0.9438048780487804, 1: 0.9041121495327102, 2: 1.1984638255698712} (클래스별 샘플 수: {0: 20500, 1: 21400, 2: 16144}) +[I 2025-12-25 22:56:48,494] Trial 34 finished with value: 0.4644290417231065 and parameters: {'d_main': 64, 'd_hidden': 128, 'n_blocks': 5, 'dropout': 0.3735571099790338, 'lr': 0.003011791421017191, 'weight_decay': 0.0038057823600348276, 'batch_size': 128}. Best is trial 2 with value: 0.4832850681063274. + +================================================================================ +Trial 34 완료 + Value (CSI): 0.464429 + Parameters: {'d_main': 64, 'd_hidden': 128, 'n_blocks': 5, 'dropout': 0.3735571099790338, 'lr': 0.003011791421017191, 'weight_decay': 0.0038057823600348276, 'batch_size': 128} + Best Value (CSI): 0.483285 + Best Trial: 2 + Best Parameters: {'d_main': 192, 'd_hidden': 128, 'n_blocks': 5, 'dropout': 0.3184031589315668, 'lr': 0.00908394353608693, 'weight_decay': 0.005195807637314873, 'batch_size': 64} +================================================================================ + + Fold 1 - 클래스별 가중치: {0: 0.9429593495934959, 1: 0.8867278287461774, 2: 1.2318803636672615} (클래스별 샘플 수: {0: 20500, 1: 21800, 2: 15692}) +[I 2025-12-25 22:57:26,228] Trial 35 pruned. + +================================================================================ +Trial 35 완료 + Value (CSI): 0.223013 + Parameters: {'d_main': 64, 'd_hidden': 192, 'n_blocks': 5, 'dropout': 0.34426565258489045, 'lr': 0.009986582264340087, 'weight_decay': 0.0032469985955951583, 'batch_size': 32} + Best Value (CSI): 0.483285 + Best Trial: 2 + Best Parameters: {'d_main': 192, 'd_hidden': 128, 'n_blocks': 5, 'dropout': 0.3184031589315668, 'lr': 0.00908394353608693, 'weight_decay': 0.005195807637314873, 'batch_size': 64} +================================================================================ + + Fold 1 - 클래스별 가중치: {0: 0.9429593495934959, 1: 0.8867278287461774, 2: 1.2318803636672615} (클래스별 샘플 수: {0: 20500, 1: 21800, 2: 15692}) + Fold 2 - 클래스별 가중치: {0: 0.9440650406504065, 1: 0.8877675840978593, 2: 1.2280033840947546} (클래스별 샘플 수: {0: 20500, 1: 21800, 2: 15760}) + Fold 3 - 클래스별 가중치: {0: 0.9438048780487804, 1: 0.9041121495327102, 2: 1.1984638255698712} (클래스별 샘플 수: {0: 20500, 1: 21400, 2: 16144}) +[I 2025-12-25 22:59:40,145] Trial 36 finished with value: 0.4639132985072327 and parameters: {'d_main': 64, 'd_hidden': 64, 'n_blocks': 4, 'dropout': 0.3211828540908625, 'lr': 0.0026204213264570046, 'weight_decay': 0.001938240829847954, 'batch_size': 64}. Best is trial 2 with value: 0.4832850681063274. + +================================================================================ +Trial 36 완료 + Value (CSI): 0.463913 + Parameters: {'d_main': 64, 'd_hidden': 64, 'n_blocks': 4, 'dropout': 0.3211828540908625, 'lr': 0.0026204213264570046, 'weight_decay': 0.001938240829847954, 'batch_size': 64} + Best Value (CSI): 0.483285 + Best Trial: 2 + Best Parameters: {'d_main': 192, 'd_hidden': 128, 'n_blocks': 5, 'dropout': 0.3184031589315668, 'lr': 0.00908394353608693, 'weight_decay': 0.005195807637314873, 'batch_size': 64} +================================================================================ + + Fold 1 - 클래스별 가중치: {0: 0.9429593495934959, 1: 0.8867278287461774, 2: 1.2318803636672615} (클래스별 샘플 수: {0: 20500, 1: 21800, 2: 15692}) + Fold 2 - 클래스별 가중치: {0: 0.9440650406504065, 1: 0.8877675840978593, 2: 1.2280033840947546} (클래스별 샘플 수: {0: 20500, 1: 21800, 2: 15760}) + Fold 3 - 클래스별 가중치: {0: 0.9438048780487804, 1: 0.9041121495327102, 2: 1.1984638255698712} (클래스별 샘플 수: {0: 20500, 1: 21400, 2: 16144}) +[I 2025-12-25 23:01:01,545] Trial 37 finished with value: 0.47373144078881024 and parameters: {'d_main': 96, 'd_hidden': 128, 'n_blocks': 5, 'dropout': 0.38190964257972215, 'lr': 0.005919744704054083, 'weight_decay': 0.00587910421633594, 'batch_size': 128}. Best is trial 2 with value: 0.4832850681063274. + +================================================================================ +Trial 37 완료 + Value (CSI): 0.473731 + Parameters: {'d_main': 96, 'd_hidden': 128, 'n_blocks': 5, 'dropout': 0.38190964257972215, 'lr': 0.005919744704054083, 'weight_decay': 0.00587910421633594, 'batch_size': 128} + Best Value (CSI): 0.483285 + Best Trial: 2 + Best Parameters: {'d_main': 192, 'd_hidden': 128, 'n_blocks': 5, 'dropout': 0.3184031589315668, 'lr': 0.00908394353608693, 'weight_decay': 0.005195807637314873, 'batch_size': 64} +================================================================================ + + Fold 1 - 클래스별 가중치: {0: 0.9429593495934959, 1: 0.8867278287461774, 2: 1.2318803636672615} (클래스별 샘플 수: {0: 20500, 1: 21800, 2: 15692}) + Fold 2 - 클래스별 가중치: {0: 0.9440650406504065, 1: 0.8877675840978593, 2: 1.2280033840947546} (클래스별 샘플 수: {0: 20500, 1: 21800, 2: 15760}) + Fold 3 - 클래스별 가중치: {0: 0.9438048780487804, 1: 0.9041121495327102, 2: 1.1984638255698712} (클래스별 샘플 수: {0: 20500, 1: 21400, 2: 16144}) +[I 2025-12-25 23:03:25,221] Trial 38 finished with value: 0.47021249124259645 and parameters: {'d_main': 96, 'd_hidden': 128, 'n_blocks': 2, 'dropout': 0.3978868128232501, 'lr': 0.00658770674575674, 'weight_decay': 0.02177455515477852, 'batch_size': 64}. Best is trial 2 with value: 0.4832850681063274. + +================================================================================ +Trial 38 완료 + Value (CSI): 0.470212 + Parameters: {'d_main': 96, 'd_hidden': 128, 'n_blocks': 2, 'dropout': 0.3978868128232501, 'lr': 0.00658770674575674, 'weight_decay': 0.02177455515477852, 'batch_size': 64} + Best Value (CSI): 0.483285 + Best Trial: 2 + Best Parameters: {'d_main': 192, 'd_hidden': 128, 'n_blocks': 5, 'dropout': 0.3184031589315668, 'lr': 0.00908394353608693, 'weight_decay': 0.005195807637314873, 'batch_size': 64} +================================================================================ + + Fold 1 - 클래스별 가중치: {0: 0.9429593495934959, 1: 0.8867278287461774, 2: 1.2318803636672615} (클래스별 샘플 수: {0: 20500, 1: 21800, 2: 15692}) +[I 2025-12-25 23:04:01,433] Trial 39 pruned. + +================================================================================ +Trial 39 완료 + Value (CSI): 0.324353 + Parameters: {'d_main': 128, 'd_hidden': 128, 'n_blocks': 4, 'dropout': 0.35846075390041665, 'lr': 0.006770136651049132, 'weight_decay': 0.006123847802988946, 'batch_size': 32} + Best Value (CSI): 0.483285 + Best Trial: 2 + Best Parameters: {'d_main': 192, 'd_hidden': 128, 'n_blocks': 5, 'dropout': 0.3184031589315668, 'lr': 0.00908394353608693, 'weight_decay': 0.005195807637314873, 'batch_size': 64} +================================================================================ + + Fold 1 - 클래스별 가중치: {0: 0.9429593495934959, 1: 0.8867278287461774, 2: 1.2318803636672615} (클래스별 샘플 수: {0: 20500, 1: 21800, 2: 15692}) +[I 2025-12-25 23:04:29,009] Trial 40 pruned. + +================================================================================ +Trial 40 완료 + Value (CSI): 0.373536 + Parameters: {'d_main': 128, 'd_hidden': 192, 'n_blocks': 3, 'dropout': 0.3810640500274266, 'lr': 0.0006742690891153435, 'weight_decay': 0.015862860392165647, 'batch_size': 64} + Best Value (CSI): 0.483285 + Best Trial: 2 + Best Parameters: {'d_main': 192, 'd_hidden': 128, 'n_blocks': 5, 'dropout': 0.3184031589315668, 'lr': 0.00908394353608693, 'weight_decay': 0.005195807637314873, 'batch_size': 64} +================================================================================ + + Fold 1 - 클래스별 가중치: {0: 0.9429593495934959, 1: 0.8867278287461774, 2: 1.2318803636672615} (클래스별 샘플 수: {0: 20500, 1: 21800, 2: 15692}) + Fold 2 - 클래스별 가중치: {0: 0.9440650406504065, 1: 0.8877675840978593, 2: 1.2280033840947546} (클래스별 샘플 수: {0: 20500, 1: 21800, 2: 15760}) + Fold 3 - 클래스별 가중치: {0: 0.9438048780487804, 1: 0.9041121495327102, 2: 1.1984638255698712} (클래스별 샘플 수: {0: 20500, 1: 21400, 2: 16144}) +[I 2025-12-25 23:06:31,538] Trial 41 finished with value: 0.4656580313645577 and parameters: {'d_main': 96, 'd_hidden': 128, 'n_blocks': 2, 'dropout': 0.3981208758027062, 'lr': 0.006694479310270003, 'weight_decay': 0.019126848493060813, 'batch_size': 64}. Best is trial 2 with value: 0.4832850681063274. + +================================================================================ +Trial 41 완료 + Value (CSI): 0.465658 + Parameters: {'d_main': 96, 'd_hidden': 128, 'n_blocks': 2, 'dropout': 0.3981208758027062, 'lr': 0.006694479310270003, 'weight_decay': 0.019126848493060813, 'batch_size': 64} + Best Value (CSI): 0.483285 + Best Trial: 2 + Best Parameters: {'d_main': 192, 'd_hidden': 128, 'n_blocks': 5, 'dropout': 0.3184031589315668, 'lr': 0.00908394353608693, 'weight_decay': 0.005195807637314873, 'batch_size': 64} +================================================================================ + + Fold 1 - 클래스별 가중치: {0: 0.9429593495934959, 1: 0.8867278287461774, 2: 1.2318803636672615} (클래스별 샘플 수: {0: 20500, 1: 21800, 2: 15692}) +[I 2025-12-25 23:06:56,785] Trial 42 pruned. + +================================================================================ +Trial 42 완료 + Value (CSI): 0.323810 + Parameters: {'d_main': 96, 'd_hidden': 128, 'n_blocks': 2, 'dropout': 0.3783770341662833, 'lr': 0.0043431001487228334, 'weight_decay': 0.03136625934126597, 'batch_size': 64} + Best Value (CSI): 0.483285 + Best Trial: 2 + Best Parameters: {'d_main': 192, 'd_hidden': 128, 'n_blocks': 5, 'dropout': 0.3184031589315668, 'lr': 0.00908394353608693, 'weight_decay': 0.005195807637314873, 'batch_size': 64} +================================================================================ + + Fold 1 - 클래스별 가중치: {0: 0.9429593495934959, 1: 0.8867278287461774, 2: 1.2318803636672615} (클래스별 샘플 수: {0: 20500, 1: 21800, 2: 15692}) +[I 2025-12-25 23:07:22,890] Trial 43 pruned. + +================================================================================ +Trial 43 완료 + Value (CSI): 0.332889 + Parameters: {'d_main': 96, 'd_hidden': 128, 'n_blocks': 2, 'dropout': 0.34898520498150337, 'lr': 0.0063337501378291205, 'weight_decay': 0.021831553254289832, 'batch_size': 64} + Best Value (CSI): 0.483285 + Best Trial: 2 + Best Parameters: {'d_main': 192, 'd_hidden': 128, 'n_blocks': 5, 'dropout': 0.3184031589315668, 'lr': 0.00908394353608693, 'weight_decay': 0.005195807637314873, 'batch_size': 64} +================================================================================ + + Fold 1 - 클래스별 가중치: {0: 0.9429593495934959, 1: 0.8867278287461774, 2: 1.2318803636672615} (클래스별 샘플 수: {0: 20500, 1: 21800, 2: 15692}) + Fold 2 - 클래스별 가중치: {0: 0.9440650406504065, 1: 0.8877675840978593, 2: 1.2280033840947546} (클래스별 샘플 수: {0: 20500, 1: 21800, 2: 15760}) + Fold 3 - 클래스별 가중치: {0: 0.9438048780487804, 1: 0.9041121495327102, 2: 1.1984638255698712} (클래스별 샘플 수: {0: 20500, 1: 21400, 2: 16144}) +[I 2025-12-25 23:10:08,116] Trial 44 finished with value: 0.4665117600046857 and parameters: {'d_main': 96, 'd_hidden': 128, 'n_blocks': 5, 'dropout': 0.3383766980998423, 'lr': 0.007852289710540488, 'weight_decay': 0.012795706280567063, 'batch_size': 64}. Best is trial 2 with value: 0.4832850681063274. + +================================================================================ +Trial 44 완료 + Value (CSI): 0.466512 + Parameters: {'d_main': 96, 'd_hidden': 128, 'n_blocks': 5, 'dropout': 0.3383766980998423, 'lr': 0.007852289710540488, 'weight_decay': 0.012795706280567063, 'batch_size': 64} + Best Value (CSI): 0.483285 + Best Trial: 2 + Best Parameters: {'d_main': 192, 'd_hidden': 128, 'n_blocks': 5, 'dropout': 0.3184031589315668, 'lr': 0.00908394353608693, 'weight_decay': 0.005195807637314873, 'batch_size': 64} +================================================================================ + + Fold 1 - 클래스별 가중치: {0: 0.9429593495934959, 1: 0.8867278287461774, 2: 1.2318803636672615} (클래스별 샘플 수: {0: 20500, 1: 21800, 2: 15692}) +[I 2025-12-25 23:10:34,878] Trial 45 pruned. + +================================================================================ +Trial 45 완료 + Value (CSI): 0.345616 + Parameters: {'d_main': 128, 'd_hidden': 64, 'n_blocks': 3, 'dropout': 0.3882820272494991, 'lr': 0.0035247635520507226, 'weight_decay': 0.006410367279124853, 'batch_size': 64} + Best Value (CSI): 0.483285 + Best Trial: 2 + Best Parameters: {'d_main': 192, 'd_hidden': 128, 'n_blocks': 5, 'dropout': 0.3184031589315668, 'lr': 0.00908394353608693, 'weight_decay': 0.005195807637314873, 'batch_size': 64} +================================================================================ + + Fold 1 - 클래스별 가중치: {0: 0.9429593495934959, 1: 0.8867278287461774, 2: 1.2318803636672615} (클래스별 샘플 수: {0: 20500, 1: 21800, 2: 15692}) +[I 2025-12-25 23:10:50,852] Trial 46 pruned. + +================================================================================ +Trial 46 완료 + Value (CSI): 0.384431 + Parameters: {'d_main': 96, 'd_hidden': 128, 'n_blocks': 4, 'dropout': 0.33111005629953494, 'lr': 0.005045059420725095, 'weight_decay': 0.025862282204055672, 'batch_size': 128} + Best Value (CSI): 0.483285 + Best Trial: 2 + Best Parameters: {'d_main': 192, 'd_hidden': 128, 'n_blocks': 5, 'dropout': 0.3184031589315668, 'lr': 0.00908394353608693, 'weight_decay': 0.005195807637314873, 'batch_size': 64} +================================================================================ + + Fold 1 - 클래스별 가중치: {0: 0.9429593495934959, 1: 0.8867278287461774, 2: 1.2318803636672615} (클래스별 샘플 수: {0: 20500, 1: 21800, 2: 15692}) +[I 2025-12-25 23:11:27,991] Trial 47 pruned. + +================================================================================ +Trial 47 완료 + Value (CSI): 0.266791 + Parameters: {'d_main': 160, 'd_hidden': 192, 'n_blocks': 5, 'dropout': 0.35682885403615, 'lr': 0.009787646180378253, 'weight_decay': 0.016225044749668637, 'batch_size': 32} + Best Value (CSI): 0.483285 + Best Trial: 2 + Best Parameters: {'d_main': 192, 'd_hidden': 128, 'n_blocks': 5, 'dropout': 0.3184031589315668, 'lr': 0.00908394353608693, 'weight_decay': 0.005195807637314873, 'batch_size': 64} +================================================================================ + + Fold 1 - 클래스별 가중치: {0: 0.9429593495934959, 1: 0.8867278287461774, 2: 1.2318803636672615} (클래스별 샘플 수: {0: 20500, 1: 21800, 2: 15692}) + Fold 2 - 클래스별 가중치: {0: 0.9440650406504065, 1: 0.8877675840978593, 2: 1.2280033840947546} (클래스별 샘플 수: {0: 20500, 1: 21800, 2: 15760}) + Fold 3 - 클래스별 가중치: {0: 0.9438048780487804, 1: 0.9041121495327102, 2: 1.1984638255698712} (클래스별 샘플 수: {0: 20500, 1: 21400, 2: 16144}) +[I 2025-12-25 23:14:38,282] Trial 48 finished with value: 0.4563438542159066 and parameters: {'d_main': 128, 'd_hidden': 128, 'n_blocks': 6, 'dropout': 0.3710330570584067, 'lr': 0.0012604974616036385, 'weight_decay': 0.04320465339749285, 'batch_size': 64}. Best is trial 2 with value: 0.4832850681063274. + +================================================================================ +Trial 48 완료 + Value (CSI): 0.456344 + Parameters: {'d_main': 128, 'd_hidden': 128, 'n_blocks': 6, 'dropout': 0.3710330570584067, 'lr': 0.0012604974616036385, 'weight_decay': 0.04320465339749285, 'batch_size': 64} + Best Value (CSI): 0.483285 + Best Trial: 2 + Best Parameters: {'d_main': 192, 'd_hidden': 128, 'n_blocks': 5, 'dropout': 0.3184031589315668, 'lr': 0.00908394353608693, 'weight_decay': 0.005195807637314873, 'batch_size': 64} +================================================================================ + + Fold 1 - 클래스별 가중치: {0: 0.9429593495934959, 1: 0.8867278287461774, 2: 1.2318803636672615} (클래스별 샘플 수: {0: 20500, 1: 21800, 2: 15692}) + Fold 2 - 클래스별 가중치: {0: 0.9440650406504065, 1: 0.8877675840978593, 2: 1.2280033840947546} (클래스별 샘플 수: {0: 20500, 1: 21800, 2: 15760}) + Fold 3 - 클래스별 가중치: {0: 0.9438048780487804, 1: 0.9041121495327102, 2: 1.1984638255698712} (클래스별 샘플 수: {0: 20500, 1: 21400, 2: 16144}) +[I 2025-12-25 23:16:06,987] Trial 49 finished with value: 0.4773549731338256 and parameters: {'d_main': 64, 'd_hidden': 64, 'n_blocks': 5, 'dropout': 0.38711196363843936, 'lr': 0.007262066409069914, 'weight_decay': 0.04972496383809627, 'batch_size': 128}. Best is trial 2 with value: 0.4832850681063274. + +================================================================================ +Trial 49 완료 + Value (CSI): 0.477355 + Parameters: {'d_main': 64, 'd_hidden': 64, 'n_blocks': 5, 'dropout': 0.38711196363843936, 'lr': 0.007262066409069914, 'weight_decay': 0.04972496383809627, 'batch_size': 128} + Best Value (CSI): 0.483285 + Best Trial: 2 + Best Parameters: {'d_main': 192, 'd_hidden': 128, 'n_blocks': 5, 'dropout': 0.3184031589315668, 'lr': 0.00908394353608693, 'weight_decay': 0.005195807637314873, 'batch_size': 64} +================================================================================ + + Fold 1 - 클래스별 가중치: {0: 0.9429593495934959, 1: 0.8867278287461774, 2: 1.2318803636672615} (클래스별 샘플 수: {0: 20500, 1: 21800, 2: 15692}) +[I 2025-12-25 23:16:23,265] Trial 50 pruned. + +================================================================================ +Trial 50 완료 + Value (CSI): 0.348168 + Parameters: {'d_main': 64, 'd_hidden': 64, 'n_blocks': 5, 'dropout': 0.3858111512386037, 'lr': 0.0035612870727074466, 'weight_decay': 0.04786149768006714, 'batch_size': 128} + Best Value (CSI): 0.483285 + Best Trial: 2 + Best Parameters: {'d_main': 192, 'd_hidden': 128, 'n_blocks': 5, 'dropout': 0.3184031589315668, 'lr': 0.00908394353608693, 'weight_decay': 0.005195807637314873, 'batch_size': 64} +================================================================================ + + Fold 1 - 클래스별 가중치: {0: 0.9429593495934959, 1: 0.8867278287461774, 2: 1.2318803636672615} (클래스별 샘플 수: {0: 20500, 1: 21800, 2: 15692}) +[I 2025-12-25 23:16:39,974] Trial 51 pruned. + +================================================================================ +Trial 51 완료 + Value (CSI): 0.358612 + Parameters: {'d_main': 64, 'd_hidden': 64, 'n_blocks': 5, 'dropout': 0.39406056514955823, 'lr': 0.007234862223556834, 'weight_decay': 0.08235827642267513, 'batch_size': 128} + Best Value (CSI): 0.483285 + Best Trial: 2 + Best Parameters: {'d_main': 192, 'd_hidden': 128, 'n_blocks': 5, 'dropout': 0.3184031589315668, 'lr': 0.00908394353608693, 'weight_decay': 0.005195807637314873, 'batch_size': 64} +================================================================================ + + Fold 1 - 클래스별 가중치: {0: 0.9429593495934959, 1: 0.8867278287461774, 2: 1.2318803636672615} (클래스별 샘플 수: {0: 20500, 1: 21800, 2: 15692}) +[I 2025-12-25 23:16:56,899] Trial 52 pruned. + +================================================================================ +Trial 52 완료 + Value (CSI): 0.375309 + Parameters: {'d_main': 96, 'd_hidden': 64, 'n_blocks': 5, 'dropout': 0.3632830769082415, 'lr': 0.005820155647848395, 'weight_decay': 0.05770847719352885, 'batch_size': 128} + Best Value (CSI): 0.483285 + Best Trial: 2 + Best Parameters: {'d_main': 192, 'd_hidden': 128, 'n_blocks': 5, 'dropout': 0.3184031589315668, 'lr': 0.00908394353608693, 'weight_decay': 0.005195807637314873, 'batch_size': 64} +================================================================================ + + Fold 1 - 클래스별 가중치: {0: 0.9429593495934959, 1: 0.8867278287461774, 2: 1.2318803636672615} (클래스별 샘플 수: {0: 20500, 1: 21800, 2: 15692}) + Fold 2 - 클래스별 가중치: {0: 0.9440650406504065, 1: 0.8877675840978593, 2: 1.2280033840947546} (클래스별 샘플 수: {0: 20500, 1: 21800, 2: 15760}) + Fold 3 - 클래스별 가중치: {0: 0.9438048780487804, 1: 0.9041121495327102, 2: 1.1984638255698712} (클래스별 샘플 수: {0: 20500, 1: 21400, 2: 16144}) +[I 2025-12-25 23:17:57,607] Trial 53 finished with value: 0.4754556034362705 and parameters: {'d_main': 64, 'd_hidden': 128, 'n_blocks': 4, 'dropout': 0.39834704273126204, 'lr': 0.007924421840144552, 'weight_decay': 0.02402252926556552, 'batch_size': 128}. Best is trial 2 with value: 0.4832850681063274. + +================================================================================ +Trial 53 완료 + Value (CSI): 0.475456 + Parameters: {'d_main': 64, 'd_hidden': 128, 'n_blocks': 4, 'dropout': 0.39834704273126204, 'lr': 0.007924421840144552, 'weight_decay': 0.02402252926556552, 'batch_size': 128} + Best Value (CSI): 0.483285 + Best Trial: 2 + Best Parameters: {'d_main': 192, 'd_hidden': 128, 'n_blocks': 5, 'dropout': 0.3184031589315668, 'lr': 0.00908394353608693, 'weight_decay': 0.005195807637314873, 'batch_size': 64} +================================================================================ + + Fold 1 - 클래스별 가중치: {0: 0.9429593495934959, 1: 0.8867278287461774, 2: 1.2318803636672615} (클래스별 샘플 수: {0: 20500, 1: 21800, 2: 15692}) +[I 2025-12-25 23:18:13,386] Trial 54 pruned. + +================================================================================ +Trial 54 완료 + Value (CSI): 0.329502 + Parameters: {'d_main': 64, 'd_hidden': 192, 'n_blocks': 4, 'dropout': 0.3758321489359507, 'lr': 0.008079322743907671, 'weight_decay': 0.027579971716862512, 'batch_size': 128} + Best Value (CSI): 0.483285 + Best Trial: 2 + Best Parameters: {'d_main': 192, 'd_hidden': 128, 'n_blocks': 5, 'dropout': 0.3184031589315668, 'lr': 0.00908394353608693, 'weight_decay': 0.005195807637314873, 'batch_size': 64} +================================================================================ + + Fold 1 - 클래스별 가중치: {0: 0.9429593495934959, 1: 0.8867278287461774, 2: 1.2318803636672615} (클래스별 샘플 수: {0: 20500, 1: 21800, 2: 15692}) +[I 2025-12-25 23:18:27,685] Trial 55 pruned. + +================================================================================ +Trial 55 완료 + Value (CSI): 0.349105 + Parameters: {'d_main': 64, 'd_hidden': 128, 'n_blocks': 4, 'dropout': 0.3533508379987766, 'lr': 0.0042702306918374995, 'weight_decay': 0.060241627385951714, 'batch_size': 128} + Best Value (CSI): 0.483285 + Best Trial: 2 + Best Parameters: {'d_main': 192, 'd_hidden': 128, 'n_blocks': 5, 'dropout': 0.3184031589315668, 'lr': 0.00908394353608693, 'weight_decay': 0.005195807637314873, 'batch_size': 64} +================================================================================ + + Fold 1 - 클래스별 가중치: {0: 0.9429593495934959, 1: 0.8867278287461774, 2: 1.2318803636672615} (클래스별 샘플 수: {0: 20500, 1: 21800, 2: 15692}) +[I 2025-12-25 23:18:38,325] Trial 56 pruned. + +================================================================================ +Trial 56 완료 + Value (CSI): 0.313850 + Parameters: {'d_main': 64, 'd_hidden': 64, 'n_blocks': 4, 'dropout': 0.3853512946509898, 'lr': 0.0025968322426770177, 'weight_decay': 0.032172857786145356, 'batch_size': 256} + Best Value (CSI): 0.483285 + Best Trial: 2 + Best Parameters: {'d_main': 192, 'd_hidden': 128, 'n_blocks': 5, 'dropout': 0.3184031589315668, 'lr': 0.00908394353608693, 'weight_decay': 0.005195807637314873, 'batch_size': 64} +================================================================================ + + Fold 1 - 클래스별 가중치: {0: 0.9429593495934959, 1: 0.8867278287461774, 2: 1.2318803636672615} (클래스별 샘플 수: {0: 20500, 1: 21800, 2: 15692}) +[I 2025-12-25 23:18:56,074] Trial 57 pruned. + +================================================================================ +Trial 57 완료 + Value (CSI): 0.329936 + Parameters: {'d_main': 224, 'd_hidden': 192, 'n_blocks': 5, 'dropout': 0.32858461241902387, 'lr': 0.005183914418428007, 'weight_decay': 0.008855669122951128, 'batch_size': 128} + Best Value (CSI): 0.483285 + Best Trial: 2 + Best Parameters: {'d_main': 192, 'd_hidden': 128, 'n_blocks': 5, 'dropout': 0.3184031589315668, 'lr': 0.00908394353608693, 'weight_decay': 0.005195807637314873, 'batch_size': 64} +================================================================================ + + Fold 1 - 클래스별 가중치: {0: 0.9429593495934959, 1: 0.8867278287461774, 2: 1.2318803636672615} (클래스별 샘플 수: {0: 20500, 1: 21800, 2: 15692}) + Fold 2 - 클래스별 가중치: {0: 0.9440650406504065, 1: 0.8877675840978593, 2: 1.2280033840947546} (클래스별 샘플 수: {0: 20500, 1: 21800, 2: 15760}) + Fold 3 - 클래스별 가중치: {0: 0.9438048780487804, 1: 0.9041121495327102, 2: 1.1984638255698712} (클래스별 샘플 수: {0: 20500, 1: 21400, 2: 16144}) +[I 2025-12-25 23:20:12,665] Trial 58 finished with value: 0.4814271786552286 and parameters: {'d_main': 64, 'd_hidden': 128, 'n_blocks': 4, 'dropout': 0.30948560445510426, 'lr': 0.009970385564610116, 'weight_decay': 0.013887119168940188, 'batch_size': 128}. Best is trial 2 with value: 0.4832850681063274. + +================================================================================ +Trial 58 완료 + Value (CSI): 0.481427 + Parameters: {'d_main': 64, 'd_hidden': 128, 'n_blocks': 4, 'dropout': 0.30948560445510426, 'lr': 0.009970385564610116, 'weight_decay': 0.013887119168940188, 'batch_size': 128} + Best Value (CSI): 0.483285 + Best Trial: 2 + Best Parameters: {'d_main': 192, 'd_hidden': 128, 'n_blocks': 5, 'dropout': 0.3184031589315668, 'lr': 0.00908394353608693, 'weight_decay': 0.005195807637314873, 'batch_size': 64} +================================================================================ + + Fold 1 - 클래스별 가중치: {0: 0.9429593495934959, 1: 0.8867278287461774, 2: 1.2318803636672615} (클래스별 샘플 수: {0: 20500, 1: 21800, 2: 15692}) +[I 2025-12-25 23:20:23,277] Trial 59 pruned. + +================================================================================ +Trial 59 완료 + Value (CSI): 0.334586 + Parameters: {'d_main': 64, 'd_hidden': 256, 'n_blocks': 4, 'dropout': 0.3086343099289128, 'lr': 0.009793571447098469, 'weight_decay': 0.09712343862421366, 'batch_size': 256} + Best Value (CSI): 0.483285 + Best Trial: 2 + Best Parameters: {'d_main': 192, 'd_hidden': 128, 'n_blocks': 5, 'dropout': 0.3184031589315668, 'lr': 0.00908394353608693, 'weight_decay': 0.005195807637314873, 'batch_size': 64} +================================================================================ + + Fold 1 - 클래스별 가중치: {0: 0.9429593495934959, 1: 0.8867278287461774, 2: 1.2318803636672615} (클래스별 샘플 수: {0: 20500, 1: 21800, 2: 15692}) +[I 2025-12-25 23:20:39,172] Trial 60 pruned. + +================================================================================ +Trial 60 완료 + Value (CSI): 0.363218 + Parameters: {'d_main': 224, 'd_hidden': 64, 'n_blocks': 4, 'dropout': 0.32482956953765735, 'lr': 0.00802582984966101, 'weight_decay': 0.014782189794453789, 'batch_size': 128} + Best Value (CSI): 0.483285 + Best Trial: 2 + Best Parameters: {'d_main': 192, 'd_hidden': 128, 'n_blocks': 5, 'dropout': 0.3184031589315668, 'lr': 0.00908394353608693, 'weight_decay': 0.005195807637314873, 'batch_size': 64} +================================================================================ + + Fold 1 - 클래스별 가중치: {0: 0.9429593495934959, 1: 0.8867278287461774, 2: 1.2318803636672615} (클래스별 샘플 수: {0: 20500, 1: 21800, 2: 15692}) +[I 2025-12-25 23:20:53,166] Trial 61 pruned. + +================================================================================ +Trial 61 완료 + Value (CSI): 0.347607 + Parameters: {'d_main': 64, 'd_hidden': 128, 'n_blocks': 4, 'dropout': 0.34338505821613385, 'lr': 0.0055458452598045865, 'weight_decay': 0.019702223539195412, 'batch_size': 128} + Best Value (CSI): 0.483285 + Best Trial: 2 + Best Parameters: {'d_main': 192, 'd_hidden': 128, 'n_blocks': 5, 'dropout': 0.3184031589315668, 'lr': 0.00908394353608693, 'weight_decay': 0.005195807637314873, 'batch_size': 64} +================================================================================ + + Fold 1 - 클래스별 가중치: {0: 0.9429593495934959, 1: 0.8867278287461774, 2: 1.2318803636672615} (클래스별 샘플 수: {0: 20500, 1: 21800, 2: 15692}) +[I 2025-12-25 23:21:09,305] Trial 62 pruned. + +================================================================================ +Trial 62 완료 + Value (CSI): 0.383275 + Parameters: {'d_main': 64, 'd_hidden': 128, 'n_blocks': 4, 'dropout': 0.28090582673994446, 'lr': 0.008082100426959142, 'weight_decay': 0.010516745296717181, 'batch_size': 128} + Best Value (CSI): 0.483285 + Best Trial: 2 + Best Parameters: {'d_main': 192, 'd_hidden': 128, 'n_blocks': 5, 'dropout': 0.3184031589315668, 'lr': 0.00908394353608693, 'weight_decay': 0.005195807637314873, 'batch_size': 64} +================================================================================ + + Fold 1 - 클래스별 가중치: {0: 0.9429593495934959, 1: 0.8867278287461774, 2: 1.2318803636672615} (클래스별 샘플 수: {0: 20500, 1: 21800, 2: 15692}) + Fold 2 - 클래스별 가중치: {0: 0.9440650406504065, 1: 0.8877675840978593, 2: 1.2280033840947546} (클래스별 샘플 수: {0: 20500, 1: 21800, 2: 15760}) + Fold 3 - 클래스별 가중치: {0: 0.9438048780487804, 1: 0.9041121495327102, 2: 1.1984638255698712} (클래스별 샘플 수: {0: 20500, 1: 21400, 2: 16144}) +[I 2025-12-25 23:22:30,629] Trial 63 finished with value: 0.46435118648017415 and parameters: {'d_main': 160, 'd_hidden': 128, 'n_blocks': 4, 'dropout': 0.3655885292214273, 'lr': 0.0038325042950142774, 'weight_decay': 0.007658490402361315, 'batch_size': 128}. Best is trial 2 with value: 0.4832850681063274. + +================================================================================ +Trial 63 완료 + Value (CSI): 0.464351 + Parameters: {'d_main': 160, 'd_hidden': 128, 'n_blocks': 4, 'dropout': 0.3655885292214273, 'lr': 0.0038325042950142774, 'weight_decay': 0.007658490402361315, 'batch_size': 128} + Best Value (CSI): 0.483285 + Best Trial: 2 + Best Parameters: {'d_main': 192, 'd_hidden': 128, 'n_blocks': 5, 'dropout': 0.3184031589315668, 'lr': 0.00908394353608693, 'weight_decay': 0.005195807637314873, 'batch_size': 64} +================================================================================ + + Fold 1 - 클래스별 가중치: {0: 0.9429593495934959, 1: 0.8867278287461774, 2: 1.2318803636672615} (클래스별 샘플 수: {0: 20500, 1: 21800, 2: 15692}) +[I 2025-12-25 23:22:47,102] Trial 64 pruned. + +================================================================================ +Trial 64 완료 + Value (CSI): 0.363073 + Parameters: {'d_main': 64, 'd_hidden': 128, 'n_blocks': 4, 'dropout': 0.3394163211556534, 'lr': 0.005322155248779461, 'weight_decay': 0.004830084699129099, 'batch_size': 128} + Best Value (CSI): 0.483285 + Best Trial: 2 + Best Parameters: {'d_main': 192, 'd_hidden': 128, 'n_blocks': 5, 'dropout': 0.3184031589315668, 'lr': 0.00908394353608693, 'weight_decay': 0.005195807637314873, 'batch_size': 64} +================================================================================ + + Fold 1 - 클래스별 가중치: {0: 0.9429593495934959, 1: 0.8867278287461774, 2: 1.2318803636672615} (클래스별 샘플 수: {0: 20500, 1: 21800, 2: 15692}) +[I 2025-12-25 23:22:59,239] Trial 65 pruned. + +================================================================================ +Trial 65 완료 + Value (CSI): 0.336306 + Parameters: {'d_main': 192, 'd_hidden': 128, 'n_blocks': 6, 'dropout': 0.3062555620062305, 'lr': 0.007517754971596113, 'weight_decay': 0.01361337878801424, 'batch_size': 256} + Best Value (CSI): 0.483285 + Best Trial: 2 + Best Parameters: {'d_main': 192, 'd_hidden': 128, 'n_blocks': 5, 'dropout': 0.3184031589315668, 'lr': 0.00908394353608693, 'weight_decay': 0.005195807637314873, 'batch_size': 64} +================================================================================ + + Fold 1 - 클래스별 가중치: {0: 0.9429593495934959, 1: 0.8867278287461774, 2: 1.2318803636672615} (클래스별 샘플 수: {0: 20500, 1: 21800, 2: 15692}) +[I 2025-12-25 23:23:14,658] Trial 66 pruned. + +================================================================================ +Trial 66 완료 + Value (CSI): 0.319629 + Parameters: {'d_main': 96, 'd_hidden': 128, 'n_blocks': 5, 'dropout': 0.37309470978775383, 'lr': 0.009761755892159208, 'weight_decay': 0.02592825284344551, 'batch_size': 128} + Best Value (CSI): 0.483285 + Best Trial: 2 + Best Parameters: {'d_main': 192, 'd_hidden': 128, 'n_blocks': 5, 'dropout': 0.3184031589315668, 'lr': 0.00908394353608693, 'weight_decay': 0.005195807637314873, 'batch_size': 64} +================================================================================ + + Fold 1 - 클래스별 가중치: {0: 0.9429593495934959, 1: 0.8867278287461774, 2: 1.2318803636672615} (클래스별 샘플 수: {0: 20500, 1: 21800, 2: 15692}) + Fold 2 - 클래스별 가중치: {0: 0.9440650406504065, 1: 0.8877675840978593, 2: 1.2280033840947546} (클래스별 샘플 수: {0: 20500, 1: 21800, 2: 15760}) + Fold 3 - 클래스별 가중치: {0: 0.9438048780487804, 1: 0.9041121495327102, 2: 1.1984638255698712} (클래스별 샘플 수: {0: 20500, 1: 21400, 2: 16144}) +[I 2025-12-25 23:24:47,617] Trial 67 finished with value: 0.46534020382452906 and parameters: {'d_main': 64, 'd_hidden': 128, 'n_blocks': 5, 'dropout': 0.3598614822213377, 'lr': 0.004575031218885208, 'weight_decay': 0.009972131898757152, 'batch_size': 128}. Best is trial 2 with value: 0.4832850681063274. + +================================================================================ +Trial 67 완료 + Value (CSI): 0.465340 + Parameters: {'d_main': 64, 'd_hidden': 128, 'n_blocks': 5, 'dropout': 0.3598614822213377, 'lr': 0.004575031218885208, 'weight_decay': 0.009972131898757152, 'batch_size': 128} + Best Value (CSI): 0.483285 + Best Trial: 2 + Best Parameters: {'d_main': 192, 'd_hidden': 128, 'n_blocks': 5, 'dropout': 0.3184031589315668, 'lr': 0.00908394353608693, 'weight_decay': 0.005195807637314873, 'batch_size': 64} +================================================================================ + + Fold 1 - 클래스별 가중치: {0: 0.9429593495934959, 1: 0.8867278287461774, 2: 1.2318803636672615} (클래스별 샘플 수: {0: 20500, 1: 21800, 2: 15692}) + Fold 2 - 클래스별 가중치: {0: 0.9440650406504065, 1: 0.8877675840978593, 2: 1.2280033840947546} (클래스별 샘플 수: {0: 20500, 1: 21800, 2: 15760}) + Fold 3 - 클래스별 가중치: {0: 0.9438048780487804, 1: 0.9041121495327102, 2: 1.1984638255698712} (클래스별 샘플 수: {0: 20500, 1: 21400, 2: 16144}) +[I 2025-12-25 23:25:55,465] Trial 68 finished with value: 0.4687949301483345 and parameters: {'d_main': 128, 'd_hidden': 192, 'n_blocks': 3, 'dropout': 0.38900220192855833, 'lr': 0.005914949882280429, 'weight_decay': 0.003932154573111431, 'batch_size': 128}. Best is trial 2 with value: 0.4832850681063274. + +================================================================================ +Trial 68 완료 + Value (CSI): 0.468795 + Parameters: {'d_main': 128, 'd_hidden': 192, 'n_blocks': 3, 'dropout': 0.38900220192855833, 'lr': 0.005914949882280429, 'weight_decay': 0.003932154573111431, 'batch_size': 128} + Best Value (CSI): 0.483285 + Best Trial: 2 + Best Parameters: {'d_main': 192, 'd_hidden': 128, 'n_blocks': 5, 'dropout': 0.3184031589315668, 'lr': 0.00908394353608693, 'weight_decay': 0.005195807637314873, 'batch_size': 64} +================================================================================ + + Fold 1 - 클래스별 가중치: {0: 0.9429593495934959, 1: 0.8867278287461774, 2: 1.2318803636672615} (클래스별 샘플 수: {0: 20500, 1: 21800, 2: 15692}) +[I 2025-12-25 23:26:06,643] Trial 69 pruned. + +================================================================================ +Trial 69 완료 + Value (CSI): 0.330729 + Parameters: {'d_main': 64, 'd_hidden': 128, 'n_blocks': 5, 'dropout': 0.3496613695814781, 'lr': 0.008300023069876402, 'weight_decay': 0.007944676456925443, 'batch_size': 256} + Best Value (CSI): 0.483285 + Best Trial: 2 + Best Parameters: {'d_main': 192, 'd_hidden': 128, 'n_blocks': 5, 'dropout': 0.3184031589315668, 'lr': 0.00908394353608693, 'weight_decay': 0.005195807637314873, 'batch_size': 64} +================================================================================ + + Fold 1 - 클래스별 가중치: {0: 0.9429593495934959, 1: 0.8867278287461774, 2: 1.2318803636672615} (클래스별 샘플 수: {0: 20500, 1: 21800, 2: 15692}) +[I 2025-12-25 23:26:56,714] Trial 70 pruned. + +================================================================================ +Trial 70 완료 + Value (CSI): 0.339130 + Parameters: {'d_main': 256, 'd_hidden': 192, 'n_blocks': 4, 'dropout': 0.37954403140892984, 'lr': 0.0031642233400748926, 'weight_decay': 0.017084109188035906, 'batch_size': 32} + Best Value (CSI): 0.483285 + Best Trial: 2 + Best Parameters: {'d_main': 192, 'd_hidden': 128, 'n_blocks': 5, 'dropout': 0.3184031589315668, 'lr': 0.00908394353608693, 'weight_decay': 0.005195807637314873, 'batch_size': 64} +================================================================================ + + Fold 1 - 클래스별 가중치: {0: 0.9429593495934959, 1: 0.8867278287461774, 2: 1.2318803636672615} (클래스별 샘플 수: {0: 20500, 1: 21800, 2: 15692}) +[I 2025-12-25 23:27:18,280] Trial 71 pruned. + +================================================================================ +Trial 71 완료 + Value (CSI): 0.335484 + Parameters: {'d_main': 96, 'd_hidden': 128, 'n_blocks': 2, 'dropout': 0.39792185561611537, 'lr': 0.006637945463801181, 'weight_decay': 0.02299450556287274, 'batch_size': 64} + Best Value (CSI): 0.483285 + Best Trial: 2 + Best Parameters: {'d_main': 192, 'd_hidden': 128, 'n_blocks': 5, 'dropout': 0.3184031589315668, 'lr': 0.00908394353608693, 'weight_decay': 0.005195807637314873, 'batch_size': 64} +================================================================================ + + Fold 1 - 클래스별 가중치: {0: 0.9429593495934959, 1: 0.8867278287461774, 2: 1.2318803636672615} (클래스별 샘플 수: {0: 20500, 1: 21800, 2: 15692}) +[I 2025-12-25 23:27:42,233] Trial 72 pruned. + +================================================================================ +Trial 72 완료 + Value (CSI): 0.357881 + Parameters: {'d_main': 96, 'd_hidden': 128, 'n_blocks': 3, 'dropout': 0.3872270414285178, 'lr': 0.006359425662464759, 'weight_decay': 0.03646840203585204, 'batch_size': 64} + Best Value (CSI): 0.483285 + Best Trial: 2 + Best Parameters: {'d_main': 192, 'd_hidden': 128, 'n_blocks': 5, 'dropout': 0.3184031589315668, 'lr': 0.00908394353608693, 'weight_decay': 0.005195807637314873, 'batch_size': 64} +================================================================================ + + Fold 1 - 클래스별 가중치: {0: 0.9429593495934959, 1: 0.8867278287461774, 2: 1.2318803636672615} (클래스별 샘플 수: {0: 20500, 1: 21800, 2: 15692}) + Fold 2 - 클래스별 가중치: {0: 0.9440650406504065, 1: 0.8877675840978593, 2: 1.2280033840947546} (클래스별 샘플 수: {0: 20500, 1: 21800, 2: 15760}) + Fold 3 - 클래스별 가중치: {0: 0.9438048780487804, 1: 0.9041121495327102, 2: 1.1984638255698712} (클래스별 샘플 수: {0: 20500, 1: 21400, 2: 16144}) +[I 2025-12-25 23:29:06,081] Trial 73 finished with value: 0.4726118234463648 and parameters: {'d_main': 96, 'd_hidden': 128, 'n_blocks': 5, 'dropout': 0.3934191933618364, 'lr': 0.004762012143515294, 'weight_decay': 0.019600871187309132, 'batch_size': 128}. Best is trial 2 with value: 0.4832850681063274. + +================================================================================ +Trial 73 완료 + Value (CSI): 0.472612 + Parameters: {'d_main': 96, 'd_hidden': 128, 'n_blocks': 5, 'dropout': 0.3934191933618364, 'lr': 0.004762012143515294, 'weight_decay': 0.019600871187309132, 'batch_size': 128} + Best Value (CSI): 0.483285 + Best Trial: 2 + Best Parameters: {'d_main': 192, 'd_hidden': 128, 'n_blocks': 5, 'dropout': 0.3184031589315668, 'lr': 0.00908394353608693, 'weight_decay': 0.005195807637314873, 'batch_size': 64} +================================================================================ + + Fold 1 - 클래스별 가중치: {0: 0.9429593495934959, 1: 0.8867278287461774, 2: 1.2318803636672615} (클래스별 샘플 수: {0: 20500, 1: 21800, 2: 15692}) +[I 2025-12-25 23:29:23,064] Trial 74 pruned. + +================================================================================ +Trial 74 완료 + Value (CSI): 0.351250 + Parameters: {'d_main': 96, 'd_hidden': 128, 'n_blocks': 5, 'dropout': 0.37018320667678395, 'lr': 0.004224403989096567, 'weight_decay': 0.012069197619808604, 'batch_size': 128} + Best Value (CSI): 0.483285 + Best Trial: 2 + Best Parameters: {'d_main': 192, 'd_hidden': 128, 'n_blocks': 5, 'dropout': 0.3184031589315668, 'lr': 0.00908394353608693, 'weight_decay': 0.005195807637314873, 'batch_size': 64} +================================================================================ + + Fold 1 - 클래스별 가중치: {0: 0.9429593495934959, 1: 0.8867278287461774, 2: 1.2318803636672615} (클래스별 샘플 수: {0: 20500, 1: 21800, 2: 15692}) +[I 2025-12-25 23:29:40,989] Trial 75 pruned. + +================================================================================ +Trial 75 완료 + Value (CSI): 0.392361 + Parameters: {'d_main': 160, 'd_hidden': 128, 'n_blocks': 5, 'dropout': 0.3589510913349602, 'lr': 0.005216355816743394, 'weight_decay': 0.005527383921710401, 'batch_size': 128} + Best Value (CSI): 0.483285 + Best Trial: 2 + Best Parameters: {'d_main': 192, 'd_hidden': 128, 'n_blocks': 5, 'dropout': 0.3184031589315668, 'lr': 0.00908394353608693, 'weight_decay': 0.005195807637314873, 'batch_size': 64} +================================================================================ + + Fold 1 - 클래스별 가중치: {0: 0.9429593495934959, 1: 0.8867278287461774, 2: 1.2318803636672615} (클래스별 샘플 수: {0: 20500, 1: 21800, 2: 15692}) +[I 2025-12-25 23:29:57,162] Trial 76 pruned. + +================================================================================ +Trial 76 완료 + Value (CSI): 0.316883 + Parameters: {'d_main': 64, 'd_hidden': 64, 'n_blocks': 4, 'dropout': 0.378679110842704, 'lr': 0.00839063022877975, 'weight_decay': 0.01786275773214014, 'batch_size': 128} + Best Value (CSI): 0.483285 + Best Trial: 2 + Best Parameters: {'d_main': 192, 'd_hidden': 128, 'n_blocks': 5, 'dropout': 0.3184031589315668, 'lr': 0.00908394353608693, 'weight_decay': 0.005195807637314873, 'batch_size': 64} +================================================================================ + + Fold 1 - 클래스별 가중치: {0: 0.9429593495934959, 1: 0.8867278287461774, 2: 1.2318803636672615} (클래스별 샘플 수: {0: 20500, 1: 21800, 2: 15692}) +[I 2025-12-25 23:30:11,811] Trial 77 pruned. + +================================================================================ +Trial 77 완료 + Value (CSI): 0.338028 + Parameters: {'d_main': 128, 'd_hidden': 128, 'n_blocks': 4, 'dropout': 0.3920309812244853, 'lr': 0.009917516331123678, 'weight_decay': 0.014527006007614786, 'batch_size': 128} + Best Value (CSI): 0.483285 + Best Trial: 2 + Best Parameters: {'d_main': 192, 'd_hidden': 128, 'n_blocks': 5, 'dropout': 0.3184031589315668, 'lr': 0.00908394353608693, 'weight_decay': 0.005195807637314873, 'batch_size': 64} +================================================================================ + + Fold 1 - 클래스별 가중치: {0: 0.9429593495934959, 1: 0.8867278287461774, 2: 1.2318803636672615} (클래스별 샘플 수: {0: 20500, 1: 21800, 2: 15692}) +[I 2025-12-25 23:30:30,488] Trial 78 pruned. + +================================================================================ +Trial 78 완료 + Value (CSI): 0.283290 + Parameters: {'d_main': 224, 'd_hidden': 128, 'n_blocks': 6, 'dropout': 0.33453920305894835, 'lr': 0.007020823375409739, 'weight_decay': 0.009957977252845003, 'batch_size': 128} + Best Value (CSI): 0.483285 + Best Trial: 2 + Best Parameters: {'d_main': 192, 'd_hidden': 128, 'n_blocks': 5, 'dropout': 0.3184031589315668, 'lr': 0.00908394353608693, 'weight_decay': 0.005195807637314873, 'batch_size': 64} +================================================================================ + + Fold 1 - 클래스별 가중치: {0: 0.9429593495934959, 1: 0.8867278287461774, 2: 1.2318803636672615} (클래스별 샘플 수: {0: 20500, 1: 21800, 2: 15692}) +[I 2025-12-25 23:30:41,774] Trial 79 pruned. + +================================================================================ +Trial 79 완료 + Value (CSI): 0.396249 + Parameters: {'d_main': 96, 'd_hidden': 256, 'n_blocks': 5, 'dropout': 0.3167916362544814, 'lr': 0.0037705320451241336, 'weight_decay': 0.00258281359221636, 'batch_size': 256} + Best Value (CSI): 0.483285 + Best Trial: 2 + Best Parameters: {'d_main': 192, 'd_hidden': 128, 'n_blocks': 5, 'dropout': 0.3184031589315668, 'lr': 0.00908394353608693, 'weight_decay': 0.005195807637314873, 'batch_size': 64} +================================================================================ + + Fold 1 - 클래스별 가중치: {0: 0.9429593495934959, 1: 0.8867278287461774, 2: 1.2318803636672615} (클래스별 샘플 수: {0: 20500, 1: 21800, 2: 15692}) +[I 2025-12-25 23:30:58,248] Trial 80 pruned. + +================================================================================ +Trial 80 완료 + Value (CSI): 0.352798 + Parameters: {'d_main': 96, 'd_hidden': 128, 'n_blocks': 5, 'dropout': 0.34732018987698293, 'lr': 0.0045986188384404166, 'weight_decay': 0.0076715134016013846, 'batch_size': 128} + Best Value (CSI): 0.483285 + Best Trial: 2 + Best Parameters: {'d_main': 192, 'd_hidden': 128, 'n_blocks': 5, 'dropout': 0.3184031589315668, 'lr': 0.00908394353608693, 'weight_decay': 0.005195807637314873, 'batch_size': 64} +================================================================================ + + Fold 1 - 클래스별 가중치: {0: 0.9429593495934959, 1: 0.8867278287461774, 2: 1.2318803636672615} (클래스별 샘플 수: {0: 20500, 1: 21800, 2: 15692}) + Fold 2 - 클래스별 가중치: {0: 0.9440650406504065, 1: 0.8877675840978593, 2: 1.2280033840947546} (클래스별 샘플 수: {0: 20500, 1: 21800, 2: 15760}) +[I 2025-12-25 23:31:55,313] Trial 81 pruned. + +================================================================================ +Trial 81 완료 + Value (CSI): 0.498282 + Parameters: {'d_main': 96, 'd_hidden': 128, 'n_blocks': 5, 'dropout': 0.39599511728348813, 'lr': 0.00621006172030482, 'weight_decay': 0.022125193154988884, 'batch_size': 64} + Best Value (CSI): 0.483285 + Best Trial: 2 + Best Parameters: {'d_main': 192, 'd_hidden': 128, 'n_blocks': 5, 'dropout': 0.3184031589315668, 'lr': 0.00908394353608693, 'weight_decay': 0.005195807637314873, 'batch_size': 64} +================================================================================ + + Fold 1 - 클래스별 가중치: {0: 0.9429593495934959, 1: 0.8867278287461774, 2: 1.2318803636672615} (클래스별 샘플 수: {0: 20500, 1: 21800, 2: 15692}) +[I 2025-12-25 23:32:21,044] Trial 82 pruned. + +================================================================================ +Trial 82 완료 + Value (CSI): 0.341207 + Parameters: {'d_main': 128, 'd_hidden': 128, 'n_blocks': 5, 'dropout': 0.38997814662187885, 'lr': 0.0073691794018006795, 'weight_decay': 0.01976563378910939, 'batch_size': 64} + Best Value (CSI): 0.483285 + Best Trial: 2 + Best Parameters: {'d_main': 192, 'd_hidden': 128, 'n_blocks': 5, 'dropout': 0.3184031589315668, 'lr': 0.00908394353608693, 'weight_decay': 0.005195807637314873, 'batch_size': 64} +================================================================================ + + Fold 1 - 클래스별 가중치: {0: 0.9429593495934959, 1: 0.8867278287461774, 2: 1.2318803636672615} (클래스별 샘플 수: {0: 20500, 1: 21800, 2: 15692}) +[I 2025-12-25 23:32:35,368] Trial 83 pruned. + +================================================================================ +Trial 83 완료 + Value (CSI): 0.312420 + Parameters: {'d_main': 96, 'd_hidden': 128, 'n_blocks': 3, 'dropout': 0.38304220126073135, 'lr': 0.008519484273262776, 'weight_decay': 0.02887991300588204, 'batch_size': 128} + Best Value (CSI): 0.483285 + Best Trial: 2 + Best Parameters: {'d_main': 192, 'd_hidden': 128, 'n_blocks': 5, 'dropout': 0.3184031589315668, 'lr': 0.00908394353608693, 'weight_decay': 0.005195807637314873, 'batch_size': 64} +================================================================================ + + Fold 1 - 클래스별 가중치: {0: 0.9429593495934959, 1: 0.8867278287461774, 2: 1.2318803636672615} (클래스별 샘플 수: {0: 20500, 1: 21800, 2: 15692}) +[I 2025-12-25 23:33:31,415] Trial 84 pruned. + +================================================================================ +Trial 84 완료 + Value (CSI): 0.376721 + Parameters: {'d_main': 64, 'd_hidden': 128, 'n_blocks': 6, 'dropout': 0.398945376417183, 'lr': 0.005897569873484095, 'weight_decay': 0.02381470091512575, 'batch_size': 32} + Best Value (CSI): 0.483285 + Best Trial: 2 + Best Parameters: {'d_main': 192, 'd_hidden': 128, 'n_blocks': 5, 'dropout': 0.3184031589315668, 'lr': 0.00908394353608693, 'weight_decay': 0.005195807637314873, 'batch_size': 64} +================================================================================ + + Fold 1 - 클래스별 가중치: {0: 0.9429593495934959, 1: 0.8867278287461774, 2: 1.2318803636672615} (클래스별 샘플 수: {0: 20500, 1: 21800, 2: 15692}) +[I 2025-12-25 23:33:47,712] Trial 85 pruned. + +================================================================================ +Trial 85 완료 + Value (CSI): 0.367104 + Parameters: {'d_main': 96, 'd_hidden': 192, 'n_blocks': 4, 'dropout': 0.3724762433085644, 'lr': 0.0029422060599869656, 'weight_decay': 0.014457701083360192, 'batch_size': 128} + Best Value (CSI): 0.483285 + Best Trial: 2 + Best Parameters: {'d_main': 192, 'd_hidden': 128, 'n_blocks': 5, 'dropout': 0.3184031589315668, 'lr': 0.00908394353608693, 'weight_decay': 0.005195807637314873, 'batch_size': 64} +================================================================================ + + Fold 1 - 클래스별 가중치: {0: 0.9429593495934959, 1: 0.8867278287461774, 2: 1.2318803636672615} (클래스별 샘플 수: {0: 20500, 1: 21800, 2: 15692}) +[I 2025-12-25 23:34:16,915] Trial 86 pruned. + +================================================================================ +Trial 86 완료 + Value (CSI): 0.310479 + Parameters: {'d_main': 192, 'd_hidden': 128, 'n_blocks': 5, 'dropout': 0.3661097828696568, 'lr': 0.004817554977301824, 'weight_decay': 0.012102343898671321, 'batch_size': 64} + Best Value (CSI): 0.483285 + Best Trial: 2 + Best Parameters: {'d_main': 192, 'd_hidden': 128, 'n_blocks': 5, 'dropout': 0.3184031589315668, 'lr': 0.00908394353608693, 'weight_decay': 0.005195807637314873, 'batch_size': 64} +================================================================================ + + Fold 1 - 클래스별 가중치: {0: 0.9429593495934959, 1: 0.8867278287461774, 2: 1.2318803636672615} (클래스별 샘플 수: {0: 20500, 1: 21800, 2: 15692}) +[I 2025-12-25 23:34:25,660] Trial 87 pruned. + +================================================================================ +Trial 87 완료 + Value (CSI): 0.250000 + Parameters: {'d_main': 64, 'd_hidden': 64, 'n_blocks': 4, 'dropout': 0.3806915863216654, 'lr': 0.0069584949262775355, 'weight_decay': 0.03634768789445125, 'batch_size': 256} + Best Value (CSI): 0.483285 + Best Trial: 2 + Best Parameters: {'d_main': 192, 'd_hidden': 128, 'n_blocks': 5, 'dropout': 0.3184031589315668, 'lr': 0.00908394353608693, 'weight_decay': 0.005195807637314873, 'batch_size': 64} +================================================================================ + + Fold 1 - 클래스별 가중치: {0: 0.9429593495934959, 1: 0.8867278287461774, 2: 1.2318803636672615} (클래스별 샘플 수: {0: 20500, 1: 21800, 2: 15692}) +[I 2025-12-25 23:34:43,584] Trial 88 pruned. + +================================================================================ +Trial 88 완료 + Value (CSI): 0.325611 + Parameters: {'d_main': 96, 'd_hidden': 128, 'n_blocks': 5, 'dropout': 0.39100668663900123, 'lr': 0.008917205470864187, 'weight_decay': 0.0034373627583911886, 'batch_size': 128} + Best Value (CSI): 0.483285 + Best Trial: 2 + Best Parameters: {'d_main': 192, 'd_hidden': 128, 'n_blocks': 5, 'dropout': 0.3184031589315668, 'lr': 0.00908394353608693, 'weight_decay': 0.005195807637314873, 'batch_size': 64} +================================================================================ + + Fold 1 - 클래스별 가중치: {0: 0.9429593495934959, 1: 0.8867278287461774, 2: 1.2318803636672615} (클래스별 샘플 수: {0: 20500, 1: 21800, 2: 15692}) +[I 2025-12-25 23:34:58,005] Trial 89 pruned. + +================================================================================ +Trial 89 완료 + Value (CSI): 0.300475 + Parameters: {'d_main': 128, 'd_hidden': 128, 'n_blocks': 2, 'dropout': 0.36099600314289704, 'lr': 0.0034235712944343123, 'weight_decay': 0.030630504073245374, 'batch_size': 128} + Best Value (CSI): 0.483285 + Best Trial: 2 + Best Parameters: {'d_main': 192, 'd_hidden': 128, 'n_blocks': 5, 'dropout': 0.3184031589315668, 'lr': 0.00908394353608693, 'weight_decay': 0.005195807637314873, 'batch_size': 64} +================================================================================ + + Fold 1 - 클래스별 가중치: {0: 0.9429593495934959, 1: 0.8867278287461774, 2: 1.2318803636672615} (클래스별 샘플 수: {0: 20500, 1: 21800, 2: 15692}) +[I 2025-12-25 23:35:25,949] Trial 90 pruned. + +================================================================================ +Trial 90 완료 + Value (CSI): 0.296392 + Parameters: {'d_main': 192, 'd_hidden': 128, 'n_blocks': 4, 'dropout': 0.37665379448560177, 'lr': 0.0056550981795301354, 'weight_decay': 0.01974024623897317, 'batch_size': 64} + Best Value (CSI): 0.483285 + Best Trial: 2 + Best Parameters: {'d_main': 192, 'd_hidden': 128, 'n_blocks': 5, 'dropout': 0.3184031589315668, 'lr': 0.00908394353608693, 'weight_decay': 0.005195807637314873, 'batch_size': 64} +================================================================================ + + Fold 1 - 클래스별 가중치: {0: 0.9429593495934959, 1: 0.8867278287461774, 2: 1.2318803636672615} (클래스별 샘플 수: {0: 20500, 1: 21800, 2: 15692}) +[I 2025-12-25 23:35:41,325] Trial 91 pruned. + +================================================================================ +Trial 91 완료 + Value (CSI): 0.384988 + Parameters: {'d_main': 128, 'd_hidden': 256, 'n_blocks': 3, 'dropout': 0.38861855684218577, 'lr': 0.006430244013697935, 'weight_decay': 0.005555524203764986, 'batch_size': 128} + Best Value (CSI): 0.483285 + Best Trial: 2 + Best Parameters: {'d_main': 192, 'd_hidden': 128, 'n_blocks': 5, 'dropout': 0.3184031589315668, 'lr': 0.00908394353608693, 'weight_decay': 0.005195807637314873, 'batch_size': 64} +================================================================================ + + Fold 1 - 클래스별 가중치: {0: 0.9429593495934959, 1: 0.8867278287461774, 2: 1.2318803636672615} (클래스별 샘플 수: {0: 20500, 1: 21800, 2: 15692}) +[I 2025-12-25 23:35:55,465] Trial 92 pruned. + +================================================================================ +Trial 92 완료 + Value (CSI): 0.342965 + Parameters: {'d_main': 160, 'd_hidden': 192, 'n_blocks': 2, 'dropout': 0.399874395094421, 'lr': 0.004071208607427997, 'weight_decay': 0.0029628906611872583, 'batch_size': 128} + Best Value (CSI): 0.483285 + Best Trial: 2 + Best Parameters: {'d_main': 192, 'd_hidden': 128, 'n_blocks': 5, 'dropout': 0.3184031589315668, 'lr': 0.00908394353608693, 'weight_decay': 0.005195807637314873, 'batch_size': 64} +================================================================================ + + Fold 1 - 클래스별 가중치: {0: 0.9429593495934959, 1: 0.8867278287461774, 2: 1.2318803636672615} (클래스별 샘플 수: {0: 20500, 1: 21800, 2: 15692}) +[I 2025-12-25 23:36:11,085] Trial 93 pruned. + +================================================================================ +Trial 93 완료 + Value (CSI): 0.363962 + Parameters: {'d_main': 160, 'd_hidden': 192, 'n_blocks': 3, 'dropout': 0.3862285334885257, 'lr': 0.007371126705309927, 'weight_decay': 0.002269814891939352, 'batch_size': 128} + Best Value (CSI): 0.483285 + Best Trial: 2 + Best Parameters: {'d_main': 192, 'd_hidden': 128, 'n_blocks': 5, 'dropout': 0.3184031589315668, 'lr': 0.00908394353608693, 'weight_decay': 0.005195807637314873, 'batch_size': 64} +================================================================================ + + Fold 1 - 클래스별 가중치: {0: 0.9429593495934959, 1: 0.8867278287461774, 2: 1.2318803636672615} (클래스별 샘플 수: {0: 20500, 1: 21800, 2: 15692}) + Fold 2 - 클래스별 가중치: {0: 0.9440650406504065, 1: 0.8877675840978593, 2: 1.2280033840947546} (클래스별 샘플 수: {0: 20500, 1: 21800, 2: 15760}) +[I 2025-12-25 23:36:46,349] Trial 94 pruned. + +================================================================================ +Trial 94 완료 + Value (CSI): 0.501029 + Parameters: {'d_main': 128, 'd_hidden': 256, 'n_blocks': 3, 'dropout': 0.36937544967024094, 'lr': 0.008792824740803541, 'weight_decay': 0.004178520445195884, 'batch_size': 128} + Best Value (CSI): 0.483285 + Best Trial: 2 + Best Parameters: {'d_main': 192, 'd_hidden': 128, 'n_blocks': 5, 'dropout': 0.3184031589315668, 'lr': 0.00908394353608693, 'weight_decay': 0.005195807637314873, 'batch_size': 64} +================================================================================ + + Fold 1 - 클래스별 가중치: {0: 0.9429593495934959, 1: 0.8867278287461774, 2: 1.2318803636672615} (클래스별 샘플 수: {0: 20500, 1: 21800, 2: 15692}) + Fold 2 - 클래스별 가중치: {0: 0.9440650406504065, 1: 0.8877675840978593, 2: 1.2280033840947546} (클래스별 샘플 수: {0: 20500, 1: 21800, 2: 15760}) + Fold 3 - 클래스별 가중치: {0: 0.9438048780487804, 1: 0.9041121495327102, 2: 1.1984638255698712} (클래스별 샘플 수: {0: 20500, 1: 21400, 2: 16144}) +[I 2025-12-25 23:38:19,920] Trial 95 finished with value: 0.4745812926591617 and parameters: {'d_main': 96, 'd_hidden': 192, 'n_blocks': 4, 'dropout': 0.3899684211463129, 'lr': 0.00508619492869192, 'weight_decay': 0.0042134905428849794, 'batch_size': 128}. Best is trial 2 with value: 0.4832850681063274. + +================================================================================ +Trial 95 완료 + Value (CSI): 0.474581 + Parameters: {'d_main': 96, 'd_hidden': 192, 'n_blocks': 4, 'dropout': 0.3899684211463129, 'lr': 0.00508619492869192, 'weight_decay': 0.0042134905428849794, 'batch_size': 128} + Best Value (CSI): 0.483285 + Best Trial: 2 + Best Parameters: {'d_main': 192, 'd_hidden': 128, 'n_blocks': 5, 'dropout': 0.3184031589315668, 'lr': 0.00908394353608693, 'weight_decay': 0.005195807637314873, 'batch_size': 64} +================================================================================ + + Fold 1 - 클래스별 가중치: {0: 0.9429593495934959, 1: 0.8867278287461774, 2: 1.2318803636672615} (클래스별 샘플 수: {0: 20500, 1: 21800, 2: 15692}) +[I 2025-12-25 23:38:36,167] Trial 96 pruned. + +================================================================================ +Trial 96 완료 + Value (CSI): 0.353165 + Parameters: {'d_main': 96, 'd_hidden': 128, 'n_blocks': 4, 'dropout': 0.3550580974713845, 'lr': 0.0055344663322735126, 'weight_decay': 0.01617834254615003, 'batch_size': 128} + Best Value (CSI): 0.483285 + Best Trial: 2 + Best Parameters: {'d_main': 192, 'd_hidden': 128, 'n_blocks': 5, 'dropout': 0.3184031589315668, 'lr': 0.00908394353608693, 'weight_decay': 0.005195807637314873, 'batch_size': 64} +================================================================================ + + Fold 1 - 클래스별 가중치: {0: 0.9429593495934959, 1: 0.8867278287461774, 2: 1.2318803636672615} (클래스별 샘플 수: {0: 20500, 1: 21800, 2: 15692}) +[I 2025-12-25 23:38:46,710] Trial 97 pruned. + +================================================================================ +Trial 97 완료 + Value (CSI): 0.326276 + Parameters: {'d_main': 64, 'd_hidden': 256, 'n_blocks': 4, 'dropout': 0.37516935677893853, 'lr': 0.004657364323796894, 'weight_decay': 0.00675832014038623, 'batch_size': 256} + Best Value (CSI): 0.483285 + Best Trial: 2 + Best Parameters: {'d_main': 192, 'd_hidden': 128, 'n_blocks': 5, 'dropout': 0.3184031589315668, 'lr': 0.00908394353608693, 'weight_decay': 0.005195807637314873, 'batch_size': 64} +================================================================================ + + Fold 1 - 클래스별 가중치: {0: 0.9429593495934959, 1: 0.8867278287461774, 2: 1.2318803636672615} (클래스별 샘플 수: {0: 20500, 1: 21800, 2: 15692}) +[I 2025-12-25 23:39:02,800] Trial 98 pruned. + +================================================================================ +Trial 98 완료 + Value (CSI): 0.326873 + Parameters: {'d_main': 96, 'd_hidden': 128, 'n_blocks': 4, 'dropout': 0.38178102745337067, 'lr': 0.009971262404789526, 'weight_decay': 0.009299117286042031, 'batch_size': 128} + Best Value (CSI): 0.483285 + Best Trial: 2 + Best Parameters: {'d_main': 192, 'd_hidden': 128, 'n_blocks': 5, 'dropout': 0.3184031589315668, 'lr': 0.00908394353608693, 'weight_decay': 0.005195807637314873, 'batch_size': 64} +================================================================================ + + Fold 1 - 클래스별 가중치: {0: 0.9429593495934959, 1: 0.8867278287461774, 2: 1.2318803636672615} (클래스별 샘플 수: {0: 20500, 1: 21800, 2: 15692}) + Fold 2 - 클래스별 가중치: {0: 0.9440650406504065, 1: 0.8877675840978593, 2: 1.2280033840947546} (클래스별 샘플 수: {0: 20500, 1: 21800, 2: 15760}) + Fold 3 - 클래스별 가중치: {0: 0.9438048780487804, 1: 0.9041121495327102, 2: 1.1984638255698712} (클래스별 샘플 수: {0: 20500, 1: 21400, 2: 16144}) +[I 2025-12-25 23:41:38,073] Trial 99 finished with value: 0.454180750021214 and parameters: {'d_main': 64, 'd_hidden': 128, 'n_blocks': 4, 'dropout': 0.3933961142810686, 'lr': 0.0071016030591518646, 'weight_decay': 0.01107627951948891, 'batch_size': 64}. Best is trial 2 with value: 0.4832850681063274. + +================================================================================ +Trial 99 완료 + Value (CSI): 0.454181 + Parameters: {'d_main': 64, 'd_hidden': 128, 'n_blocks': 4, 'dropout': 0.3933961142810686, 'lr': 0.0071016030591518646, 'weight_decay': 0.01107627951948891, 'batch_size': 64} + Best Value (CSI): 0.483285 + Best Trial: 2 + Best Parameters: {'d_main': 192, 'd_hidden': 128, 'n_blocks': 5, 'dropout': 0.3184031589315668, 'lr': 0.00908394353608693, 'weight_decay': 0.005195807637314873, 'batch_size': 64} +================================================================================ + + +최적화 완료. +Best CSI Score: 0.4833 +Best Hyperparameters: {'d_main': 192, 'd_hidden': 128, 'n_blocks': 5, 'dropout': 0.3184031589315668, 'lr': 0.00908394353608693, 'weight_decay': 0.005195807637314873, 'batch_size': 64} + +최적화 과정 요약: + - 총 시도 횟수: 100 + - 성공한 시도: 100 + - 최초 CSI: 0.3915 + - 최종 CSI: 0.4542 + - 최고 CSI: 0.5010 + - 최저 CSI: 0.2230 + - 평균 CSI: 0.3758 + +최적화 Study 객체가 /workspace/visibility_prediction/Analysis_code/optimization_history/deepgbm_smotenc_ctgan20000_gwangju_trials.pkl에 저장되었습니다. + +================================================== +최적화된 하이퍼파라미터로 최종 모델 학습 시작 +================================================== +최종 모델 학습 시작... +Fold 1 학습 중... + Early stopping at epoch 47, Best CSI: 0.4493 + Fold 1 학습 완료 (검증 CSI: 0.4493) +Fold 2 학습 중... + Early stopping at epoch 49, Best CSI: 0.5379 + Fold 2 학습 완료 (검증 CSI: 0.5379) +Fold 3 학습 중... + Early stopping at epoch 38, Best CSI: 0.5036 + Fold 3 학습 완료 (검증 CSI: 0.5036) + +모든 모델 저장 완료: ../save_model/deepgbm_optima/deepgbm_smotenc_ctgan20000_gwangju.pkl (총 3개 fold) +Scaler 저장 완료: ../save_model/deepgbm_optima/scaler/deepgbm_smotenc_ctgan20000_gwangju_scaler.pkl (총 3개 fold) + +최종 모델 학습 및 저장 완료! +저장된 모델 경로: ../save_model/deepgbm_optima/deepgbm_smotenc_ctgan20000_gwangju.pkl + +✓ 완료: deepgbm_smotenc_ctgan20000/deepgbm_smotenc_ctgan20000_gwangju.py (소요 시간: 5011초) + +---------------------------------------- +실행 중: deepgbm_smotenc_ctgan20000/deepgbm_smotenc_ctgan20000_incheon.py +시작 시간: 2025-12-25 23:45:43 +---------------------------------------- +[I 2025-12-25 23:45:44,808] A new study created in memory with name: no-name-ca31852a-8e14-4a7d-b3d5-5beadf95467a + Fold 1 - 클래스별 가중치: {0: 0.9374634146341464, 1: 0.850353982300885, 2: 1.3204617287343685} (클래스별 샘플 수: {0: 20500, 1: 22600, 2: 14554}) + Fold 2 - 클래스별 가중치: {0: 0.9388130081300813, 1: 0.8515781710914454, 2: 1.3148641570449318} (클래스별 샘플 수: {0: 20500, 1: 22600, 2: 14637}) + Fold 3 - 클래스별 가중치: {0: 0.9397560975609756, 1: 0.8486784140969162, 2: 1.3199725933538884} (클래스별 샘플 수: {0: 20500, 1: 22700, 2: 14595}) +[I 2025-12-25 23:47:26,918] Trial 0 finished with value: 0.54044559241215 and parameters: {'d_main': 160, 'd_hidden': 128, 'n_blocks': 2, 'dropout': 0.3667052648040591, 'lr': 0.0019007657888356479, 'weight_decay': 0.0022412385655779226, 'batch_size': 64}. Best is trial 0 with value: 0.54044559241215. + +================================================================================ +Trial 0 완료 + Value (CSI): 0.540446 + Parameters: {'d_main': 160, 'd_hidden': 128, 'n_blocks': 2, 'dropout': 0.3667052648040591, 'lr': 0.0019007657888356479, 'weight_decay': 0.0022412385655779226, 'batch_size': 64} + Best Value (CSI): 0.540446 + Best Trial: 0 + Best Parameters: {'d_main': 160, 'd_hidden': 128, 'n_blocks': 2, 'dropout': 0.3667052648040591, 'lr': 0.0019007657888356479, 'weight_decay': 0.0022412385655779226, 'batch_size': 64} +================================================================================ + + Fold 1 - 클래스별 가중치: {0: 0.9374634146341464, 1: 0.850353982300885, 2: 1.3204617287343685} (클래스별 샘플 수: {0: 20500, 1: 22600, 2: 14554}) + Fold 2 - 클래스별 가중치: {0: 0.9388130081300813, 1: 0.8515781710914454, 2: 1.3148641570449318} (클래스별 샘플 수: {0: 20500, 1: 22600, 2: 14637}) + Fold 3 - 클래스별 가중치: {0: 0.9397560975609756, 1: 0.8486784140969162, 2: 1.3199725933538884} (클래스별 샘플 수: {0: 20500, 1: 22700, 2: 14595}) +[I 2025-12-25 23:49:00,886] Trial 1 finished with value: 0.5059505530556793 and parameters: {'d_main': 224, 'd_hidden': 256, 'n_blocks': 3, 'dropout': 0.28950660981777837, 'lr': 0.0001201402245665964, 'weight_decay': 0.0001727707593349708, 'batch_size': 128}. Best is trial 0 with value: 0.54044559241215. + +================================================================================ +Trial 1 완료 + Value (CSI): 0.505951 + Parameters: {'d_main': 224, 'd_hidden': 256, 'n_blocks': 3, 'dropout': 0.28950660981777837, 'lr': 0.0001201402245665964, 'weight_decay': 0.0001727707593349708, 'batch_size': 128} + Best Value (CSI): 0.540446 + Best Trial: 0 + Best Parameters: {'d_main': 160, 'd_hidden': 128, 'n_blocks': 2, 'dropout': 0.3667052648040591, 'lr': 0.0019007657888356479, 'weight_decay': 0.0022412385655779226, 'batch_size': 64} +================================================================================ + + Fold 1 - 클래스별 가중치: {0: 0.9374634146341464, 1: 0.850353982300885, 2: 1.3204617287343685} (클래스별 샘플 수: {0: 20500, 1: 22600, 2: 14554}) + Fold 2 - 클래스별 가중치: {0: 0.9388130081300813, 1: 0.8515781710914454, 2: 1.3148641570449318} (클래스별 샘플 수: {0: 20500, 1: 22600, 2: 14637}) + Fold 3 - 클래스별 가중치: {0: 0.9397560975609756, 1: 0.8486784140969162, 2: 1.3199725933538884} (클래스별 샘플 수: {0: 20500, 1: 22700, 2: 14595}) +[I 2025-12-25 23:50:06,634] Trial 2 finished with value: 0.5341442398644815 and parameters: {'d_main': 96, 'd_hidden': 128, 'n_blocks': 4, 'dropout': 0.20134548227098573, 'lr': 0.001866779904833721, 'weight_decay': 0.0010820972195939363, 'batch_size': 128}. Best is trial 0 with value: 0.54044559241215. + +================================================================================ +Trial 2 완료 + Value (CSI): 0.534144 + Parameters: {'d_main': 96, 'd_hidden': 128, 'n_blocks': 4, 'dropout': 0.20134548227098573, 'lr': 0.001866779904833721, 'weight_decay': 0.0010820972195939363, 'batch_size': 128} + Best Value (CSI): 0.540446 + Best Trial: 0 + Best Parameters: {'d_main': 160, 'd_hidden': 128, 'n_blocks': 2, 'dropout': 0.3667052648040591, 'lr': 0.0019007657888356479, 'weight_decay': 0.0022412385655779226, 'batch_size': 64} +================================================================================ + + Fold 1 - 클래스별 가중치: {0: 0.9374634146341464, 1: 0.850353982300885, 2: 1.3204617287343685} (클래스별 샘플 수: {0: 20500, 1: 22600, 2: 14554}) + Fold 2 - 클래스별 가중치: {0: 0.9388130081300813, 1: 0.8515781710914454, 2: 1.3148641570449318} (클래스별 샘플 수: {0: 20500, 1: 22600, 2: 14637}) + Fold 3 - 클래스별 가중치: {0: 0.9397560975609756, 1: 0.8486784140969162, 2: 1.3199725933538884} (클래스별 샘플 수: {0: 20500, 1: 22700, 2: 14595}) +[I 2025-12-25 23:54:05,324] Trial 3 finished with value: 0.5287648277131348 and parameters: {'d_main': 256, 'd_hidden': 192, 'n_blocks': 6, 'dropout': 0.15336000999474075, 'lr': 0.0021730156931134563, 'weight_decay': 0.0013088301573688959, 'batch_size': 32}. Best is trial 0 with value: 0.54044559241215. + +================================================================================ +Trial 3 완료 + Value (CSI): 0.528765 + Parameters: {'d_main': 256, 'd_hidden': 192, 'n_blocks': 6, 'dropout': 0.15336000999474075, 'lr': 0.0021730156931134563, 'weight_decay': 0.0013088301573688959, 'batch_size': 32} + Best Value (CSI): 0.540446 + Best Trial: 0 + Best Parameters: {'d_main': 160, 'd_hidden': 128, 'n_blocks': 2, 'dropout': 0.3667052648040591, 'lr': 0.0019007657888356479, 'weight_decay': 0.0022412385655779226, 'batch_size': 64} +================================================================================ + + Fold 1 - 클래스별 가중치: {0: 0.9374634146341464, 1: 0.850353982300885, 2: 1.3204617287343685} (클래스별 샘플 수: {0: 20500, 1: 22600, 2: 14554}) + Fold 2 - 클래스별 가중치: {0: 0.9388130081300813, 1: 0.8515781710914454, 2: 1.3148641570449318} (클래스별 샘플 수: {0: 20500, 1: 22600, 2: 14637}) + Fold 3 - 클래스별 가중치: {0: 0.9397560975609756, 1: 0.8486784140969162, 2: 1.3199725933538884} (클래스별 샘플 수: {0: 20500, 1: 22700, 2: 14595}) +[I 2025-12-25 23:55:20,977] Trial 4 finished with value: 0.5289736293053533 and parameters: {'d_main': 96, 'd_hidden': 128, 'n_blocks': 5, 'dropout': 0.21509639780137682, 'lr': 0.0012927196883953352, 'weight_decay': 0.04148662110058731, 'batch_size': 128}. Best is trial 0 with value: 0.54044559241215. + +================================================================================ +Trial 4 완료 + Value (CSI): 0.528974 + Parameters: {'d_main': 96, 'd_hidden': 128, 'n_blocks': 5, 'dropout': 0.21509639780137682, 'lr': 0.0012927196883953352, 'weight_decay': 0.04148662110058731, 'batch_size': 128} + Best Value (CSI): 0.540446 + Best Trial: 0 + Best Parameters: {'d_main': 160, 'd_hidden': 128, 'n_blocks': 2, 'dropout': 0.3667052648040591, 'lr': 0.0019007657888356479, 'weight_decay': 0.0022412385655779226, 'batch_size': 64} +================================================================================ + + Fold 1 - 클래스별 가중치: {0: 0.9374634146341464, 1: 0.850353982300885, 2: 1.3204617287343685} (클래스별 샘플 수: {0: 20500, 1: 22600, 2: 14554}) +[I 2025-12-25 23:55:36,808] Trial 5 pruned. + +================================================================================ +Trial 5 완료 + Value (CSI): 0.447813 + Parameters: {'d_main': 160, 'd_hidden': 256, 'n_blocks': 4, 'dropout': 0.3959963040577539, 'lr': 0.00011182494828586522, 'weight_decay': 0.002136410736447527, 'batch_size': 128} + Best Value (CSI): 0.540446 + Best Trial: 0 + Best Parameters: {'d_main': 160, 'd_hidden': 128, 'n_blocks': 2, 'dropout': 0.3667052648040591, 'lr': 0.0019007657888356479, 'weight_decay': 0.0022412385655779226, 'batch_size': 64} +================================================================================ + + Fold 1 - 클래스별 가중치: {0: 0.9374634146341464, 1: 0.850353982300885, 2: 1.3204617287343685} (클래스별 샘플 수: {0: 20500, 1: 22600, 2: 14554}) + Fold 2 - 클래스별 가중치: {0: 0.9388130081300813, 1: 0.8515781710914454, 2: 1.3148641570449318} (클래스별 샘플 수: {0: 20500, 1: 22600, 2: 14637}) + Fold 3 - 클래스별 가중치: {0: 0.9397560975609756, 1: 0.8486784140969162, 2: 1.3199725933538884} (클래스별 샘플 수: {0: 20500, 1: 22700, 2: 14595}) +[I 2025-12-25 23:59:12,600] Trial 6 pruned. + +================================================================================ +Trial 6 완료 + Value (CSI): 0.438788 + Parameters: {'d_main': 256, 'd_hidden': 256, 'n_blocks': 4, 'dropout': 0.12302605992272903, 'lr': 2.8884236978658085e-05, 'weight_decay': 0.0051450772150614344, 'batch_size': 32} + Best Value (CSI): 0.540446 + Best Trial: 0 + Best Parameters: {'d_main': 160, 'd_hidden': 128, 'n_blocks': 2, 'dropout': 0.3667052648040591, 'lr': 0.0019007657888356479, 'weight_decay': 0.0022412385655779226, 'batch_size': 64} +================================================================================ + + Fold 1 - 클래스별 가중치: {0: 0.9374634146341464, 1: 0.850353982300885, 2: 1.3204617287343685} (클래스별 샘플 수: {0: 20500, 1: 22600, 2: 14554}) + Fold 2 - 클래스별 가중치: {0: 0.9388130081300813, 1: 0.8515781710914454, 2: 1.3148641570449318} (클래스별 샘플 수: {0: 20500, 1: 22600, 2: 14637}) + Fold 3 - 클래스별 가중치: {0: 0.9397560975609756, 1: 0.8486784140969162, 2: 1.3199725933538884} (클래스별 샘플 수: {0: 20500, 1: 22700, 2: 14595}) +[I 2025-12-26 00:01:40,793] Trial 7 finished with value: 0.5408824531335323 and parameters: {'d_main': 128, 'd_hidden': 128, 'n_blocks': 6, 'dropout': 0.2066212300577071, 'lr': 0.003323662463686277, 'weight_decay': 0.0025328064540124278, 'batch_size': 64}. Best is trial 7 with value: 0.5408824531335323. + +================================================================================ +Trial 7 완료 + Value (CSI): 0.540882 + Parameters: {'d_main': 128, 'd_hidden': 128, 'n_blocks': 6, 'dropout': 0.2066212300577071, 'lr': 0.003323662463686277, 'weight_decay': 0.0025328064540124278, 'batch_size': 64} + Best Value (CSI): 0.540882 + Best Trial: 7 + Best Parameters: {'d_main': 128, 'd_hidden': 128, 'n_blocks': 6, 'dropout': 0.2066212300577071, 'lr': 0.003323662463686277, 'weight_decay': 0.0025328064540124278, 'batch_size': 64} +================================================================================ + + Fold 1 - 클래스별 가중치: {0: 0.9374634146341464, 1: 0.850353982300885, 2: 1.3204617287343685} (클래스별 샘플 수: {0: 20500, 1: 22600, 2: 14554}) +[I 2025-12-26 00:02:41,576] Trial 8 pruned. + +================================================================================ +Trial 8 완료 + Value (CSI): 0.438084 + Parameters: {'d_main': 256, 'd_hidden': 256, 'n_blocks': 3, 'dropout': 0.22571976062080706, 'lr': 6.134396216911527e-05, 'weight_decay': 0.010502763907771492, 'batch_size': 32} + Best Value (CSI): 0.540882 + Best Trial: 7 + Best Parameters: {'d_main': 128, 'd_hidden': 128, 'n_blocks': 6, 'dropout': 0.2066212300577071, 'lr': 0.003323662463686277, 'weight_decay': 0.0025328064540124278, 'batch_size': 64} +================================================================================ + + Fold 1 - 클래스별 가중치: {0: 0.9374634146341464, 1: 0.850353982300885, 2: 1.3204617287343685} (클래스별 샘플 수: {0: 20500, 1: 22600, 2: 14554}) + Fold 2 - 클래스별 가중치: {0: 0.9388130081300813, 1: 0.8515781710914454, 2: 1.3148641570449318} (클래스별 샘플 수: {0: 20500, 1: 22600, 2: 14637}) + Fold 3 - 클래스별 가중치: {0: 0.9397560975609756, 1: 0.8486784140969162, 2: 1.3199725933538884} (클래스별 샘플 수: {0: 20500, 1: 22700, 2: 14595}) +[I 2025-12-26 00:04:46,040] Trial 9 pruned. + +================================================================================ +Trial 9 완료 + Value (CSI): 0.491772 + Parameters: {'d_main': 192, 'd_hidden': 128, 'n_blocks': 5, 'dropout': 0.293472508247844, 'lr': 0.0002718024634711874, 'weight_decay': 0.010615902352143382, 'batch_size': 64} + Best Value (CSI): 0.540882 + Best Trial: 7 + Best Parameters: {'d_main': 128, 'd_hidden': 128, 'n_blocks': 6, 'dropout': 0.2066212300577071, 'lr': 0.003323662463686277, 'weight_decay': 0.0025328064540124278, 'batch_size': 64} +================================================================================ + + Fold 1 - 클래스별 가중치: {0: 0.9374634146341464, 1: 0.850353982300885, 2: 1.3204617287343685} (클래스별 샘플 수: {0: 20500, 1: 22600, 2: 14554}) + Fold 2 - 클래스별 가중치: {0: 0.9388130081300813, 1: 0.8515781710914454, 2: 1.3148641570449318} (클래스별 샘플 수: {0: 20500, 1: 22600, 2: 14637}) + Fold 3 - 클래스별 가중치: {0: 0.9397560975609756, 1: 0.8486784140969162, 2: 1.3199725933538884} (클래스별 샘플 수: {0: 20500, 1: 22700, 2: 14595}) +[I 2025-12-26 00:05:42,367] Trial 10 finished with value: 0.5442597491498226 and parameters: {'d_main': 64, 'd_hidden': 64, 'n_blocks': 6, 'dropout': 0.10769839287398476, 'lr': 0.009525131239793653, 'weight_decay': 0.07430773407010675, 'batch_size': 256}. Best is trial 10 with value: 0.5442597491498226. + +================================================================================ +Trial 10 완료 + Value (CSI): 0.544260 + Parameters: {'d_main': 64, 'd_hidden': 64, 'n_blocks': 6, 'dropout': 0.10769839287398476, 'lr': 0.009525131239793653, 'weight_decay': 0.07430773407010675, 'batch_size': 256} + Best Value (CSI): 0.544260 + Best Trial: 10 + Best Parameters: {'d_main': 64, 'd_hidden': 64, 'n_blocks': 6, 'dropout': 0.10769839287398476, 'lr': 0.009525131239793653, 'weight_decay': 0.07430773407010675, 'batch_size': 256} +================================================================================ + + Fold 1 - 클래스별 가중치: {0: 0.9374634146341464, 1: 0.850353982300885, 2: 1.3204617287343685} (클래스별 샘플 수: {0: 20500, 1: 22600, 2: 14554}) + Fold 2 - 클래스별 가중치: {0: 0.9388130081300813, 1: 0.8515781710914454, 2: 1.3148641570449318} (클래스별 샘플 수: {0: 20500, 1: 22600, 2: 14637}) + Fold 3 - 클래스별 가중치: {0: 0.9397560975609756, 1: 0.8486784140969162, 2: 1.3199725933538884} (클래스별 샘플 수: {0: 20500, 1: 22700, 2: 14595}) +[I 2025-12-26 00:06:30,727] Trial 11 finished with value: 0.5438698344359757 and parameters: {'d_main': 64, 'd_hidden': 64, 'n_blocks': 6, 'dropout': 0.10797291582631306, 'lr': 0.008277150236091012, 'weight_decay': 0.09761956663509892, 'batch_size': 256}. Best is trial 10 with value: 0.5442597491498226. + +================================================================================ +Trial 11 완료 + Value (CSI): 0.543870 + Parameters: {'d_main': 64, 'd_hidden': 64, 'n_blocks': 6, 'dropout': 0.10797291582631306, 'lr': 0.008277150236091012, 'weight_decay': 0.09761956663509892, 'batch_size': 256} + Best Value (CSI): 0.544260 + Best Trial: 10 + Best Parameters: {'d_main': 64, 'd_hidden': 64, 'n_blocks': 6, 'dropout': 0.10769839287398476, 'lr': 0.009525131239793653, 'weight_decay': 0.07430773407010675, 'batch_size': 256} +================================================================================ + + Fold 1 - 클래스별 가중치: {0: 0.9374634146341464, 1: 0.850353982300885, 2: 1.3204617287343685} (클래스별 샘플 수: {0: 20500, 1: 22600, 2: 14554}) + Fold 2 - 클래스별 가중치: {0: 0.9388130081300813, 1: 0.8515781710914454, 2: 1.3148641570449318} (클래스별 샘플 수: {0: 20500, 1: 22600, 2: 14637}) + Fold 3 - 클래스별 가중치: {0: 0.9397560975609756, 1: 0.8486784140969162, 2: 1.3199725933538884} (클래스별 샘플 수: {0: 20500, 1: 22700, 2: 14595}) +[I 2025-12-26 00:07:22,635] Trial 12 finished with value: 0.5454211999115509 and parameters: {'d_main': 64, 'd_hidden': 64, 'n_blocks': 6, 'dropout': 0.1019145630795297, 'lr': 0.009473145037889064, 'weight_decay': 0.09377828327575906, 'batch_size': 256}. Best is trial 12 with value: 0.5454211999115509. + +================================================================================ +Trial 12 완료 + Value (CSI): 0.545421 + Parameters: {'d_main': 64, 'd_hidden': 64, 'n_blocks': 6, 'dropout': 0.1019145630795297, 'lr': 0.009473145037889064, 'weight_decay': 0.09377828327575906, 'batch_size': 256} + Best Value (CSI): 0.545421 + Best Trial: 12 + Best Parameters: {'d_main': 64, 'd_hidden': 64, 'n_blocks': 6, 'dropout': 0.1019145630795297, 'lr': 0.009473145037889064, 'weight_decay': 0.09377828327575906, 'batch_size': 256} +================================================================================ + + Fold 1 - 클래스별 가중치: {0: 0.9374634146341464, 1: 0.850353982300885, 2: 1.3204617287343685} (클래스별 샘플 수: {0: 20500, 1: 22600, 2: 14554}) + Fold 2 - 클래스별 가중치: {0: 0.9388130081300813, 1: 0.8515781710914454, 2: 1.3148641570449318} (클래스별 샘플 수: {0: 20500, 1: 22600, 2: 14637}) + Fold 3 - 클래스별 가중치: {0: 0.9397560975609756, 1: 0.8486784140969162, 2: 1.3199725933538884} (클래스별 샘플 수: {0: 20500, 1: 22700, 2: 14595}) +[I 2025-12-26 00:08:11,909] Trial 13 finished with value: 0.544122117522429 and parameters: {'d_main': 64, 'd_hidden': 64, 'n_blocks': 5, 'dropout': 0.10308919524155724, 'lr': 0.008765344334768232, 'weight_decay': 0.07944364874867733, 'batch_size': 256}. Best is trial 12 with value: 0.5454211999115509. + +================================================================================ +Trial 13 완료 + Value (CSI): 0.544122 + Parameters: {'d_main': 64, 'd_hidden': 64, 'n_blocks': 5, 'dropout': 0.10308919524155724, 'lr': 0.008765344334768232, 'weight_decay': 0.07944364874867733, 'batch_size': 256} + Best Value (CSI): 0.545421 + Best Trial: 12 + Best Parameters: {'d_main': 64, 'd_hidden': 64, 'n_blocks': 6, 'dropout': 0.1019145630795297, 'lr': 0.009473145037889064, 'weight_decay': 0.09377828327575906, 'batch_size': 256} +================================================================================ + + Fold 1 - 클래스별 가중치: {0: 0.9374634146341464, 1: 0.850353982300885, 2: 1.3204617287343685} (클래스별 샘플 수: {0: 20500, 1: 22600, 2: 14554}) +[I 2025-12-26 00:08:23,445] Trial 14 pruned. + +================================================================================ +Trial 14 완료 + Value (CSI): 0.433395 + Parameters: {'d_main': 96, 'd_hidden': 64, 'n_blocks': 6, 'dropout': 0.15887615464281568, 'lr': 0.0005803030601695833, 'weight_decay': 0.03715146424395707, 'batch_size': 256} + Best Value (CSI): 0.545421 + Best Trial: 12 + Best Parameters: {'d_main': 64, 'd_hidden': 64, 'n_blocks': 6, 'dropout': 0.1019145630795297, 'lr': 0.009473145037889064, 'weight_decay': 0.09377828327575906, 'batch_size': 256} +================================================================================ + + Fold 1 - 클래스별 가중치: {0: 0.9374634146341464, 1: 0.850353982300885, 2: 1.3204617287343685} (클래스별 샘플 수: {0: 20500, 1: 22600, 2: 14554}) +[I 2025-12-26 00:08:34,469] Trial 15 pruned. + +================================================================================ +Trial 15 완료 + Value (CSI): 0.481622 + Parameters: {'d_main': 64, 'd_hidden': 64, 'n_blocks': 5, 'dropout': 0.1529391312910724, 'lr': 0.009242987414399018, 'weight_decay': 0.028154723850654588, 'batch_size': 256} + Best Value (CSI): 0.545421 + Best Trial: 12 + Best Parameters: {'d_main': 64, 'd_hidden': 64, 'n_blocks': 6, 'dropout': 0.1019145630795297, 'lr': 0.009473145037889064, 'weight_decay': 0.09377828327575906, 'batch_size': 256} +================================================================================ + + Fold 1 - 클래스별 가중치: {0: 0.9374634146341464, 1: 0.850353982300885, 2: 1.3204617287343685} (클래스별 샘플 수: {0: 20500, 1: 22600, 2: 14554}) +[I 2025-12-26 00:08:46,342] Trial 16 pruned. + +================================================================================ +Trial 16 완료 + Value (CSI): 0.447088 + Parameters: {'d_main': 128, 'd_hidden': 192, 'n_blocks': 6, 'dropout': 0.13222004068614257, 'lr': 0.004459319732899502, 'weight_decay': 0.09998847856475053, 'batch_size': 256} + Best Value (CSI): 0.545421 + Best Trial: 12 + Best Parameters: {'d_main': 64, 'd_hidden': 64, 'n_blocks': 6, 'dropout': 0.1019145630795297, 'lr': 0.009473145037889064, 'weight_decay': 0.09377828327575906, 'batch_size': 256} +================================================================================ + + Fold 1 - 클래스별 가중치: {0: 0.9374634146341464, 1: 0.850353982300885, 2: 1.3204617287343685} (클래스별 샘플 수: {0: 20500, 1: 22600, 2: 14554}) + Fold 2 - 클래스별 가중치: {0: 0.9388130081300813, 1: 0.8515781710914454, 2: 1.3148641570449318} (클래스별 샘플 수: {0: 20500, 1: 22600, 2: 14637}) +[I 2025-12-26 00:09:07,583] Trial 17 pruned. + +================================================================================ +Trial 17 완료 + Value (CSI): 0.556604 + Parameters: {'d_main': 128, 'd_hidden': 64, 'n_blocks': 5, 'dropout': 0.17030358937171652, 'lr': 0.000882950119227547, 'weight_decay': 0.025076832389689236, 'batch_size': 256} + Best Value (CSI): 0.545421 + Best Trial: 12 + Best Parameters: {'d_main': 64, 'd_hidden': 64, 'n_blocks': 6, 'dropout': 0.1019145630795297, 'lr': 0.009473145037889064, 'weight_decay': 0.09377828327575906, 'batch_size': 256} +================================================================================ + + Fold 1 - 클래스별 가중치: {0: 0.9374634146341464, 1: 0.850353982300885, 2: 1.3204617287343685} (클래스별 샘플 수: {0: 20500, 1: 22600, 2: 14554}) + Fold 2 - 클래스별 가중치: {0: 0.9388130081300813, 1: 0.8515781710914454, 2: 1.3148641570449318} (클래스별 샘플 수: {0: 20500, 1: 22600, 2: 14637}) + Fold 3 - 클래스별 가중치: {0: 0.9397560975609756, 1: 0.8486784140969162, 2: 1.3199725933538884} (클래스별 샘플 수: {0: 20500, 1: 22700, 2: 14595}) +[I 2025-12-26 00:09:49,899] Trial 18 finished with value: 0.529326218580414 and parameters: {'d_main': 64, 'd_hidden': 64, 'n_blocks': 3, 'dropout': 0.10405617420506673, 'lr': 0.004165233163183057, 'weight_decay': 0.015430079468391332, 'batch_size': 256}. Best is trial 12 with value: 0.5454211999115509. + +================================================================================ +Trial 18 완료 + Value (CSI): 0.529326 + Parameters: {'d_main': 64, 'd_hidden': 64, 'n_blocks': 3, 'dropout': 0.10405617420506673, 'lr': 0.004165233163183057, 'weight_decay': 0.015430079468391332, 'batch_size': 256} + Best Value (CSI): 0.545421 + Best Trial: 12 + Best Parameters: {'d_main': 64, 'd_hidden': 64, 'n_blocks': 6, 'dropout': 0.1019145630795297, 'lr': 0.009473145037889064, 'weight_decay': 0.09377828327575906, 'batch_size': 256} +================================================================================ + + Fold 1 - 클래스별 가중치: {0: 0.9374634146341464, 1: 0.850353982300885, 2: 1.3204617287343685} (클래스별 샘플 수: {0: 20500, 1: 22600, 2: 14554}) +[I 2025-12-26 00:09:58,378] Trial 19 pruned. + +================================================================================ +Trial 19 완료 + Value (CSI): 0.327622 + Parameters: {'d_main': 96, 'd_hidden': 192, 'n_blocks': 6, 'dropout': 0.17890001679453238, 'lr': 1.0919634385681597e-05, 'weight_decay': 0.04994289332535135, 'batch_size': 256} + Best Value (CSI): 0.545421 + Best Trial: 12 + Best Parameters: {'d_main': 64, 'd_hidden': 64, 'n_blocks': 6, 'dropout': 0.1019145630795297, 'lr': 0.009473145037889064, 'weight_decay': 0.09377828327575906, 'batch_size': 256} +================================================================================ + + Fold 1 - 클래스별 가중치: {0: 0.9374634146341464, 1: 0.850353982300885, 2: 1.3204617287343685} (클래스별 샘플 수: {0: 20500, 1: 22600, 2: 14554}) +[I 2025-12-26 00:10:09,095] Trial 20 pruned. + +================================================================================ +Trial 20 완료 + Value (CSI): 0.445879 + Parameters: {'d_main': 160, 'd_hidden': 64, 'n_blocks': 4, 'dropout': 0.1371796324607018, 'lr': 0.0005888443024477293, 'weight_decay': 0.0554355495193096, 'batch_size': 256} + Best Value (CSI): 0.545421 + Best Trial: 12 + Best Parameters: {'d_main': 64, 'd_hidden': 64, 'n_blocks': 6, 'dropout': 0.1019145630795297, 'lr': 0.009473145037889064, 'weight_decay': 0.09377828327575906, 'batch_size': 256} +================================================================================ + + Fold 1 - 클래스별 가중치: {0: 0.9374634146341464, 1: 0.850353982300885, 2: 1.3204617287343685} (클래스별 샘플 수: {0: 20500, 1: 22600, 2: 14554}) +[I 2025-12-26 00:10:19,066] Trial 21 pruned. + +================================================================================ +Trial 21 완료 + Value (CSI): 0.428387 + Parameters: {'d_main': 64, 'd_hidden': 64, 'n_blocks': 5, 'dropout': 0.10001084990755102, 'lr': 0.00851752884982044, 'weight_decay': 0.0629985588672389, 'batch_size': 256} + Best Value (CSI): 0.545421 + Best Trial: 12 + Best Parameters: {'d_main': 64, 'd_hidden': 64, 'n_blocks': 6, 'dropout': 0.1019145630795297, 'lr': 0.009473145037889064, 'weight_decay': 0.09377828327575906, 'batch_size': 256} +================================================================================ + + Fold 1 - 클래스별 가중치: {0: 0.9374634146341464, 1: 0.850353982300885, 2: 1.3204617287343685} (클래스별 샘플 수: {0: 20500, 1: 22600, 2: 14554}) +[I 2025-12-26 00:10:29,010] Trial 22 pruned. + +================================================================================ +Trial 22 완료 + Value (CSI): 0.427284 + Parameters: {'d_main': 64, 'd_hidden': 64, 'n_blocks': 5, 'dropout': 0.12836603089669577, 'lr': 0.005426813208439263, 'weight_decay': 0.09431668470773782, 'batch_size': 256} + Best Value (CSI): 0.545421 + Best Trial: 12 + Best Parameters: {'d_main': 64, 'd_hidden': 64, 'n_blocks': 6, 'dropout': 0.1019145630795297, 'lr': 0.009473145037889064, 'weight_decay': 0.09377828327575906, 'batch_size': 256} +================================================================================ + + Fold 1 - 클래스별 가중치: {0: 0.9374634146341464, 1: 0.850353982300885, 2: 1.3204617287343685} (클래스별 샘플 수: {0: 20500, 1: 22600, 2: 14554}) +[I 2025-12-26 00:10:40,786] Trial 23 pruned. + +================================================================================ +Trial 23 완료 + Value (CSI): 0.463023 + Parameters: {'d_main': 96, 'd_hidden': 128, 'n_blocks': 6, 'dropout': 0.10646024314196056, 'lr': 0.009422942961845163, 'weight_decay': 0.02249564832452241, 'batch_size': 256} + Best Value (CSI): 0.545421 + Best Trial: 12 + Best Parameters: {'d_main': 64, 'd_hidden': 64, 'n_blocks': 6, 'dropout': 0.1019145630795297, 'lr': 0.009473145037889064, 'weight_decay': 0.09377828327575906, 'batch_size': 256} +================================================================================ + + Fold 1 - 클래스별 가중치: {0: 0.9374634146341464, 1: 0.850353982300885, 2: 1.3204617287343685} (클래스별 샘플 수: {0: 20500, 1: 22600, 2: 14554}) + Fold 2 - 클래스별 가중치: {0: 0.9388130081300813, 1: 0.8515781710914454, 2: 1.3148641570449318} (클래스별 샘플 수: {0: 20500, 1: 22600, 2: 14637}) +[I 2025-12-26 00:11:01,041] Trial 24 pruned. + +================================================================================ +Trial 24 완료 + Value (CSI): 0.570136 + Parameters: {'d_main': 64, 'd_hidden': 64, 'n_blocks': 5, 'dropout': 0.13462358717992445, 'lr': 0.0036481434195272796, 'weight_decay': 0.05494537199885521, 'batch_size': 256} + Best Value (CSI): 0.545421 + Best Trial: 12 + Best Parameters: {'d_main': 64, 'd_hidden': 64, 'n_blocks': 6, 'dropout': 0.1019145630795297, 'lr': 0.009473145037889064, 'weight_decay': 0.09377828327575906, 'batch_size': 256} +================================================================================ + + Fold 1 - 클래스별 가중치: {0: 0.9374634146341464, 1: 0.850353982300885, 2: 1.3204617287343685} (클래스별 샘플 수: {0: 20500, 1: 22600, 2: 14554}) + Fold 2 - 클래스별 가중치: {0: 0.9388130081300813, 1: 0.8515781710914454, 2: 1.3148641570449318} (클래스별 샘플 수: {0: 20500, 1: 22600, 2: 14637}) + Fold 3 - 클래스별 가중치: {0: 0.9397560975609756, 1: 0.8486784140969162, 2: 1.3199725933538884} (클래스별 샘플 수: {0: 20500, 1: 22700, 2: 14595}) +[I 2025-12-26 00:11:59,452] Trial 25 finished with value: 0.5356927816012992 and parameters: {'d_main': 128, 'd_hidden': 64, 'n_blocks': 6, 'dropout': 0.181240125595102, 'lr': 0.005545841210289506, 'weight_decay': 0.028862928599039286, 'batch_size': 256}. Best is trial 12 with value: 0.5454211999115509. + +================================================================================ +Trial 25 완료 + Value (CSI): 0.535693 + Parameters: {'d_main': 128, 'd_hidden': 64, 'n_blocks': 6, 'dropout': 0.181240125595102, 'lr': 0.005545841210289506, 'weight_decay': 0.028862928599039286, 'batch_size': 256} + Best Value (CSI): 0.545421 + Best Trial: 12 + Best Parameters: {'d_main': 64, 'd_hidden': 64, 'n_blocks': 6, 'dropout': 0.1019145630795297, 'lr': 0.009473145037889064, 'weight_decay': 0.09377828327575906, 'batch_size': 256} +================================================================================ + + Fold 1 - 클래스별 가중치: {0: 0.9374634146341464, 1: 0.850353982300885, 2: 1.3204617287343685} (클래스별 샘플 수: {0: 20500, 1: 22600, 2: 14554}) +[I 2025-12-26 00:12:09,924] Trial 26 pruned. + +================================================================================ +Trial 26 완료 + Value (CSI): 0.437229 + Parameters: {'d_main': 96, 'd_hidden': 128, 'n_blocks': 5, 'dropout': 0.14944290934737137, 'lr': 0.0028741768902834346, 'weight_decay': 0.06843083558879022, 'batch_size': 256} + Best Value (CSI): 0.545421 + Best Trial: 12 + Best Parameters: {'d_main': 64, 'd_hidden': 64, 'n_blocks': 6, 'dropout': 0.1019145630795297, 'lr': 0.009473145037889064, 'weight_decay': 0.09377828327575906, 'batch_size': 256} +================================================================================ + + Fold 1 - 클래스별 가중치: {0: 0.9374634146341464, 1: 0.850353982300885, 2: 1.3204617287343685} (클래스별 샘플 수: {0: 20500, 1: 22600, 2: 14554}) +[I 2025-12-26 00:13:01,190] Trial 27 pruned. + +================================================================================ +Trial 27 완료 + Value (CSI): 0.409567 + Parameters: {'d_main': 192, 'd_hidden': 64, 'n_blocks': 6, 'dropout': 0.12036785571074947, 'lr': 0.00595543977240383, 'weight_decay': 0.01660922370705496, 'batch_size': 32} + Best Value (CSI): 0.545421 + Best Trial: 12 + Best Parameters: {'d_main': 64, 'd_hidden': 64, 'n_blocks': 6, 'dropout': 0.1019145630795297, 'lr': 0.009473145037889064, 'weight_decay': 0.09377828327575906, 'batch_size': 256} +================================================================================ + + Fold 1 - 클래스별 가중치: {0: 0.9374634146341464, 1: 0.850353982300885, 2: 1.3204617287343685} (클래스별 샘플 수: {0: 20500, 1: 22600, 2: 14554}) +[I 2025-12-26 00:13:29,645] Trial 28 pruned. + +================================================================================ +Trial 28 완료 + Value (CSI): 0.450695 + Parameters: {'d_main': 64, 'd_hidden': 128, 'n_blocks': 6, 'dropout': 0.10106244395208261, 'lr': 0.002553503037575875, 'weight_decay': 0.06282082102273907, 'batch_size': 64} + Best Value (CSI): 0.545421 + Best Trial: 12 + Best Parameters: {'d_main': 64, 'd_hidden': 64, 'n_blocks': 6, 'dropout': 0.1019145630795297, 'lr': 0.009473145037889064, 'weight_decay': 0.09377828327575906, 'batch_size': 256} +================================================================================ + + Fold 1 - 클래스별 가중치: {0: 0.9374634146341464, 1: 0.850353982300885, 2: 1.3204617287343685} (클래스별 샘플 수: {0: 20500, 1: 22600, 2: 14554}) +[I 2025-12-26 00:13:56,447] Trial 29 pruned. + +================================================================================ +Trial 29 완료 + Value (CSI): 0.464832 + Parameters: {'d_main': 192, 'd_hidden': 64, 'n_blocks': 5, 'dropout': 0.14158012633839195, 'lr': 0.0018287077063598811, 'weight_decay': 0.037138023905174546, 'batch_size': 64} + Best Value (CSI): 0.545421 + Best Trial: 12 + Best Parameters: {'d_main': 64, 'd_hidden': 64, 'n_blocks': 6, 'dropout': 0.1019145630795297, 'lr': 0.009473145037889064, 'weight_decay': 0.09377828327575906, 'batch_size': 256} +================================================================================ + + Fold 1 - 클래스별 가중치: {0: 0.9374634146341464, 1: 0.850353982300885, 2: 1.3204617287343685} (클래스별 샘플 수: {0: 20500, 1: 22600, 2: 14554}) +[I 2025-12-26 00:14:05,114] Trial 30 pruned. + +================================================================================ +Trial 30 완료 + Value (CSI): 0.466624 + Parameters: {'d_main': 96, 'd_hidden': 128, 'n_blocks': 2, 'dropout': 0.17148322591128828, 'lr': 0.006064997061384621, 'weight_decay': 0.09589021330825949, 'batch_size': 256} + Best Value (CSI): 0.545421 + Best Trial: 12 + Best Parameters: {'d_main': 64, 'd_hidden': 64, 'n_blocks': 6, 'dropout': 0.1019145630795297, 'lr': 0.009473145037889064, 'weight_decay': 0.09377828327575906, 'batch_size': 256} +================================================================================ + + Fold 1 - 클래스별 가중치: {0: 0.9374634146341464, 1: 0.850353982300885, 2: 1.3204617287343685} (클래스별 샘플 수: {0: 20500, 1: 22600, 2: 14554}) + Fold 2 - 클래스별 가중치: {0: 0.9388130081300813, 1: 0.8515781710914454, 2: 1.3148641570449318} (클래스별 샘플 수: {0: 20500, 1: 22600, 2: 14637}) + Fold 3 - 클래스별 가중치: {0: 0.9397560975609756, 1: 0.8486784140969162, 2: 1.3199725933538884} (클래스별 샘플 수: {0: 20500, 1: 22700, 2: 14595}) +[I 2025-12-26 00:14:54,322] Trial 31 finished with value: 0.548082869767588 and parameters: {'d_main': 64, 'd_hidden': 64, 'n_blocks': 6, 'dropout': 0.11810161420146811, 'lr': 0.005626161255766633, 'weight_decay': 0.07813595965260633, 'batch_size': 256}. Best is trial 31 with value: 0.548082869767588. + +================================================================================ +Trial 31 완료 + Value (CSI): 0.548083 + Parameters: {'d_main': 64, 'd_hidden': 64, 'n_blocks': 6, 'dropout': 0.11810161420146811, 'lr': 0.005626161255766633, 'weight_decay': 0.07813595965260633, 'batch_size': 256} + Best Value (CSI): 0.548083 + Best Trial: 31 + Best Parameters: {'d_main': 64, 'd_hidden': 64, 'n_blocks': 6, 'dropout': 0.11810161420146811, 'lr': 0.005626161255766633, 'weight_decay': 0.07813595965260633, 'batch_size': 256} +================================================================================ + + Fold 1 - 클래스별 가중치: {0: 0.9374634146341464, 1: 0.850353982300885, 2: 1.3204617287343685} (클래스별 샘플 수: {0: 20500, 1: 22600, 2: 14554}) + Fold 2 - 클래스별 가중치: {0: 0.9388130081300813, 1: 0.8515781710914454, 2: 1.3148641570449318} (클래스별 샘플 수: {0: 20500, 1: 22600, 2: 14637}) +[I 2025-12-26 00:15:14,582] Trial 32 pruned. + +================================================================================ +Trial 32 완료 + Value (CSI): 0.583805 + Parameters: {'d_main': 64, 'd_hidden': 64, 'n_blocks': 6, 'dropout': 0.1196883182041709, 'lr': 0.009231259496872554, 'weight_decay': 0.03994868882735761, 'batch_size': 256} + Best Value (CSI): 0.548083 + Best Trial: 31 + Best Parameters: {'d_main': 64, 'd_hidden': 64, 'n_blocks': 6, 'dropout': 0.11810161420146811, 'lr': 0.005626161255766633, 'weight_decay': 0.07813595965260633, 'batch_size': 256} +================================================================================ + + Fold 1 - 클래스별 가중치: {0: 0.9374634146341464, 1: 0.850353982300885, 2: 1.3204617287343685} (클래스별 샘플 수: {0: 20500, 1: 22600, 2: 14554}) + Fold 2 - 클래스별 가중치: {0: 0.9388130081300813, 1: 0.8515781710914454, 2: 1.3148641570449318} (클래스별 샘플 수: {0: 20500, 1: 22600, 2: 14637}) + Fold 3 - 클래스별 가중치: {0: 0.9397560975609756, 1: 0.8486784140969162, 2: 1.3199725933538884} (클래스별 샘플 수: {0: 20500, 1: 22700, 2: 14595}) +[I 2025-12-26 00:15:57,597] Trial 33 finished with value: 0.5496514767249386 and parameters: {'d_main': 64, 'd_hidden': 64, 'n_blocks': 6, 'dropout': 0.12040597835986357, 'lr': 0.004042336529579042, 'weight_decay': 0.07140326236268495, 'batch_size': 256}. Best is trial 33 with value: 0.5496514767249386. + +================================================================================ +Trial 33 완료 + Value (CSI): 0.549651 + Parameters: {'d_main': 64, 'd_hidden': 64, 'n_blocks': 6, 'dropout': 0.12040597835986357, 'lr': 0.004042336529579042, 'weight_decay': 0.07140326236268495, 'batch_size': 256} + Best Value (CSI): 0.549651 + Best Trial: 33 + Best Parameters: {'d_main': 64, 'd_hidden': 64, 'n_blocks': 6, 'dropout': 0.12040597835986357, 'lr': 0.004042336529579042, 'weight_decay': 0.07140326236268495, 'batch_size': 256} +================================================================================ + + Fold 1 - 클래스별 가중치: {0: 0.9374634146341464, 1: 0.850353982300885, 2: 1.3204617287343685} (클래스별 샘플 수: {0: 20500, 1: 22600, 2: 14554}) + Fold 2 - 클래스별 가중치: {0: 0.9388130081300813, 1: 0.8515781710914454, 2: 1.3148641570449318} (클래스별 샘플 수: {0: 20500, 1: 22600, 2: 14637}) + Fold 3 - 클래스별 가중치: {0: 0.9397560975609756, 1: 0.8486784140969162, 2: 1.3199725933538884} (클래스별 샘플 수: {0: 20500, 1: 22700, 2: 14595}) +[I 2025-12-26 00:17:04,516] Trial 34 finished with value: 0.5391510656805605 and parameters: {'d_main': 96, 'd_hidden': 64, 'n_blocks': 6, 'dropout': 0.1440196627983718, 'lr': 0.003918233945876215, 'weight_decay': 0.053582605029085746, 'batch_size': 128}. Best is trial 33 with value: 0.5496514767249386. + +================================================================================ +Trial 34 완료 + Value (CSI): 0.539151 + Parameters: {'d_main': 96, 'd_hidden': 64, 'n_blocks': 6, 'dropout': 0.1440196627983718, 'lr': 0.003918233945876215, 'weight_decay': 0.053582605029085746, 'batch_size': 128} + Best Value (CSI): 0.549651 + Best Trial: 33 + Best Parameters: {'d_main': 64, 'd_hidden': 64, 'n_blocks': 6, 'dropout': 0.12040597835986357, 'lr': 0.004042336529579042, 'weight_decay': 0.07140326236268495, 'batch_size': 256} +================================================================================ + + Fold 1 - 클래스별 가중치: {0: 0.9374634146341464, 1: 0.850353982300885, 2: 1.3204617287343685} (클래스별 샘플 수: {0: 20500, 1: 22600, 2: 14554}) +[I 2025-12-26 00:17:15,413] Trial 35 pruned. + +================================================================================ +Trial 35 완료 + Value (CSI): 0.440122 + Parameters: {'d_main': 64, 'd_hidden': 128, 'n_blocks': 6, 'dropout': 0.12125628535109054, 'lr': 0.00205771861570579, 'weight_decay': 0.03765043519065167, 'batch_size': 256} + Best Value (CSI): 0.549651 + Best Trial: 33 + Best Parameters: {'d_main': 64, 'd_hidden': 64, 'n_blocks': 6, 'dropout': 0.12040597835986357, 'lr': 0.004042336529579042, 'weight_decay': 0.07140326236268495, 'batch_size': 256} +================================================================================ + + Fold 1 - 클래스별 가중치: {0: 0.9374634146341464, 1: 0.850353982300885, 2: 1.3204617287343685} (클래스별 샘플 수: {0: 20500, 1: 22600, 2: 14554}) + Fold 2 - 클래스별 가중치: {0: 0.9388130081300813, 1: 0.8515781710914454, 2: 1.3148641570449318} (클래스별 샘플 수: {0: 20500, 1: 22600, 2: 14637}) +[I 2025-12-26 00:17:40,307] Trial 36 pruned. + +================================================================================ +Trial 36 완료 + Value (CSI): 0.573415 + Parameters: {'d_main': 96, 'd_hidden': 192, 'n_blocks': 2, 'dropout': 0.15582312694613848, 'lr': 0.0015301742172401072, 'weight_decay': 0.06686969189870928, 'batch_size': 128} + Best Value (CSI): 0.549651 + Best Trial: 33 + Best Parameters: {'d_main': 64, 'd_hidden': 64, 'n_blocks': 6, 'dropout': 0.12040597835986357, 'lr': 0.004042336529579042, 'weight_decay': 0.07140326236268495, 'batch_size': 256} +================================================================================ + + Fold 1 - 클래스별 가중치: {0: 0.9374634146341464, 1: 0.850353982300885, 2: 1.3204617287343685} (클래스별 샘플 수: {0: 20500, 1: 22600, 2: 14554}) + Fold 2 - 클래스별 가중치: {0: 0.9388130081300813, 1: 0.8515781710914454, 2: 1.3148641570449318} (클래스별 샘플 수: {0: 20500, 1: 22600, 2: 14637}) +[I 2025-12-26 00:19:21,405] Trial 37 pruned. + +================================================================================ +Trial 37 완료 + Value (CSI): 0.584624 + Parameters: {'d_main': 128, 'd_hidden': 64, 'n_blocks': 6, 'dropout': 0.18661236561140981, 'lr': 0.0027138712796909363, 'weight_decay': 0.020148793273370078, 'batch_size': 32} + Best Value (CSI): 0.549651 + Best Trial: 33 + Best Parameters: {'d_main': 64, 'd_hidden': 64, 'n_blocks': 6, 'dropout': 0.12040597835986357, 'lr': 0.004042336529579042, 'weight_decay': 0.07140326236268495, 'batch_size': 256} +================================================================================ + + Fold 1 - 클래스별 가중치: {0: 0.9374634146341464, 1: 0.850353982300885, 2: 1.3204617287343685} (클래스��� 샘플 수: {0: 20500, 1: 22600, 2: 14554}) +[I 2025-12-26 00:19:31,296] Trial 38 pruned. + +================================================================================ +Trial 38 완료 + Value (CSI): 0.441103 + Parameters: {'d_main': 224, 'd_hidden': 128, 'n_blocks': 4, 'dropout': 0.11691325658117041, 'lr': 0.005059497387616477, 'weight_decay': 0.00011463260645479976, 'batch_size': 256} + Best Value (CSI): 0.549651 + Best Trial: 33 + Best Parameters: {'d_main': 64, 'd_hidden': 64, 'n_blocks': 6, 'dropout': 0.12040597835986357, 'lr': 0.004042336529579042, 'weight_decay': 0.07140326236268495, 'batch_size': 256} +================================================================================ + + Fold 1 - 클래스별 가중치: {0: 0.9374634146341464, 1: 0.850353982300885, 2: 1.3204617287343685} (클래스별 샘플 수: {0: 20500, 1: 22600, 2: 14554}) +[I 2025-12-26 00:19:47,465] Trial 39 pruned. + +================================================================================ +Trial 39 완료 + Value (CSI): 0.437925 + Parameters: {'d_main': 96, 'd_hidden': 64, 'n_blocks': 6, 'dropout': 0.1321856276295156, 'lr': 0.0012119410759001772, 'weight_decay': 0.0007447268103318002, 'batch_size': 128} + Best Value (CSI): 0.549651 + Best Trial: 33 + Best Parameters: {'d_main': 64, 'd_hidden': 64, 'n_blocks': 6, 'dropout': 0.12040597835986357, 'lr': 0.004042336529579042, 'weight_decay': 0.07140326236268495, 'batch_size': 256} +================================================================================ + + Fold 1 - 클래스별 가중치: {0: 0.9374634146341464, 1: 0.850353982300885, 2: 1.3204617287343685} (클래스별 샘플 수: {0: 20500, 1: 22600, 2: 14554}) + Fold 2 - 클래스별 가중치: {0: 0.9388130081300813, 1: 0.8515781710914454, 2: 1.3148641570449318} (클래스별 샘플 수: {0: 20500, 1: 22600, 2: 14637}) + Fold 3 - 클래스별 가중치: {0: 0.9397560975609756, 1: 0.8486784140969162, 2: 1.3199725933538884} (클래스별 샘플 수: {0: 20500, 1: 22700, 2: 14595}) +[I 2025-12-26 00:22:05,886] Trial 40 finished with value: 0.5450780727734363 and parameters: {'d_main': 64, 'd_hidden': 128, 'n_blocks': 6, 'dropout': 0.1627381954613088, 'lr': 0.003053118654783677, 'weight_decay': 0.03208414716624912, 'batch_size': 64}. Best is trial 33 with value: 0.5496514767249386. + +================================================================================ +Trial 40 완료 + Value (CSI): 0.545078 + Parameters: {'d_main': 64, 'd_hidden': 128, 'n_blocks': 6, 'dropout': 0.1627381954613088, 'lr': 0.003053118654783677, 'weight_decay': 0.03208414716624912, 'batch_size': 64} + Best Value (CSI): 0.549651 + Best Trial: 33 + Best Parameters: {'d_main': 64, 'd_hidden': 64, 'n_blocks': 6, 'dropout': 0.12040597835986357, 'lr': 0.004042336529579042, 'weight_decay': 0.07140326236268495, 'batch_size': 256} +================================================================================ + + Fold 1 - 클래스별 가중치: {0: 0.9374634146341464, 1: 0.850353982300885, 2: 1.3204617287343685} (클래스별 샘플 수: {0: 20500, 1: 22600, 2: 14554}) +[I 2025-12-26 00:22:34,478] Trial 41 pruned. + +================================================================================ +Trial 41 완료 + Value (CSI): 0.424321 + Parameters: {'d_main': 64, 'd_hidden': 128, 'n_blocks': 6, 'dropout': 0.11763077084774717, 'lr': 0.003136654209320503, 'weight_decay': 0.06968439212950128, 'batch_size': 64} + Best Value (CSI): 0.549651 + Best Trial: 33 + Best Parameters: {'d_main': 64, 'd_hidden': 64, 'n_blocks': 6, 'dropout': 0.12040597835986357, 'lr': 0.004042336529579042, 'weight_decay': 0.07140326236268495, 'batch_size': 256} +================================================================================ + + Fold 1 - 클래스별 가중치: {0: 0.9374634146341464, 1: 0.850353982300885, 2: 1.3204617287343685} (클래스별 샘플 수: {0: 20500, 1: 22600, 2: 14554}) +[I 2025-12-26 00:23:02,438] Trial 42 pruned. + +================================================================================ +Trial 42 완료 + Value (CSI): 0.433138 + Parameters: {'d_main': 64, 'd_hidden': 64, 'n_blocks': 6, 'dropout': 0.13979633165120775, 'lr': 0.006484002731884658, 'weight_decay': 0.03824784233278941, 'batch_size': 64} + Best Value (CSI): 0.549651 + Best Trial: 33 + Best Parameters: {'d_main': 64, 'd_hidden': 64, 'n_blocks': 6, 'dropout': 0.12040597835986357, 'lr': 0.004042336529579042, 'weight_decay': 0.07140326236268495, 'batch_size': 256} +================================================================================ + + Fold 1 - 클래스별 가중치: {0: 0.9374634146341464, 1: 0.850353982300885, 2: 1.3204617287343685} (클래스별 샘플 수: {0: 20500, 1: 22600, 2: 14554}) +[I 2025-12-26 00:23:31,328] Trial 43 pruned. + +================================================================================ +Trial 43 완료 + Value (CSI): 0.436482 + Parameters: {'d_main': 64, 'd_hidden': 128, 'n_blocks': 6, 'dropout': 0.16028541086882056, 'lr': 0.003969660167201104, 'weight_decay': 0.09998370263815894, 'batch_size': 64} + Best Value (CSI): 0.549651 + Best Trial: 33 + Best Parameters: {'d_main': 64, 'd_hidden': 64, 'n_blocks': 6, 'dropout': 0.12040597835986357, 'lr': 0.004042336529579042, 'weight_decay': 0.07140326236268495, 'batch_size': 256} +================================================================================ + + Fold 1 - 클래스별 가중치: {0: 0.9374634146341464, 1: 0.850353982300885, 2: 1.3204617287343685} (클래스별 샘플 수: {0: 20500, 1: 22600, 2: 14554}) +[I 2025-12-26 00:24:00,280] Trial 44 pruned. + +================================================================================ +Trial 44 완료 + Value (CSI): 0.408730 + Parameters: {'d_main': 96, 'd_hidden': 64, 'n_blocks': 6, 'dropout': 0.11775871666351921, 'lr': 0.0070655583004284464, 'weight_decay': 0.05080300277860471, 'batch_size': 64} + Best Value (CSI): 0.549651 + Best Trial: 33 + Best Parameters: {'d_main': 64, 'd_hidden': 64, 'n_blocks': 6, 'dropout': 0.12040597835986357, 'lr': 0.004042336529579042, 'weight_decay': 0.07140326236268495, 'batch_size': 256} +================================================================================ + + Fold 1 - 클래스별 가중치: {0: 0.9374634146341464, 1: 0.850353982300885, 2: 1.3204617287343685} (클래스별 샘플 수: {0: 20500, 1: 22600, 2: 14554}) +[I 2025-12-26 00:24:46,463] Trial 45 pruned. + +================================================================================ +Trial 45 완료 + Value (CSI): 0.417772 + Parameters: {'d_main': 64, 'd_hidden': 64, 'n_blocks': 5, 'dropout': 0.19780340972592655, 'lr': 0.0022044168879631725, 'weight_decay': 0.07861419812841668, 'batch_size': 32} + Best Value (CSI): 0.549651 + Best Trial: 33 + Best Parameters: {'d_main': 64, 'd_hidden': 64, 'n_blocks': 6, 'dropout': 0.12040597835986357, 'lr': 0.004042336529579042, 'weight_decay': 0.07140326236268495, 'batch_size': 256} +================================================================================ + + Fold 1 - 클래스별 가중치: {0: 0.9374634146341464, 1: 0.850353982300885, 2: 1.3204617287343685} (클래스별 샘플 수: {0: 20500, 1: 22600, 2: 14554}) +[I 2025-12-26 00:25:07,632] Trial 46 pruned. + +================================================================================ +Trial 46 완료 + Value (CSI): 0.355731 + Parameters: {'d_main': 96, 'd_hidden': 128, 'n_blocks': 6, 'dropout': 0.14812429697728946, 'lr': 0.009974439328352243, 'weight_decay': 0.03245233114100497, 'batch_size': 64} + Best Value (CSI): 0.549651 + Best Trial: 33 + Best Parameters: {'d_main': 64, 'd_hidden': 64, 'n_blocks': 6, 'dropout': 0.12040597835986357, 'lr': 0.004042336529579042, 'weight_decay': 0.07140326236268495, 'batch_size': 256} +================================================================================ + + Fold 1 - 클래스별 가중치: {0: 0.9374634146341464, 1: 0.850353982300885, 2: 1.3204617287343685} (클래스별 샘플 수: {0: 20500, 1: 22600, 2: 14554}) + Fold 2 - 클래스별 가중치: {0: 0.9388130081300813, 1: 0.8515781710914454, 2: 1.3148641570449318} (클래스별 샘플 수: {0: 20500, 1: 22600, 2: 14637}) + Fold 3 - 클래스별 가중치: {0: 0.9397560975609756, 1: 0.8486784140969162, 2: 1.3199725933538884} (클래스별 샘플 수: {0: 20500, 1: 22700, 2: 14595}) +[I 2025-12-26 00:26:00,667] Trial 47 finished with value: 0.5392433468956933 and parameters: {'d_main': 64, 'd_hidden': 256, 'n_blocks': 5, 'dropout': 0.16578046533882615, 'lr': 0.006417645399657734, 'weight_decay': 0.04557757070587515, 'batch_size': 256}. Best is trial 33 with value: 0.5496514767249386. + +================================================================================ +Trial 47 완료 + Value (CSI): 0.539243 + Parameters: {'d_main': 64, 'd_hidden': 256, 'n_blocks': 5, 'dropout': 0.16578046533882615, 'lr': 0.006417645399657734, 'weight_decay': 0.04557757070587515, 'batch_size': 256} + Best Value (CSI): 0.549651 + Best Trial: 33 + Best Parameters: {'d_main': 64, 'd_hidden': 64, 'n_blocks': 6, 'dropout': 0.12040597835986357, 'lr': 0.004042336529579042, 'weight_decay': 0.07140326236268495, 'batch_size': 256} +================================================================================ + + Fold 1 - 클래스별 가중치: {0: 0.9374634146341464, 1: 0.850353982300885, 2: 1.3204617287343685} (클래스별 샘플 수: {0: 20500, 1: 22600, 2: 14554}) + Fold 2 - 클래스별 가중치: {0: 0.9388130081300813, 1: 0.8515781710914454, 2: 1.3148641570449318} (클래스별 샘플 수: {0: 20500, 1: 22600, 2: 14637}) + Fold 3 - 클래스별 가중치: {0: 0.9397560975609756, 1: 0.8486784140969162, 2: 1.3199725933538884} (클래스별 샘플 수: {0: 20500, 1: 22700, 2: 14595}) +[I 2025-12-26 00:26:50,680] Trial 48 finished with value: 0.5399853400567142 and parameters: {'d_main': 64, 'd_hidden': 64, 'n_blocks': 6, 'dropout': 0.12870986052120786, 'lr': 0.004508473370455997, 'weight_decay': 0.02875539371865502, 'batch_size': 256}. Best is trial 33 with value: 0.5496514767249386. + +================================================================================ +Trial 48 완료 + Value (CSI): 0.539985 + Parameters: {'d_main': 64, 'd_hidden': 64, 'n_blocks': 6, 'dropout': 0.12870986052120786, 'lr': 0.004508473370455997, 'weight_decay': 0.02875539371865502, 'batch_size': 256} + Best Value (CSI): 0.549651 + Best Trial: 33 + Best Parameters: {'d_main': 64, 'd_hidden': 64, 'n_blocks': 6, 'dropout': 0.12040597835986357, 'lr': 0.004042336529579042, 'weight_decay': 0.07140326236268495, 'batch_size': 256} +================================================================================ + + Fold 1 - 클래스별 가중치: {0: 0.9374634146341464, 1: 0.850353982300885, 2: 1.3204617287343685} (클래스별 샘플 수: {0: 20500, 1: 22600, 2: 14554}) + Fold 2 - 클래스별 가중치: {0: 0.9388130081300813, 1: 0.8515781710914454, 2: 1.3148641570449318} (클래스별 샘플 수: {0: 20500, 1: 22600, 2: 14637}) +[I 2025-12-26 00:27:10,518] Trial 49 pruned. + +================================================================================ +Trial 49 완료 + Value (CSI): 0.583987 + Parameters: {'d_main': 96, 'd_hidden': 192, 'n_blocks': 4, 'dropout': 0.1100386507119037, 'lr': 0.003155297085711408, 'weight_decay': 0.07640358141392502, 'batch_size': 256} + Best Value (CSI): 0.549651 + Best Trial: 33 + Best Parameters: {'d_main': 64, 'd_hidden': 64, 'n_blocks': 6, 'dropout': 0.12040597835986357, 'lr': 0.004042336529579042, 'weight_decay': 0.07140326236268495, 'batch_size': 256} +================================================================================ + + Fold 1 - 클래스별 가중치: {0: 0.9374634146341464, 1: 0.850353982300885, 2: 1.3204617287343685} (클래스별 샘플 수: {0: 20500, 1: 22600, 2: 14554}) + Fold 2 - 클래스별 가중치: {0: 0.9388130081300813, 1: 0.8515781710914454, 2: 1.3148641570449318} (클래스별 샘플 수: {0: 20500, 1: 22600, 2: 14637}) +[I 2025-12-26 00:27:41,192] Trial 50 pruned. + +================================================================================ +Trial 50 완료 + Value (CSI): 0.511041 + Parameters: {'d_main': 128, 'd_hidden': 64, 'n_blocks': 6, 'dropout': 0.23528595317438578, 'lr': 0.00731541676552626, 'weight_decay': 0.04725055252177155, 'batch_size': 128} + Best Value (CSI): 0.549651 + Best Trial: 33 + Best Parameters: {'d_main': 64, 'd_hidden': 64, 'n_blocks': 6, 'dropout': 0.12040597835986357, 'lr': 0.004042336529579042, 'weight_decay': 0.07140326236268495, 'batch_size': 256} +================================================================================ + + Fold 1 - 클래스별 가중치: {0: 0.9374634146341464, 1: 0.850353982300885, 2: 1.3204617287343685} (클래스별 샘플 수: {0: 20500, 1: 22600, 2: 14554}) +[I 2025-12-26 00:27:51,357] Trial 51 pruned. + +================================================================================ +Trial 51 완료 + Value (CSI): 0.438295 + Parameters: {'d_main': 64, 'd_hidden': 64, 'n_blocks': 5, 'dropout': 0.1027705791733015, 'lr': 0.004749677885665039, 'weight_decay': 0.07753517392239728, 'batch_size': 256} + Best Value (CSI): 0.549651 + Best Trial: 33 + Best Parameters: {'d_main': 64, 'd_hidden': 64, 'n_blocks': 6, 'dropout': 0.12040597835986357, 'lr': 0.004042336529579042, 'weight_decay': 0.07140326236268495, 'batch_size': 256} +================================================================================ + + Fold 1 - 클래스별 가중치: {0: 0.9374634146341464, 1: 0.850353982300885, 2: 1.3204617287343685} (클래스별 샘플 수: {0: 20500, 1: 22600, 2: 14554}) +[I 2025-12-26 00:28:01,409] Trial 52 pruned. + +================================================================================ +Trial 52 완료 + Value (CSI): 0.417910 + Parameters: {'d_main': 64, 'd_hidden': 64, 'n_blocks': 5, 'dropout': 0.1147415771269165, 'lr': 0.007734953512221603, 'weight_decay': 0.07151311136696416, 'batch_size': 256} + Best Value (CSI): 0.549651 + Best Trial: 33 + Best Parameters: {'d_main': 64, 'd_hidden': 64, 'n_blocks': 6, 'dropout': 0.12040597835986357, 'lr': 0.004042336529579042, 'weight_decay': 0.07140326236268495, 'batch_size': 256} +================================================================================ + + Fold 1 - 클래스별 가중치: {0: 0.9374634146341464, 1: 0.850353982300885, 2: 1.3204617287343685} (클래스별 샘플 수: {0: 20500, 1: 22600, 2: 14554}) + Fold 2 - 클래스별 가중치: {0: 0.9388130081300813, 1: 0.8515781710914454, 2: 1.3148641570449318} (클래스별 샘플 수: {0: 20500, 1: 22600, 2: 14637}) +[I 2025-12-26 00:28:22,206] Trial 53 pruned. + +================================================================================ +Trial 53 완료 + Value (CSI): 0.540719 + Parameters: {'d_main': 64, 'd_hidden': 64, 'n_blocks': 6, 'dropout': 0.10068109528194977, 'lr': 0.009676687429529544, 'weight_decay': 0.04630342462547213, 'batch_size': 256} + Best Value (CSI): 0.549651 + Best Trial: 33 + Best Parameters: {'d_main': 64, 'd_hidden': 64, 'n_blocks': 6, 'dropout': 0.12040597835986357, 'lr': 0.004042336529579042, 'weight_decay': 0.07140326236268495, 'batch_size': 256} +================================================================================ + + Fold 1 - 클래스별 가중치: {0: 0.9374634146341464, 1: 0.850353982300885, 2: 1.3204617287343685} (클래스별 샘플 수: {0: 20500, 1: 22600, 2: 14554}) + Fold 2 - 클래스별 가중치: {0: 0.9388130081300813, 1: 0.8515781710914454, 2: 1.3148641570449318} (클래스별 샘플 수: {0: 20500, 1: 22600, 2: 14637}) +[I 2025-12-26 00:28:42,614] Trial 54 pruned. + +================================================================================ +Trial 54 완료 + Value (CSI): 0.551995 + Parameters: {'d_main': 64, 'd_hidden': 64, 'n_blocks': 6, 'dropout': 0.1310536058663749, 'lr': 0.006904084411649362, 'weight_decay': 0.09691173066578251, 'batch_size': 256} + Best Value (CSI): 0.549651 + Best Trial: 33 + Best Parameters: {'d_main': 64, 'd_hidden': 64, 'n_blocks': 6, 'dropout': 0.12040597835986357, 'lr': 0.004042336529579042, 'weight_decay': 0.07140326236268495, 'batch_size': 256} +================================================================================ + + Fold 1 - 클래스별 가중치: {0: 0.9374634146341464, 1: 0.850353982300885, 2: 1.3204617287343685} (클래스별 샘플 수: {0: 20500, 1: 22600, 2: 14554}) +[I 2025-12-26 00:28:52,425] Trial 55 pruned. + +================================================================================ +Trial 55 완료 + Value (CSI): 0.441846 + Parameters: {'d_main': 96, 'd_hidden': 64, 'n_blocks': 5, 'dropout': 0.11322150267841806, 'lr': 0.003897281937271959, 'weight_decay': 0.030160311017941175, 'batch_size': 256} + Best Value (CSI): 0.549651 + Best Trial: 33 + Best Parameters: {'d_main': 64, 'd_hidden': 64, 'n_blocks': 6, 'dropout': 0.12040597835986357, 'lr': 0.004042336529579042, 'weight_decay': 0.07140326236268495, 'batch_size': 256} +================================================================================ + + Fold 1 - 클래스별 가중치: {0: 0.9374634146341464, 1: 0.850353982300885, 2: 1.3204617287343685} (클래스별 샘플 수: {0: 20500, 1: 22600, 2: 14554}) +[I 2025-12-26 00:29:03,478] Trial 56 pruned. + +================================================================================ +Trial 56 완료 + Value (CSI): 0.419924 + Parameters: {'d_main': 224, 'd_hidden': 64, 'n_blocks': 6, 'dropout': 0.14638794791825438, 'lr': 0.00510723662645598, 'weight_decay': 0.061487483603322804, 'batch_size': 256} + Best Value (CSI): 0.549651 + Best Trial: 33 + Best Parameters: {'d_main': 64, 'd_hidden': 64, 'n_blocks': 6, 'dropout': 0.12040597835986357, 'lr': 0.004042336529579042, 'weight_decay': 0.07140326236268495, 'batch_size': 256} +================================================================================ + + Fold 1 - 클래스별 가중치: {0: 0.9374634146341464, 1: 0.850353982300885, 2: 1.3204617287343685} (클래스별 샘플 수: {0: 20500, 1: 22600, 2: 14554}) +[I 2025-12-26 00:29:14,583] Trial 57 pruned. + +================================================================================ +Trial 57 완료 + Value (CSI): 0.444725 + Parameters: {'d_main': 96, 'd_hidden': 128, 'n_blocks': 6, 'dropout': 0.12680373183997196, 'lr': 0.007252924279052623, 'weight_decay': 0.010515785849892587, 'batch_size': 256} + Best Value (CSI): 0.549651 + Best Trial: 33 + Best Parameters: {'d_main': 64, 'd_hidden': 64, 'n_blocks': 6, 'dropout': 0.12040597835986357, 'lr': 0.004042336529579042, 'weight_decay': 0.07140326236268495, 'batch_size': 256} +================================================================================ + + Fold 1 - 클래스별 가중치: {0: 0.9374634146341464, 1: 0.850353982300885, 2: 1.3204617287343685} (클래스별 샘플 수: {0: 20500, 1: 22600, 2: 14554}) + Fold 2 - 클래스별 가중치: {0: 0.9388130081300813, 1: 0.8515781710914454, 2: 1.3148641570449318} (클래스별 샘플 수: {0: 20500, 1: 22600, 2: 14637}) +[I 2025-12-26 00:30:36,123] Trial 58 pruned. + +================================================================================ +Trial 58 완료 + Value (CSI): 0.549150 + Parameters: {'d_main': 64, 'd_hidden': 64, 'n_blocks': 4, 'dropout': 0.15795620947363545, 'lr': 0.0033438481642037933, 'weight_decay': 0.023339873234751174, 'batch_size': 32} + Best Value (CSI): 0.549651 + Best Trial: 33 + Best Parameters: {'d_main': 64, 'd_hidden': 64, 'n_blocks': 6, 'dropout': 0.12040597835986357, 'lr': 0.004042336529579042, 'weight_decay': 0.07140326236268495, 'batch_size': 256} +================================================================================ + + Fold 1 - 클래스별 가중치: {0: 0.9374634146341464, 1: 0.850353982300885, 2: 1.3204617287343685} (클래스별 샘플 수: {0: 20500, 1: 22600, 2: 14554}) +[I 2025-12-26 00:30:46,018] Trial 59 pruned. + +================================================================================ +Trial 59 완료 + Value (CSI): 0.426158 + Parameters: {'d_main': 64, 'd_hidden': 192, 'n_blocks': 5, 'dropout': 0.11082832524254957, 'lr': 0.002540209625358045, 'weight_decay': 0.0835191096932168, 'batch_size': 256} + Best Value (CSI): 0.549651 + Best Trial: 33 + Best Parameters: {'d_main': 64, 'd_hidden': 64, 'n_blocks': 6, 'dropout': 0.12040597835986357, 'lr': 0.004042336529579042, 'weight_decay': 0.07140326236268495, 'batch_size': 256} +================================================================================ + + Fold 1 - 클래스별 가중치: {0: 0.9374634146341464, 1: 0.850353982300885, 2: 1.3204617287343685} (클래스별 샘플 수: {0: 20500, 1: 22600, 2: 14554}) +[I 2025-12-26 00:31:08,259] Trial 60 pruned. + +================================================================================ +Trial 60 완료 + Value (CSI): 0.373663 + Parameters: {'d_main': 64, 'd_hidden': 64, 'n_blocks': 3, 'dropout': 0.13917345047918933, 'lr': 0.005317191441900549, 'weight_decay': 0.05597436315191188, 'batch_size': 64} + Best Value (CSI): 0.549651 + Best Trial: 33 + Best Parameters: {'d_main': 64, 'd_hidden': 64, 'n_blocks': 6, 'dropout': 0.12040597835986357, 'lr': 0.004042336529579042, 'weight_decay': 0.07140326236268495, 'batch_size': 256} +================================================================================ + + Fold 1 - 클래스별 가중치: {0: 0.9374634146341464, 1: 0.850353982300885, 2: 1.3204617287343685} (클래스별 샘플 수: {0: 20500, 1: 22600, 2: 14554}) +[I 2025-12-26 00:31:18,639] Trial 61 pruned. + +================================================================================ +Trial 61 완료 + Value (CSI): 0.423607 + Parameters: {'d_main': 64, 'd_hidden': 64, 'n_blocks': 6, 'dropout': 0.12610694921241553, 'lr': 0.00997569639363915, 'weight_decay': 0.07955990395203798, 'batch_size': 256} + Best Value (CSI): 0.549651 + Best Trial: 33 + Best Parameters: {'d_main': 64, 'd_hidden': 64, 'n_blocks': 6, 'dropout': 0.12040597835986357, 'lr': 0.004042336529579042, 'weight_decay': 0.07140326236268495, 'batch_size': 256} +================================================================================ + + Fold 1 - 클래스별 가중치: {0: 0.9374634146341464, 1: 0.850353982300885, 2: 1.3204617287343685} (클래스별 샘플 수: {0: 20500, 1: 22600, 2: 14554}) + Fold 2 - 클래스별 가중치: {0: 0.9388130081300813, 1: 0.8515781710914454, 2: 1.3148641570449318} (클래스별 샘플 수: {0: 20500, 1: 22600, 2: 14637}) + Fold 3 - 클래스별 가중치: {0: 0.9397560975609756, 1: 0.8486784140969162, 2: 1.3199725933538884} (클래스별 샘플 수: {0: 20500, 1: 22700, 2: 14595}) +[I 2025-12-26 00:32:08,028] Trial 62 finished with value: 0.5502041022090476 and parameters: {'d_main': 64, 'd_hidden': 64, 'n_blocks': 6, 'dropout': 0.10029619278557904, 'lr': 0.007931406644933343, 'weight_decay': 0.09626294183442244, 'batch_size': 256}. Best is trial 62 with value: 0.5502041022090476. + +================================================================================ +Trial 62 완료 + Value (CSI): 0.550204 + Parameters: {'d_main': 64, 'd_hidden': 64, 'n_blocks': 6, 'dropout': 0.10029619278557904, 'lr': 0.007931406644933343, 'weight_decay': 0.09626294183442244, 'batch_size': 256} + Best Value (CSI): 0.550204 + Best Trial: 62 + Best Parameters: {'d_main': 64, 'd_hidden': 64, 'n_blocks': 6, 'dropout': 0.10029619278557904, 'lr': 0.007931406644933343, 'weight_decay': 0.09626294183442244, 'batch_size': 256} +================================================================================ + + Fold 1 - 클래스별 가중치: {0: 0.9374634146341464, 1: 0.850353982300885, 2: 1.3204617287343685} (클래스별 샘플 수: {0: 20500, 1: 22600, 2: 14554}) + Fold 2 - 클래스별 가중치: {0: 0.9388130081300813, 1: 0.8515781710914454, 2: 1.3148641570449318} (클래스별 샘플 수: {0: 20500, 1: 22600, 2: 14637}) + Fold 3 - 클래스별 가중치: {0: 0.9397560975609756, 1: 0.8486784140969162, 2: 1.3199725933538884} (클래스별 샘플 수: {0: 20500, 1: 22700, 2: 14595}) +[I 2025-12-26 00:32:52,988] Trial 63 finished with value: 0.5457134941573479 and parameters: {'d_main': 64, 'd_hidden': 64, 'n_blocks': 6, 'dropout': 0.11031039765826121, 'lr': 0.007676885182154922, 'weight_decay': 0.061355325210686165, 'batch_size': 256}. Best is trial 62 with value: 0.5502041022090476. + +================================================================================ +Trial 63 완료 + Value (CSI): 0.545713 + Parameters: {'d_main': 64, 'd_hidden': 64, 'n_blocks': 6, 'dropout': 0.11031039765826121, 'lr': 0.007676885182154922, 'weight_decay': 0.061355325210686165, 'batch_size': 256} + Best Value (CSI): 0.550204 + Best Trial: 62 + Best Parameters: {'d_main': 64, 'd_hidden': 64, 'n_blocks': 6, 'dropout': 0.10029619278557904, 'lr': 0.007931406644933343, 'weight_decay': 0.09626294183442244, 'batch_size': 256} +================================================================================ + + Fold 1 - 클래스별 가중치: {0: 0.9374634146341464, 1: 0.850353982300885, 2: 1.3204617287343685} (클래스별 샘플 수: {0: 20500, 1: 22600, 2: 14554}) +[I 2025-12-26 00:33:03,785] Trial 64 pruned. + +================================================================================ +Trial 64 완료 + Value (CSI): 0.456413 + Parameters: {'d_main': 64, 'd_hidden': 64, 'n_blocks': 6, 'dropout': 0.11001122502119348, 'lr': 0.005404304693574052, 'weight_decay': 0.04419722440085392, 'batch_size': 256} + Best Value (CSI): 0.550204 + Best Trial: 62 + Best Parameters: {'d_main': 64, 'd_hidden': 64, 'n_blocks': 6, 'dropout': 0.10029619278557904, 'lr': 0.007931406644933343, 'weight_decay': 0.09626294183442244, 'batch_size': 256} +================================================================================ + + Fold 1 - 클래스별 가중치: {0: 0.9374634146341464, 1: 0.850353982300885, 2: 1.3204617287343685} (클래스별 샘플 수: {0: 20500, 1: 22600, 2: 14554}) +[I 2025-12-26 00:33:14,438] Trial 65 pruned. + +================================================================================ +Trial 65 완료 + Value (CSI): 0.442821 + Parameters: {'d_main': 96, 'd_hidden': 64, 'n_blocks': 6, 'dropout': 0.1353187797757808, 'lr': 0.007158751322376289, 'weight_decay': 0.0566421358322544, 'batch_size': 256} + Best Value (CSI): 0.550204 + Best Trial: 62 + Best Parameters: {'d_main': 64, 'd_hidden': 64, 'n_blocks': 6, 'dropout': 0.10029619278557904, 'lr': 0.007931406644933343, 'weight_decay': 0.09626294183442244, 'batch_size': 256} +================================================================================ + + Fold 1 - 클래스별 가중치: {0: 0.9374634146341464, 1: 0.850353982300885, 2: 1.3204617287343685} (클래스별 샘플 수: {0: 20500, 1: 22600, 2: 14554}) +[I 2025-12-26 00:33:25,095] Trial 66 pruned. + +================================================================================ +Trial 66 완료 + Value (CSI): 0.435682 + Parameters: {'d_main': 64, 'd_hidden': 64, 'n_blocks': 6, 'dropout': 0.1253576753104251, 'lr': 0.007987829951502273, 'weight_decay': 0.032853505080592725, 'batch_size': 256} + Best Value (CSI): 0.550204 + Best Trial: 62 + Best Parameters: {'d_main': 64, 'd_hidden': 64, 'n_blocks': 6, 'dropout': 0.10029619278557904, 'lr': 0.007931406644933343, 'weight_decay': 0.09626294183442244, 'batch_size': 256} +================================================================================ + + Fold 1 - 클래스별 가중치: {0: 0.9374634146341464, 1: 0.850353982300885, 2: 1.3204617287343685} (클래스별 샘플 수: {0: 20500, 1: 22600, 2: 14554}) + Fold 2 - 클래스별 가중치: {0: 0.9388130081300813, 1: 0.8515781710914454, 2: 1.3148641570449318} (클래스별 샘플 수: {0: 20500, 1: 22600, 2: 14637}) +[I 2025-12-26 00:33:44,970] Trial 67 pruned. + +================================================================================ +Trial 67 완료 + Value (CSI): 0.583651 + Parameters: {'d_main': 64, 'd_hidden': 64, 'n_blocks': 6, 'dropout': 0.10060998089687596, 'lr': 0.00440008982492711, 'weight_decay': 0.09966191484143383, 'batch_size': 256} + Best Value (CSI): 0.550204 + Best Trial: 62 + Best Parameters: {'d_main': 64, 'd_hidden': 64, 'n_blocks': 6, 'dropout': 0.10029619278557904, 'lr': 0.007931406644933343, 'weight_decay': 0.09626294183442244, 'batch_size': 256} +================================================================================ + + Fold 1 - 클래스별 가중치: {0: 0.9374634146341464, 1: 0.850353982300885, 2: 1.3204617287343685} (클래스별 샘플 수: {0: 20500, 1: 22600, 2: 14554}) + Fold 2 - 클래스별 가중치: {0: 0.9388130081300813, 1: 0.8515781710914454, 2: 1.3148641570449318} (클래스별 샘플 수: {0: 20500, 1: 22600, 2: 14637}) +[I 2025-12-26 00:34:05,314] Trial 68 pruned. + +================================================================================ +Trial 68 완료 + Value (CSI): 0.583799 + Parameters: {'d_main': 96, 'd_hidden': 64, 'n_blocks': 6, 'dropout': 0.10849359754330477, 'lr': 0.0034453922287061073, 'weight_decay': 0.06376740723385275, 'batch_size': 256} + Best Value (CSI): 0.550204 + Best Trial: 62 + Best Parameters: {'d_main': 64, 'd_hidden': 64, 'n_blocks': 6, 'dropout': 0.10029619278557904, 'lr': 0.007931406644933343, 'weight_decay': 0.09626294183442244, 'batch_size': 256} +================================================================================ + + Fold 1 - 클래스별 가중치: {0: 0.9374634146341464, 1: 0.850353982300885, 2: 1.3204617287343685} (클래스별 샘플 수: {0: 20500, 1: 22600, 2: 14554}) +[I 2025-12-26 00:34:16,266] Trial 69 pruned. + +================================================================================ +Trial 69 완료 + Value (CSI): 0.443746 + Parameters: {'d_main': 160, 'd_hidden': 128, 'n_blocks': 6, 'dropout': 0.1497564333327584, 'lr': 0.005910539177815773, 'weight_decay': 0.03804338333821477, 'batch_size': 256} + Best Value (CSI): 0.550204 + Best Trial: 62 + Best Parameters: {'d_main': 64, 'd_hidden': 64, 'n_blocks': 6, 'dropout': 0.10029619278557904, 'lr': 0.007931406644933343, 'weight_decay': 0.09626294183442244, 'batch_size': 256} +================================================================================ + + Fold 1 - 클래스별 가중치: {0: 0.9374634146341464, 1: 0.850353982300885, 2: 1.3204617287343685} (클래스별 샘플 수: {0: 20500, 1: 22600, 2: 14554}) +[I 2025-12-26 00:34:44,695] Trial 70 pruned. + +================================================================================ +Trial 70 완료 + Value (CSI): 0.407234 + Parameters: {'d_main': 64, 'd_hidden': 64, 'n_blocks': 6, 'dropout': 0.11553986976503003, 'lr': 0.007937117632203283, 'weight_decay': 0.08168078625508159, 'batch_size': 64} + Best Value (CSI): 0.550204 + Best Trial: 62 + Best Parameters: {'d_main': 64, 'd_hidden': 64, 'n_blocks': 6, 'dropout': 0.10029619278557904, 'lr': 0.007931406644933343, 'weight_decay': 0.09626294183442244, 'batch_size': 256} +================================================================================ + + Fold 1 - 클래스별 가중치: {0: 0.9374634146341464, 1: 0.850353982300885, 2: 1.3204617287343685} (클래스별 샘플 수: {0: 20500, 1: 22600, 2: 14554}) +[I 2025-12-26 00:34:55,341] Trial 71 pruned. + +================================================================================ +Trial 71 완료 + Value (CSI): 0.440689 + Parameters: {'d_main': 64, 'd_hidden': 64, 'n_blocks': 6, 'dropout': 0.10022917851452216, 'lr': 0.0061416904675594625, 'weight_decay': 0.06434764338722652, 'batch_size': 256} + Best Value (CSI): 0.550204 + Best Trial: 62 + Best Parameters: {'d_main': 64, 'd_hidden': 64, 'n_blocks': 6, 'dropout': 0.10029619278557904, 'lr': 0.007931406644933343, 'weight_decay': 0.09626294183442244, 'batch_size': 256} +================================================================================ + + Fold 1 - 클래스별 가중치: {0: 0.9374634146341464, 1: 0.850353982300885, 2: 1.3204617287343685} (클래스별 샘플 수: {0: 20500, 1: 22600, 2: 14554}) +[I 2025-12-26 00:35:06,063] Trial 72 pruned. + +================================================================================ +Trial 72 완료 + Value (CSI): 0.420812 + Parameters: {'d_main': 64, 'd_hidden': 64, 'n_blocks': 6, 'dropout': 0.12042825119211578, 'lr': 0.008766254634445655, 'weight_decay': 0.05297788475663313, 'batch_size': 256} + Best Value (CSI): 0.550204 + Best Trial: 62 + Best Parameters: {'d_main': 64, 'd_hidden': 64, 'n_blocks': 6, 'dropout': 0.10029619278557904, 'lr': 0.007931406644933343, 'weight_decay': 0.09626294183442244, 'batch_size': 256} +================================================================================ + + Fold 1 - 클래스별 가중치: {0: 0.9374634146341464, 1: 0.850353982300885, 2: 1.3204617287343685} (클래스별 샘플 수: {0: 20500, 1: 22600, 2: 14554}) +[I 2025-12-26 00:35:16,064] Trial 73 pruned. + +================================================================================ +Trial 73 완료 + Value (CSI): 0.442623 + Parameters: {'d_main': 64, 'd_hidden': 64, 'n_blocks': 5, 'dropout': 0.13713161077692956, 'lr': 0.004413554433040063, 'weight_decay': 0.08299596256234486, 'batch_size': 256} + Best Value (CSI): 0.550204 + Best Trial: 62 + Best Parameters: {'d_main': 64, 'd_hidden': 64, 'n_blocks': 6, 'dropout': 0.10029619278557904, 'lr': 0.007931406644933343, 'weight_decay': 0.09626294183442244, 'batch_size': 256} +================================================================================ + + Fold 1 - 클래스별 가중치: {0: 0.9374634146341464, 1: 0.850353982300885, 2: 1.3204617287343685} (클래스별 샘플 수: {0: 20500, 1: 22600, 2: 14554}) +[I 2025-12-26 00:35:32,443] Trial 74 pruned. + +================================================================================ +Trial 74 완료 + Value (CSI): 0.398802 + Parameters: {'d_main': 96, 'd_hidden': 64, 'n_blocks': 6, 'dropout': 0.10963185631578243, 'lr': 0.007757577868385006, 'weight_decay': 0.042569952575620205, 'batch_size': 128} + Best Value (CSI): 0.550204 + Best Trial: 62 + Best Parameters: {'d_main': 64, 'd_hidden': 64, 'n_blocks': 6, 'dropout': 0.10029619278557904, 'lr': 0.007931406644933343, 'weight_decay': 0.09626294183442244, 'batch_size': 256} +================================================================================ + + Fold 1 - 클래스별 가중치: {0: 0.9374634146341464, 1: 0.850353982300885, 2: 1.3204617287343685} (클래스별 샘플 수: {0: 20500, 1: 22600, 2: 14554}) + Fold 2 - 클래스별 가중치: {0: 0.9388130081300813, 1: 0.8515781710914454, 2: 1.3148641570449318} (클래스별 샘플 수: {0: 20500, 1: 22600, 2: 14637}) +[I 2025-12-26 00:35:52,633] Trial 75 pruned. + +================================================================================ +Trial 75 완료 + Value (CSI): 0.585076 + Parameters: {'d_main': 64, 'd_hidden': 64, 'n_blocks': 5, 'dropout': 0.12490884963697325, 'lr': 0.005528026327736817, 'weight_decay': 0.06532510146163475, 'batch_size': 256} + Best Value (CSI): 0.550204 + Best Trial: 62 + Best Parameters: {'d_main': 64, 'd_hidden': 64, 'n_blocks': 6, 'dropout': 0.10029619278557904, 'lr': 0.007931406644933343, 'weight_decay': 0.09626294183442244, 'batch_size': 256} +================================================================================ + + Fold 1 - 클래스별 가중치: {0: 0.9374634146341464, 1: 0.850353982300885, 2: 1.3204617287343685} (클래스별 샘플 수: {0: 20500, 1: 22600, 2: 14554}) +[I 2025-12-26 00:36:43,429] Trial 76 pruned. + +================================================================================ +Trial 76 완료 + Value (CSI): 0.357992 + Parameters: {'d_main': 64, 'd_hidden': 64, 'n_blocks': 6, 'dropout': 0.1425370901758967, 'lr': 0.009964660587062926, 'weight_decay': 0.08814597477479234, 'batch_size': 32} + Best Value (CSI): 0.550204 + Best Trial: 62 + Best Parameters: {'d_main': 64, 'd_hidden': 64, 'n_blocks': 6, 'dropout': 0.10029619278557904, 'lr': 0.007931406644933343, 'weight_decay': 0.09626294183442244, 'batch_size': 256} +================================================================================ + + Fold 1 - 클래스별 가중치: {0: 0.9374634146341464, 1: 0.850353982300885, 2: 1.3204617287343685} (클래스별 샘플 수: {0: 20500, 1: 22600, 2: 14554}) + Fold 2 - 클래스별 가중치: {0: 0.9388130081300813, 1: 0.8515781710914454, 2: 1.3148641570449318} (클래스별 샘플 수: {0: 20500, 1: 22600, 2: 14637}) +[I 2025-12-26 00:37:04,625] Trial 77 pruned. + +================================================================================ +Trial 77 완료 + Value (CSI): 0.544153 + Parameters: {'d_main': 64, 'd_hidden': 128, 'n_blocks': 6, 'dropout': 0.1233840146144245, 'lr': 0.004247683398321402, 'weight_decay': 0.0517623137806593, 'batch_size': 256} + Best Value (CSI): 0.550204 + Best Trial: 62 + Best Parameters: {'d_main': 64, 'd_hidden': 64, 'n_blocks': 6, 'dropout': 0.10029619278557904, 'lr': 0.007931406644933343, 'weight_decay': 0.09626294183442244, 'batch_size': 256} +================================================================================ + + Fold 1 - 클래스별 가중치: {0: 0.9374634146341464, 1: 0.850353982300885, 2: 1.3204617287343685} (클래스별 샘플 수: {0: 20500, 1: 22600, 2: 14554}) +[I 2025-12-26 00:37:15,354] Trial 78 pruned. + +================================================================================ +Trial 78 완료 + Value (CSI): 0.445783 + Parameters: {'d_main': 96, 'd_hidden': 64, 'n_blocks': 6, 'dropout': 0.11006304474219661, 'lr': 0.0064979149300802095, 'weight_decay': 0.07336333406642745, 'batch_size': 256} + Best Value (CSI): 0.550204 + Best Trial: 62 + Best Parameters: {'d_main': 64, 'd_hidden': 64, 'n_blocks': 6, 'dropout': 0.10029619278557904, 'lr': 0.007931406644933343, 'weight_decay': 0.09626294183442244, 'batch_size': 256} +================================================================================ + + Fold 1 - 클래스별 가중치: {0: 0.9374634146341464, 1: 0.850353982300885, 2: 1.3204617287343685} (클래스별 샘플 수: {0: 20500, 1: 22600, 2: 14554}) +[I 2025-12-26 00:37:43,656] Trial 79 pruned. + +================================================================================ +Trial 79 완료 + Value (CSI): 0.399061 + Parameters: {'d_main': 64, 'd_hidden': 64, 'n_blocks': 6, 'dropout': 0.13242996360599582, 'lr': 0.00809935985840178, 'weight_decay': 0.09687188549048982, 'batch_size': 64} + Best Value (CSI): 0.550204 + Best Trial: 62 + Best Parameters: {'d_main': 64, 'd_hidden': 64, 'n_blocks': 6, 'dropout': 0.10029619278557904, 'lr': 0.007931406644933343, 'weight_decay': 0.09626294183442244, 'batch_size': 256} +================================================================================ + + Fold 1 - 클래스별 가중치: {0: 0.9374634146341464, 1: 0.850353982300885, 2: 1.3204617287343685} (클래스별 샘플 수: {0: 20500, 1: 22600, 2: 14554}) + Fold 2 - 클래스별 가중치: {0: 0.9388130081300813, 1: 0.8515781710914454, 2: 1.3148641570449318} (클래스별 샘플 수: {0: 20500, 1: 22600, 2: 14637}) +[I 2025-12-26 00:38:04,971] Trial 80 pruned. + +================================================================================ +Trial 80 완료 + Value (CSI): 0.570538 + Parameters: {'d_main': 96, 'd_hidden': 64, 'n_blocks': 6, 'dropout': 0.10661119293721677, 'lr': 0.0035784644734490356, 'weight_decay': 0.05916319332085249, 'batch_size': 256} + Best Value (CSI): 0.550204 + Best Trial: 62 + Best Parameters: {'d_main': 64, 'd_hidden': 64, 'n_blocks': 6, 'dropout': 0.10029619278557904, 'lr': 0.007931406644933343, 'weight_decay': 0.09626294183442244, 'batch_size': 256} +================================================================================ + + Fold 1 - 클래스별 가중치: {0: 0.9374634146341464, 1: 0.850353982300885, 2: 1.3204617287343685} (클래스별 샘플 수: {0: 20500, 1: 22600, 2: 14554}) + Fold 2 - 클래스별 가중치: {0: 0.9388130081300813, 1: 0.8515781710914454, 2: 1.3148641570449318} (클래스별 샘플 수: {0: 20500, 1: 22600, 2: 14637}) + Fold 3 - 클래스별 가중치: {0: 0.9397560975609756, 1: 0.8486784140969162, 2: 1.3199725933538884} (클래스별 샘플 수: {0: 20500, 1: 22700, 2: 14595}) +[I 2025-12-26 00:38:46,465] Trial 81 finished with value: 0.5333310685623037 and parameters: {'d_main': 64, 'd_hidden': 64, 'n_blocks': 6, 'dropout': 0.1177818759383586, 'lr': 0.008488625796027119, 'weight_decay': 0.08365886973578984, 'batch_size': 256}. Best is trial 62 with value: 0.5502041022090476. + +================================================================================ +Trial 81 완료 + Value (CSI): 0.533331 + Parameters: {'d_main': 64, 'd_hidden': 64, 'n_blocks': 6, 'dropout': 0.1177818759383586, 'lr': 0.008488625796027119, 'weight_decay': 0.08365886973578984, 'batch_size': 256} + Best Value (CSI): 0.550204 + Best Trial: 62 + Best Parameters: {'d_main': 64, 'd_hidden': 64, 'n_blocks': 6, 'dropout': 0.10029619278557904, 'lr': 0.007931406644933343, 'weight_decay': 0.09626294183442244, 'batch_size': 256} +================================================================================ + + Fold 1 - 클래스별 가중치: {0: 0.9374634146341464, 1: 0.850353982300885, 2: 1.3204617287343685} (클래스별 샘플 수: {0: 20500, 1: 22600, 2: 14554}) +[I 2025-12-26 00:38:57,907] Trial 82 pruned. + +================================================================================ +Trial 82 완료 + Value (CSI): 0.468593 + Parameters: {'d_main': 256, 'd_hidden': 64, 'n_blocks': 6, 'dropout': 0.10681616712877211, 'lr': 0.006129368867997624, 'weight_decay': 0.06944829036999534, 'batch_size': 256} + Best Value (CSI): 0.550204 + Best Trial: 62 + Best Parameters: {'d_main': 64, 'd_hidden': 64, 'n_blocks': 6, 'dropout': 0.10029619278557904, 'lr': 0.007931406644933343, 'weight_decay': 0.09626294183442244, 'batch_size': 256} +================================================================================ + + Fold 1 - 클래스별 가중치: {0: 0.9374634146341464, 1: 0.850353982300885, 2: 1.3204617287343685} (클래스별 샘플 수: {0: 20500, 1: 22600, 2: 14554}) + Fold 2 - 클래스별 가중치: {0: 0.9388130081300813, 1: 0.8515781710914454, 2: 1.3148641570449318} (클래스별 샘플 수: {0: 20500, 1: 22600, 2: 14637}) +[I 2025-12-26 00:39:18,398] Trial 83 pruned. + +================================================================================ +Trial 83 완료 + Value (CSI): 0.563960 + Parameters: {'d_main': 64, 'd_hidden': 64, 'n_blocks': 6, 'dropout': 0.10062730050858844, 'lr': 0.005370522193284279, 'weight_decay': 0.04639958044589333, 'batch_size': 256} + Best Value (CSI): 0.550204 + Best Trial: 62 + Best Parameters: {'d_main': 64, 'd_hidden': 64, 'n_blocks': 6, 'dropout': 0.10029619278557904, 'lr': 0.007931406644933343, 'weight_decay': 0.09626294183442244, 'batch_size': 256} +================================================================================ + + Fold 1 - 클래스별 가중치: {0: 0.9374634146341464, 1: 0.850353982300885, 2: 1.3204617287343685} (클래스별 샘플 수: {0: 20500, 1: 22600, 2: 14554}) + Fold 2 - 클래스별 가중치: {0: 0.9388130081300813, 1: 0.8515781710914454, 2: 1.3148641570449318} (클래스별 샘플 수: {0: 20500, 1: 22600, 2: 14637}) + Fold 3 - 클래스별 가중치: {0: 0.9397560975609756, 1: 0.8486784140969162, 2: 1.3199725933538884} (클래스별 샘플 수: {0: 20500, 1: 22700, 2: 14595}) +[I 2025-12-26 00:39:57,812] Trial 84 finished with value: 0.5443993450467787 and parameters: {'d_main': 64, 'd_hidden': 64, 'n_blocks': 6, 'dropout': 0.1169199247244405, 'lr': 0.004791684959471504, 'weight_decay': 0.09655373884293487, 'batch_size': 256}. Best is trial 62 with value: 0.5502041022090476. + +================================================================================ +Trial 84 완료 + Value (CSI): 0.544399 + Parameters: {'d_main': 64, 'd_hidden': 64, 'n_blocks': 6, 'dropout': 0.1169199247244405, 'lr': 0.004791684959471504, 'weight_decay': 0.09655373884293487, 'batch_size': 256} + Best Value (CSI): 0.550204 + Best Trial: 62 + Best Parameters: {'d_main': 64, 'd_hidden': 64, 'n_blocks': 6, 'dropout': 0.10029619278557904, 'lr': 0.007931406644933343, 'weight_decay': 0.09626294183442244, 'batch_size': 256} +================================================================================ + + Fold 1 - 클래스별 가중치: {0: 0.9374634146341464, 1: 0.850353982300885, 2: 1.3204617287343685} (클래스별 샘플 수: {0: 20500, 1: 22600, 2: 14554}) + Fold 2 - 클래스별 가중치: {0: 0.9388130081300813, 1: 0.8515781710914454, 2: 1.3148641570449318} (클래스별 샘플 수: {0: 20500, 1: 22600, 2: 14637}) +[I 2025-12-26 00:40:19,081] Trial 85 pruned. + +================================================================================ +Trial 85 완료 + Value (CSI): 0.584164 + Parameters: {'d_main': 64, 'd_hidden': 64, 'n_blocks': 6, 'dropout': 0.11703355861532837, 'lr': 0.002910539698355419, 'weight_decay': 0.035298492893928626, 'batch_size': 256} + Best Value (CSI): 0.550204 + Best Trial: 62 + Best Parameters: {'d_main': 64, 'd_hidden': 64, 'n_blocks': 6, 'dropout': 0.10029619278557904, 'lr': 0.007931406644933343, 'weight_decay': 0.09626294183442244, 'batch_size': 256} +================================================================================ + + Fold 1 - 클래스별 가중치: {0: 0.9374634146341464, 1: 0.850353982300885, 2: 1.3204617287343685} (클래스별 샘플 수: {0: 20500, 1: 22600, 2: 14554}) + Fold 2 - 클래스별 가중치: {0: 0.9388130081300813, 1: 0.8515781710914454, 2: 1.3148641570449318} (클래스별 샘플 수: {0: 20500, 1: 22600, 2: 14637}) +[I 2025-12-26 00:40:38,908] Trial 86 pruned. + +================================================================================ +Trial 86 완료 + Value (CSI): 0.562464 + Parameters: {'d_main': 64, 'd_hidden': 64, 'n_blocks': 5, 'dropout': 0.12995485681765323, 'lr': 0.004776994113049706, 'weight_decay': 0.09972233342994503, 'batch_size': 256} + Best Value (CSI): 0.550204 + Best Trial: 62 + Best Parameters: {'d_main': 64, 'd_hidden': 64, 'n_blocks': 6, 'dropout': 0.10029619278557904, 'lr': 0.007931406644933343, 'weight_decay': 0.09626294183442244, 'batch_size': 256} +================================================================================ + + Fold 1 - 클래스별 가중치: {0: 0.9374634146341464, 1: 0.850353982300885, 2: 1.3204617287343685} (클래스별 샘플 수: {0: 20500, 1: 22600, 2: 14554}) +[I 2025-12-26 00:40:54,537] Trial 87 pruned. + +================================================================================ +Trial 87 완료 + Value (CSI): 0.419293 + Parameters: {'d_main': 64, 'd_hidden': 64, 'n_blocks': 6, 'dropout': 0.15019824752377078, 'lr': 0.0037711488016715588, 'weight_decay': 0.07238097585331865, 'batch_size': 128} + Best Value (CSI): 0.550204 + Best Trial: 62 + Best Parameters: {'d_main': 64, 'd_hidden': 64, 'n_blocks': 6, 'dropout': 0.10029619278557904, 'lr': 0.007931406644933343, 'weight_decay': 0.09626294183442244, 'batch_size': 256} +================================================================================ + + Fold 1 - 클래스별 가중치: {0: 0.9374634146341464, 1: 0.850353982300885, 2: 1.3204617287343685} (클래스별 샘플 수: {0: 20500, 1: 22600, 2: 14554}) +[I 2025-12-26 00:41:22,936] Trial 88 pruned. + +================================================================================ +Trial 88 완료 + Value (CSI): 0.385942 + Parameters: {'d_main': 192, 'd_hidden': 128, 'n_blocks': 6, 'dropout': 0.1407645225566533, 'lr': 0.006735207664263645, 'weight_decay': 0.056226553216804274, 'batch_size': 64} + Best Value (CSI): 0.550204 + Best Trial: 62 + Best Parameters: {'d_main': 64, 'd_hidden': 64, 'n_blocks': 6, 'dropout': 0.10029619278557904, 'lr': 0.007931406644933343, 'weight_decay': 0.09626294183442244, 'batch_size': 256} +================================================================================ + + Fold 1 - 클래스별 가중치: {0: 0.9374634146341464, 1: 0.850353982300885, 2: 1.3204617287343685} (클래스별 샘플 수: {0: 20500, 1: 22600, 2: 14554}) + Fold 2 - 클래스별 가중치: {0: 0.9388130081300813, 1: 0.8515781710914454, 2: 1.3148641570449318} (클래스별 샘플 수: {0: 20500, 1: 22600, 2: 14637}) +[I 2025-12-26 00:41:41,368] Trial 89 pruned. + +================================================================================ +Trial 89 완료 + Value (CSI): 0.553030 + Parameters: {'d_main': 96, 'd_hidden': 64, 'n_blocks': 4, 'dropout': 0.12256297330998901, 'lr': 0.00246241436833551, 'weight_decay': 0.04302285790993002, 'batch_size': 256} + Best Value (CSI): 0.550204 + Best Trial: 62 + Best Parameters: {'d_main': 64, 'd_hidden': 64, 'n_blocks': 6, 'dropout': 0.10029619278557904, 'lr': 0.007931406644933343, 'weight_decay': 0.09626294183442244, 'batch_size': 256} +================================================================================ + + Fold 1 - 클래스별 가중치: {0: 0.9374634146341464, 1: 0.850353982300885, 2: 1.3204617287343685} (클래스별 샘플 수: {0: 20500, 1: 22600, 2: 14554}) +[I 2025-12-26 00:42:30,548] Trial 90 pruned. + +================================================================================ +Trial 90 완료 + Value (CSI): 0.326102 + Parameters: {'d_main': 64, 'd_hidden': 192, 'n_blocks': 5, 'dropout': 0.11151658723158726, 'lr': 0.008637301440924958, 'weight_decay': 0.08351033466774432, 'batch_size': 32} + Best Value (CSI): 0.550204 + Best Trial: 62 + Best Parameters: {'d_main': 64, 'd_hidden': 64, 'n_blocks': 6, 'dropout': 0.10029619278557904, 'lr': 0.007931406644933343, 'weight_decay': 0.09626294183442244, 'batch_size': 256} +================================================================================ + + Fold 1 - 클래스별 가중치: {0: 0.9374634146341464, 1: 0.850353982300885, 2: 1.3204617287343685} (클래스별 샘플 수: {0: 20500, 1: 22600, 2: 14554}) + Fold 2 - 클래스별 가중치: {0: 0.9388130081300813, 1: 0.8515781710914454, 2: 1.3148641570449318} (클래스별 샘플 수: {0: 20500, 1: 22600, 2: 14637}) +[I 2025-12-26 00:42:51,151] Trial 91 pruned. + +================================================================================ +Trial 91 완료 + Value (CSI): 0.586462 + Parameters: {'d_main': 64, 'd_hidden': 64, 'n_blocks': 6, 'dropout': 0.10697556321790372, 'lr': 0.00997027125478668, 'weight_decay': 0.06678521291341949, 'batch_size': 256} + Best Value (CSI): 0.550204 + Best Trial: 62 + Best Parameters: {'d_main': 64, 'd_hidden': 64, 'n_blocks': 6, 'dropout': 0.10029619278557904, 'lr': 0.007931406644933343, 'weight_decay': 0.09626294183442244, 'batch_size': 256} +================================================================================ + + Fold 1 - 클래스별 가중치: {0: 0.9374634146341464, 1: 0.850353982300885, 2: 1.3204617287343685} (클래스별 샘플 수: {0: 20500, 1: 22600, 2: 14554}) + Fold 2 - 클래스별 가중치: {0: 0.9388130081300813, 1: 0.8515781710914454, 2: 1.3148641570449318} (클래스별 샘플 수: {0: 20500, 1: 22600, 2: 14637}) +[I 2025-12-26 00:43:12,055] Trial 92 pruned. + +================================================================================ +Trial 92 완료 + Value (CSI): 0.581963 + Parameters: {'d_main': 64, 'd_hidden': 64, 'n_blocks': 6, 'dropout': 0.11639625853095183, 'lr': 0.006848142410680243, 'weight_decay': 0.08634441869139166, 'batch_size': 256} + Best Value (CSI): 0.550204 + Best Trial: 62 + Best Parameters: {'d_main': 64, 'd_hidden': 64, 'n_blocks': 6, 'dropout': 0.10029619278557904, 'lr': 0.007931406644933343, 'weight_decay': 0.09626294183442244, 'batch_size': 256} +================================================================================ + + Fold 1 - 클래스별 가중치: {0: 0.9374634146341464, 1: 0.850353982300885, 2: 1.3204617287343685} (클래스별 샘플 수: {0: 20500, 1: 22600, 2: 14554}) + Fold 2 - 클래스별 가중치: {0: 0.9388130081300813, 1: 0.8515781710914454, 2: 1.3148641570449318} (클래스별 샘플 수: {0: 20500, 1: 22600, 2: 14637}) +[I 2025-12-26 00:43:32,127] Trial 93 pruned. + +================================================================================ +Trial 93 완료 + Value (CSI): 0.538040 + Parameters: {'d_main': 64, 'd_hidden': 64, 'n_blocks': 6, 'dropout': 0.1288092937971269, 'lr': 0.004852312502239798, 'weight_decay': 0.05337612867027623, 'batch_size': 256} + Best Value (CSI): 0.550204 + Best Trial: 62 + Best Parameters: {'d_main': 64, 'd_hidden': 64, 'n_blocks': 6, 'dropout': 0.10029619278557904, 'lr': 0.007931406644933343, 'weight_decay': 0.09626294183442244, 'batch_size': 256} +================================================================================ + + Fold 1 - 클래스별 가중치: {0: 0.9374634146341464, 1: 0.850353982300885, 2: 1.3204617287343685} (클래스별 샘플 수: {0: 20500, 1: 22600, 2: 14554}) + Fold 2 - 클래스별 가중치: {0: 0.9388130081300813, 1: 0.8515781710914454, 2: 1.3148641570449318} (클래스별 샘플 수: {0: 20500, 1: 22600, 2: 14637}) + Fold 3 - 클래스별 가중치: {0: 0.9397560975609756, 1: 0.8486784140969162, 2: 1.3199725933538884} (클래스별 샘플 수: {0: 20500, 1: 22700, 2: 14595}) +[I 2025-12-26 00:44:16,036] Trial 94 finished with value: 0.5515777046032605 and parameters: {'d_main': 64, 'd_hidden': 256, 'n_blocks': 6, 'dropout': 0.10014845072807586, 'lr': 0.008578508208533469, 'weight_decay': 0.07361767414227417, 'batch_size': 256}. Best is trial 94 with value: 0.5515777046032605. + +================================================================================ +Trial 94 완료 + Value (CSI): 0.551578 + Parameters: {'d_main': 64, 'd_hidden': 256, 'n_blocks': 6, 'dropout': 0.10014845072807586, 'lr': 0.008578508208533469, 'weight_decay': 0.07361767414227417, 'batch_size': 256} + Best Value (CSI): 0.551578 + Best Trial: 94 + Best Parameters: {'d_main': 64, 'd_hidden': 256, 'n_blocks': 6, 'dropout': 0.10014845072807586, 'lr': 0.008578508208533469, 'weight_decay': 0.07361767414227417, 'batch_size': 256} +================================================================================ + + Fold 1 - 클래스별 가중치: {0: 0.9374634146341464, 1: 0.850353982300885, 2: 1.3204617287343685} (클래스별 샘플 수: {0: 20500, 1: 22600, 2: 14554}) +[I 2025-12-26 00:44:27,248] Trial 95 pruned. + +================================================================================ +Trial 95 완료 + Value (CSI): 0.440099 + Parameters: {'d_main': 64, 'd_hidden': 256, 'n_blocks': 6, 'dropout': 0.10053509412887335, 'lr': 0.008332550797411463, 'weight_decay': 0.07464042355316727, 'batch_size': 256} + Best Value (CSI): 0.551578 + Best Trial: 94 + Best Parameters: {'d_main': 64, 'd_hidden': 256, 'n_blocks': 6, 'dropout': 0.10014845072807586, 'lr': 0.008578508208533469, 'weight_decay': 0.07361767414227417, 'batch_size': 256} +================================================================================ + + Fold 1 - 클래스별 가중치: {0: 0.9374634146341464, 1: 0.850353982300885, 2: 1.3204617287343685} (클래스별 샘플 수: {0: 20500, 1: 22600, 2: 14554}) + Fold 2 - 클래스별 가중치: {0: 0.9388130081300813, 1: 0.8515781710914454, 2: 1.3148641570449318} (클래스별 샘플 수: {0: 20500, 1: 22600, 2: 14637}) +[I 2025-12-26 00:44:48,939] Trial 96 pruned. + +================================================================================ +Trial 96 완료 + Value (CSI): 0.520998 + Parameters: {'d_main': 64, 'd_hidden': 256, 'n_blocks': 6, 'dropout': 0.12173712529228915, 'lr': 0.005323374999248873, 'weight_decay': 0.06124698468709382, 'batch_size': 256} + Best Value (CSI): 0.551578 + Best Trial: 94 + Best Parameters: {'d_main': 64, 'd_hidden': 256, 'n_blocks': 6, 'dropout': 0.10014845072807586, 'lr': 0.008578508208533469, 'weight_decay': 0.07361767414227417, 'batch_size': 256} +================================================================================ + + Fold 1 - 클래스별 가중치: {0: 0.9374634146341464, 1: 0.850353982300885, 2: 1.3204617287343685} (클래스별 샘플 수: {0: 20500, 1: 22600, 2: 14554}) +[I 2025-12-26 00:45:00,089] Trial 97 pruned. + +================================================================================ +Trial 97 완료 + Value (CSI): 0.449784 + Parameters: {'d_main': 64, 'd_hidden': 192, 'n_blocks': 6, 'dropout': 0.11399391880866064, 'lr': 0.005926063042462059, 'weight_decay': 0.049246166062706515, 'batch_size': 256} + Best Value (CSI): 0.551578 + Best Trial: 94 + Best Parameters: {'d_main': 64, 'd_hidden': 256, 'n_blocks': 6, 'dropout': 0.10014845072807586, 'lr': 0.008578508208533469, 'weight_decay': 0.07361767414227417, 'batch_size': 256} +================================================================================ + + Fold 1 - 클래스별 가중치: {0: 0.9374634146341464, 1: 0.850353982300885, 2: 1.3204617287343685} (클래스별 샘플 수: {0: 20500, 1: 22600, 2: 14554}) + Fold 2 - 클래스별 가중치: {0: 0.9388130081300813, 1: 0.8515781710914454, 2: 1.3148641570449318} (클래스별 샘플 수: {0: 20500, 1: 22600, 2: 14637}) +[I 2025-12-26 00:45:21,839] Trial 98 pruned. + +================================================================================ +Trial 98 완료 + Value (CSI): 0.544170 + Parameters: {'d_main': 64, 'd_hidden': 256, 'n_blocks': 6, 'dropout': 0.13461647462442722, 'lr': 0.0040740327396090945, 'weight_decay': 0.0275813257120184, 'batch_size': 256} + Best Value (CSI): 0.551578 + Best Trial: 94 + Best Parameters: {'d_main': 64, 'd_hidden': 256, 'n_blocks': 6, 'dropout': 0.10014845072807586, 'lr': 0.008578508208533469, 'weight_decay': 0.07361767414227417, 'batch_size': 256} +================================================================================ + + Fold 1 - 클래스별 가중치: {0: 0.9374634146341464, 1: 0.850353982300885, 2: 1.3204617287343685} (클래스별 샘플 수: {0: 20500, 1: 22600, 2: 14554}) + Fold 2 - 클래스별 가중치: {0: 0.9388130081300813, 1: 0.8515781710914454, 2: 1.3148641570449318} (클래스별 샘플 수: {0: 20500, 1: 22600, 2: 14637}) +[I 2025-12-26 00:46:15,170] Trial 99 pruned. + +================================================================================ +Trial 99 완료 + Value (CSI): 0.546789 + Parameters: {'d_main': 128, 'd_hidden': 128, 'n_blocks': 6, 'dropout': 0.1065302958243868, 'lr': 0.007218393562947236, 'weight_decay': 0.038322882595800314, 'batch_size': 64} + Best Value (CSI): 0.551578 + Best Trial: 94 + Best Parameters: {'d_main': 64, 'd_hidden': 256, 'n_blocks': 6, 'dropout': 0.10014845072807586, 'lr': 0.008578508208533469, 'weight_decay': 0.07361767414227417, 'batch_size': 256} +================================================================================ + + +최적화 완료. +Best CSI Score: 0.5516 +Best Hyperparameters: {'d_main': 64, 'd_hidden': 256, 'n_blocks': 6, 'dropout': 0.10014845072807586, 'lr': 0.008578508208533469, 'weight_decay': 0.07361767414227417, 'batch_size': 256} + +최적화 과정 요약: + - 총 시도 횟수: 100 + - 성공한 시도: 100 + - 최초 CSI: 0.5404 + - 최종 CSI: 0.5468 + - 최고 CSI: 0.5865 + - 최저 CSI: 0.3261 + - 평균 CSI: 0.4873 + +최적화 Study 객체가 /workspace/visibility_prediction/Analysis_code/optimization_history/deepgbm_smotenc_ctgan20000_incheon_trials.pkl에 저장되었습니다. + +================================================== +최적화된 하이퍼파라미터로 최종 모델 학습 시작 +================================================== +최종 모델 학습 시작... +Fold 1 학습 중... + Early stopping at epoch 14, Best CSI: 0.4799 + Fold 1 학습 완료 (검증 CSI: 0.4799) +Fold 2 학습 중... + Early stopping at epoch 30, Best CSI: 0.5939 + Fold 2 학습 완료 (검증 CSI: 0.5939) +Fold 3 학습 중... + Early stopping at epoch 25, Best CSI: 0.5610 + Fold 3 학습 완료 (검증 CSI: 0.5610) + +모든 모델 저장 완료: ../save_model/deepgbm_optima/deepgbm_smotenc_ctgan20000_incheon.pkl (총 3개 fold) +Scaler 저장 완료: ../save_model/deepgbm_optima/scaler/deepgbm_smotenc_ctgan20000_incheon_scaler.pkl (총 3개 fold) + +최종 모델 학습 및 저장 완료! +저장된 모델 경로: ../save_model/deepgbm_optima/deepgbm_smotenc_ctgan20000_incheon.pkl + +✓ 완료: deepgbm_smotenc_ctgan20000/deepgbm_smotenc_ctgan20000_incheon.py (소요 시간: 3683초) + +---------------------------------------- +실행 중: deepgbm_smotenc_ctgan20000/deepgbm_smotenc_ctgan20000_seoul.py +시작 시간: 2025-12-26 00:47:06 +---------------------------------------- +[I 2025-12-26 00:47:07,713] A new study created in memory with name: no-name-03175cf9-1d5b-4a6e-bdf9-7ac88c0b6582 + Fold 1 - 클래스별 가중치: {0: 0.9443252032520325, 1: 0.8839573820395739, 2: 1.2349238751382154} (클래스별 샘플 수: {0: 20500, 1: 21900, 2: 15676}) + Fold 2 - 클래스별 가중치: {0: 0.9434634146341463, 1: 0.8912903225806451, 2: 1.222334576249763} (클래스별 샘플 수: {0: 20500, 1: 21700, 2: 15823}) + Fold 3 - 클래스별 가중치: {0: 0.9442764227642276, 1: 0.8920583717357911, 2: 1.2195342195342196} (클래스별 샘플 수: {0: 20500, 1: 21700, 2: 15873}) +[I 2025-12-26 00:49:09,404] Trial 0 finished with value: 0.49860941539715525 and parameters: {'d_main': 128, 'd_hidden': 192, 'n_blocks': 4, 'dropout': 0.25254539424314093, 'lr': 0.0005617369324276381, 'weight_decay': 0.00010662009745115875, 'batch_size': 64}. Best is trial 0 with value: 0.49860941539715525. + +================================================================================ +Trial 0 완료 + Value (CSI): 0.498609 + Parameters: {'d_main': 128, 'd_hidden': 192, 'n_blocks': 4, 'dropout': 0.25254539424314093, 'lr': 0.0005617369324276381, 'weight_decay': 0.00010662009745115875, 'batch_size': 64} + Best Value (CSI): 0.498609 + Best Trial: 0 + Best Parameters: {'d_main': 128, 'd_hidden': 192, 'n_blocks': 4, 'dropout': 0.25254539424314093, 'lr': 0.0005617369324276381, 'weight_decay': 0.00010662009745115875, 'batch_size': 64} +================================================================================ + + Fold 1 - 클래스별 가중치: {0: 0.9443252032520325, 1: 0.8839573820395739, 2: 1.2349238751382154} (클래스별 샘플 수: {0: 20500, 1: 21900, 2: 15676}) + Fold 2 - 클래스별 가중치: {0: 0.9434634146341463, 1: 0.8912903225806451, 2: 1.222334576249763} (클래스별 샘플 수: {0: 20500, 1: 21700, 2: 15823}) + Fold 3 - 클래스별 가중치: {0: 0.9442764227642276, 1: 0.8920583717357911, 2: 1.2195342195342196} (클래스별 샘플 수: {0: 20500, 1: 21700, 2: 15873}) +[I 2025-12-26 00:50:16,411] Trial 1 finished with value: 0.47295026545449703 and parameters: {'d_main': 64, 'd_hidden': 192, 'n_blocks': 2, 'dropout': 0.29891826584209974, 'lr': 0.00012475855901992078, 'weight_decay': 0.028620301098035702, 'batch_size': 256}. Best is trial 0 with value: 0.49860941539715525. + +================================================================================ +Trial 1 완료 + Value (CSI): 0.472950 + Parameters: {'d_main': 64, 'd_hidden': 192, 'n_blocks': 2, 'dropout': 0.29891826584209974, 'lr': 0.00012475855901992078, 'weight_decay': 0.028620301098035702, 'batch_size': 256} + Best Value (CSI): 0.498609 + Best Trial: 0 + Best Parameters: {'d_main': 128, 'd_hidden': 192, 'n_blocks': 4, 'dropout': 0.25254539424314093, 'lr': 0.0005617369324276381, 'weight_decay': 0.00010662009745115875, 'batch_size': 64} +================================================================================ + + Fold 1 - 클래스별 가중치: {0: 0.9443252032520325, 1: 0.8839573820395739, 2: 1.2349238751382154} (클래스별 샘플 수: {0: 20500, 1: 21900, 2: 15676}) + Fold 2 - 클래스별 가중치: {0: 0.9434634146341463, 1: 0.8912903225806451, 2: 1.222334576249763} (클래스별 샘플 수: {0: 20500, 1: 21700, 2: 15823}) + Fold 3 - 클래스별 가중치: {0: 0.9442764227642276, 1: 0.8920583717357911, 2: 1.2195342195342196} (클래스별 샘플 수: {0: 20500, 1: 21700, 2: 15873}) +[I 2025-12-26 00:52:15,940] Trial 2 finished with value: 0.44787046029452576 and parameters: {'d_main': 256, 'd_hidden': 256, 'n_blocks': 3, 'dropout': 0.3109816773506793, 'lr': 1.1386714319911892e-05, 'weight_decay': 0.029572949896356834, 'batch_size': 128}. Best is trial 0 with value: 0.49860941539715525. + +================================================================================ +Trial 2 완료 + Value (CSI): 0.447870 + Parameters: {'d_main': 256, 'd_hidden': 256, 'n_blocks': 3, 'dropout': 0.3109816773506793, 'lr': 1.1386714319911892e-05, 'weight_decay': 0.029572949896356834, 'batch_size': 128} + Best Value (CSI): 0.498609 + Best Trial: 0 + Best Parameters: {'d_main': 128, 'd_hidden': 192, 'n_blocks': 4, 'dropout': 0.25254539424314093, 'lr': 0.0005617369324276381, 'weight_decay': 0.00010662009745115875, 'batch_size': 64} +================================================================================ + + Fold 1 - 클래스별 가중치: {0: 0.9443252032520325, 1: 0.8839573820395739, 2: 1.2349238751382154} (클래스별 샘플 수: {0: 20500, 1: 21900, 2: 15676}) + Fold 2 - 클래스별 가중치: {0: 0.9434634146341463, 1: 0.8912903225806451, 2: 1.222334576249763} (클래스별 샘플 수: {0: 20500, 1: 21700, 2: 15823}) + Fold 3 - 클래스별 가중치: {0: 0.9442764227642276, 1: 0.8920583717357911, 2: 1.2195342195342196} (클래스별 샘플 수: {0: 20500, 1: 21700, 2: 15873}) +[I 2025-12-26 00:52:50,514] Trial 3 finished with value: 0.509879094136492 and parameters: {'d_main': 160, 'd_hidden': 128, 'n_blocks': 2, 'dropout': 0.15716668876308398, 'lr': 0.002505562535491622, 'weight_decay': 0.0010247794805652143, 'batch_size': 256}. Best is trial 3 with value: 0.509879094136492. + +================================================================================ +Trial 3 완료 + Value (CSI): 0.509879 + Parameters: {'d_main': 160, 'd_hidden': 128, 'n_blocks': 2, 'dropout': 0.15716668876308398, 'lr': 0.002505562535491622, 'weight_decay': 0.0010247794805652143, 'batch_size': 256} + Best Value (CSI): 0.509879 + Best Trial: 3 + Best Parameters: {'d_main': 160, 'd_hidden': 128, 'n_blocks': 2, 'dropout': 0.15716668876308398, 'lr': 0.002505562535491622, 'weight_decay': 0.0010247794805652143, 'batch_size': 256} +================================================================================ + + Fold 1 - 클래스별 가중치: {0: 0.9443252032520325, 1: 0.8839573820395739, 2: 1.2349238751382154} (클래스별 샘플 수: {0: 20500, 1: 21900, 2: 15676}) + Fold 2 - 클래스별 가중치: {0: 0.9434634146341463, 1: 0.8912903225806451, 2: 1.222334576249763} (클래스별 샘플 수: {0: 20500, 1: 21700, 2: 15823}) + Fold 3 - 클래스별 가중치: {0: 0.9442764227642276, 1: 0.8920583717357911, 2: 1.2195342195342196} (클래스별 샘플 수: {0: 20500, 1: 21700, 2: 15873}) +[I 2025-12-26 00:55:19,042] Trial 4 finished with value: 0.4743948646027698 and parameters: {'d_main': 224, 'd_hidden': 192, 'n_blocks': 3, 'dropout': 0.21828929004180328, 'lr': 4.7808266938063634e-05, 'weight_decay': 0.0007282296523659097, 'batch_size': 64}. Best is trial 3 with value: 0.509879094136492. + +================================================================================ +Trial 4 완료 + Value (CSI): 0.474395 + Parameters: {'d_main': 224, 'd_hidden': 192, 'n_blocks': 3, 'dropout': 0.21828929004180328, 'lr': 4.7808266938063634e-05, 'weight_decay': 0.0007282296523659097, 'batch_size': 64} + Best Value (CSI): 0.509879 + Best Trial: 3 + Best Parameters: {'d_main': 160, 'd_hidden': 128, 'n_blocks': 2, 'dropout': 0.15716668876308398, 'lr': 0.002505562535491622, 'weight_decay': 0.0010247794805652143, 'batch_size': 256} +================================================================================ + + Fold 1 - 클래스별 가중치: {0: 0.9443252032520325, 1: 0.8839573820395739, 2: 1.2349238751382154} (클래스별 샘플 수: {0: 20500, 1: 21900, 2: 15676}) + Fold 2 - 클래스별 가중치: {0: 0.9434634146341463, 1: 0.8912903225806451, 2: 1.222334576249763} (클래스별 샘플 수: {0: 20500, 1: 21700, 2: 15823}) + Fold 3 - 클래스별 가중치: {0: 0.9442764227642276, 1: 0.8920583717357911, 2: 1.2195342195342196} (클래스별 샘플 수: {0: 20500, 1: 21700, 2: 15873}) +[I 2025-12-26 00:56:08,504] Trial 5 finished with value: 0.5477355590816262 and parameters: {'d_main': 224, 'd_hidden': 192, 'n_blocks': 2, 'dropout': 0.35897357546772146, 'lr': 0.00796023516397056, 'weight_decay': 0.09321148861405949, 'batch_size': 256}. Best is trial 5 with value: 0.5477355590816262. + +================================================================================ +Trial 5 완료 + Value (CSI): 0.547736 + Parameters: {'d_main': 224, 'd_hidden': 192, 'n_blocks': 2, 'dropout': 0.35897357546772146, 'lr': 0.00796023516397056, 'weight_decay': 0.09321148861405949, 'batch_size': 256} + Best Value (CSI): 0.547736 + Best Trial: 5 + Best Parameters: {'d_main': 224, 'd_hidden': 192, 'n_blocks': 2, 'dropout': 0.35897357546772146, 'lr': 0.00796023516397056, 'weight_decay': 0.09321148861405949, 'batch_size': 256} +================================================================================ + + Fold 1 - 클래스별 가중치: {0: 0.9443252032520325, 1: 0.8839573820395739, 2: 1.2349238751382154} (클래스별 샘플 수: {0: 20500, 1: 21900, 2: 15676}) +[I 2025-12-26 00:56:37,501] Trial 6 pruned. + +================================================================================ +Trial 6 완료 + Value (CSI): 0.342052 + Parameters: {'d_main': 256, 'd_hidden': 192, 'n_blocks': 2, 'dropout': 0.2680992918953701, 'lr': 1.8788968520392145e-05, 'weight_decay': 0.006335177828729479, 'batch_size': 32} + Best Value (CSI): 0.547736 + Best Trial: 5 + Best Parameters: {'d_main': 224, 'd_hidden': 192, 'n_blocks': 2, 'dropout': 0.35897357546772146, 'lr': 0.00796023516397056, 'weight_decay': 0.09321148861405949, 'batch_size': 256} +================================================================================ + + Fold 1 - 클래스별 가중치: {0: 0.9443252032520325, 1: 0.8839573820395739, 2: 1.2349238751382154} (클래스별 샘플 수: {0: 20500, 1: 21900, 2: 15676}) +[I 2025-12-26 00:57:10,123] Trial 7 pruned. + +================================================================================ +Trial 7 완료 + Value (CSI): 0.282649 + Parameters: {'d_main': 64, 'd_hidden': 64, 'n_blocks': 3, 'dropout': 0.3321038344813615, 'lr': 1.2267942572129646e-05, 'weight_decay': 0.0009986446948957897, 'batch_size': 32} + Best Value (CSI): 0.547736 + Best Trial: 5 + Best Parameters: {'d_main': 224, 'd_hidden': 192, 'n_blocks': 2, 'dropout': 0.35897357546772146, 'lr': 0.00796023516397056, 'weight_decay': 0.09321148861405949, 'batch_size': 256} +================================================================================ + + Fold 1 - 클래스별 가중치: {0: 0.9443252032520325, 1: 0.8839573820395739, 2: 1.2349238751382154} (클래스별 샘플 수: {0: 20500, 1: 21900, 2: 15676}) + Fold 2 - 클래스별 가중치: {0: 0.9434634146341463, 1: 0.8912903225806451, 2: 1.222334576249763} (클래스별 샘플 수: {0: 20500, 1: 21700, 2: 15823}) + Fold 3 - 클래스별 가중치: {0: 0.9442764227642276, 1: 0.8920583717357911, 2: 1.2195342195342196} (클래스별 샘플 수: {0: 20500, 1: 21700, 2: 15873}) +[I 2025-12-26 01:01:23,173] Trial 8 finished with value: 0.5083167404655692 and parameters: {'d_main': 192, 'd_hidden': 192, 'n_blocks': 6, 'dropout': 0.3876707058786192, 'lr': 0.00048622617842201005, 'weight_decay': 0.00655077730227745, 'batch_size': 32}. Best is trial 5 with value: 0.5477355590816262. + +================================================================================ +Trial 8 완료 + Value (CSI): 0.508317 + Parameters: {'d_main': 192, 'd_hidden': 192, 'n_blocks': 6, 'dropout': 0.3876707058786192, 'lr': 0.00048622617842201005, 'weight_decay': 0.00655077730227745, 'batch_size': 32} + Best Value (CSI): 0.547736 + Best Trial: 5 + Best Parameters: {'d_main': 224, 'd_hidden': 192, 'n_blocks': 2, 'dropout': 0.35897357546772146, 'lr': 0.00796023516397056, 'weight_decay': 0.09321148861405949, 'batch_size': 256} +================================================================================ + + Fold 1 - 클래스별 가중치: {0: 0.9443252032520325, 1: 0.8839573820395739, 2: 1.2349238751382154} (클래스별 샘플 수: {0: 20500, 1: 21900, 2: 15676}) +[I 2025-12-26 01:02:01,341] Trial 9 pruned. + +================================================================================ +Trial 9 완료 + Value (CSI): 0.360717 + Parameters: {'d_main': 64, 'd_hidden': 192, 'n_blocks': 6, 'dropout': 0.38403558315891784, 'lr': 9.21998724832433e-05, 'weight_decay': 0.002033165405891799, 'batch_size': 32} + Best Value (CSI): 0.547736 + Best Trial: 5 + Best Parameters: {'d_main': 224, 'd_hidden': 192, 'n_blocks': 2, 'dropout': 0.35897357546772146, 'lr': 0.00796023516397056, 'weight_decay': 0.09321148861405949, 'batch_size': 256} +================================================================================ + + Fold 1 - 클래스별 가중치: {0: 0.9443252032520325, 1: 0.8839573820395739, 2: 1.2349238751382154} (클래스별 샘플 수: {0: 20500, 1: 21900, 2: 15676}) + Fold 2 - 클래스별 가중치: {0: 0.9434634146341463, 1: 0.8912903225806451, 2: 1.222334576249763} (클래스별 샘플 수: {0: 20500, 1: 21700, 2: 15823}) + Fold 3 - 클래스별 가중치: {0: 0.9442764227642276, 1: 0.8920583717357911, 2: 1.2195342195342196} (클래스별 샘플 수: {0: 20500, 1: 21700, 2: 15873}) +[I 2025-12-26 01:02:57,907] Trial 10 finished with value: 0.5657974901513136 and parameters: {'d_main': 128, 'd_hidden': 64, 'n_blocks': 5, 'dropout': 0.1024240157205574, 'lr': 0.009019177625524915, 'weight_decay': 0.08874117499066106, 'batch_size': 256}. Best is trial 10 with value: 0.5657974901513136. + +================================================================================ +Trial 10 완료 + Value (CSI): 0.565797 + Parameters: {'d_main': 128, 'd_hidden': 64, 'n_blocks': 5, 'dropout': 0.1024240157205574, 'lr': 0.009019177625524915, 'weight_decay': 0.08874117499066106, 'batch_size': 256} + Best Value (CSI): 0.565797 + Best Trial: 10 + Best Parameters: {'d_main': 128, 'd_hidden': 64, 'n_blocks': 5, 'dropout': 0.1024240157205574, 'lr': 0.009019177625524915, 'weight_decay': 0.08874117499066106, 'batch_size': 256} +================================================================================ + + Fold 1 - 클래스별 가중치: {0: 0.9443252032520325, 1: 0.8839573820395739, 2: 1.2349238751382154} (클래스별 샘플 수: {0: 20500, 1: 21900, 2: 15676}) + Fold 2 - 클래스별 가중치: {0: 0.9434634146341463, 1: 0.8912903225806451, 2: 1.222334576249763} (클래스별 샘플 수: {0: 20500, 1: 21700, 2: 15823}) + Fold 3 - 클래스별 가중치: {0: 0.9442764227642276, 1: 0.8920583717357911, 2: 1.2195342195342196} (클래스별 샘플 수: {0: 20500, 1: 21700, 2: 15873}) +[I 2025-12-26 01:04:08,789] Trial 11 finished with value: 0.5582078162847205 and parameters: {'d_main': 128, 'd_hidden': 64, 'n_blocks': 5, 'dropout': 0.10780724766196015, 'lr': 0.009656432736570138, 'weight_decay': 0.0991079507676134, 'batch_size': 256}. Best is trial 10 with value: 0.5657974901513136. + +================================================================================ +Trial 11 완료 + Value (CSI): 0.558208 + Parameters: {'d_main': 128, 'd_hidden': 64, 'n_blocks': 5, 'dropout': 0.10780724766196015, 'lr': 0.009656432736570138, 'weight_decay': 0.0991079507676134, 'batch_size': 256} + Best Value (CSI): 0.565797 + Best Trial: 10 + Best Parameters: {'d_main': 128, 'd_hidden': 64, 'n_blocks': 5, 'dropout': 0.1024240157205574, 'lr': 0.009019177625524915, 'weight_decay': 0.08874117499066106, 'batch_size': 256} +================================================================================ + + Fold 1 - 클래스별 가중치: {0: 0.9443252032520325, 1: 0.8839573820395739, 2: 1.2349238751382154} (클래스별 샘플 수: {0: 20500, 1: 21900, 2: 15676}) + Fold 2 - 클래스별 가중치: {0: 0.9434634146341463, 1: 0.8912903225806451, 2: 1.222334576249763} (클래스별 샘플 수: {0: 20500, 1: 21700, 2: 15823}) + Fold 3 - 클래스별 가중치: {0: 0.9442764227642276, 1: 0.8920583717357911, 2: 1.2195342195342196} (클래스�� 샘플 수: {0: 20500, 1: 21700, 2: 15873}) +[I 2025-12-26 01:05:00,636] Trial 12 finished with value: 0.536267682969468 and parameters: {'d_main': 128, 'd_hidden': 64, 'n_blocks': 5, 'dropout': 0.10215728926137342, 'lr': 0.00845654349268458, 'weight_decay': 0.06580097512788673, 'batch_size': 256}. Best is trial 10 with value: 0.5657974901513136. + +================================================================================ +Trial 12 완료 + Value (CSI): 0.536268 + Parameters: {'d_main': 128, 'd_hidden': 64, 'n_blocks': 5, 'dropout': 0.10215728926137342, 'lr': 0.00845654349268458, 'weight_decay': 0.06580097512788673, 'batch_size': 256} + Best Value (CSI): 0.565797 + Best Trial: 10 + Best Parameters: {'d_main': 128, 'd_hidden': 64, 'n_blocks': 5, 'dropout': 0.1024240157205574, 'lr': 0.009019177625524915, 'weight_decay': 0.08874117499066106, 'batch_size': 256} +================================================================================ + + Fold 1 - 클래스별 가중치: {0: 0.9443252032520325, 1: 0.8839573820395739, 2: 1.2349238751382154} (클래스별 샘플 수: {0: 20500, 1: 21900, 2: 15676}) +[I 2025-12-26 01:05:17,500] Trial 13 pruned. + +================================================================================ +Trial 13 완료 + Value (CSI): 0.439189 + Parameters: {'d_main': 128, 'd_hidden': 64, 'n_blocks': 5, 'dropout': 0.11309829273299493, 'lr': 0.003682051195654335, 'weight_decay': 0.094717980809892, 'batch_size': 256} + Best Value (CSI): 0.565797 + Best Trial: 10 + Best Parameters: {'d_main': 128, 'd_hidden': 64, 'n_blocks': 5, 'dropout': 0.1024240157205574, 'lr': 0.009019177625524915, 'weight_decay': 0.08874117499066106, 'batch_size': 256} +================================================================================ + + Fold 1 - 클래스별 가중치: {0: 0.9443252032520325, 1: 0.8839573820395739, 2: 1.2349238751382154} (클래스별 샘플 수: {0: 20500, 1: 21900, 2: 15676}) +[I 2025-12-26 01:05:30,194] Trial 14 pruned. + +================================================================================ +Trial 14 완료 + Value (CSI): 0.413344 + Parameters: {'d_main': 96, 'd_hidden': 128, 'n_blocks': 5, 'dropout': 0.1535546776052753, 'lr': 0.00160584857514054, 'weight_decay': 0.025214492313235234, 'batch_size': 128} + Best Value (CSI): 0.565797 + Best Trial: 10 + Best Parameters: {'d_main': 128, 'd_hidden': 64, 'n_blocks': 5, 'dropout': 0.1024240157205574, 'lr': 0.009019177625524915, 'weight_decay': 0.08874117499066106, 'batch_size': 256} +================================================================================ + + Fold 1 - 클래스별 가중치: {0: 0.9443252032520325, 1: 0.8839573820395739, 2: 1.2349238751382154} (클래스별 샘플 수: {0: 20500, 1: 21900, 2: 15676}) + Fold 2 - 클래스별 가중치: {0: 0.9434634146341463, 1: 0.8912903225806451, 2: 1.222334576249763} (클래스별 샘플 수: {0: 20500, 1: 21700, 2: 15823}) + Fold 3 - 클래스별 가중치: {0: 0.9442764227642276, 1: 0.8920583717357911, 2: 1.2195342195342196} (클래스별 샘플 수: {0: 20500, 1: 21700, 2: 15873}) +[I 2025-12-26 01:06:24,044] Trial 15 finished with value: 0.5352402302912023 and parameters: {'d_main': 160, 'd_hidden': 128, 'n_blocks': 4, 'dropout': 0.19512312295471101, 'lr': 0.009926931946755257, 'weight_decay': 0.015341727578467426, 'batch_size': 256}. Best is trial 10 with value: 0.5657974901513136. + +================================================================================ +Trial 15 완료 + Value (CSI): 0.535240 + Parameters: {'d_main': 160, 'd_hidden': 128, 'n_blocks': 4, 'dropout': 0.19512312295471101, 'lr': 0.009926931946755257, 'weight_decay': 0.015341727578467426, 'batch_size': 256} + Best Value (CSI): 0.565797 + Best Trial: 10 + Best Parameters: {'d_main': 128, 'd_hidden': 64, 'n_blocks': 5, 'dropout': 0.1024240157205574, 'lr': 0.009019177625524915, 'weight_decay': 0.08874117499066106, 'batch_size': 256} +================================================================================ + + Fold 1 - 클래스별 가중치: {0: 0.9443252032520325, 1: 0.8839573820395739, 2: 1.2349238751382154} (클래스별 샘플 수: {0: 20500, 1: 21900, 2: 15676}) +[I 2025-12-26 01:06:32,428] Trial 16 pruned. + +================================================================================ +Trial 16 완료 + Value (CSI): 0.423139 + Parameters: {'d_main': 96, 'd_hidden': 64, 'n_blocks': 5, 'dropout': 0.13522570579652243, 'lr': 0.0013706372261094609, 'weight_decay': 0.043802071659648584, 'batch_size': 256} + Best Value (CSI): 0.565797 + Best Trial: 10 + Best Parameters: {'d_main': 128, 'd_hidden': 64, 'n_blocks': 5, 'dropout': 0.1024240157205574, 'lr': 0.009019177625524915, 'weight_decay': 0.08874117499066106, 'batch_size': 256} +================================================================================ + + Fold 1 - 클래스별 가중치: {0: 0.9443252032520325, 1: 0.8839573820395739, 2: 1.2349238751382154} (클래스별 샘플 수: {0: 20500, 1: 21900, 2: 15676}) +[I 2025-12-26 01:06:41,789] Trial 17 pruned. + +================================================================================ +Trial 17 완료 + Value (CSI): 0.437819 + Parameters: {'d_main': 96, 'd_hidden': 128, 'n_blocks': 6, 'dropout': 0.10018764448984192, 'lr': 0.003877116656013006, 'weight_decay': 0.014971578579742906, 'batch_size': 256} + Best Value (CSI): 0.565797 + Best Trial: 10 + Best Parameters: {'d_main': 128, 'd_hidden': 64, 'n_blocks': 5, 'dropout': 0.1024240157205574, 'lr': 0.009019177625524915, 'weight_decay': 0.08874117499066106, 'batch_size': 256} +================================================================================ + + Fold 1 - 클래스별 가중치: {0: 0.9443252032520325, 1: 0.8839573820395739, 2: 1.2349238751382154} (클래스별 샘플 수: {0: 20500, 1: 21900, 2: 15676}) +[I 2025-12-26 01:07:23,976] Trial 18 pruned. + +================================================================================ +Trial 18 완료 + Value (CSI): 0.433588 + Parameters: {'d_main': 160, 'd_hidden': 64, 'n_blocks': 4, 'dropout': 0.18820530103634028, 'lr': 0.0011255825612293481, 'weight_decay': 0.05130603807321384, 'batch_size': 64} + Best Value (CSI): 0.565797 + Best Trial: 10 + Best Parameters: {'d_main': 128, 'd_hidden': 64, 'n_blocks': 5, 'dropout': 0.1024240157205574, 'lr': 0.009019177625524915, 'weight_decay': 0.08874117499066106, 'batch_size': 256} +================================================================================ + + Fold 1 - 클래스별 가중치: {0: 0.9443252032520325, 1: 0.8839573820395739, 2: 1.2349238751382154} (클래스별 샘플 수: {0: 20500, 1: 21900, 2: 15676}) +[I 2025-12-26 01:07:48,603] Trial 19 pruned. + +================================================================================ +Trial 19 완료 + Value (CSI): 0.447077 + Parameters: {'d_main': 192, 'd_hidden': 64, 'n_blocks': 5, 'dropout': 0.1412441021884708, 'lr': 0.004235828251133253, 'weight_decay': 0.09819586692416048, 'batch_size': 128} + Best Value (CSI): 0.565797 + Best Trial: 10 + Best Parameters: {'d_main': 128, 'd_hidden': 64, 'n_blocks': 5, 'dropout': 0.1024240157205574, 'lr': 0.009019177625524915, 'weight_decay': 0.08874117499066106, 'batch_size': 256} +================================================================================ + + Fold 1 - 클래스별 가중치: {0: 0.9443252032520325, 1: 0.8839573820395739, 2: 1.2349238751382154} (클래스별 샘플 수: {0: 20500, 1: 21900, 2: 15676}) +[I 2025-12-26 01:08:06,981] Trial 20 pruned. + +================================================================================ +Trial 20 완료 + Value (CSI): 0.449811 + Parameters: {'d_main': 128, 'd_hidden': 256, 'n_blocks': 6, 'dropout': 0.17614802356724185, 'lr': 0.005608086654008918, 'weight_decay': 0.0422245782452127, 'batch_size': 256} + Best Value (CSI): 0.565797 + Best Trial: 10 + Best Parameters: {'d_main': 128, 'd_hidden': 64, 'n_blocks': 5, 'dropout': 0.1024240157205574, 'lr': 0.009019177625524915, 'weight_decay': 0.08874117499066106, 'batch_size': 256} +================================================================================ + + Fold 1 - 클래스별 가중치: {0: 0.9443252032520325, 1: 0.8839573820395739, 2: 1.2349238751382154} (클래스별 샘플 수: {0: 20500, 1: 21900, 2: 15676}) + Fold 2 - 클래스별 가중치: {0: 0.9434634146341463, 1: 0.8912903225806451, 2: 1.222334576249763} (클래스별 샘플 수: {0: 20500, 1: 21700, 2: 15823}) + Fold 3 - 클래스별 가중치: {0: 0.9442764227642276, 1: 0.8920583717357911, 2: 1.2195342195342196} (클래스별 샘플 수: {0: 20500, 1: 21700, 2: 15873}) +[I 2025-12-26 01:09:05,153] Trial 21 finished with value: 0.5631324644186134 and parameters: {'d_main': 192, 'd_hidden': 128, 'n_blocks': 4, 'dropout': 0.12923381952984464, 'lr': 0.009342728310721199, 'weight_decay': 0.08524338742076888, 'batch_size': 256}. Best is trial 10 with value: 0.5657974901513136. + +================================================================================ +Trial 21 완료 + Value (CSI): 0.563132 + Parameters: {'d_main': 192, 'd_hidden': 128, 'n_blocks': 4, 'dropout': 0.12923381952984464, 'lr': 0.009342728310721199, 'weight_decay': 0.08524338742076888, 'batch_size': 256} + Best Value (CSI): 0.565797 + Best Trial: 10 + Best Parameters: {'d_main': 128, 'd_hidden': 64, 'n_blocks': 5, 'dropout': 0.1024240157205574, 'lr': 0.009019177625524915, 'weight_decay': 0.08874117499066106, 'batch_size': 256} +================================================================================ + + Fold 1 - 클래스별 가중치: {0: 0.9443252032520325, 1: 0.8839573820395739, 2: 1.2349238751382154} (클래스별 샘플 수: {0: 20500, 1: 21900, 2: 15676}) + Fold 2 - 클래스별 가중치: {0: 0.9434634146341463, 1: 0.8912903225806451, 2: 1.222334576249763} (클래스별 샘플 수: {0: 20500, 1: 21700, 2: 15823}) + Fold 3 - 클래스별 가중치: {0: 0.9442764227642276, 1: 0.8920583717357911, 2: 1.2195342195342196} (클래스별 샘플 수: {0: 20500, 1: 21700, 2: 15873}) +[I 2025-12-26 01:09:55,560] Trial 22 finished with value: 0.536965981414783 and parameters: {'d_main': 192, 'd_hidden': 128, 'n_blocks': 4, 'dropout': 0.12496580784462663, 'lr': 0.009641271126421522, 'weight_decay': 0.05742792101682836, 'batch_size': 256}. Best is trial 10 with value: 0.5657974901513136. + +================================================================================ +Trial 22 완료 + Value (CSI): 0.536966 + Parameters: {'d_main': 192, 'd_hidden': 128, 'n_blocks': 4, 'dropout': 0.12496580784462663, 'lr': 0.009641271126421522, 'weight_decay': 0.05742792101682836, 'batch_size': 256} + Best Value (CSI): 0.565797 + Best Trial: 10 + Best Parameters: {'d_main': 128, 'd_hidden': 64, 'n_blocks': 5, 'dropout': 0.1024240157205574, 'lr': 0.009019177625524915, 'weight_decay': 0.08874117499066106, 'batch_size': 256} +================================================================================ + + Fold 1 - 클래스별 가중치: {0: 0.9443252032520325, 1: 0.8839573820395739, 2: 1.2349238751382154} (클래스별 샘플 수: {0: 20500, 1: 21900, 2: 15676}) +[I 2025-12-26 01:10:03,303] Trial 23 pruned. + +================================================================================ +Trial 23 완료 + Value (CSI): 0.444618 + Parameters: {'d_main': 192, 'd_hidden': 64, 'n_blocks': 4, 'dropout': 0.12473726849896447, 'lr': 0.0028495836527775457, 'weight_decay': 0.017442043733128635, 'batch_size': 256} + Best Value (CSI): 0.565797 + Best Trial: 10 + Best Parameters: {'d_main': 128, 'd_hidden': 64, 'n_blocks': 5, 'dropout': 0.1024240157205574, 'lr': 0.009019177625524915, 'weight_decay': 0.08874117499066106, 'batch_size': 256} +================================================================================ + + Fold 1 - 클래스별 가중치: {0: 0.9443252032520325, 1: 0.8839573820395739, 2: 1.2349238751382154} (클래스별 샘플 수: {0: 20500, 1: 21900, 2: 15676}) +[I 2025-12-26 01:10:20,029] Trial 24 pruned. + +================================================================================ +Trial 24 완료 + Value (CSI): 0.451852 + Parameters: {'d_main': 160, 'd_hidden': 128, 'n_blocks': 5, 'dropout': 0.10050766022350172, 'lr': 0.005080275559900223, 'weight_decay': 0.0976436467513916, 'batch_size': 256} + Best Value (CSI): 0.565797 + Best Trial: 10 + Best Parameters: {'d_main': 128, 'd_hidden': 64, 'n_blocks': 5, 'dropout': 0.1024240157205574, 'lr': 0.009019177625524915, 'weight_decay': 0.08874117499066106, 'batch_size': 256} +================================================================================ + + Fold 1 - 클래스별 가중치: {0: 0.9443252032520325, 1: 0.8839573820395739, 2: 1.2349238751382154} (클래스별 샘플 수: {0: 20500, 1: 21900, 2: 15676}) +[I 2025-12-26 01:10:28,266] Trial 25 pruned. + +================================================================================ +Trial 25 완료 + Value (CSI): 0.433735 + Parameters: {'d_main': 128, 'd_hidden': 64, 'n_blocks': 5, 'dropout': 0.14824886619041971, 'lr': 0.002114816499987826, 'weight_decay': 0.04689863993221635, 'batch_size': 256} + Best Value (CSI): 0.565797 + Best Trial: 10 + Best Parameters: {'d_main': 128, 'd_hidden': 64, 'n_blocks': 5, 'dropout': 0.1024240157205574, 'lr': 0.009019177625524915, 'weight_decay': 0.08874117499066106, 'batch_size': 256} +================================================================================ + + Fold 1 - 클래스별 가중치: {0: 0.9443252032520325, 1: 0.8839573820395739, 2: 1.2349238751382154} (클래스별 샘플 수: {0: 20500, 1: 21900, 2: 15676}) +[I 2025-12-26 01:10:35,676] Trial 26 pruned. + +================================================================================ +Trial 26 완료 + Value (CSI): 0.451484 + Parameters: {'d_main': 224, 'd_hidden': 128, 'n_blocks': 3, 'dropout': 0.16473409594137764, 'lr': 0.0059036327729321365, 'weight_decay': 0.030292108591217844, 'batch_size': 256} + Best Value (CSI): 0.565797 + Best Trial: 10 + Best Parameters: {'d_main': 128, 'd_hidden': 64, 'n_blocks': 5, 'dropout': 0.1024240157205574, 'lr': 0.009019177625524915, 'weight_decay': 0.08874117499066106, 'batch_size': 256} +================================================================================ + + Fold 1 - 클래스별 가중치: {0: 0.9443252032520325, 1: 0.8839573820395739, 2: 1.2349238751382154} (클래스별 샘플 수: {0: 20500, 1: 21900, 2: 15676}) + Fold 2 - 클래스별 가중치: {0: 0.9434634146341463, 1: 0.8912903225806451, 2: 1.222334576249763} (클래스별 샘플 수: {0: 20500, 1: 21700, 2: 15823}) + Fold 3 - 클래스별 가중치: {0: 0.9442764227642276, 1: 0.8920583717357911, 2: 1.2195342195342196} (클래스별 샘플 수: {0: 20500, 1: 21700, 2: 15873}) +[I 2025-12-26 01:12:29,838] Trial 27 pruned. + +================================================================================ +Trial 27 완료 + Value (CSI): 0.501274 + Parameters: {'d_main': 96, 'd_hidden': 64, 'n_blocks': 4, 'dropout': 0.12542687243388767, 'lr': 0.0026649678377323495, 'weight_decay': 0.0627510282424863, 'batch_size': 64} + Best Value (CSI): 0.565797 + Best Trial: 10 + Best Parameters: {'d_main': 128, 'd_hidden': 64, 'n_blocks': 5, 'dropout': 0.1024240157205574, 'lr': 0.009019177625524915, 'weight_decay': 0.08874117499066106, 'batch_size': 256} +================================================================================ + + Fold 1 - 클래스별 가중치: {0: 0.9443252032520325, 1: 0.8839573820395739, 2: 1.2349238751382154} (클래스별 샘플 수: {0: 20500, 1: 21900, 2: 15676}) +[I 2025-12-26 01:12:41,491] Trial 28 pruned. + +================================================================================ +Trial 28 완료 + Value (CSI): 0.405152 + Parameters: {'d_main': 160, 'd_hidden': 128, 'n_blocks': 5, 'dropout': 0.20966599109861195, 'lr': 0.005798891553711698, 'weight_decay': 0.017618226227701404, 'batch_size': 128} + Best Value (CSI): 0.565797 + Best Trial: 10 + Best Parameters: {'d_main': 128, 'd_hidden': 64, 'n_blocks': 5, 'dropout': 0.1024240157205574, 'lr': 0.009019177625524915, 'weight_decay': 0.08874117499066106, 'batch_size': 256} +================================================================================ + + Fold 1 - 클래스별 가중치: {0: 0.9443252032520325, 1: 0.8839573820395739, 2: 1.2349238751382154} (클래스별 샘플 수: {0: 20500, 1: 21900, 2: 15676}) + Fold 2 - 클래스별 가중치: {0: 0.9434634146341463, 1: 0.8912903225806451, 2: 1.222334576249763} (클래스별 샘플 수: {0: 20500, 1: 21700, 2: 15823}) + Fold 3 - 클래스별 가중치: {0: 0.9442764227642276, 1: 0.8920583717357911, 2: 1.2195342195342196} (클래스별 샘플 수: {0: 20500, 1: 21700, 2: 15873}) +[I 2025-12-26 01:14:46,694] Trial 29 finished with value: 0.5233306342708856 and parameters: {'d_main': 128, 'd_hidden': 64, 'n_blocks': 6, 'dropout': 0.1698102302932065, 'lr': 0.001363507182787418, 'weight_decay': 0.008529289969318454, 'batch_size': 64}. Best is trial 10 with value: 0.5657974901513136. + +================================================================================ +Trial 29 완료 + Value (CSI): 0.523331 + Parameters: {'d_main': 128, 'd_hidden': 64, 'n_blocks': 6, 'dropout': 0.1698102302932065, 'lr': 0.001363507182787418, 'weight_decay': 0.008529289969318454, 'batch_size': 64} + Best Value (CSI): 0.565797 + Best Trial: 10 + Best Parameters: {'d_main': 128, 'd_hidden': 64, 'n_blocks': 5, 'dropout': 0.1024240157205574, 'lr': 0.009019177625524915, 'weight_decay': 0.08874117499066106, 'batch_size': 256} +================================================================================ + + Fold 1 - 클래스별 가중치: {0: 0.9443252032520325, 1: 0.8839573820395739, 2: 1.2349238751382154} (클래스별 샘플 수: {0: 20500, 1: 21900, 2: 15676}) +[I 2025-12-26 01:14:53,964] Trial 30 pruned. + +================================================================================ +Trial 30 완료 + Value (CSI): 0.392359 + Parameters: {'d_main': 96, 'd_hidden': 128, 'n_blocks': 4, 'dropout': 0.1293003618398662, 'lr': 0.0011157823272516727, 'weight_decay': 0.06518695815967147, 'batch_size': 256} + Best Value (CSI): 0.565797 + Best Trial: 10 + Best Parameters: {'d_main': 128, 'd_hidden': 64, 'n_blocks': 5, 'dropout': 0.1024240157205574, 'lr': 0.009019177625524915, 'weight_decay': 0.08874117499066106, 'batch_size': 256} +================================================================================ + + Fold 1 - 클래스별 가중치: {0: 0.9443252032520325, 1: 0.8839573820395739, 2: 1.2349238751382154} (클래스별 샘플 수: {0: 20500, 1: 21900, 2: 15676}) +[I 2025-12-26 01:15:01,337] Trial 31 pruned. + +================================================================================ +Trial 31 완료 + Value (CSI): 0.447735 + Parameters: {'d_main': 224, 'd_hidden': 256, 'n_blocks': 3, 'dropout': 0.2312603994764229, 'lr': 0.0072762201538325525, 'weight_decay': 0.0933477093819344, 'batch_size': 256} + Best Value (CSI): 0.565797 + Best Trial: 10 + Best Parameters: {'d_main': 128, 'd_hidden': 64, 'n_blocks': 5, 'dropout': 0.1024240157205574, 'lr': 0.009019177625524915, 'weight_decay': 0.08874117499066106, 'batch_size': 256} +================================================================================ + + Fold 1 - 클래스별 가중치: {0: 0.9443252032520325, 1: 0.8839573820395739, 2: 1.2349238751382154} (클래스별 샘플 수: {0: 20500, 1: 21900, 2: 15676}) + Fold 2 - 클래스별 가중치: {0: 0.9434634146341463, 1: 0.8912903225806451, 2: 1.222334576249763} (클래스별 샘플 수: {0: 20500, 1: 21700, 2: 15823}) + Fold 3 - 클래스별 가중치: {0: 0.9442764227642276, 1: 0.8920583717357911, 2: 1.2195342195342196} (클래스별 샘플 수: {0: 20500, 1: 21700, 2: 15873}) +[I 2025-12-26 01:15:42,739] Trial 32 finished with value: 0.5303323712328316 and parameters: {'d_main': 224, 'd_hidden': 192, 'n_blocks': 2, 'dropout': 0.14823788001465182, 'lr': 0.00728075208772201, 'weight_decay': 0.03939816243951985, 'batch_size': 256}. Best is trial 10 with value: 0.5657974901513136. + +================================================================================ +Trial 32 완료 + Value (CSI): 0.530332 + Parameters: {'d_main': 224, 'd_hidden': 192, 'n_blocks': 2, 'dropout': 0.14823788001465182, 'lr': 0.00728075208772201, 'weight_decay': 0.03939816243951985, 'batch_size': 256} + Best Value (CSI): 0.565797 + Best Trial: 10 + Best Parameters: {'d_main': 128, 'd_hidden': 64, 'n_blocks': 5, 'dropout': 0.1024240157205574, 'lr': 0.009019177625524915, 'weight_decay': 0.08874117499066106, 'batch_size': 256} +================================================================================ + + Fold 1 - 클래스별 가중치: {0: 0.9443252032520325, 1: 0.8839573820395739, 2: 1.2349238751382154} (클래스별 샘플 수: {0: 20500, 1: 21900, 2: 15676}) +[I 2025-12-26 01:15:55,152] Trial 33 pruned. + +================================================================================ +Trial 33 완료 + Value (CSI): 0.455810 + Parameters: {'d_main': 256, 'd_hidden': 192, 'n_blocks': 2, 'dropout': 0.24756117454943752, 'lr': 0.00989624777755689, 'weight_decay': 0.03049380047640989, 'batch_size': 256} + Best Value (CSI): 0.565797 + Best Trial: 10 + Best Parameters: {'d_main': 128, 'd_hidden': 64, 'n_blocks': 5, 'dropout': 0.1024240157205574, 'lr': 0.009019177625524915, 'weight_decay': 0.08874117499066106, 'batch_size': 256} +================================================================================ + + Fold 1 - 클래스별 가중치: {0: 0.9443252032520325, 1: 0.8839573820395739, 2: 1.2349238751382154} (클래스별 샘플 수: {0: 20500, 1: 21900, 2: 15676}) + Fold 2 - 클래스별 가중치: {0: 0.9434634146341463, 1: 0.8912903225806451, 2: 1.222334576249763} (클래스별 샘플 수: {0: 20500, 1: 21700, 2: 15823}) + Fold 3 - 클래스별 가중치: {0: 0.9442764227642276, 1: 0.8920583717357911, 2: 1.2195342195342196} (클래스별 샘플 수: {0: 20500, 1: 21700, 2: 15873}) +[I 2025-12-26 01:16:31,015] Trial 34 finished with value: 0.529993910246214 and parameters: {'d_main': 192, 'd_hidden': 256, 'n_blocks': 3, 'dropout': 0.1194331604252038, 'lr': 0.004100994586737723, 'weight_decay': 0.0690443264930513, 'batch_size': 256}. Best is trial 10 with value: 0.5657974901513136. + +================================================================================ +Trial 34 완료 + Value (CSI): 0.529994 + Parameters: {'d_main': 192, 'd_hidden': 256, 'n_blocks': 3, 'dropout': 0.1194331604252038, 'lr': 0.004100994586737723, 'weight_decay': 0.0690443264930513, 'batch_size': 256} + Best Value (CSI): 0.565797 + Best Trial: 10 + Best Parameters: {'d_main': 128, 'd_hidden': 64, 'n_blocks': 5, 'dropout': 0.1024240157205574, 'lr': 0.009019177625524915, 'weight_decay': 0.08874117499066106, 'batch_size': 256} +================================================================================ + + Fold 1 - 클래스별 가중치: {0: 0.9443252032520325, 1: 0.8839573820395739, 2: 1.2349238751382154} (클래스별 샘플 수: {0: 20500, 1: 21900, 2: 15676}) +[I 2025-12-26 01:16:38,359] Trial 35 pruned. + +================================================================================ +Trial 35 완료 + Value (CSI): 0.461073 + Parameters: {'d_main': 224, 'd_hidden': 128, 'n_blocks': 5, 'dropout': 0.18332667802088354, 'lr': 0.005659088298021359, 'weight_decay': 0.0334210602206272, 'batch_size': 256} + Best Value (CSI): 0.565797 + Best Trial: 10 + Best Parameters: {'d_main': 128, 'd_hidden': 64, 'n_blocks': 5, 'dropout': 0.1024240157205574, 'lr': 0.009019177625524915, 'weight_decay': 0.08874117499066106, 'batch_size': 256} +================================================================================ + + Fold 1 - 클래스별 가중치: {0: 0.9443252032520325, 1: 0.8839573820395739, 2: 1.2349238751382154} (클래스별 샘플 수: {0: 20500, 1: 21900, 2: 15676}) +[I 2025-12-26 01:16:44,067] Trial 36 pruned. + +================================================================================ +Trial 36 완료 + Value (CSI): 0.409825 + Parameters: {'d_main': 160, 'd_hidden': 192, 'n_blocks': 2, 'dropout': 0.1604443447882551, 'lr': 0.0027460443918513313, 'weight_decay': 0.0705588216812739, 'batch_size': 256} + Best Value (CSI): 0.565797 + Best Trial: 10 + Best Parameters: {'d_main': 128, 'd_hidden': 64, 'n_blocks': 5, 'dropout': 0.1024240157205574, 'lr': 0.009019177625524915, 'weight_decay': 0.08874117499066106, 'batch_size': 256} +================================================================================ + + Fold 1 - 클래스별 가중치: {0: 0.9443252032520325, 1: 0.8839573820395739, 2: 1.2349238751382154} (클래스별 샘플 수: {0: 20500, 1: 21900, 2: 15676}) +[I 2025-12-26 01:16:53,286] Trial 37 pruned. + +================================================================================ +Trial 37 완료 + Value (CSI): 0.394825 + Parameters: {'d_main': 256, 'd_hidden': 64, 'n_blocks': 4, 'dropout': 0.27635410151360057, 'lr': 0.009934371332939828, 'weight_decay': 0.021308226053985385, 'batch_size': 128} + Best Value (CSI): 0.565797 + Best Trial: 10 + Best Parameters: {'d_main': 128, 'd_hidden': 64, 'n_blocks': 5, 'dropout': 0.1024240157205574, 'lr': 0.009019177625524915, 'weight_decay': 0.08874117499066106, 'batch_size': 256} +================================================================================ + + Fold 1 - 클래스별 가중치: {0: 0.9443252032520325, 1: 0.8839573820395739, 2: 1.2349238751382154} (클래스별 샘플 수: {0: 20500, 1: 21900, 2: 15676}) +[I 2025-12-26 01:17:07,124] Trial 38 pruned. + +================================================================================ +Trial 38 완료 + Value (CSI): 0.395529 + Parameters: {'d_main': 192, 'd_hidden': 192, 'n_blocks': 3, 'dropout': 0.1117511036453075, 'lr': 0.006387600810723465, 'weight_decay': 0.040420035058477646, 'batch_size': 64} + Best Value (CSI): 0.565797 + Best Trial: 10 + Best Parameters: {'d_main': 128, 'd_hidden': 64, 'n_blocks': 5, 'dropout': 0.1024240157205574, 'lr': 0.009019177625524915, 'weight_decay': 0.08874117499066106, 'batch_size': 256} +================================================================================ + + Fold 1 - 클래스별 가중치: {0: 0.9443252032520325, 1: 0.8839573820395739, 2: 1.2349238751382154} (클래스별 샘플 수: {0: 20500, 1: 21900, 2: 15676}) +[I 2025-12-26 01:17:39,432] Trial 39 pruned. + +================================================================================ +Trial 39 완료 + Value (CSI): 0.410601 + Parameters: {'d_main': 160, 'd_hidden': 192, 'n_blocks': 6, 'dropout': 0.1421156861320548, 'lr': 0.000607249814094972, 'weight_decay': 0.027164302357791364, 'batch_size': 32} + Best Value (CSI): 0.565797 + Best Trial: 10 + Best Parameters: {'d_main': 128, 'd_hidden': 64, 'n_blocks': 5, 'dropout': 0.1024240157205574, 'lr': 0.009019177625524915, 'weight_decay': 0.08874117499066106, 'batch_size': 256} +================================================================================ + + Fold 1 - 클래스별 가중치: {0: 0.9443252032520325, 1: 0.8839573820395739, 2: 1.2349238751382154} (클래스별 샘플 수: {0: 20500, 1: 21900, 2: 15676}) +[I 2025-12-26 01:17:45,517] Trial 40 pruned. + +================================================================================ +Trial 40 완료 + Value (CSI): 0.452492 + Parameters: {'d_main': 128, 'd_hidden': 64, 'n_blocks': 2, 'dropout': 0.3206582962238784, 'lr': 0.003226852110642448, 'weight_decay': 0.09805718915821852, 'batch_size': 256} + Best Value (CSI): 0.565797 + Best Trial: 10 + Best Parameters: {'d_main': 128, 'd_hidden': 64, 'n_blocks': 5, 'dropout': 0.1024240157205574, 'lr': 0.009019177625524915, 'weight_decay': 0.08874117499066106, 'batch_size': 256} +================================================================================ + + Fold 1 - 클래스별 가중치: {0: 0.9443252032520325, 1: 0.8839573820395739, 2: 1.2349238751382154} (클래스별 샘플 수: {0: 20500, 1: 21900, 2: 15676}) + Fold 2 - 클래스별 가중치: {0: 0.9434634146341463, 1: 0.8912903225806451, 2: 1.222334576249763} (클래스별 샘플 수: {0: 20500, 1: 21700, 2: 15823}) + Fold 3 - 클래스별 가중치: {0: 0.9442764227642276, 1: 0.8920583717357911, 2: 1.2195342195342196} (클래스별 샘플 수: {0: 20500, 1: 21700, 2: 15873}) +[I 2025-12-26 01:18:28,196] Trial 41 finished with value: 0.5422970899509355 and parameters: {'d_main': 192, 'd_hidden': 128, 'n_blocks': 4, 'dropout': 0.11672476117135427, 'lr': 0.007776642750170445, 'weight_decay': 0.05595658806326156, 'batch_size': 256}. Best is trial 10 with value: 0.5657974901513136. + +================================================================================ +Trial 41 완료 + Value (CSI): 0.542297 + Parameters: {'d_main': 192, 'd_hidden': 128, 'n_blocks': 4, 'dropout': 0.11672476117135427, 'lr': 0.007776642750170445, 'weight_decay': 0.05595658806326156, 'batch_size': 256} + Best Value (CSI): 0.565797 + Best Trial: 10 + Best Parameters: {'d_main': 128, 'd_hidden': 64, 'n_blocks': 5, 'dropout': 0.1024240157205574, 'lr': 0.009019177625524915, 'weight_decay': 0.08874117499066106, 'batch_size': 256} +================================================================================ + + Fold 1 - 클래스별 가중치: {0: 0.9443252032520325, 1: 0.8839573820395739, 2: 1.2349238751382154} (클래스별 샘플 수: {0: 20500, 1: 21900, 2: 15676}) + Fold 2 - 클래스별 가중치: {0: 0.9434634146341463, 1: 0.8912903225806451, 2: 1.222334576249763} (클래스별 샘플 수: {0: 20500, 1: 21700, 2: 15823}) + Fold 3 - 클래스별 가중치: {0: 0.9442764227642276, 1: 0.8920583717357911, 2: 1.2195342195342196} (클래스별 샘플 수: {0: 20500, 1: 21700, 2: 15873}) +[I 2025-12-26 01:19:18,336] Trial 42 finished with value: 0.5425734316686407 and parameters: {'d_main': 224, 'd_hidden': 128, 'n_blocks': 4, 'dropout': 0.11409458082717218, 'lr': 0.007034332204610135, 'weight_decay': 0.06763567411107038, 'batch_size': 256}. Best is trial 10 with value: 0.5657974901513136. + +================================================================================ +Trial 42 완료 + Value (CSI): 0.542573 + Parameters: {'d_main': 224, 'd_hidden': 128, 'n_blocks': 4, 'dropout': 0.11409458082717218, 'lr': 0.007034332204610135, 'weight_decay': 0.06763567411107038, 'batch_size': 256} + Best Value (CSI): 0.565797 + Best Trial: 10 + Best Parameters: {'d_main': 128, 'd_hidden': 64, 'n_blocks': 5, 'dropout': 0.1024240157205574, 'lr': 0.009019177625524915, 'weight_decay': 0.08874117499066106, 'batch_size': 256} +================================================================================ + + Fold 1 - 클래스별 가중치: {0: 0.9443252032520325, 1: 0.8839573820395739, 2: 1.2349238751382154} (클래스별 샘플 수: {0: 20500, 1: 21900, 2: 15676}) +[I 2025-12-26 01:19:25,088] Trial 43 pruned. + +================================================================================ +Trial 43 완료 + Value (CSI): 0.425178 + Parameters: {'d_main': 224, 'd_hidden': 128, 'n_blocks': 5, 'dropout': 0.10946563388336114, 'lr': 0.0042511183589127675, 'weight_decay': 0.074382543611822, 'batch_size': 256} + Best Value (CSI): 0.565797 + Best Trial: 10 + Best Parameters: {'d_main': 128, 'd_hidden': 64, 'n_blocks': 5, 'dropout': 0.1024240157205574, 'lr': 0.009019177625524915, 'weight_decay': 0.08874117499066106, 'batch_size': 256} +================================================================================ + + Fold 1 - 클래스별 가중치: {0: 0.9443252032520325, 1: 0.8839573820395739, 2: 1.2349238751382154} (클래스별 샘플 수: {0: 20500, 1: 21900, 2: 15676}) +[I 2025-12-26 01:19:51,944] Trial 44 pruned. + +================================================================================ +Trial 44 완료 + Value (CSI): 0.331683 + Parameters: {'d_main': 224, 'd_hidden': 128, 'n_blocks': 4, 'dropout': 0.1316710538402613, 'lr': 0.007146820667453135, 'weight_decay': 0.049286585317073174, 'batch_size': 32} + Best Value (CSI): 0.565797 + Best Trial: 10 + Best Parameters: {'d_main': 128, 'd_hidden': 64, 'n_blocks': 5, 'dropout': 0.1024240157205574, 'lr': 0.009019177625524915, 'weight_decay': 0.08874117499066106, 'batch_size': 256} +================================================================================ + + Fold 1 - 클래스별 가중치: {0: 0.9443252032520325, 1: 0.8839573820395739, 2: 1.2349238751382154} (클래스별 샘플 수: {0: 20500, 1: 21900, 2: 15676}) +[I 2025-12-26 01:19:58,616] Trial 45 pruned. + +================================================================================ +Trial 45 완료 + Value (CSI): 0.439024 + Parameters: {'d_main': 256, 'd_hidden': 64, 'n_blocks': 3, 'dropout': 0.3485630367992857, 'lr': 0.004476924390328516, 'weight_decay': 0.08076200791991599, 'batch_size': 256} + Best Value (CSI): 0.565797 + Best Trial: 10 + Best Parameters: {'d_main': 128, 'd_hidden': 64, 'n_blocks': 5, 'dropout': 0.1024240157205574, 'lr': 0.009019177625524915, 'weight_decay': 0.08874117499066106, 'batch_size': 256} +================================================================================ + + Fold 1 - 클래스별 가중치: {0: 0.9443252032520325, 1: 0.8839573820395739, 2: 1.2349238751382154} (클래스별 샘플 수: {0: 20500, 1: 21900, 2: 15676}) +[I 2025-12-26 01:20:05,394] Trial 46 pruned. + +================================================================================ +Trial 46 완료 + Value (CSI): 0.402256 + Parameters: {'d_main': 224, 'd_hidden': 192, 'n_blocks': 5, 'dropout': 0.15432789267365343, 'lr': 0.0019259873866568024, 'weight_decay': 0.07073601909719147, 'batch_size': 256} + Best Value (CSI): 0.565797 + Best Trial: 10 + Best Parameters: {'d_main': 128, 'd_hidden': 64, 'n_blocks': 5, 'dropout': 0.1024240157205574, 'lr': 0.009019177625524915, 'weight_decay': 0.08874117499066106, 'batch_size': 256} +================================================================================ + + Fold 1 - 클래스별 가중치: {0: 0.9443252032520325, 1: 0.8839573820395739, 2: 1.2349238751382154} (클래스별 샘플 수: {0: 20500, 1: 21900, 2: 15676}) +[I 2025-12-26 01:20:12,414] Trial 47 pruned. + +================================================================================ +Trial 47 완료 + Value (CSI): 0.439476 + Parameters: {'d_main': 256, 'd_hidden': 128, 'n_blocks': 4, 'dropout': 0.10053866688834341, 'lr': 0.003450693198416156, 'weight_decay': 0.03536147245214299, 'batch_size': 256} + Best Value (CSI): 0.565797 + Best Trial: 10 + Best Parameters: {'d_main': 128, 'd_hidden': 64, 'n_blocks': 5, 'dropout': 0.1024240157205574, 'lr': 0.009019177625524915, 'weight_decay': 0.08874117499066106, 'batch_size': 256} +================================================================================ + + Fold 1 - 클래스별 가중치: {0: 0.9443252032520325, 1: 0.8839573820395739, 2: 1.2349238751382154} (클래스별 샘플 수: {0: 20500, 1: 21900, 2: 15676}) +[I 2025-12-26 01:20:41,467] Trial 48 pruned. + +================================================================================ +Trial 48 완료 + Value (CSI): 0.297173 + Parameters: {'d_main': 64, 'd_hidden': 64, 'n_blocks': 5, 'dropout': 0.13610691050138274, 'lr': 0.0076283214691741895, 'weight_decay': 0.051197606203410885, 'batch_size': 32} + Best Value (CSI): 0.565797 + Best Trial: 10 + Best Parameters: {'d_main': 128, 'd_hidden': 64, 'n_blocks': 5, 'dropout': 0.1024240157205574, 'lr': 0.009019177625524915, 'weight_decay': 0.08874117499066106, 'batch_size': 256} +================================================================================ + + Fold 1 - 클래스별 가중치: {0: 0.9443252032520325, 1: 0.8839573820395739, 2: 1.2349238751382154} (클래스별 샘플 수: {0: 20500, 1: 21900, 2: 15676}) +[I 2025-12-26 01:21:05,720] Trial 49 pruned. + +================================================================================ +Trial 49 완료 + Value (CSI): 0.456386 + Parameters: {'d_main': 192, 'd_hidden': 192, 'n_blocks': 6, 'dropout': 0.11448245308155942, 'lr': 0.004982548626260849, 'weight_decay': 0.09755409511522563, 'batch_size': 128} + Best Value (CSI): 0.565797 + Best Trial: 10 + Best Parameters: {'d_main': 128, 'd_hidden': 64, 'n_blocks': 5, 'dropout': 0.1024240157205574, 'lr': 0.009019177625524915, 'weight_decay': 0.08874117499066106, 'batch_size': 256} +================================================================================ + + Fold 1 - 클래스별 가중치: {0: 0.9443252032520325, 1: 0.8839573820395739, 2: 1.2349238751382154} (클래스별 샘플 수: {0: 20500, 1: 21900, 2: 15676}) +[I 2025-12-26 01:21:11,787] Trial 50 pruned. + +================================================================================ +Trial 50 완료 + Value (CSI): 0.415219 + Parameters: {'d_main': 128, 'd_hidden': 128, 'n_blocks': 3, 'dropout': 0.19792179970604962, 'lr': 0.0022539730627043797, 'weight_decay': 0.05781551904129336, 'batch_size': 256} + Best Value (CSI): 0.565797 + Best Trial: 10 + Best Parameters: {'d_main': 128, 'd_hidden': 64, 'n_blocks': 5, 'dropout': 0.1024240157205574, 'lr': 0.009019177625524915, 'weight_decay': 0.08874117499066106, 'batch_size': 256} +================================================================================ + + Fold 1 - 클래스별 가중치: {0: 0.9443252032520325, 1: 0.8839573820395739, 2: 1.2349238751382154} (클래스별 샘플 수: {0: 20500, 1: 21900, 2: 15676}) +[I 2025-12-26 01:21:18,232] Trial 51 pruned. + +================================================================================ +Trial 51 완료 + Value (CSI): 0.428459 + Parameters: {'d_main': 192, 'd_hidden': 128, 'n_blocks': 4, 'dropout': 0.11005618200380084, 'lr': 0.007960589364416262, 'weight_decay': 0.0552320451339676, 'batch_size': 256} + Best Value (CSI): 0.565797 + Best Trial: 10 + Best Parameters: {'d_main': 128, 'd_hidden': 64, 'n_blocks': 5, 'dropout': 0.1024240157205574, 'lr': 0.009019177625524915, 'weight_decay': 0.08874117499066106, 'batch_size': 256} +================================================================================ + + Fold 1 - 클래스별 가중치: {0: 0.9443252032520325, 1: 0.8839573820395739, 2: 1.2349238751382154} (클래스별 샘플 수: {0: 20500, 1: 21900, 2: 15676}) +[I 2025-12-26 01:21:24,685] Trial 52 pruned. + +================================================================================ +Trial 52 완료 + Value (CSI): 0.431545 + Parameters: {'d_main': 160, 'd_hidden': 128, 'n_blocks': 4, 'dropout': 0.11720147714746906, 'lr': 0.007837274018201994, 'weight_decay': 0.077797146076287, 'batch_size': 256} + Best Value (CSI): 0.565797 + Best Trial: 10 + Best Parameters: {'d_main': 128, 'd_hidden': 64, 'n_blocks': 5, 'dropout': 0.1024240157205574, 'lr': 0.009019177625524915, 'weight_decay': 0.08874117499066106, 'batch_size': 256} +================================================================================ + + Fold 1 - 클래스별 가중치: {0: 0.9443252032520325, 1: 0.8839573820395739, 2: 1.2349238751382154} (클래스별 샘플 수: {0: 20500, 1: 21900, 2: 15676}) +[I 2025-12-26 01:21:31,733] Trial 53 pruned. + +================================================================================ +Trial 53 완료 + Value (CSI): 0.467136 + Parameters: {'d_main': 192, 'd_hidden': 128, 'n_blocks': 4, 'dropout': 0.13844306670700557, 'lr': 0.0061581521619264775, 'weight_decay': 0.040235382551265714, 'batch_size': 256} + Best Value (CSI): 0.565797 + Best Trial: 10 + Best Parameters: {'d_main': 128, 'd_hidden': 64, 'n_blocks': 5, 'dropout': 0.1024240157205574, 'lr': 0.009019177625524915, 'weight_decay': 0.08874117499066106, 'batch_size': 256} +================================================================================ + + Fold 1 - 클래스별 가중치: {0: 0.9443252032520325, 1: 0.8839573820395739, 2: 1.2349238751382154} (클래스별 샘플 수: {0: 20500, 1: 21900, 2: 15676}) +[I 2025-12-26 01:21:38,131] Trial 54 pruned. + +================================================================================ +Trial 54 완료 + Value (CSI): 0.415739 + Parameters: {'d_main': 224, 'd_hidden': 64, 'n_blocks': 4, 'dropout': 0.12363447642442357, 'lr': 0.009408190483971443, 'weight_decay': 0.021838090274106114, 'batch_size': 256} + Best Value (CSI): 0.565797 + Best Trial: 10 + Best Parameters: {'d_main': 128, 'd_hidden': 64, 'n_blocks': 5, 'dropout': 0.1024240157205574, 'lr': 0.009019177625524915, 'weight_decay': 0.08874117499066106, 'batch_size': 256} +================================================================================ + + Fold 1 - 클래스별 가중치: {0: 0.9443252032520325, 1: 0.8839573820395739, 2: 1.2349238751382154} (클래스별 샘플 수: {0: 20500, 1: 21900, 2: 15676}) +[I 2025-12-26 01:21:44,846] Trial 55 pruned. + +================================================================================ +Trial 55 완료 + Value (CSI): 0.408654 + Parameters: {'d_main': 192, 'd_hidden': 192, 'n_blocks': 5, 'dropout': 0.17321124126460036, 'lr': 0.0033579983154139073, 'weight_decay': 0.05022984187865108, 'batch_size': 256} + Best Value (CSI): 0.565797 + Best Trial: 10 + Best Parameters: {'d_main': 128, 'd_hidden': 64, 'n_blocks': 5, 'dropout': 0.1024240157205574, 'lr': 0.009019177625524915, 'weight_decay': 0.08874117499066106, 'batch_size': 256} +================================================================================ + + Fold 1 - 클래스별 가중치: {0: 0.9443252032520325, 1: 0.8839573820395739, 2: 1.2349238751382154} (클래스별 샘플 수: {0: 20500, 1: 21900, 2: 15676}) +[I 2025-12-26 01:21:52,187] Trial 56 pruned. + +================================================================================ +Trial 56 완료 + Value (CSI): 0.456869 + Parameters: {'d_main': 96, 'd_hidden': 128, 'n_blocks': 5, 'dropout': 0.14310325294649373, 'lr': 0.005324089517180886, 'weight_decay': 0.07729038077536858, 'batch_size': 256} + Best Value (CSI): 0.565797 + Best Trial: 10 + Best Parameters: {'d_main': 128, 'd_hidden': 64, 'n_blocks': 5, 'dropout': 0.1024240157205574, 'lr': 0.009019177625524915, 'weight_decay': 0.08874117499066106, 'batch_size': 256} +================================================================================ + + Fold 1 - 클래스별 가중치: {0: 0.9443252032520325, 1: 0.8839573820395739, 2: 1.2349238751382154} (클래스별 샘플 수: {0: 20500, 1: 21900, 2: 15676}) +[I 2025-12-26 01:22:05,237] Trial 57 pruned. + +================================================================================ +Trial 57 완료 + Value (CSI): 0.466561 + Parameters: {'d_main': 160, 'd_hidden': 64, 'n_blocks': 3, 'dropout': 0.1559183849571359, 'lr': 0.00998027254454398, 'weight_decay': 0.05875832721338847, 'batch_size': 256} + Best Value (CSI): 0.565797 + Best Trial: 10 + Best Parameters: {'d_main': 128, 'd_hidden': 64, 'n_blocks': 5, 'dropout': 0.1024240157205574, 'lr': 0.009019177625524915, 'weight_decay': 0.08874117499066106, 'batch_size': 256} +================================================================================ + + Fold 1 - 클래스별 가중치: {0: 0.9443252032520325, 1: 0.8839573820395739, 2: 1.2349238751382154} (클래스별 샘플 수: {0: 20500, 1: 21900, 2: 15676}) +[I 2025-12-26 01:22:21,564] Trial 58 pruned. + +================================================================================ +Trial 58 완료 + Value (CSI): 0.415748 + Parameters: {'d_main': 128, 'd_hidden': 128, 'n_blocks': 4, 'dropout': 0.10817496117090926, 'lr': 0.0041436778124385905, 'weight_decay': 0.09815900390004917, 'batch_size': 64} + Best Value (CSI): 0.565797 + Best Trial: 10 + Best Parameters: {'d_main': 128, 'd_hidden': 64, 'n_blocks': 5, 'dropout': 0.1024240157205574, 'lr': 0.009019177625524915, 'weight_decay': 0.08874117499066106, 'batch_size': 256} +================================================================================ + + Fold 1 - 클래스별 가중치: {0: 0.9443252032520325, 1: 0.8839573820395739, 2: 1.2349238751382154} (클래스별 샘플 수: {0: 20500, 1: 21900, 2: 15676}) + Fold 2 - 클래스별 가중치: {0: 0.9434634146341463, 1: 0.8912903225806451, 2: 1.222334576249763} (클래스별 샘플 수: {0: 20500, 1: 21700, 2: 15823}) + Fold 3 - 클래스별 가중치: {0: 0.9442764227642276, 1: 0.8920583717357911, 2: 1.2195342195342196} (클래스별 샘플 수: {0: 20500, 1: 21700, 2: 15873}) +[I 2025-12-26 01:23:14,883] Trial 59 finished with value: 0.5369375015100614 and parameters: {'d_main': 224, 'd_hidden': 64, 'n_blocks': 5, 'dropout': 0.12906354081419563, 'lr': 0.006550131806153976, 'weight_decay': 0.03816050334944652, 'batch_size': 256}. Best is trial 10 with value: 0.5657974901513136. + +================================================================================ +Trial 59 완료 + Value (CSI): 0.536938 + Parameters: {'d_main': 224, 'd_hidden': 64, 'n_blocks': 5, 'dropout': 0.12906354081419563, 'lr': 0.006550131806153976, 'weight_decay': 0.03816050334944652, 'batch_size': 256} + Best Value (CSI): 0.565797 + Best Trial: 10 + Best Parameters: {'d_main': 128, 'd_hidden': 64, 'n_blocks': 5, 'dropout': 0.1024240157205574, 'lr': 0.009019177625524915, 'weight_decay': 0.08874117499066106, 'batch_size': 256} +================================================================================ + + Fold 1 - 클래스별 가중치: {0: 0.9443252032520325, 1: 0.8839573820395739, 2: 1.2349238751382154} (클래스별 샘플 수: {0: 20500, 1: 21900, 2: 15676}) +[I 2025-12-26 01:23:21,230] Trial 60 pruned. + +================================================================================ +Trial 60 완료 + Value (CSI): 0.434180 + Parameters: {'d_main': 192, 'd_hidden': 192, 'n_blocks': 4, 'dropout': 0.1012763013058034, 'lr': 0.004779057318065506, 'weight_decay': 0.026841812267314333, 'batch_size': 256} + Best Value (CSI): 0.565797 + Best Trial: 10 + Best Parameters: {'d_main': 128, 'd_hidden': 64, 'n_blocks': 5, 'dropout': 0.1024240157205574, 'lr': 0.009019177625524915, 'weight_decay': 0.08874117499066106, 'batch_size': 256} +================================================================================ + + Fold 1 - 클래스별 가중치: {0: 0.9443252032520325, 1: 0.8839573820395739, 2: 1.2349238751382154} (클래스별 샘플 수: {0: 20500, 1: 21900, 2: 15676}) +[I 2025-12-26 01:23:27,788] Trial 61 pruned. + +================================================================================ +Trial 61 완료 + Value (CSI): 0.428571 + Parameters: {'d_main': 192, 'd_hidden': 128, 'n_blocks': 4, 'dropout': 0.12165966610020537, 'lr': 0.008037675741030096, 'weight_decay': 0.06292000756850075, 'batch_size': 256} + Best Value (CSI): 0.565797 + Best Trial: 10 + Best Parameters: {'d_main': 128, 'd_hidden': 64, 'n_blocks': 5, 'dropout': 0.1024240157205574, 'lr': 0.009019177625524915, 'weight_decay': 0.08874117499066106, 'batch_size': 256} +================================================================================ + + Fold 1 - 클래스별 가중치: {0: 0.9443252032520325, 1: 0.8839573820395739, 2: 1.2349238751382154} (클래스별 샘플 수: {0: 20500, 1: 21900, 2: 15676}) +[I 2025-12-26 01:23:41,704] Trial 62 pruned. + +================================================================================ +Trial 62 완료 + Value (CSI): 0.463659 + Parameters: {'d_main': 160, 'd_hidden': 128, 'n_blocks': 4, 'dropout': 0.1328433502183065, 'lr': 0.008345177425980826, 'weight_decay': 0.04868936309899401, 'batch_size': 256} + Best Value (CSI): 0.565797 + Best Trial: 10 + Best Parameters: {'d_main': 128, 'd_hidden': 64, 'n_blocks': 5, 'dropout': 0.1024240157205574, 'lr': 0.009019177625524915, 'weight_decay': 0.08874117499066106, 'batch_size': 256} +================================================================================ + + Fold 1 - 클래스별 가중치: {0: 0.9443252032520325, 1: 0.8839573820395739, 2: 1.2349238751382154} (클래스별 샘플 수: {0: 20500, 1: 21900, 2: 15676}) + Fold 2 - 클래스별 가중치: {0: 0.9434634146341463, 1: 0.8912903225806451, 2: 1.222334576249763} (클래스별 샘플 수: {0: 20500, 1: 21700, 2: 15823}) + Fold 3 - 클래스별 가중치: {0: 0.9442764227642276, 1: 0.8920583717357911, 2: 1.2195342195342196} (클래스별 샘플 수: {0: 20500, 1: 21700, 2: 15873}) +[I 2025-12-26 01:24:29,011] Trial 63 finished with value: 0.548895187665947 and parameters: {'d_main': 224, 'd_hidden': 128, 'n_blocks': 4, 'dropout': 0.11728532038581209, 'lr': 0.006319507377618241, 'weight_decay': 0.07874528187658836, 'batch_size': 256}. Best is trial 10 with value: 0.5657974901513136. + +================================================================================ +Trial 63 완료 + Value (CSI): 0.548895 + Parameters: {'d_main': 224, 'd_hidden': 128, 'n_blocks': 4, 'dropout': 0.11728532038581209, 'lr': 0.006319507377618241, 'weight_decay': 0.07874528187658836, 'batch_size': 256} + Best Value (CSI): 0.565797 + Best Trial: 10 + Best Parameters: {'d_main': 128, 'd_hidden': 64, 'n_blocks': 5, 'dropout': 0.1024240157205574, 'lr': 0.009019177625524915, 'weight_decay': 0.08874117499066106, 'batch_size': 256} +================================================================================ + + Fold 1 - 클래스별 가중치: {0: 0.9443252032520325, 1: 0.8839573820395739, 2: 1.2349238751382154} (클래스별 샘플 수: {0: 20500, 1: 21900, 2: 15676}) +[I 2025-12-26 01:24:35,389] Trial 64 pruned. + +================================================================================ +Trial 64 완료 + Value (CSI): 0.446178 + Parameters: {'d_main': 256, 'd_hidden': 128, 'n_blocks': 4, 'dropout': 0.11485381061797043, 'lr': 0.0060166011000717945, 'weight_decay': 0.07758408291819936, 'batch_size': 256} + Best Value (CSI): 0.565797 + Best Trial: 10 + Best Parameters: {'d_main': 128, 'd_hidden': 64, 'n_blocks': 5, 'dropout': 0.1024240157205574, 'lr': 0.009019177625524915, 'weight_decay': 0.08874117499066106, 'batch_size': 256} +================================================================================ + + Fold 1 - 클래스별 가중치: {0: 0.9443252032520325, 1: 0.8839573820395739, 2: 1.2349238751382154} (클래스별 샘플 수: {0: 20500, 1: 21900, 2: 15676}) +[I 2025-12-26 01:24:44,676] Trial 65 pruned. + +================================================================================ +Trial 65 완료 + Value (CSI): 0.409722 + Parameters: {'d_main': 224, 'd_hidden': 128, 'n_blocks': 4, 'dropout': 0.14504114351788294, 'lr': 0.003512413711868491, 'weight_decay': 0.08360424446232625, 'batch_size': 128} + Best Value (CSI): 0.565797 + Best Trial: 10 + Best Parameters: {'d_main': 128, 'd_hidden': 64, 'n_blocks': 5, 'dropout': 0.1024240157205574, 'lr': 0.009019177625524915, 'weight_decay': 0.08874117499066106, 'batch_size': 256} +================================================================================ + + Fold 1 - 클래스별 가중치: {0: 0.9443252032520325, 1: 0.8839573820395739, 2: 1.2349238751382154} (클래스별 샘플 수: {0: 20500, 1: 21900, 2: 15676}) +[I 2025-12-26 01:24:51,577] Trial 66 pruned. + +================================================================================ +Trial 66 완료 + Value (CSI): 0.445341 + Parameters: {'d_main': 224, 'd_hidden': 64, 'n_blocks': 5, 'dropout': 0.16395355136514023, 'lr': 0.004840124590846542, 'weight_decay': 0.061651536300328144, 'batch_size': 256} + Best Value (CSI): 0.565797 + Best Trial: 10 + Best Parameters: {'d_main': 128, 'd_hidden': 64, 'n_blocks': 5, 'dropout': 0.1024240157205574, 'lr': 0.009019177625524915, 'weight_decay': 0.08874117499066106, 'batch_size': 256} +================================================================================ + + Fold 1 - 클래스별 가중치: {0: 0.9443252032520325, 1: 0.8839573820395739, 2: 1.2349238751382154} (클래스별 샘플 수: {0: 20500, 1: 21900, 2: 15676}) + Fold 2 - 클래스별 가중치: {0: 0.9434634146341463, 1: 0.8912903225806451, 2: 1.222334576249763} (클래스별 샘플 수: {0: 20500, 1: 21700, 2: 15823}) + Fold 3 - 클래스별 가중치: {0: 0.9442764227642276, 1: 0.8920583717357911, 2: 1.2195342195342196} (클래스별 샘플 수: {0: 20500, 1: 21700, 2: 15873}) +[I 2025-12-26 01:25:47,683] Trial 67 finished with value: 0.5512789377857006 and parameters: {'d_main': 224, 'd_hidden': 128, 'n_blocks': 6, 'dropout': 0.100031475942269, 'lr': 0.006826955927321861, 'weight_decay': 0.09973844949972972, 'batch_size': 256}. Best is trial 10 with value: 0.5657974901513136. + +================================================================================ +Trial 67 완료 + Value (CSI): 0.551279 + Parameters: {'d_main': 224, 'd_hidden': 128, 'n_blocks': 6, 'dropout': 0.100031475942269, 'lr': 0.006826955927321861, 'weight_decay': 0.09973844949972972, 'batch_size': 256} + Best Value (CSI): 0.565797 + Best Trial: 10 + Best Parameters: {'d_main': 128, 'd_hidden': 64, 'n_blocks': 5, 'dropout': 0.1024240157205574, 'lr': 0.009019177625524915, 'weight_decay': 0.08874117499066106, 'batch_size': 256} +================================================================================ + + Fold 1 - 클래스별 가중치: {0: 0.9443252032520325, 1: 0.8839573820395739, 2: 1.2349238751382154} (클래스별 샘플 수: {0: 20500, 1: 21900, 2: 15676}) +[I 2025-12-26 01:26:20,003] Trial 68 pruned. + +================================================================================ +Trial 68 완료 + Value (CSI): 0.341134 + Parameters: {'d_main': 224, 'd_hidden': 256, 'n_blocks': 6, 'dropout': 0.1066292494176178, 'lr': 0.0064638740516152204, 'weight_decay': 0.09939395036544936, 'batch_size': 32} + Best Value (CSI): 0.565797 + Best Trial: 10 + Best Parameters: {'d_main': 128, 'd_hidden': 64, 'n_blocks': 5, 'dropout': 0.1024240157205574, 'lr': 0.009019177625524915, 'weight_decay': 0.08874117499066106, 'batch_size': 256} +================================================================================ + + Fold 1 - 클래스별 가중치: {0: 0.9443252032520325, 1: 0.8839573820395739, 2: 1.2349238751382154} (클래스별 샘플 수: {0: 20500, 1: 21900, 2: 15676}) +[I 2025-12-26 01:26:27,251] Trial 69 pruned. + +================================================================================ +Trial 69 완료 + Value (CSI): 0.427451 + Parameters: {'d_main': 256, 'd_hidden': 128, 'n_blocks': 6, 'dropout': 0.1245896740517777, 'lr': 0.002802832718454946, 'weight_decay': 0.03387067549897562, 'batch_size': 256} + Best Value (CSI): 0.565797 + Best Trial: 10 + Best Parameters: {'d_main': 128, 'd_hidden': 64, 'n_blocks': 5, 'dropout': 0.1024240157205574, 'lr': 0.009019177625524915, 'weight_decay': 0.08874117499066106, 'batch_size': 256} +================================================================================ + + Fold 1 - 클래스별 가중치: {0: 0.9443252032520325, 1: 0.8839573820395739, 2: 1.2349238751382154} (클래스별 샘플 수: {0: 20500, 1: 21900, 2: 15676}) +[I 2025-12-26 01:26:44,848] Trial 70 pruned. + +================================================================================ +Trial 70 완료 + Value (CSI): 0.410046 + Parameters: {'d_main': 224, 'd_hidden': 64, 'n_blocks': 6, 'dropout': 0.10263763001480719, 'lr': 0.005256041605062858, 'weight_decay': 0.04367847932654872, 'batch_size': 64} + Best Value (CSI): 0.565797 + Best Trial: 10 + Best Parameters: {'d_main': 128, 'd_hidden': 64, 'n_blocks': 5, 'dropout': 0.1024240157205574, 'lr': 0.009019177625524915, 'weight_decay': 0.08874117499066106, 'batch_size': 256} +================================================================================ + + Fold 1 - 클래스별 가중치: {0: 0.9443252032520325, 1: 0.8839573820395739, 2: 1.2349238751382154} (클래스별 샘플 수: {0: 20500, 1: 21900, 2: 15676}) +[I 2025-12-26 01:26:51,265] Trial 71 pruned. + +================================================================================ +Trial 71 완료 + Value (CSI): 0.435070 + Parameters: {'d_main': 224, 'd_hidden': 128, 'n_blocks': 4, 'dropout': 0.11721513234328487, 'lr': 0.008639652423499188, 'weight_decay': 0.07268246423719095, 'batch_size': 256} + Best Value (CSI): 0.565797 + Best Trial: 10 + Best Parameters: {'d_main': 128, 'd_hidden': 64, 'n_blocks': 5, 'dropout': 0.1024240157205574, 'lr': 0.009019177625524915, 'weight_decay': 0.08874117499066106, 'batch_size': 256} +================================================================================ + + Fold 1 - 클래스별 가중치: {0: 0.9443252032520325, 1: 0.8839573820395739, 2: 1.2349238751382154} (클래스별 샘플 수: {0: 20500, 1: 21900, 2: 15676}) +[I 2025-12-26 01:26:57,818] Trial 72 pruned. + +================================================================================ +Trial 72 완료 + Value (CSI): 0.430189 + Parameters: {'d_main': 192, 'd_hidden': 128, 'n_blocks': 4, 'dropout': 0.13192736964450763, 'lr': 0.006891488925908063, 'weight_decay': 0.08355737471964135, 'batch_size': 256} + Best Value (CSI): 0.565797 + Best Trial: 10 + Best Parameters: {'d_main': 128, 'd_hidden': 64, 'n_blocks': 5, 'dropout': 0.1024240157205574, 'lr': 0.009019177625524915, 'weight_decay': 0.08874117499066106, 'batch_size': 256} +================================================================================ + + Fold 1 - 클래스별 가중치: {0: 0.9443252032520325, 1: 0.8839573820395739, 2: 1.2349238751382154} (클래스별 샘플 수: {0: 20500, 1: 21900, 2: 15676}) +[I 2025-12-26 01:27:03,846] Trial 73 pruned. + +================================================================================ +Trial 73 완료 + Value (CSI): 0.406342 + Parameters: {'d_main': 96, 'd_hidden': 128, 'n_blocks': 3, 'dropout': 0.11871447574881547, 'lr': 0.009786943614708192, 'weight_decay': 0.059219483920107084, 'batch_size': 256} + Best Value (CSI): 0.565797 + Best Trial: 10 + Best Parameters: {'d_main': 128, 'd_hidden': 64, 'n_blocks': 5, 'dropout': 0.1024240157205574, 'lr': 0.009019177625524915, 'weight_decay': 0.08874117499066106, 'batch_size': 256} +================================================================================ + + Fold 1 - 클래스별 가중치: {0: 0.9443252032520325, 1: 0.8839573820395739, 2: 1.2349238751382154} (클래스별 샘플 수: {0: 20500, 1: 21900, 2: 15676}) +[I 2025-12-26 01:27:11,029] Trial 74 pruned. + +================================================================================ +Trial 74 완료 + Value (CSI): 0.420775 + Parameters: {'d_main': 128, 'd_hidden': 192, 'n_blocks': 6, 'dropout': 0.11166574549091715, 'lr': 0.003946037019721871, 'weight_decay': 0.04822363430279504, 'batch_size': 256} + Best Value (CSI): 0.565797 + Best Trial: 10 + Best Parameters: {'d_main': 128, 'd_hidden': 64, 'n_blocks': 5, 'dropout': 0.1024240157205574, 'lr': 0.009019177625524915, 'weight_decay': 0.08874117499066106, 'batch_size': 256} +================================================================================ + + Fold 1 - 클래스별 가중치: {0: 0.9443252032520325, 1: 0.8839573820395739, 2: 1.2349238751382154} (클래스별 샘플 수: {0: 20500, 1: 21900, 2: 15676}) +[I 2025-12-26 01:27:17,740] Trial 75 pruned. + +================================================================================ +Trial 75 완료 + Value (CSI): 0.448361 + Parameters: {'d_main': 224, 'd_hidden': 128, 'n_blocks': 5, 'dropout': 0.13817128175084362, 'lr': 0.007167141744793665, 'weight_decay': 0.08244879630605882, 'batch_size': 256} + Best Value (CSI): 0.565797 + Best Trial: 10 + Best Parameters: {'d_main': 128, 'd_hidden': 64, 'n_blocks': 5, 'dropout': 0.1024240157205574, 'lr': 0.009019177625524915, 'weight_decay': 0.08874117499066106, 'batch_size': 256} +================================================================================ + + Fold 1 - 클래스별 가중치: {0: 0.9443252032520325, 1: 0.8839573820395739, 2: 1.2349238751382154} (클래스별 샘플 수: {0: 20500, 1: 21900, 2: 15676}) +[I 2025-12-26 01:27:23,425] Trial 76 pruned. + +================================================================================ +Trial 76 완료 + Value (CSI): 0.441820 + Parameters: {'d_main': 224, 'd_hidden': 128, 'n_blocks': 2, 'dropout': 0.10003863571054683, 'lr': 0.005519774435953239, 'weight_decay': 0.08100124483650961, 'batch_size': 256} + Best Value (CSI): 0.565797 + Best Trial: 10 + Best Parameters: {'d_main': 128, 'd_hidden': 64, 'n_blocks': 5, 'dropout': 0.1024240157205574, 'lr': 0.009019177625524915, 'weight_decay': 0.08874117499066106, 'batch_size': 256} +================================================================================ + + Fold 1 - 클래스별 가중치: {0: 0.9443252032520325, 1: 0.8839573820395739, 2: 1.2349238751382154} (클래스별 샘플 수: {0: 20500, 1: 21900, 2: 15676}) +[I 2025-12-26 01:27:30,777] Trial 77 pruned. + +================================================================================ +Trial 77 완료 + Value (CSI): 0.468983 + Parameters: {'d_main': 256, 'd_hidden': 192, 'n_blocks': 5, 'dropout': 0.1257279287882203, 'lr': 0.008392181566703839, 'weight_decay': 0.06730410171392288, 'batch_size': 256} + Best Value (CSI): 0.565797 + Best Trial: 10 + Best Parameters: {'d_main': 128, 'd_hidden': 64, 'n_blocks': 5, 'dropout': 0.1024240157205574, 'lr': 0.009019177625524915, 'weight_decay': 0.08874117499066106, 'batch_size': 256} +================================================================================ + + Fold 1 - 클래스별 가중치: {0: 0.9443252032520325, 1: 0.8839573820395739, 2: 1.2349238751382154} (클래스별 샘플 수: {0: 20500, 1: 21900, 2: 15676}) + Fold 2 - 클래스별 가중치: {0: 0.9434634146341463, 1: 0.8912903225806451, 2: 1.222334576249763} (클래스별 샘플 수: {0: 20500, 1: 21700, 2: 15823}) +[I 2025-12-26 01:27:57,861] Trial 78 pruned. + +================================================================================ +Trial 78 완료 + Value (CSI): 0.536246 + Parameters: {'d_main': 128, 'd_hidden': 64, 'n_blocks': 4, 'dropout': 0.1112888297013719, 'lr': 0.004376909353610049, 'weight_decay': 0.045073882375685735, 'batch_size': 256} + Best Value (CSI): 0.565797 + Best Trial: 10 + Best Parameters: {'d_main': 128, 'd_hidden': 64, 'n_blocks': 5, 'dropout': 0.1024240157205574, 'lr': 0.009019177625524915, 'weight_decay': 0.08874117499066106, 'batch_size': 256} +================================================================================ + + Fold 1 - 클래스별 가중치: {0: 0.9443252032520325, 1: 0.8839573820395739, 2: 1.2349238751382154} (클래스별 샘플 수: {0: 20500, 1: 21900, 2: 15676}) +[I 2025-12-26 01:28:06,389] Trial 79 pruned. + +================================================================================ +Trial 79 완료 + Value (CSI): 0.438627 + Parameters: {'d_main': 192, 'd_hidden': 128, 'n_blocks': 3, 'dropout': 0.15210130795935012, 'lr': 0.006670350143994888, 'weight_decay': 0.032467560701983623, 'batch_size': 128} + Best Value (CSI): 0.565797 + Best Trial: 10 + Best Parameters: {'d_main': 128, 'd_hidden': 64, 'n_blocks': 5, 'dropout': 0.1024240157205574, 'lr': 0.009019177625524915, 'weight_decay': 0.08874117499066106, 'batch_size': 256} +================================================================================ + + Fold 1 - 클래스별 가중치: {0: 0.9443252032520325, 1: 0.8839573820395739, 2: 1.2349238751382154} (클래스별 샘플 수: {0: 20500, 1: 21900, 2: 15676}) + Fold 2 - 클래스별 가중치: {0: 0.9434634146341463, 1: 0.8912903225806451, 2: 1.222334576249763} (클래스별 샘플 수: {0: 20500, 1: 21700, 2: 15823}) +[I 2025-12-26 01:28:37,384] Trial 80 pruned. + +================================================================================ +Trial 80 완료 + Value (CSI): 0.542373 + Parameters: {'d_main': 160, 'd_hidden': 128, 'n_blocks': 6, 'dropout': 0.14518070963421165, 'lr': 0.0053536928906253965, 'weight_decay': 0.06249314376111498, 'batch_size': 256} + Best Value (CSI): 0.565797 + Best Trial: 10 + Best Parameters: {'d_main': 128, 'd_hidden': 64, 'n_blocks': 5, 'dropout': 0.1024240157205574, 'lr': 0.009019177625524915, 'weight_decay': 0.08874117499066106, 'batch_size': 256} +================================================================================ + + Fold 1 - 클래스별 가중치: {0: 0.9443252032520325, 1: 0.8839573820395739, 2: 1.2349238751382154} (클래스별 샘플 수: {0: 20500, 1: 21900, 2: 15676}) +[I 2025-12-26 01:28:43,760] Trial 81 pruned. + +================================================================================ +Trial 81 완료 + Value (CSI): 0.362489 + Parameters: {'d_main': 192, 'd_hidden': 128, 'n_blocks': 4, 'dropout': 0.12436477302529395, 'lr': 0.009835525836034337, 'weight_decay': 0.0563283118691329, 'batch_size': 256} + Best Value (CSI): 0.565797 + Best Trial: 10 + Best Parameters: {'d_main': 128, 'd_hidden': 64, 'n_blocks': 5, 'dropout': 0.1024240157205574, 'lr': 0.009019177625524915, 'weight_decay': 0.08874117499066106, 'batch_size': 256} +================================================================================ + + Fold 1 - 클래스별 가중치: {0: 0.9443252032520325, 1: 0.8839573820395739, 2: 1.2349238751382154} (클래스별 샘플 수: {0: 20500, 1: 21900, 2: 15676}) +[I 2025-12-26 01:28:50,132] Trial 82 pruned. + +================================================================================ +Trial 82 완료 + Value (CSI): 0.440406 + Parameters: {'d_main': 192, 'd_hidden': 128, 'n_blocks': 4, 'dropout': 0.1073598929029249, 'lr': 0.00846380379209577, 'weight_decay': 0.0999057115535506, 'batch_size': 256} + Best Value (CSI): 0.565797 + Best Trial: 10 + Best Parameters: {'d_main': 128, 'd_hidden': 64, 'n_blocks': 5, 'dropout': 0.1024240157205574, 'lr': 0.009019177625524915, 'weight_decay': 0.08874117499066106, 'batch_size': 256} +================================================================================ + + Fold 1 - 클래스별 가중치: {0: 0.9443252032520325, 1: 0.8839573820395739, 2: 1.2349238751382154} (클래스별 샘플 수: {0: 20500, 1: 21900, 2: 15676}) + Fold 2 - 클래스별 가중치: {0: 0.9434634146341463, 1: 0.8912903225806451, 2: 1.222334576249763} (클래스별 샘플 수: {0: 20500, 1: 21700, 2: 15823}) + Fold 3 - 클래스별 가중치: {0: 0.9442764227642276, 1: 0.8920583717357911, 2: 1.2195342195342196} (클래스별 샘플 수: {0: 20500, 1: 21700, 2: 15873}) +[I 2025-12-26 01:29:48,863] Trial 83 finished with value: 0.5401008788879833 and parameters: {'d_main': 224, 'd_hidden': 128, 'n_blocks': 4, 'dropout': 0.13324159371395203, 'lr': 0.0071922642886845635, 'weight_decay': 0.06715454757946063, 'batch_size': 256}. Best is trial 10 with value: 0.5657974901513136. + +================================================================================ +Trial 83 완료 + Value (CSI): 0.540101 + Parameters: {'d_main': 224, 'd_hidden': 128, 'n_blocks': 4, 'dropout': 0.13324159371395203, 'lr': 0.0071922642886845635, 'weight_decay': 0.06715454757946063, 'batch_size': 256} + Best Value (CSI): 0.565797 + Best Trial: 10 + Best Parameters: {'d_main': 128, 'd_hidden': 64, 'n_blocks': 5, 'dropout': 0.1024240157205574, 'lr': 0.009019177625524915, 'weight_decay': 0.08874117499066106, 'batch_size': 256} +================================================================================ + + Fold 1 - 클래스별 가중치: {0: 0.9443252032520325, 1: 0.8839573820395739, 2: 1.2349238751382154} (클래스별 샘플 수: {0: 20500, 1: 21900, 2: 15676}) + Fold 2 - 클래스별 가중치: {0: 0.9434634146341463, 1: 0.8912903225806451, 2: 1.222334576249763} (클래스별 샘플 수: {0: 20500, 1: 21700, 2: 15823}) + Fold 3 - 클래스별 가중치: {0: 0.9442764227642276, 1: 0.8920583717357911, 2: 1.2195342195342196} (클래스별 샘플 수: {0: 20500, 1: 21700, 2: 15873}) +[I 2025-12-26 01:30:29,459] Trial 84 pruned. + +================================================================================ +Trial 84 완료 + Value (CSI): 0.513441 + Parameters: {'d_main': 224, 'd_hidden': 128, 'n_blocks': 4, 'dropout': 0.13255650206383865, 'lr': 0.007096988680959557, 'weight_decay': 0.07013341495146849, 'batch_size': 256} + Best Value (CSI): 0.565797 + Best Trial: 10 + Best Parameters: {'d_main': 128, 'd_hidden': 64, 'n_blocks': 5, 'dropout': 0.1024240157205574, 'lr': 0.009019177625524915, 'weight_decay': 0.08874117499066106, 'batch_size': 256} +================================================================================ + + Fold 1 - 클래스별 가중치: {0: 0.9443252032520325, 1: 0.8839573820395739, 2: 1.2349238751382154} (클래스별 샘플 수: {0: 20500, 1: 21900, 2: 15676}) +[I 2025-12-26 01:30:35,787] Trial 85 pruned. + +================================================================================ +Trial 85 완료 + Value (CSI): 0.436962 + Parameters: {'d_main': 224, 'd_hidden': 64, 'n_blocks': 4, 'dropout': 0.11582757179010825, 'lr': 0.0036901460210835776, 'weight_decay': 0.08563146469743467, 'batch_size': 256} + Best Value (CSI): 0.565797 + Best Trial: 10 + Best Parameters: {'d_main': 128, 'd_hidden': 64, 'n_blocks': 5, 'dropout': 0.1024240157205574, 'lr': 0.009019177625524915, 'weight_decay': 0.08874117499066106, 'batch_size': 256} +================================================================================ + + Fold 1 - 클래스별 가중치: {0: 0.9443252032520325, 1: 0.8839573820395739, 2: 1.2349238751382154} (클래스별 샘플 수: {0: 20500, 1: 21900, 2: 15676}) +[I 2025-12-26 01:31:02,465] Trial 86 pruned. + +================================================================================ +Trial 86 완료 + Value (CSI): 0.424691 + Parameters: {'d_main': 224, 'd_hidden': 128, 'n_blocks': 4, 'dropout': 0.13501808815403032, 'lr': 0.005932747309339245, 'weight_decay': 0.05088794249852813, 'batch_size': 32} + Best Value (CSI): 0.565797 + Best Trial: 10 + Best Parameters: {'d_main': 128, 'd_hidden': 64, 'n_blocks': 5, 'dropout': 0.1024240157205574, 'lr': 0.009019177625524915, 'weight_decay': 0.08874117499066106, 'batch_size': 256} +================================================================================ + + Fold 1 - 클래스별 가중치: {0: 0.9443252032520325, 1: 0.8839573820395739, 2: 1.2349238751382154} (클래스별 샘플 수: {0: 20500, 1: 21900, 2: 15676}) +[I 2025-12-26 01:31:08,541] Trial 87 pruned. + +================================================================================ +Trial 87 완료 + Value (CSI): 0.442760 + Parameters: {'d_main': 224, 'd_hidden': 128, 'n_blocks': 3, 'dropout': 0.10724492681878241, 'lr': 0.004753198134511028, 'weight_decay': 0.04232271331508332, 'batch_size': 256} + Best Value (CSI): 0.565797 + Best Trial: 10 + Best Parameters: {'d_main': 128, 'd_hidden': 64, 'n_blocks': 5, 'dropout': 0.1024240157205574, 'lr': 0.009019177625524915, 'weight_decay': 0.08874117499066106, 'batch_size': 256} +================================================================================ + + Fold 1 - 클래스별 가중치: {0: 0.9443252032520325, 1: 0.8839573820395739, 2: 1.2349238751382154} (클래스별 샘플 수: {0: 20500, 1: 21900, 2: 15676}) +[I 2025-12-26 01:31:25,099] Trial 88 pruned. + +================================================================================ +Trial 88 완료 + Value (CSI): 0.336877 + Parameters: {'d_main': 256, 'd_hidden': 128, 'n_blocks': 5, 'dropout': 0.1204127890703194, 'lr': 0.008059572689508765, 'weight_decay': 0.08716314449906024, 'batch_size': 64} + Best Value (CSI): 0.565797 + Best Trial: 10 + Best Parameters: {'d_main': 128, 'd_hidden': 64, 'n_blocks': 5, 'dropout': 0.1024240157205574, 'lr': 0.009019177625524915, 'weight_decay': 0.08874117499066106, 'batch_size': 256} +================================================================================ + + Fold 1 - 클래스별 가중치: {0: 0.9443252032520325, 1: 0.8839573820395739, 2: 1.2349238751382154} (클래스별 샘플 수: {0: 20500, 1: 21900, 2: 15676}) +[I 2025-12-26 01:31:31,663] Trial 89 pruned. + +================================================================================ +Trial 89 완료 + Value (CSI): 0.437792 + Parameters: {'d_main': 128, 'd_hidden': 192, 'n_blocks': 4, 'dropout': 0.1484800236032622, 'lr': 0.002980711108441323, 'weight_decay': 0.06792436946976993, 'batch_size': 256} + Best Value (CSI): 0.565797 + Best Trial: 10 + Best Parameters: {'d_main': 128, 'd_hidden': 64, 'n_blocks': 5, 'dropout': 0.1024240157205574, 'lr': 0.009019177625524915, 'weight_decay': 0.08874117499066106, 'batch_size': 256} +================================================================================ + + Fold 1 - 클래스별 가중치: {0: 0.9443252032520325, 1: 0.8839573820395739, 2: 1.2349238751382154} (클래스별 샘플 수: {0: 20500, 1: 21900, 2: 15676}) +[I 2025-12-26 01:31:37,382] Trial 90 pruned. + +================================================================================ +Trial 90 완료 + Value (CSI): 0.443134 + Parameters: {'d_main': 224, 'd_hidden': 64, 'n_blocks': 2, 'dropout': 0.14106325517469248, 'lr': 0.006121576880151821, 'weight_decay': 0.03771856675495574, 'batch_size': 256} + Best Value (CSI): 0.565797 + Best Trial: 10 + Best Parameters: {'d_main': 128, 'd_hidden': 64, 'n_blocks': 5, 'dropout': 0.1024240157205574, 'lr': 0.009019177625524915, 'weight_decay': 0.08874117499066106, 'batch_size': 256} +================================================================================ + + Fold 1 - 클래스별 가중치: {0: 0.9443252032520325, 1: 0.8839573820395739, 2: 1.2349238751382154} (클래스별 샘플 수: {0: 20500, 1: 21900, 2: 15676}) +[I 2025-12-26 01:31:43,755] Trial 91 pruned. + +================================================================================ +Trial 91 완료 + Value (CSI): 0.445205 + Parameters: {'d_main': 192, 'd_hidden': 128, 'n_blocks': 4, 'dropout': 0.12886082955520972, 'lr': 0.008585604748907214, 'weight_decay': 0.0577909420025908, 'batch_size': 256} + Best Value (CSI): 0.565797 + Best Trial: 10 + Best Parameters: {'d_main': 128, 'd_hidden': 64, 'n_blocks': 5, 'dropout': 0.1024240157205574, 'lr': 0.009019177625524915, 'weight_decay': 0.08874117499066106, 'batch_size': 256} +================================================================================ + + Fold 1 - 클래스별 가중치: {0: 0.9443252032520325, 1: 0.8839573820395739, 2: 1.2349238751382154} (클래스별 샘플 수: {0: 20500, 1: 21900, 2: 15676}) +[I 2025-12-26 01:31:57,831] Trial 92 pruned. + +================================================================================ +Trial 92 완료 + Value (CSI): 0.451437 + Parameters: {'d_main': 160, 'd_hidden': 128, 'n_blocks': 4, 'dropout': 0.12012711196760774, 'lr': 0.007356204375862358, 'weight_decay': 0.0875071547245646, 'batch_size': 256} + Best Value (CSI): 0.565797 + Best Trial: 10 + Best Parameters: {'d_main': 128, 'd_hidden': 64, 'n_blocks': 5, 'dropout': 0.1024240157205574, 'lr': 0.009019177625524915, 'weight_decay': 0.08874117499066106, 'batch_size': 256} +================================================================================ + + Fold 1 - 클래스별 가중치: {0: 0.9443252032520325, 1: 0.8839573820395739, 2: 1.2349238751382154} (클래스별 샘플 수: {0: 20500, 1: 21900, 2: 15676}) +[I 2025-12-26 01:32:04,772] Trial 93 pruned. + +================================================================================ +Trial 93 완료 + Value (CSI): 0.469167 + Parameters: {'d_main': 192, 'd_hidden': 128, 'n_blocks': 4, 'dropout': 0.10466426752205814, 'lr': 0.008540683427631602, 'weight_decay': 0.0705017292810407, 'batch_size': 256} + Best Value (CSI): 0.565797 + Best Trial: 10 + Best Parameters: {'d_main': 128, 'd_hidden': 64, 'n_blocks': 5, 'dropout': 0.1024240157205574, 'lr': 0.009019177625524915, 'weight_decay': 0.08874117499066106, 'batch_size': 256} +================================================================================ + + Fold 1 - 클래스별 가중치: {0: 0.9443252032520325, 1: 0.8839573820395739, 2: 1.2349238751382154} (클래스별 샘플 수: {0: 20500, 1: 21900, 2: 15676}) +[I 2025-12-26 01:32:11,124] Trial 94 pruned. + +================================================================================ +Trial 94 완료 + Value (CSI): 0.420455 + Parameters: {'d_main': 224, 'd_hidden': 128, 'n_blocks': 4, 'dropout': 0.11388880219555003, 'lr': 0.006956168143656705, 'weight_decay': 0.05432528689989613, 'batch_size': 256} + Best Value (CSI): 0.565797 + Best Trial: 10 + Best Parameters: {'d_main': 128, 'd_hidden': 64, 'n_blocks': 5, 'dropout': 0.1024240157205574, 'lr': 0.009019177625524915, 'weight_decay': 0.08874117499066106, 'batch_size': 256} +================================================================================ + + Fold 1 - 클래스별 가중치: {0: 0.9443252032520325, 1: 0.8839573820395739, 2: 1.2349238751382154} (클래스별 샘플 수: {0: 20500, 1: 21900, 2: 15676}) +[I 2025-12-26 01:32:17,897] Trial 95 pruned. + +================================================================================ +Trial 95 완료 + Value (CSI): 0.391020 + Parameters: {'d_main': 192, 'd_hidden': 128, 'n_blocks': 5, 'dropout': 0.16133135068014567, 'lr': 0.009682661627739526, 'weight_decay': 0.07484846021400264, 'batch_size': 256} + Best Value (CSI): 0.565797 + Best Trial: 10 + Best Parameters: {'d_main': 128, 'd_hidden': 64, 'n_blocks': 5, 'dropout': 0.1024240157205574, 'lr': 0.009019177625524915, 'weight_decay': 0.08874117499066106, 'batch_size': 256} +================================================================================ + + Fold 1 - 클래스별 가중치: {0: 0.9443252032520325, 1: 0.8839573820395739, 2: 1.2349238751382154} (클래스별 샘플 수: {0: 20500, 1: 21900, 2: 15676}) +[I 2025-12-26 01:32:23,903] Trial 96 pruned. + +================================================================================ +Trial 96 완료 + Value (CSI): 0.425759 + Parameters: {'d_main': 224, 'd_hidden': 128, 'n_blocks': 3, 'dropout': 0.12692221992145408, 'lr': 0.00469144283887213, 'weight_decay': 0.08769734870064443, 'batch_size': 256} + Best Value (CSI): 0.565797 + Best Trial: 10 + Best Parameters: {'d_main': 128, 'd_hidden': 64, 'n_blocks': 5, 'dropout': 0.1024240157205574, 'lr': 0.009019177625524915, 'weight_decay': 0.08874117499066106, 'batch_size': 256} +================================================================================ + + Fold 1 - 클래스별 가중치: {0: 0.9443252032520325, 1: 0.8839573820395739, 2: 1.2349238751382154} (클래스별 샘플 수: {0: 20500, 1: 21900, 2: 15676}) +[I 2025-12-26 01:32:30,309] Trial 97 pruned. + +================================================================================ +Trial 97 완료 + Value (CSI): 0.438982 + Parameters: {'d_main': 256, 'd_hidden': 64, 'n_blocks': 4, 'dropout': 0.29450116978879315, 'lr': 0.0059625171795270855, 'weight_decay': 0.09996156868326624, 'batch_size': 256} + Best Value (CSI): 0.565797 + Best Trial: 10 + Best Parameters: {'d_main': 128, 'd_hidden': 64, 'n_blocks': 5, 'dropout': 0.1024240157205574, 'lr': 0.009019177625524915, 'weight_decay': 0.08874117499066106, 'batch_size': 256} +================================================================================ + + Fold 1 - 클래스별 가중치: {0: 0.9443252032520325, 1: 0.8839573820395739, 2: 1.2349238751382154} (클래스별 샘플 수: {0: 20500, 1: 21900, 2: 15676}) + Fold 2 - 클래스별 가중치: {0: 0.9434634146341463, 1: 0.8912903225806451, 2: 1.222334576249763} (클래스별 샘플 수: {0: 20500, 1: 21700, 2: 15823}) + Fold 3 - 클래스별 가중치: {0: 0.9442764227642276, 1: 0.8920583717357911, 2: 1.2195342195342196} (클래스별 샘플 수: {0: 20500, 1: 21700, 2: 15873}) +[I 2025-12-26 01:33:58,581] Trial 98 finished with value: 0.5501145869977568 and parameters: {'d_main': 224, 'd_hidden': 192, 'n_blocks': 4, 'dropout': 0.13833322969096906, 'lr': 0.003951632515561313, 'weight_decay': 0.04461794241236279, 'batch_size': 128}. Best is trial 10 with value: 0.5657974901513136. + +================================================================================ +Trial 98 완료 + Value (CSI): 0.550115 + Parameters: {'d_main': 224, 'd_hidden': 192, 'n_blocks': 4, 'dropout': 0.13833322969096906, 'lr': 0.003951632515561313, 'weight_decay': 0.04461794241236279, 'batch_size': 128} + Best Value (CSI): 0.565797 + Best Trial: 10 + Best Parameters: {'d_main': 128, 'd_hidden': 64, 'n_blocks': 5, 'dropout': 0.1024240157205574, 'lr': 0.009019177625524915, 'weight_decay': 0.08874117499066106, 'batch_size': 256} +================================================================================ + + Fold 1 - 클래스별 가중치: {0: 0.9443252032520325, 1: 0.8839573820395739, 2: 1.2349238751382154} (클래스별 샘플 수: {0: 20500, 1: 21900, 2: 15676}) +[I 2025-12-26 01:34:07,945] Trial 99 pruned. + +================================================================================ +Trial 99 완료 + Value (CSI): 0.444351 + Parameters: {'d_main': 224, 'd_hidden': 192, 'n_blocks': 4, 'dropout': 0.13743763081930566, 'lr': 0.0041304570249015475, 'weight_decay': 0.04400800237316215, 'batch_size': 128} + Best Value (CSI): 0.565797 + Best Trial: 10 + Best Parameters: {'d_main': 128, 'd_hidden': 64, 'n_blocks': 5, 'dropout': 0.1024240157205574, 'lr': 0.009019177625524915, 'weight_decay': 0.08874117499066106, 'batch_size': 256} +================================================================================ + + +최적화 완료. +Best CSI Score: 0.5658 +Best Hyperparameters: {'d_main': 128, 'd_hidden': 64, 'n_blocks': 5, 'dropout': 0.1024240157205574, 'lr': 0.009019177625524915, 'weight_decay': 0.08874117499066106, 'batch_size': 256} + +최적화 과정 요약: + - 총 시도 횟수: 100 + - 성공한 시도: 100 + - 최초 CSI: 0.4986 + - 최종 CSI: 0.4444 + - 최고 CSI: 0.5658 + - 최저 CSI: 0.2826 + - 평균 CSI: 0.4509 + +최적화 Study 객체가 /workspace/visibility_prediction/Analysis_code/optimization_history/deepgbm_smotenc_ctgan20000_seoul_trials.pkl에 저장되었습니다. + +================================================== +최적화된 하이퍼파라미터로 최종 모델 학습 시작 +================================================== +최종 모델 학습 시작... +Fold 1 학습 중... + Early stopping at epoch 42, Best CSI: 0.4873 + Fold 1 학습 완료 (검증 CSI: 0.4873) +Fold 2 학습 중... + Early stopping at epoch 30, Best CSI: 0.5746 + Fold 2 학습 완료 (검증 CSI: 0.5746) +Fold 3 학습 중... + Early stopping at epoch 33, Best CSI: 0.5781 + Fold 3 학습 완료 (검증 CSI: 0.5781) + +모든 모델 저장 완료: ../save_model/deepgbm_optima/deepgbm_smotenc_ctgan20000_seoul.pkl (총 3개 fold) +Scaler 저장 완료: ../save_model/deepgbm_optima/scaler/deepgbm_smotenc_ctgan20000_seoul_scaler.pkl (총 3개 fold) + +최종 모델 학습 및 저장 완료! +저장된 모델 경로: ../save_model/deepgbm_optima/deepgbm_smotenc_ctgan20000_seoul.pkl + +✓ 완료: deepgbm_smotenc_ctgan20000/deepgbm_smotenc_ctgan20000_seoul.py (소요 시간: 2883초) + +========================================== +DeepGBM SMOTENC CTGAN20000 파일 실행 완료 +종료 시간: 2025-12-26 01:35:09 +총 소요 시간: 10시간 38분 4초 +성공: 6개 +실패: 0개 +==========================================