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"
new file mode 100644--- /dev/null
+++ "b/Analysis_code/5.optima/run_bash/deepgbm/deepgbm_smotenc_ctgan20000.log"
@@ -0,0 +1,1411 @@
+nohup: ignoring input
+/bin/bash: /opt/conda/lib/libtinfo.so.6: no version information available (required by /bin/bash)
+==========================================
+DeepGBM SMOTENC CTGAN20000 파일 실행 시작
+시작 시간: 2025-12-25 14:57:05
+GPU: 1번 (CUDA_VISIBLE_DEVICES=1)
+==========================================
+
+----------------------------------------
+실행 중: deepgbm_smotenc_ctgan20000/deepgbm_smotenc_ctgan20000_busan.py
+시작 시간: 2025-12-25 14:57:05
+----------------------------------------
+[I 2025-12-25 14:57:06,241] A new study created in memory with name: no-name-eb8323f1-96d7-4643-98ec-8d2df07d750c
+  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 15:07:39,621] Trial 0 finished with value: 0.38200403097658286 and parameters: {'d_main': 160, 'd_hidden': 256, 'n_blocks': 2, 'dropout': 0.1333297311898249, 'lr': 0.00615017216005229, 'weight_decay': 0.0003045902464521587, 'batch_size': 32}. Best is trial 0 with value: 0.38200403097658286.
+
+================================================================================
+Trial 0 완료
+  Value (CSI): 0.382004
+  Parameters: {'d_main': 160, 'd_hidden': 256, 'n_blocks': 2, 'dropout': 0.1333297311898249, 'lr': 0.00615017216005229, 'weight_decay': 0.0003045902464521587, 'batch_size': 32}
+  Best Value (CSI): 0.382004
+  Best Trial: 0
+  Best Parameters: {'d_main': 160, 'd_hidden': 256, 'n_blocks': 2, 'dropout': 0.1333297311898249, 'lr': 0.00615017216005229, 'weight_decay': 0.0003045902464521587, '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 15:12:06,249] Trial 1 finished with value: 0.3729435020995049 and parameters: {'d_main': 96, 'd_hidden': 128, 'n_blocks': 5, 'dropout': 0.1912816397239528, 'lr': 0.0005791584746257493, 'weight_decay': 0.00040982274330501276, 'batch_size': 64}. Best is trial 0 with value: 0.38200403097658286.
+
+================================================================================
+Trial 1 완료
+  Value (CSI): 0.372944
+  Parameters: {'d_main': 96, 'd_hidden': 128, 'n_blocks': 5, 'dropout': 0.1912816397239528, 'lr': 0.0005791584746257493, 'weight_decay': 0.00040982274330501276, 'batch_size': 64}
+  Best Value (CSI): 0.382004
+  Best Trial: 0
+  Best Parameters: {'d_main': 160, 'd_hidden': 256, 'n_blocks': 2, 'dropout': 0.1333297311898249, 'lr': 0.00615017216005229, 'weight_decay': 0.0003045902464521587, '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 15:21:20,996] Trial 2 finished with value: 0.3667007243525391 and parameters: {'d_main': 256, 'd_hidden': 256, 'n_blocks': 6, 'dropout': 0.13648445758598787, 'lr': 0.0005559814918719669, 'weight_decay': 0.006821685660997404, 'batch_size': 32}. Best is trial 0 with value: 0.38200403097658286.
+
+================================================================================
+Trial 2 완료
+  Value (CSI): 0.366701
+  Parameters: {'d_main': 256, 'd_hidden': 256, 'n_blocks': 6, 'dropout': 0.13648445758598787, 'lr': 0.0005559814918719669, 'weight_decay': 0.006821685660997404, 'batch_size': 32}
+  Best Value (CSI): 0.382004
+  Best Trial: 0
+  Best Parameters: {'d_main': 160, 'd_hidden': 256, 'n_blocks': 2, 'dropout': 0.1333297311898249, 'lr': 0.00615017216005229, 'weight_decay': 0.0003045902464521587, '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 15:34:21,871] Trial 3 finished with value: 0.35103779076802705 and parameters: {'d_main': 160, 'd_hidden': 64, 'n_blocks': 3, 'dropout': 0.1522276108930393, 'lr': 0.009449103644069388, 'weight_decay': 0.0003042241687949215, 'batch_size': 32}. Best is trial 0 with value: 0.38200403097658286.
+
+================================================================================
+Trial 3 완료
+  Value (CSI): 0.351038
+  Parameters: {'d_main': 160, 'd_hidden': 64, 'n_blocks': 3, 'dropout': 0.1522276108930393, 'lr': 0.009449103644069388, 'weight_decay': 0.0003042241687949215, 'batch_size': 32}
+  Best Value (CSI): 0.382004
+  Best Trial: 0
+  Best Parameters: {'d_main': 160, 'd_hidden': 256, 'n_blocks': 2, 'dropout': 0.1333297311898249, 'lr': 0.00615017216005229, 'weight_decay': 0.0003045902464521587, '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 15:37:12,462] Trial 4 finished with value: 0.30790915551462367 and parameters: {'d_main': 192, 'd_hidden': 64, 'n_blocks': 6, 'dropout': 0.3252899291868173, 'lr': 0.00014610098602859932, 'weight_decay': 0.00326558091572378, 'batch_size': 256}. Best is trial 0 with value: 0.38200403097658286.
+
+================================================================================
+Trial 4 완료
+  Value (CSI): 0.307909
+  Parameters: {'d_main': 192, 'd_hidden': 64, 'n_blocks': 6, 'dropout': 0.3252899291868173, 'lr': 0.00014610098602859932, 'weight_decay': 0.00326558091572378, 'batch_size': 256}
+  Best Value (CSI): 0.382004
+  Best Trial: 0
+  Best Parameters: {'d_main': 160, 'd_hidden': 256, 'n_blocks': 2, 'dropout': 0.1333297311898249, 'lr': 0.00615017216005229, 'weight_decay': 0.0003045902464521587, '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 15:40:18,636] Trial 5 finished with value: 0.40671898361820197 and parameters: {'d_main': 64, 'd_hidden': 256, 'n_blocks': 3, 'dropout': 0.2843714965028271, 'lr': 0.009315324608427497, 'weight_decay': 0.022174119634941862, 'batch_size': 128}. Best is trial 5 with value: 0.40671898361820197.
+
+================================================================================
+Trial 5 완료
+  Value (CSI): 0.406719
+  Parameters: {'d_main': 64, 'd_hidden': 256, 'n_blocks': 3, 'dropout': 0.2843714965028271, 'lr': 0.009315324608427497, 'weight_decay': 0.022174119634941862, '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 15:42:01,761] Trial 6 pruned. 
+
+================================================================================
+Trial 6 완료
+  Value (CSI): 0.351111
+  Parameters: {'d_main': 96, 'd_hidden': 256, 'n_blocks': 5, 'dropout': 0.2189002223682855, 'lr': 0.004680197433470761, 'weight_decay': 0.023680480455596023, '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 15:42:15,137] Trial 7 pruned. 
+
+================================================================================
+Trial 7 완료
+  Value (CSI): 0.231972
+  Parameters: {'d_main': 192, 'd_hidden': 256, 'n_blocks': 4, 'dropout': 0.3487567742596628, 'lr': 3.435806119472047e-05, 'weight_decay': 0.06867658751305938, '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 15:43:06,784] Trial 8 pruned. 
+
+================================================================================
+Trial 8 완료
+  Value (CSI): 0.304147
+  Parameters: {'d_main': 96, 'd_hidden': 256, 'n_blocks': 6, 'dropout': 0.3369330067886509, 'lr': 0.004362342419901845, 'weight_decay': 0.006485285912896107, '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 15:46:29,401] Trial 9 pruned. 
+
+================================================================================
+Trial 9 완료
+  Value (CSI): 0.390208
+  Parameters: {'d_main': 64, 'd_hidden': 256, 'n_blocks': 5, 'dropout': 0.29605613359264776, 'lr': 0.0007961455924277049, 'weight_decay': 0.09281873988315219, '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 15:47:15,867] Trial 10 pruned. 
+
+================================================================================
+Trial 10 완료
+  Value (CSI): 0.340000
+  Parameters: {'d_main': 64, 'd_hidden': 192, 'n_blocks': 2, 'dropout': 0.39886242730263094, 'lr': 0.0018615801867103744, 'weight_decay': 0.0197669240079979, '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 15:47:37,002] Trial 11 pruned. 
+
+================================================================================
+Trial 11 완료
+  Value (CSI): 0.282707
+  Parameters: {'d_main': 160, 'd_hidden': 192, 'n_blocks': 2, 'dropout': 0.2568280408374718, 'lr': 0.00927306703762698, 'weight_decay': 0.0008757163297695279, '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 15:48:20,682] Trial 12 pruned. 
+
+================================================================================
+Trial 12 완료
+  Value (CSI): 0.334770
+  Parameters: {'d_main': 256, 'd_hidden': 192, 'n_blocks': 3, 'dropout': 0.10542487993301274, 'lr': 0.0021067508121053206, 'weight_decay': 0.00013076309388201509, '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 15:49:09,119] Trial 13 pruned. 
+
+================================================================================
+Trial 13 완료
+  Value (CSI): 0.357247
+  Parameters: {'d_main': 128, 'd_hidden': 128, 'n_blocks': 3, 'dropout': 0.24750293906136608, 'lr': 0.0014990615026426934, 'weight_decay': 0.0006533280077384548, '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 15:52:00,439] Trial 14 pruned. 
+
+================================================================================
+Trial 14 완료
+  Value (CSI): 0.377333
+  Parameters: {'d_main': 224, 'd_hidden': 192, 'n_blocks': 2, 'dropout': 0.18286071340610577, 'lr': 0.00019291565449876534, 'weight_decay': 0.0015450235765999106, '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})
+  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 15:54:38,352] Trial 15 finished with value: 0.39048583916850105 and parameters: {'d_main': 128, 'd_hidden': 256, 'n_blocks': 3, 'dropout': 0.10227576812035125, 'lr': 0.003577471166789113, 'weight_decay': 0.00011848910175519835, 'batch_size': 128}. Best is trial 5 with value: 0.40671898361820197.
+
+================================================================================
+Trial 15 완료
+  Value (CSI): 0.390486
+  Parameters: {'d_main': 128, 'd_hidden': 256, 'n_blocks': 3, 'dropout': 0.10227576812035125, 'lr': 0.003577471166789113, 'weight_decay': 0.00011848910175519835, '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 15:55:36,746] Trial 16 pruned. 
+
+================================================================================
+Trial 16 완료
+  Value (CSI): 0.338686
+  Parameters: {'d_main': 128, 'd_hidden': 128, 'n_blocks': 4, 'dropout': 0.2769198657984911, 'lr': 0.0031901340835931444, 'weight_decay': 0.00014348293833039044, '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 15:57:57,751] Trial 17 pruned. 
+
+================================================================================
+Trial 17 완료
+  Value (CSI): 0.337868
+  Parameters: {'d_main': 64, 'd_hidden': 192, 'n_blocks': 3, 'dropout': 0.10085905859004908, 'lr': 0.003312706396752194, 'weight_decay': 0.0017567210448623985, '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 15:58:16,743] Trial 18 pruned. 
+
+================================================================================
+Trial 18 완료
+  Value (CSI): 0.250737
+  Parameters: {'d_main': 128, 'd_hidden': 256, 'n_blocks': 4, 'dropout': 0.23225405945164299, 'lr': 0.009271249323437201, 'weight_decay': 0.0001063841221887277, '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})
+[I 2025-12-25 15:59:41,587] Trial 19 pruned. 
+
+================================================================================
+Trial 19 완료
+  Value (CSI): 0.393827
+  Parameters: {'d_main': 96, 'd_hidden': 192, 'n_blocks': 3, 'dropout': 0.20446881292366725, 'lr': 0.0011335894227662876, 'weight_decay': 0.0037863537599554845, '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 16:00:11,026] Trial 20 pruned. 
+
+================================================================================
+Trial 20 완료
+  Value (CSI): 0.366522
+  Parameters: {'d_main': 128, 'd_hidden': 256, 'n_blocks': 3, 'dropout': 0.17241727147579755, 'lr': 0.0022800452642749674, 'weight_decay': 0.0014286330019689097, '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 16:01:32,244] Trial 21 pruned. 
+
+================================================================================
+Trial 21 완료
+  Value (CSI): 0.259601
+  Parameters: {'d_main': 192, 'd_hidden': 256, 'n_blocks': 2, 'dropout': 0.1308439139981149, 'lr': 0.005319997551844396, 'weight_decay': 0.0002473892626569892, '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 16:02:49,064] Trial 22 pruned. 
+
+================================================================================
+Trial 22 완료
+  Value (CSI): 0.255385
+  Parameters: {'d_main': 160, 'd_hidden': 256, 'n_blocks': 2, 'dropout': 0.1589347171268578, 'lr': 0.006131752822751828, 'weight_decay': 0.00020710123372067574, '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 16:03:41,381] Trial 23 pruned. 
+
+================================================================================
+Trial 23 완료
+  Value (CSI): 0.316493
+  Parameters: {'d_main': 224, 'd_hidden': 256, 'n_blocks': 4, 'dropout': 0.1236737820568346, 'lr': 0.0029853343815495134, 'weight_decay': 0.0004470301783458002, '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 16:04:02,939] Trial 24 pruned. 
+
+================================================================================
+Trial 24 완료
+  Value (CSI): 0.306452
+  Parameters: {'d_main': 160, 'd_hidden': 192, 'n_blocks': 2, 'dropout': 0.16056046776496816, 'lr': 0.006049680630105982, 'weight_decay': 0.00010268275349655151, '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})
+[I 2025-12-25 16:11:00,555] Trial 25 pruned. 
+
+================================================================================
+Trial 25 완료
+  Value (CSI): 0.387887
+  Parameters: {'d_main': 128, 'd_hidden': 256, 'n_blocks': 3, 'dropout': 0.20424959440640558, 'lr': 0.0014054688866728035, 'weight_decay': 0.00021384456254942854, '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})
+  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 16:11:57,005] Trial 26 pruned. 
+
+================================================================================
+Trial 26 완료
+  Value (CSI): 0.417582
+  Parameters: {'d_main': 64, 'd_hidden': 192, 'n_blocks': 2, 'dropout': 0.10044740306812594, 'lr': 0.009706308030408846, 'weight_decay': 0.0005918945329035963, '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 16:12:46,302] Trial 27 pruned. 
+
+================================================================================
+Trial 27 완료
+  Value (CSI): 0.301310
+  Parameters: {'d_main': 96, 'd_hidden': 256, 'n_blocks': 3, 'dropout': 0.13398875110121763, 'lr': 0.003474949706995593, 'weight_decay': 0.00029714231204834004, '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 16:13:11,665] Trial 28 pruned. 
+
+================================================================================
+Trial 28 완료
+  Value (CSI): 0.299699
+  Parameters: {'d_main': 160, 'd_hidden': 128, 'n_blocks': 4, 'dropout': 0.1727917412775734, 'lr': 0.0054808298084877485, 'weight_decay': 0.0001821955033847968, '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 16:13:58,884] Trial 29 pruned. 
+
+================================================================================
+Trial 29 완료
+  Value (CSI): 0.320000
+  Parameters: {'d_main': 192, 'd_hidden': 256, 'n_blocks': 3, 'dropout': 0.18664206770731803, 'lr': 0.0023366420265324476, 'weight_decay': 0.0008045873453247382, '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 16:17:22,020] Trial 30 pruned. 
+
+================================================================================
+Trial 30 완료
+  Value (CSI): 0.354319
+  Parameters: {'d_main': 128, 'd_hidden': 192, 'n_blocks': 2, 'dropout': 0.14416523110067841, 'lr': 0.0008649111496379273, 'weight_decay': 0.00036302834775424667, '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 16:19:52,833] Trial 31 pruned. 
+
+================================================================================
+Trial 31 완료
+  Value (CSI): 0.368207
+  Parameters: {'d_main': 96, 'd_hidden': 128, 'n_blocks': 5, 'dropout': 0.12279307327266856, 'lr': 0.0003667120886148564, 'weight_decay': 0.0004438671711016867, '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 16:20:57,400] Trial 32 pruned. 
+
+================================================================================
+Trial 32 완료
+  Value (CSI): 0.271162
+  Parameters: {'d_main': 96, 'd_hidden': 64, 'n_blocks': 5, 'dropout': 0.1471678220244815, 'lr': 0.0005284743236880506, 'weight_decay': 0.00016268784415207646, '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 16:23:05,286] Trial 33 pruned. 
+
+================================================================================
+Trial 33 완료
+  Value (CSI): 0.346209
+  Parameters: {'d_main': 64, 'd_hidden': 128, 'n_blocks': 6, 'dropout': 0.149323250528724, 'lr': 0.0011986570118383735, 'weight_decay': 0.00030781127231329725, '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 16:25:05,192] Trial 34 pruned. 
+
+================================================================================
+Trial 34 완료
+  Value (CSI): 0.312500
+  Parameters: {'d_main': 96, 'd_hidden': 64, 'n_blocks': 4, 'dropout': 0.1224017775834313, 'lr': 0.006792930067537478, 'weight_decay': 0.0002596425678225213, '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 16:26:08,522] Trial 35 pruned. 
+
+================================================================================
+Trial 35 완료
+  Value (CSI): 0.326316
+  Parameters: {'d_main': 128, 'd_hidden': 128, 'n_blocks': 5, 'dropout': 0.19614941681347786, 'lr': 0.0038026366449378274, 'weight_decay': 0.0005550903933219131, '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 16:26:21,882] Trial 36 pruned. 
+
+================================================================================
+Trial 36 완료
+  Value (CSI): 0.334315
+  Parameters: {'d_main': 160, 'd_hidden': 256, 'n_blocks': 4, 'dropout': 0.2272550868344475, 'lr': 0.007117201596562857, 'weight_decay': 0.00016845629211626332, '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 16:27:47,531] Trial 37 pruned. 
+
+================================================================================
+Trial 37 완료
+  Value (CSI): 0.286595
+  Parameters: {'d_main': 96, 'd_hidden': 64, 'n_blocks': 6, 'dropout': 0.16514763545944527, 'lr': 0.004492390142491886, 'weight_decay': 0.0003650419642981542, '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 16:29:17,541] Trial 38 pruned. 
+
+================================================================================
+Trial 38 완료
+  Value (CSI): 0.353741
+  Parameters: {'d_main': 64, 'd_hidden': 256, 'n_blocks': 3, 'dropout': 0.11376630275273082, 'lr': 0.0006649723500500475, 'weight_decay': 0.014080622653255026, '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 16:29:41,427] Trial 39 pruned. 
+
+================================================================================
+Trial 39 완료
+  Value (CSI): 0.296241
+  Parameters: {'d_main': 192, 'd_hidden': 256, 'n_blocks': 5, 'dropout': 0.14609853301017112, 'lr': 0.0023010676783185337, 'weight_decay': 0.031593917158786504, '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 16:29:53,864] Trial 40 pruned. 
+
+================================================================================
+Trial 40 완료
+  Value (CSI): 0.226126
+  Parameters: {'d_main': 64, 'd_hidden': 128, 'n_blocks': 4, 'dropout': 0.1200558201058454, 'lr': 8.238946147028848e-05, 'weight_decay': 0.004904923367515343, '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 16:33:25,695] Trial 41 pruned. 
+
+================================================================================
+Trial 41 완료
+  Value (CSI): 0.335235
+  Parameters: {'d_main': 256, 'd_hidden': 256, 'n_blocks': 6, 'dropout': 0.13904953362157724, 'lr': 0.0004601481090357038, 'weight_decay': 0.0059334842533007226, '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 16:35:02,208] Trial 42 pruned. 
+
+================================================================================
+Trial 42 완료
+  Value (CSI): 0.326174
+  Parameters: {'d_main': 224, 'd_hidden': 256, 'n_blocks': 6, 'dropout': 0.1362974113138044, 'lr': 0.00025495244668202185, 'weight_decay': 0.008230418117296887, '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})
+  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 16:44:30,766] Trial 43 finished with value: 0.37372538352483936 and parameters: {'d_main': 192, 'd_hidden': 256, 'n_blocks': 5, 'dropout': 0.11500078184178893, 'lr': 0.0008971206647729568, 'weight_decay': 0.0028824030637893527, 'batch_size': 32}. Best is trial 5 with value: 0.40671898361820197.
+
+================================================================================
+Trial 43 완료
+  Value (CSI): 0.373725
+  Parameters: {'d_main': 192, 'd_hidden': 256, 'n_blocks': 5, 'dropout': 0.11500078184178893, 'lr': 0.0008971206647729568, 'weight_decay': 0.0028824030637893527, '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})
+  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 16:57:09,350] Trial 44 finished with value: 0.3858569546113486 and parameters: {'d_main': 192, 'd_hidden': 256, 'n_blocks': 5, 'dropout': 0.11156276814673882, 'lr': 0.0008735889919749028, 'weight_decay': 0.0027052087882148347, 'batch_size': 32}. Best is trial 5 with value: 0.40671898361820197.
+
+================================================================================
+Trial 44 완료
+  Value (CSI): 0.385857
+  Parameters: {'d_main': 192, 'd_hidden': 256, 'n_blocks': 5, 'dropout': 0.11156276814673882, 'lr': 0.0008735889919749028, 'weight_decay': 0.0027052087882148347, '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})
+  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 17:05:18,715] Trial 45 pruned. 
+
+================================================================================
+Trial 45 완료
+  Value (CSI): 0.407692
+  Parameters: {'d_main': 192, 'd_hidden': 256, 'n_blocks': 5, 'dropout': 0.10902690738992907, 'lr': 0.000987062854785785, 'weight_decay': 0.0020545097312299424, '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})
+  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 17:17:42,223] Trial 46 pruned. 
+
+================================================================================
+Trial 46 완료
+  Value (CSI): 0.336782
+  Parameters: {'d_main': 192, 'd_hidden': 256, 'n_blocks': 5, 'dropout': 0.11240011850690662, 'lr': 0.0017728939404814226, 'weight_decay': 0.0031985298365952157, '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 17:20:43,692] Trial 47 pruned. 
+
+================================================================================
+Trial 47 완료
+  Value (CSI): 0.359155
+  Parameters: {'d_main': 224, 'd_hidden': 256, 'n_blocks': 3, 'dropout': 0.11467102734898724, 'lr': 0.0006344043083619914, 'weight_decay': 0.0024667436676921294, '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})
+  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 17:36:36,353] Trial 48 finished with value: 0.3857232627473353 and parameters: {'d_main': 160, 'd_hidden': 192, 'n_blocks': 5, 'dropout': 0.1043422961653995, 'lr': 0.00442587844341532, 'weight_decay': 0.0011621136500711013, 'batch_size': 32}. Best is trial 5 with value: 0.40671898361820197.
+
+================================================================================
+Trial 48 완료
+  Value (CSI): 0.385723
+  Parameters: {'d_main': 160, 'd_hidden': 192, 'n_blocks': 5, 'dropout': 0.1043422961653995, 'lr': 0.00442587844341532, 'weight_decay': 0.0011621136500711013, '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 17:37:23,718] Trial 49 pruned. 
+
+================================================================================
+Trial 49 완료
+  Value (CSI): 0.332353
+  Parameters: {'d_main': 160, 'd_hidden': 192, 'n_blocks': 2, 'dropout': 0.10402436928736737, 'lr': 0.004621610495619911, 'weight_decay': 0.0009726524530541223, '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 17:39:12,640] Trial 50 pruned. 
+
+================================================================================
+Trial 50 완료
+  Value (CSI): 0.258065
+  Parameters: {'d_main': 160, 'd_hidden': 192, 'n_blocks': 4, 'dropout': 0.12719375709011554, 'lr': 0.0075252514459180535, 'weight_decay': 0.0012300571649401738, '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})
+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. 
+
+================================================================================
+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}
+================================================================================
+
+  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. 
+
+================================================================================
+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}
+================================================================================
+
+  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. 
+
+================================================================================
+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}
+================================================================================
+
+  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. 
+
+================================================================================
+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}
+================================================================================
+
+  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. 
+
+================================================================================
+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}
+================================================================================
+
+  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. 
+
+================================================================================
+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}
+================================================================================
+
+  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. 
+
+================================================================================
+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}
+================================================================================
+
+  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. 
+
+================================================================================
+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}
+================================================================================
+
+  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. 
+
+================================================================================
+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}
+================================================================================
+
+  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. 
+
+================================================================================
+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}
+================================================================================
+
+  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. 
+
+================================================================================
+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}
+================================================================================
+
+  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. 
+
+================================================================================
+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}
+================================================================================
+
+  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. 
+
+================================================================================
+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}
+================================================================================
+
+  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. 
+
+================================================================================
+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}
+================================================================================
+
+  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. 
+
+================================================================================
+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}
+================================================================================
+
+  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. 
+
+================================================================================
+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}
+================================================================================
+
+  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. 
+
+================================================================================
+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}
+================================================================================
+
+  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. 
+
+================================================================================
+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}
+================================================================================
+
+  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. 
+
+================================================================================
+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}
+================================================================================
+
+  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. 
+
+================================================================================
+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}
+================================================================================
+
+  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. 
+
+================================================================================
+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}
+================================================================================
+
+  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.
+
+================================================================================
+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}
+================================================================================
+
+  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.
+
+================================================================================
+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}
+================================================================================
+
+  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. 
+
+================================================================================
+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}
+================================================================================
+
+  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. 
+
+================================================================================
+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}
+================================================================================
+
+  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. 
+
+================================================================================
+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}
+================================================================================
+
+  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. 
+
+================================================================================
+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}
+================================================================================
+
+  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. 
+
+================================================================================
+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}
+================================================================================
+
+  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. 
+
+================================================================================
+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}
+================================================================================
+
+  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. 
+
+================================================================================
+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}
+================================================================================
+
+  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. 
+
+================================================================================
+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}
+================================================================================
+
+  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. 
+
+================================================================================
+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}
+================================================================================
+
+  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.
+
+================================================================================
+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}
+================================================================================
+
+  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. 
+
+================================================================================
+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}
+================================================================================
+
+  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. 
+
+================================================================================
+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}
+================================================================================
+
+  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. 
+
+================================================================================
+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}
+================================================================================
+
+  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. 
+
+================================================================================
+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}
+================================================================================
+
+  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. 
+
+================================================================================
+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}
+================================================================================
+
+  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. 
+
+================================================================================
+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}
+================================================================================
+
+  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. 
+
+================================================================================
+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}
+================================================================================
+
+  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. 
+
+================================================================================
+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}
+================================================================================
+
+  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. 
+
+================================================================================
+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}
+================================================================================
+
+  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. 
+
+================================================================================
+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}
+================================================================================
+
+  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. 
+
+================================================================================
+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}
+================================================================================
+
+  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. 
+
+================================================================================
+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}
+================================================================================
+
+  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.
+
+================================================================================
+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}
+================================================================================
+
+  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. 
+
+================================================================================
+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}
+================================================================================
+
+  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. 
+
+================================================================================
+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}
+================================================================================
+
+  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. 
+
+================================================================================
+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}
+================================================================================
+
+
+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}
+
+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
+
+최적화 Study 객체가 /workspace/visibility_prediction/Analysis_code/optimization_history/deepgbm_smotenc_ctgan20000_busan_trials.pkl에 저장되었습니다.
+
+==================================================
+최적화된 하이퍼파라미터로 최종 모델 학습 시작
+==================================================
+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)
+Fold 2 학습 중...
+  Early stopping at epoch 16, Best CSI: 0.4313
+  Fold 2 학습 완료 (검증 CSI: 0.4313)
+Fold 3 학습 중...
+  Early stopping at epoch 38, Best CSI: 0.4564
+  Fold 3 학습 완료 (검증 CSI: 0.4564)
+
+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}
+  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 17:32:45,095] Trial 2 finished with value: 0.2986276841911237 and parameters: {'d_main': 256, 'd_hidden': 256, 'n_blocks': 2, 'dropout': 0.3746721221053714, 'lr': 2.952713484968621e-05, 'weight_decay': 0.004740750336710883, 'batch_size': 256}. Best is trial 1 with value: 0.3856790077158836.
+
+================================================================================
+Trial 2 완료
+  Value (CSI): 0.298628
+  Parameters: {'d_main': 256, 'd_hidden': 256, 'n_blocks': 2, 'dropout': 0.3746721221053714, 'lr': 2.952713484968621e-05, 'weight_decay': 0.004740750336710883, 'batch_size': 256}
+  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 17:34:58,338] Trial 3 finished with value: 0.3037065629179909 and parameters: {'d_main': 64, 'd_hidden': 192, 'n_blocks': 5, 'dropout': 0.14701030015786512, 'lr': 5.216475326013391e-05, 'weight_decay': 0.029889243290260662, 'batch_size': 128}. Best is trial 1 with value: 0.3856790077158836.
+
+================================================================================
+Trial 3 완료
+  Value (CSI): 0.303707
+  Parameters: {'d_main': 64, 'd_hidden': 192, 'n_blocks': 5, 'dropout': 0.14701030015786512, 'lr': 5.216475326013391e-05, 'weight_decay': 0.029889243290260662, '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 17:36:29,928] Trial 4 finished with value: 0.320579746066292 and parameters: {'d_main': 160, 'd_hidden': 192, 'n_blocks': 6, 'dropout': 0.121646436817294, 'lr': 6.727487030603425e-05, 'weight_decay': 0.0005256624960787881, 'batch_size': 128}. Best is trial 1 with value: 0.3856790077158836.
+
+================================================================================
+Trial 4 완료
+  Value (CSI): 0.320580
+  Parameters: {'d_main': 160, 'd_hidden': 192, 'n_blocks': 6, 'dropout': 0.121646436817294, 'lr': 6.727487030603425e-05, 'weight_decay': 0.0005256624960787881, '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 17:37:42,875] Trial 5 finished with value: 0.3728367971943143 and parameters: {'d_main': 256, 'd_hidden': 256, 'n_blocks': 4, 'dropout': 0.3327179334010073, 'lr': 0.0029472196473923572, 'weight_decay': 0.0002558079622873686, 'batch_size': 256}. Best is trial 1 with value: 0.3856790077158836.
+
+================================================================================
+Trial 5 완료
+  Value (CSI): 0.372837
+  Parameters: {'d_main': 256, 'd_hidden': 256, 'n_blocks': 4, 'dropout': 0.3327179334010073, 'lr': 0.0029472196473923572, 'weight_decay': 0.0002558079622873686, 'batch_size': 256}
+  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 17:38:32,537] Trial 6 pruned. 
+
+================================================================================
+Trial 6 완료
+  Value (CSI): 0.261563
+  Parameters: {'d_main': 64, 'd_hidden': 128, 'n_blocks': 6, 'dropout': 0.3168833984251789, 'lr': 0.00013016620722235356, 'weight_decay': 0.0006047424598373846, '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})