diff --git "a/Analysis_code/5.optima/run_bash/deepgbm/deepgbm_smote.log" "b/Analysis_code/5.optima/run_bash/deepgbm/deepgbm_smote.log"
new file mode 100644--- /dev/null
+++ "b/Analysis_code/5.optima/run_bash/deepgbm/deepgbm_smote.log"
@@ -0,0 +1,8014 @@
+nohup: ignoring input
+/bin/bash: /opt/conda/lib/libtinfo.so.6: no version information available (required by /bin/bash)
+==========================================
+DeepGBM SMOTE 파일 실행 시작
+시작 시간: 2025-12-25 07:12:19
+GPU: 1번 (CUDA_VISIBLE_DEVICES=1)
+==========================================
+
+----------------------------------------
+실행 중: deepgbm_smote/deepgbm_smote_busan.py
+시작 시간: 2025-12-25 07:12:19
+----------------------------------------
+[I 2025-12-25 07:12:20,454] A new study created in memory with name: no-name-c9842cd7-6593-403d-8273-208f6c867f45
+  Fold 1 - 클래스별 가중치: {0: 1.3134117647058823, 1: 1.3134117647058823, 2: 0.6769342711617754} (클래스별 샘플 수: {0: 8500, 1: 8500, 2: 16492})
+  Fold 2 - 클래스별 가중치: {0: 1.3120392156862746, 1: 1.3120392156862746, 2: 0.677665026027425} (클래스별 샘플 수: {0: 8500, 1: 8500, 2: 16457})
+  Fold 3 - 클래스별 가중치: {0: 1.3113333333333332, 1: 1.3113333333333332, 2: 0.6780420544639779} (클래스별 샘플 수: {0: 8500, 1: 8500, 2: 16439})
+[I 2025-12-25 07:14:40,285] Trial 0 finished with value: 0.4078744619513655 and parameters: {'d_main': 160, 'd_hidden': 256, 'n_blocks': 5, 'dropout': 0.2537666397006374, 'lr': 6.855147896820647e-05, 'weight_decay': 0.00015935372159435351, 'batch_size': 64}. Best is trial 0 with value: 0.4078744619513655.
+
+================================================================================
+Trial 0 완료
+  Value (CSI): 0.407874
+  Parameters: {'d_main': 160, 'd_hidden': 256, 'n_blocks': 5, 'dropout': 0.2537666397006374, 'lr': 6.855147896820647e-05, 'weight_decay': 0.00015935372159435351, 'batch_size': 64}
+  Best Value (CSI): 0.407874
+  Best Trial: 0
+  Best Parameters: {'d_main': 160, 'd_hidden': 256, 'n_blocks': 5, 'dropout': 0.2537666397006374, 'lr': 6.855147896820647e-05, 'weight_decay': 0.00015935372159435351, 'batch_size': 64}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.3134117647058823, 1: 1.3134117647058823, 2: 0.6769342711617754} (클래스별 샘플 수: {0: 8500, 1: 8500, 2: 16492})
+  Fold 2 - 클래스별 가중치: {0: 1.3120392156862746, 1: 1.3120392156862746, 2: 0.677665026027425} (클래스별 샘플 수: {0: 8500, 1: 8500, 2: 16457})
+  Fold 3 - 클래스별 가중치: {0: 1.3113333333333332, 1: 1.3113333333333332, 2: 0.6780420544639779} (클래스별 샘플 수: {0: 8500, 1: 8500, 2: 16439})
+[I 2025-12-25 07:15:22,487] Trial 1 finished with value: 0.40564449370505945 and parameters: {'d_main': 64, 'd_hidden': 128, 'n_blocks': 6, 'dropout': 0.26910036962813694, 'lr': 0.0028187224808550637, 'weight_decay': 0.00046794114309403053, 'batch_size': 256}. Best is trial 0 with value: 0.4078744619513655.
+
+================================================================================
+Trial 1 완료
+  Value (CSI): 0.405644
+  Parameters: {'d_main': 64, 'd_hidden': 128, 'n_blocks': 6, 'dropout': 0.26910036962813694, 'lr': 0.0028187224808550637, 'weight_decay': 0.00046794114309403053, 'batch_size': 256}
+  Best Value (CSI): 0.407874
+  Best Trial: 0
+  Best Parameters: {'d_main': 160, 'd_hidden': 256, 'n_blocks': 5, 'dropout': 0.2537666397006374, 'lr': 6.855147896820647e-05, 'weight_decay': 0.00015935372159435351, 'batch_size': 64}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.3134117647058823, 1: 1.3134117647058823, 2: 0.6769342711617754} (클래스별 샘플 수: {0: 8500, 1: 8500, 2: 16492})
+  Fold 2 - 클래스별 가중치: {0: 1.3120392156862746, 1: 1.3120392156862746, 2: 0.677665026027425} (클래스별 샘플 수: {0: 8500, 1: 8500, 2: 16457})
+  Fold 3 - 클래스별 가중치: {0: 1.3113333333333332, 1: 1.3113333333333332, 2: 0.6780420544639779} (클래스별 샘플 수: {0: 8500, 1: 8500, 2: 16439})
+[I 2025-12-25 07:17:39,493] Trial 2 finished with value: 0.4132252365368669 and parameters: {'d_main': 128, 'd_hidden': 256, 'n_blocks': 4, 'dropout': 0.28109998916034445, 'lr': 0.0012529398844222108, 'weight_decay': 0.0005825996067223634, 'batch_size': 32}. Best is trial 2 with value: 0.4132252365368669.
+
+================================================================================
+Trial 2 완료
+  Value (CSI): 0.413225
+  Parameters: {'d_main': 128, 'd_hidden': 256, 'n_blocks': 4, 'dropout': 0.28109998916034445, 'lr': 0.0012529398844222108, 'weight_decay': 0.0005825996067223634, 'batch_size': 32}
+  Best Value (CSI): 0.413225
+  Best Trial: 2
+  Best Parameters: {'d_main': 128, 'd_hidden': 256, 'n_blocks': 4, 'dropout': 0.28109998916034445, 'lr': 0.0012529398844222108, 'weight_decay': 0.0005825996067223634, 'batch_size': 32}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.3134117647058823, 1: 1.3134117647058823, 2: 0.6769342711617754} (클래스별 샘플 수: {0: 8500, 1: 8500, 2: 16492})
+  Fold 2 - 클래스별 가중치: {0: 1.3120392156862746, 1: 1.3120392156862746, 2: 0.677665026027425} (클래스별 샘플 수: {0: 8500, 1: 8500, 2: 16457})
+  Fold 3 - 클래스별 가중치: {0: 1.3113333333333332, 1: 1.3113333333333332, 2: 0.6780420544639779} (클래스별 샘플 수: {0: 8500, 1: 8500, 2: 16439})
+[I 2025-12-25 07:18:26,298] Trial 3 finished with value: 0.3979947576260899 and parameters: {'d_main': 256, 'd_hidden': 192, 'n_blocks': 3, 'dropout': 0.39325526241135966, 'lr': 7.717763451728409e-05, 'weight_decay': 0.00441652459680916, 'batch_size': 256}. Best is trial 2 with value: 0.4132252365368669.
+
+================================================================================
+Trial 3 완료
+  Value (CSI): 0.397995
+  Parameters: {'d_main': 256, 'd_hidden': 192, 'n_blocks': 3, 'dropout': 0.39325526241135966, 'lr': 7.717763451728409e-05, 'weight_decay': 0.00441652459680916, 'batch_size': 256}
+  Best Value (CSI): 0.413225
+  Best Trial: 2
+  Best Parameters: {'d_main': 128, 'd_hidden': 256, 'n_blocks': 4, 'dropout': 0.28109998916034445, 'lr': 0.0012529398844222108, 'weight_decay': 0.0005825996067223634, 'batch_size': 32}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.3134117647058823, 1: 1.3134117647058823, 2: 0.6769342711617754} (클래스별 샘플 수: {0: 8500, 1: 8500, 2: 16492})
+  Fold 2 - 클래스별 가중치: {0: 1.3120392156862746, 1: 1.3120392156862746, 2: 0.677665026027425} (클래스별 샘플 수: {0: 8500, 1: 8500, 2: 16457})
+  Fold 3 - 클래스별 가중치: {0: 1.3113333333333332, 1: 1.3113333333333332, 2: 0.6780420544639779} (클래스별 샘플 수: {0: 8500, 1: 8500, 2: 16439})
+[I 2025-12-25 07:19:03,097] Trial 4 finished with value: 0.40265877820632595 and parameters: {'d_main': 224, 'd_hidden': 256, 'n_blocks': 3, 'dropout': 0.34753031094264364, 'lr': 0.00025774388069870293, 'weight_decay': 0.014654299385095106, 'batch_size': 256}. Best is trial 2 with value: 0.4132252365368669.
+
+================================================================================
+Trial 4 완료
+  Value (CSI): 0.402659
+  Parameters: {'d_main': 224, 'd_hidden': 256, 'n_blocks': 3, 'dropout': 0.34753031094264364, 'lr': 0.00025774388069870293, 'weight_decay': 0.014654299385095106, 'batch_size': 256}
+  Best Value (CSI): 0.413225
+  Best Trial: 2
+  Best Parameters: {'d_main': 128, 'd_hidden': 256, 'n_blocks': 4, 'dropout': 0.28109998916034445, 'lr': 0.0012529398844222108, 'weight_decay': 0.0005825996067223634, 'batch_size': 32}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.3134117647058823, 1: 1.3134117647058823, 2: 0.6769342711617754} (클래스별 샘플 수: {0: 8500, 1: 8500, 2: 16492})
+  Fold 2 - 클래스별 가중치: {0: 1.3120392156862746, 1: 1.3120392156862746, 2: 0.677665026027425} (클래스별 샘플 수: {0: 8500, 1: 8500, 2: 16457})
+  Fold 3 - 클래스별 가중치: {0: 1.3113333333333332, 1: 1.3113333333333332, 2: 0.6780420544639779} (클래스별 샘플 수: {0: 8500, 1: 8500, 2: 16439})
+[I 2025-12-25 07:19:53,143] Trial 5 finished with value: 0.4119720765966437 and parameters: {'d_main': 256, 'd_hidden': 192, 'n_blocks': 3, 'dropout': 0.22424849929594748, 'lr': 0.003446334047434366, 'weight_decay': 0.0013377983737562404, 'batch_size': 128}. Best is trial 2 with value: 0.4132252365368669.
+
+================================================================================
+Trial 5 완료
+  Value (CSI): 0.411972
+  Parameters: {'d_main': 256, 'd_hidden': 192, 'n_blocks': 3, 'dropout': 0.22424849929594748, 'lr': 0.003446334047434366, 'weight_decay': 0.0013377983737562404, 'batch_size': 128}
+  Best Value (CSI): 0.413225
+  Best Trial: 2
+  Best Parameters: {'d_main': 128, 'd_hidden': 256, 'n_blocks': 4, 'dropout': 0.28109998916034445, 'lr': 0.0012529398844222108, 'weight_decay': 0.0005825996067223634, 'batch_size': 32}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.3134117647058823, 1: 1.3134117647058823, 2: 0.6769342711617754} (클래스별 샘플 수: {0: 8500, 1: 8500, 2: 16492})
+  Fold 2 - 클래스별 가중치: {0: 1.3120392156862746, 1: 1.3120392156862746, 2: 0.677665026027425} (클래스별 샘플 수: {0: 8500, 1: 8500, 2: 16457})
+  Fold 3 - 클래스별 가중치: {0: 1.3113333333333332, 1: 1.3113333333333332, 2: 0.6780420544639779} (클래스별 샘플 수: {0: 8500, 1: 8500, 2: 16439})
+[I 2025-12-25 07:21:18,848] Trial 6 finished with value: 0.41987261032651624 and parameters: {'d_main': 128, 'd_hidden': 64, 'n_blocks': 5, 'dropout': 0.2857298117939696, 'lr': 0.0026345595044368134, 'weight_decay': 0.009519191260865579, 'batch_size': 64}. Best is trial 6 with value: 0.41987261032651624.
+
+================================================================================
+Trial 6 완료
+  Value (CSI): 0.419873
+  Parameters: {'d_main': 128, 'd_hidden': 64, 'n_blocks': 5, 'dropout': 0.2857298117939696, 'lr': 0.0026345595044368134, 'weight_decay': 0.009519191260865579, 'batch_size': 64}
+  Best Value (CSI): 0.419873
+  Best Trial: 6
+  Best Parameters: {'d_main': 128, 'd_hidden': 64, 'n_blocks': 5, 'dropout': 0.2857298117939696, 'lr': 0.0026345595044368134, 'weight_decay': 0.009519191260865579, 'batch_size': 64}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.3134117647058823, 1: 1.3134117647058823, 2: 0.6769342711617754} (클래스별 샘플 수: {0: 8500, 1: 8500, 2: 16492})
+[I 2025-12-25 07:21:22,859] Trial 7 pruned. 
+
+================================================================================
+Trial 7 완료
+  Value (CSI): 0.305120
+  Parameters: {'d_main': 96, 'd_hidden': 128, 'n_blocks': 2, 'dropout': 0.26179021642395506, 'lr': 4.708202128011251e-05, 'weight_decay': 0.00038316060207813253, 'batch_size': 256}
+  Best Value (CSI): 0.419873
+  Best Trial: 6
+  Best Parameters: {'d_main': 128, 'd_hidden': 64, 'n_blocks': 5, 'dropout': 0.2857298117939696, 'lr': 0.0026345595044368134, 'weight_decay': 0.009519191260865579, 'batch_size': 64}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.3134117647058823, 1: 1.3134117647058823, 2: 0.6769342711617754} (클래스별 샘플 수: {0: 8500, 1: 8500, 2: 16492})
+  Fold 2 - 클래스별 가중치: {0: 1.3120392156862746, 1: 1.3120392156862746, 2: 0.677665026027425} (클래스별 샘플 수: {0: 8500, 1: 8500, 2: 16457})
+  Fold 3 - 클래스별 가중치: {0: 1.3113333333333332, 1: 1.3113333333333332, 2: 0.6780420544639779} (클래스별 샘플 수: {0: 8500, 1: 8500, 2: 16439})
+[I 2025-12-25 07:23:15,962] Trial 8 finished with value: 0.41900785780300304 and parameters: {'d_main': 128, 'd_hidden': 128, 'n_blocks': 2, 'dropout': 0.2791455714307445, 'lr': 0.007151351707977939, 'weight_decay': 0.002718216624873902, 'batch_size': 64}. Best is trial 6 with value: 0.41987261032651624.
+
+================================================================================
+Trial 8 완료
+  Value (CSI): 0.419008
+  Parameters: {'d_main': 128, 'd_hidden': 128, 'n_blocks': 2, 'dropout': 0.2791455714307445, 'lr': 0.007151351707977939, 'weight_decay': 0.002718216624873902, 'batch_size': 64}
+  Best Value (CSI): 0.419873
+  Best Trial: 6
+  Best Parameters: {'d_main': 128, 'd_hidden': 64, 'n_blocks': 5, 'dropout': 0.2857298117939696, 'lr': 0.0026345595044368134, 'weight_decay': 0.009519191260865579, 'batch_size': 64}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.3134117647058823, 1: 1.3134117647058823, 2: 0.6769342711617754} (클래스별 샘플 수: {0: 8500, 1: 8500, 2: 16492})
+  Fold 2 - 클래스별 가중치: {0: 1.3120392156862746, 1: 1.3120392156862746, 2: 0.677665026027425} (클래스별 샘플 수: {0: 8500, 1: 8500, 2: 16457})
+  Fold 3 - 클래스별 가중치: {0: 1.3113333333333332, 1: 1.3113333333333332, 2: 0.6780420544639779} (클래스별 샘플 수: {0: 8500, 1: 8500, 2: 16439})
+[I 2025-12-25 07:25:49,709] Trial 9 finished with value: 0.4064930534935094 and parameters: {'d_main': 192, 'd_hidden': 256, 'n_blocks': 6, 'dropout': 0.16273324544601725, 'lr': 0.0034045503489501384, 'weight_decay': 0.00022026365275125702, 'batch_size': 32}. Best is trial 6 with value: 0.41987261032651624.
+
+================================================================================
+Trial 9 완료
+  Value (CSI): 0.406493
+  Parameters: {'d_main': 192, 'd_hidden': 256, 'n_blocks': 6, 'dropout': 0.16273324544601725, 'lr': 0.0034045503489501384, 'weight_decay': 0.00022026365275125702, 'batch_size': 32}
+  Best Value (CSI): 0.419873
+  Best Trial: 6
+  Best Parameters: {'d_main': 128, 'd_hidden': 64, 'n_blocks': 5, 'dropout': 0.2857298117939696, 'lr': 0.0026345595044368134, 'weight_decay': 0.009519191260865579, 'batch_size': 64}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.3134117647058823, 1: 1.3134117647058823, 2: 0.6769342711617754} (클래스별 샘플 수: {0: 8500, 1: 8500, 2: 16492})
+[I 2025-12-25 07:26:02,124] Trial 10 pruned. 
+
+================================================================================
+Trial 10 완료
+  Value (CSI): 0.260536
+  Parameters: {'d_main': 64, 'd_hidden': 64, 'n_blocks': 5, 'dropout': 0.10256243409253474, 'lr': 1.1300847788000762e-05, 'weight_decay': 0.06432508570541524, 'batch_size': 64}
+  Best Value (CSI): 0.419873
+  Best Trial: 6
+  Best Parameters: {'d_main': 128, 'd_hidden': 64, 'n_blocks': 5, 'dropout': 0.2857298117939696, 'lr': 0.0026345595044368134, 'weight_decay': 0.009519191260865579, 'batch_size': 64}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.3134117647058823, 1: 1.3134117647058823, 2: 0.6769342711617754} (클래스별 샘플 수: {0: 8500, 1: 8500, 2: 16492})
+[I 2025-12-25 07:26:14,318] Trial 11 pruned. 
+
+================================================================================
+Trial 11 완료
+  Value (CSI): 0.382784
+  Parameters: {'d_main': 128, 'd_hidden': 64, 'n_blocks': 2, 'dropout': 0.32059134106723475, 'lr': 0.009692223378075014, 'weight_decay': 0.004434727662792031, 'batch_size': 64}
+  Best Value (CSI): 0.419873
+  Best Trial: 6
+  Best Parameters: {'d_main': 128, 'd_hidden': 64, 'n_blocks': 5, 'dropout': 0.2857298117939696, 'lr': 0.0026345595044368134, 'weight_decay': 0.009519191260865579, 'batch_size': 64}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.3134117647058823, 1: 1.3134117647058823, 2: 0.6769342711617754} (클래스별 샘플 수: {0: 8500, 1: 8500, 2: 16492})
+[I 2025-12-25 07:26:30,350] Trial 12 pruned. 
+
+================================================================================
+Trial 12 완료
+  Value (CSI): 0.385204
+  Parameters: {'d_main': 128, 'd_hidden': 64, 'n_blocks': 5, 'dropout': 0.21637765278996401, 'lr': 0.0008313068194018554, 'weight_decay': 0.01345223749571734, 'batch_size': 64}
+  Best Value (CSI): 0.419873
+  Best Trial: 6
+  Best Parameters: {'d_main': 128, 'd_hidden': 64, 'n_blocks': 5, 'dropout': 0.2857298117939696, 'lr': 0.0026345595044368134, 'weight_decay': 0.009519191260865579, 'batch_size': 64}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.3134117647058823, 1: 1.3134117647058823, 2: 0.6769342711617754} (클래스별 샘플 수: {0: 8500, 1: 8500, 2: 16492})
+[I 2025-12-25 07:26:45,364] Trial 13 pruned. 
+
+================================================================================
+Trial 13 완료
+  Value (CSI): 0.391121
+  Parameters: {'d_main': 160, 'd_hidden': 128, 'n_blocks': 4, 'dropout': 0.3152036482990691, 'lr': 0.008279372910796789, 'weight_decay': 0.0016033353354925914, 'batch_size': 64}
+  Best Value (CSI): 0.419873
+  Best Trial: 6
+  Best Parameters: {'d_main': 128, 'd_hidden': 64, 'n_blocks': 5, 'dropout': 0.2857298117939696, 'lr': 0.0026345595044368134, 'weight_decay': 0.009519191260865579, 'batch_size': 64}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.3134117647058823, 1: 1.3134117647058823, 2: 0.6769342711617754} (클래스별 샘플 수: {0: 8500, 1: 8500, 2: 16492})
+[I 2025-12-25 07:26:54,286] Trial 14 pruned. 
+
+================================================================================
+Trial 14 완료
+  Value (CSI): 0.387013
+  Parameters: {'d_main': 96, 'd_hidden': 64, 'n_blocks': 5, 'dropout': 0.3120186555309397, 'lr': 0.0009323836222617935, 'weight_decay': 0.01014956637999636, 'batch_size': 128}
+  Best Value (CSI): 0.419873
+  Best Trial: 6
+  Best Parameters: {'d_main': 128, 'd_hidden': 64, 'n_blocks': 5, 'dropout': 0.2857298117939696, 'lr': 0.0026345595044368134, 'weight_decay': 0.009519191260865579, 'batch_size': 64}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.3134117647058823, 1: 1.3134117647058823, 2: 0.6769342711617754} (클래스별 샘플 수: {0: 8500, 1: 8500, 2: 16492})
+[I 2025-12-25 07:27:04,700] Trial 15 pruned. 
+
+================================================================================
+Trial 15 완료
+  Value (CSI): 0.368351
+  Parameters: {'d_main': 192, 'd_hidden': 128, 'n_blocks': 2, 'dropout': 0.3625806955193889, 'lr': 0.009049457580712409, 'weight_decay': 0.0016188728466125682, 'batch_size': 64}
+  Best Value (CSI): 0.419873
+  Best Trial: 6
+  Best Parameters: {'d_main': 128, 'd_hidden': 64, 'n_blocks': 5, 'dropout': 0.2857298117939696, 'lr': 0.0026345595044368134, 'weight_decay': 0.009519191260865579, 'batch_size': 64}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.3134117647058823, 1: 1.3134117647058823, 2: 0.6769342711617754} (클래스별 샘플 수: {0: 8500, 1: 8500, 2: 16492})
+  Fold 2 - 클래스별 가중치: {0: 1.3120392156862746, 1: 1.3120392156862746, 2: 0.677665026027425} (클래스별 샘플 수: {0: 8500, 1: 8500, 2: 16457})
+  Fold 3 - 클래스별 가중치: {0: 1.3113333333333332, 1: 1.3113333333333332, 2: 0.6780420544639779} (클래스별 샘플 수: {0: 8500, 1: 8500, 2: 16439})
+[I 2025-12-25 07:28:37,698] Trial 16 finished with value: 0.4186013518663369 and parameters: {'d_main': 96, 'd_hidden': 192, 'n_blocks': 4, 'dropout': 0.28996331018947785, 'lr': 0.0018664614051562148, 'weight_decay': 0.03816023795703487, 'batch_size': 64}. Best is trial 6 with value: 0.41987261032651624.
+
+================================================================================
+Trial 16 완료
+  Value (CSI): 0.418601
+  Parameters: {'d_main': 96, 'd_hidden': 192, 'n_blocks': 4, 'dropout': 0.28996331018947785, 'lr': 0.0018664614051562148, 'weight_decay': 0.03816023795703487, 'batch_size': 64}
+  Best Value (CSI): 0.419873
+  Best Trial: 6
+  Best Parameters: {'d_main': 128, 'd_hidden': 64, 'n_blocks': 5, 'dropout': 0.2857298117939696, 'lr': 0.0026345595044368134, 'weight_decay': 0.009519191260865579, 'batch_size': 64}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.3134117647058823, 1: 1.3134117647058823, 2: 0.6769342711617754} (클래스별 샘플 수: {0: 8500, 1: 8500, 2: 16492})
+  Fold 2 - 클래스별 가중치: {0: 1.3120392156862746, 1: 1.3120392156862746, 2: 0.677665026027425} (클래스별 샘플 수: {0: 8500, 1: 8500, 2: 16457})
+  Fold 3 - 클래스별 가중치: {0: 1.3113333333333332, 1: 1.3113333333333332, 2: 0.6780420544639779} (클래스별 샘플 수: {0: 8500, 1: 8500, 2: 16439})
+[I 2025-12-25 07:29:47,364] Trial 17 finished with value: 0.4096437963594779 and parameters: {'d_main': 192, 'd_hidden': 64, 'n_blocks': 3, 'dropout': 0.23508015932006845, 'lr': 0.004074693080473773, 'weight_decay': 0.006590435893058194, 'batch_size': 64}. Best is trial 6 with value: 0.41987261032651624.
+
+================================================================================
+Trial 17 완료
+  Value (CSI): 0.409644
+  Parameters: {'d_main': 192, 'd_hidden': 64, 'n_blocks': 3, 'dropout': 0.23508015932006845, 'lr': 0.004074693080473773, 'weight_decay': 0.006590435893058194, 'batch_size': 64}
+  Best Value (CSI): 0.419873
+  Best Trial: 6
+  Best Parameters: {'d_main': 128, 'd_hidden': 64, 'n_blocks': 5, 'dropout': 0.2857298117939696, 'lr': 0.0026345595044368134, 'weight_decay': 0.009519191260865579, 'batch_size': 64}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.3134117647058823, 1: 1.3134117647058823, 2: 0.6769342711617754} (클래스별 샘플 수: {0: 8500, 1: 8500, 2: 16492})
+  Fold 2 - 클래스별 가중치: {0: 1.3120392156862746, 1: 1.3120392156862746, 2: 0.677665026027425} (클래스별 샘플 수: {0: 8500, 1: 8500, 2: 16457})
+  Fold 3 - 클래스별 가중치: {0: 1.3113333333333332, 1: 1.3113333333333332, 2: 0.6780420544639779} (클래스별 샘플 수: {0: 8500, 1: 8500, 2: 16439})
+[I 2025-12-25 07:30:48,545] Trial 18 finished with value: 0.40778164483980756 and parameters: {'d_main': 128, 'd_hidden': 128, 'n_blocks': 6, 'dropout': 0.19947983138304992, 'lr': 0.0005637282267743489, 'weight_decay': 0.025887957435872973, 'batch_size': 128}. Best is trial 6 with value: 0.41987261032651624.
+
+================================================================================
+Trial 18 완료
+  Value (CSI): 0.407782
+  Parameters: {'d_main': 128, 'd_hidden': 128, 'n_blocks': 6, 'dropout': 0.19947983138304992, 'lr': 0.0005637282267743489, 'weight_decay': 0.025887957435872973, 'batch_size': 128}
+  Best Value (CSI): 0.419873
+  Best Trial: 6
+  Best Parameters: {'d_main': 128, 'd_hidden': 64, 'n_blocks': 5, 'dropout': 0.2857298117939696, 'lr': 0.0026345595044368134, 'weight_decay': 0.009519191260865579, 'batch_size': 64}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.3134117647058823, 1: 1.3134117647058823, 2: 0.6769342711617754} (클래스별 샘플 수: {0: 8500, 1: 8500, 2: 16492})
+  Fold 2 - 클래스별 가중치: {0: 1.3120392156862746, 1: 1.3120392156862746, 2: 0.677665026027425} (클래스별 샘플 수: {0: 8500, 1: 8500, 2: 16457})
+  Fold 3 - 클래스별 가중치: {0: 1.3113333333333332, 1: 1.3113333333333332, 2: 0.6780420544639779} (클래스별 샘플 수: {0: 8500, 1: 8500, 2: 16439})
+[I 2025-12-25 07:33:19,457] Trial 19 finished with value: 0.41553669552186573 and parameters: {'d_main': 160, 'd_hidden': 64, 'n_blocks': 5, 'dropout': 0.28974471025402826, 'lr': 0.0018773263654836595, 'weight_decay': 0.002655602108958871, 'batch_size': 32}. Best is trial 6 with value: 0.41987261032651624.
+
+================================================================================
+Trial 19 완료
+  Value (CSI): 0.415537
+  Parameters: {'d_main': 160, 'd_hidden': 64, 'n_blocks': 5, 'dropout': 0.28974471025402826, 'lr': 0.0018773263654836595, 'weight_decay': 0.002655602108958871, 'batch_size': 32}
+  Best Value (CSI): 0.419873
+  Best Trial: 6
+  Best Parameters: {'d_main': 128, 'd_hidden': 64, 'n_blocks': 5, 'dropout': 0.2857298117939696, 'lr': 0.0026345595044368134, 'weight_decay': 0.009519191260865579, 'batch_size': 64}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.3134117647058823, 1: 1.3134117647058823, 2: 0.6769342711617754} (클래스별 샘플 수: {0: 8500, 1: 8500, 2: 16492})
+  Fold 2 - 클래스별 가중치: {0: 1.3120392156862746, 1: 1.3120392156862746, 2: 0.677665026027425} (클래스별 샘플 수: {0: 8500, 1: 8500, 2: 16457})
+  Fold 3 - 클래스별 가중치: {0: 1.3113333333333332, 1: 1.3113333333333332, 2: 0.6780420544639779} (클래스별 샘플 수: {0: 8500, 1: 8500, 2: 16439})
+[I 2025-12-25 07:35:02,910] Trial 20 finished with value: 0.4229700653400353 and parameters: {'d_main': 96, 'd_hidden': 128, 'n_blocks': 4, 'dropout': 0.34476861590539, 'lr': 0.00456136044801199, 'weight_decay': 0.007848835724922575, 'batch_size': 64}. Best is trial 20 with value: 0.4229700653400353.
+
+================================================================================
+Trial 20 완료
+  Value (CSI): 0.422970
+  Parameters: {'d_main': 96, 'd_hidden': 128, 'n_blocks': 4, 'dropout': 0.34476861590539, 'lr': 0.00456136044801199, 'weight_decay': 0.007848835724922575, 'batch_size': 64}
+  Best Value (CSI): 0.422970
+  Best Trial: 20
+  Best Parameters: {'d_main': 96, 'd_hidden': 128, 'n_blocks': 4, 'dropout': 0.34476861590539, 'lr': 0.00456136044801199, 'weight_decay': 0.007848835724922575, 'batch_size': 64}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.3134117647058823, 1: 1.3134117647058823, 2: 0.6769342711617754} (클래스별 샘플 수: {0: 8500, 1: 8500, 2: 16492})
+  Fold 2 - 클래스별 가중치: {0: 1.3120392156862746, 1: 1.3120392156862746, 2: 0.677665026027425} (클래스별 샘플 수: {0: 8500, 1: 8500, 2: 16457})
+  Fold 3 - 클래스별 가중치: {0: 1.3113333333333332, 1: 1.3113333333333332, 2: 0.6780420544639779} (클래스별 샘플 수: {0: 8500, 1: 8500, 2: 16439})
+[I 2025-12-25 07:36:33,642] Trial 21 finished with value: 0.42499984312808053 and parameters: {'d_main': 96, 'd_hidden': 128, 'n_blocks': 4, 'dropout': 0.3598265536419826, 'lr': 0.0058692232154894984, 'weight_decay': 0.008563601924292032, 'batch_size': 64}. Best is trial 21 with value: 0.42499984312808053.
+
+================================================================================
+Trial 21 완료
+  Value (CSI): 0.425000
+  Parameters: {'d_main': 96, 'd_hidden': 128, 'n_blocks': 4, 'dropout': 0.3598265536419826, 'lr': 0.0058692232154894984, 'weight_decay': 0.008563601924292032, 'batch_size': 64}
+  Best Value (CSI): 0.425000
+  Best Trial: 21
+  Best Parameters: {'d_main': 96, 'd_hidden': 128, 'n_blocks': 4, 'dropout': 0.3598265536419826, 'lr': 0.0058692232154894984, 'weight_decay': 0.008563601924292032, 'batch_size': 64}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.3134117647058823, 1: 1.3134117647058823, 2: 0.6769342711617754} (클래스별 샘플 수: {0: 8500, 1: 8500, 2: 16492})
+  Fold 2 - 클래스별 가중치: {0: 1.3120392156862746, 1: 1.3120392156862746, 2: 0.677665026027425} (클래스별 샘플 수: {0: 8500, 1: 8500, 2: 16457})
+  Fold 3 - 클래스별 가중치: {0: 1.3113333333333332, 1: 1.3113333333333332, 2: 0.6780420544639779} (클래스별 샘플 수: {0: 8500, 1: 8500, 2: 16439})
+[I 2025-12-25 07:38:32,779] Trial 22 finished with value: 0.4149038309402049 and parameters: {'d_main': 96, 'd_hidden': 192, 'n_blocks': 4, 'dropout': 0.3998459206757026, 'lr': 0.005320935245913582, 'weight_decay': 0.009680562092821697, 'batch_size': 64}. Best is trial 21 with value: 0.42499984312808053.
+
+================================================================================
+Trial 22 완료
+  Value (CSI): 0.414904
+  Parameters: {'d_main': 96, 'd_hidden': 192, 'n_blocks': 4, 'dropout': 0.3998459206757026, 'lr': 0.005320935245913582, 'weight_decay': 0.009680562092821697, 'batch_size': 64}
+  Best Value (CSI): 0.425000
+  Best Trial: 21
+  Best Parameters: {'d_main': 96, 'd_hidden': 128, 'n_blocks': 4, 'dropout': 0.3598265536419826, 'lr': 0.0058692232154894984, 'weight_decay': 0.008563601924292032, 'batch_size': 64}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.3134117647058823, 1: 1.3134117647058823, 2: 0.6769342711617754} (클래스별 샘플 수: {0: 8500, 1: 8500, 2: 16492})
+  Fold 2 - 클래스별 가중치: {0: 1.3120392156862746, 1: 1.3120392156862746, 2: 0.677665026027425} (클래스별 샘플 수: {0: 8500, 1: 8500, 2: 16457})
+  Fold 3 - 클래스별 가중치: {0: 1.3113333333333332, 1: 1.3113333333333332, 2: 0.6780420544639779} (클래스별 샘플 수: {0: 8500, 1: 8500, 2: 16439})
+[I 2025-12-25 07:39:47,311] Trial 23 finished with value: 0.42641925885433235 and parameters: {'d_main': 64, 'd_hidden': 128, 'n_blocks': 4, 'dropout': 0.3463819832745381, 'lr': 0.0020350649229428277, 'weight_decay': 0.02235490145501715, 'batch_size': 64}. Best is trial 23 with value: 0.42641925885433235.
+
+================================================================================
+Trial 23 완료
+  Value (CSI): 0.426419
+  Parameters: {'d_main': 64, 'd_hidden': 128, 'n_blocks': 4, 'dropout': 0.3463819832745381, 'lr': 0.0020350649229428277, 'weight_decay': 0.02235490145501715, 'batch_size': 64}
+  Best Value (CSI): 0.426419
+  Best Trial: 23
+  Best Parameters: {'d_main': 64, 'd_hidden': 128, 'n_blocks': 4, 'dropout': 0.3463819832745381, 'lr': 0.0020350649229428277, 'weight_decay': 0.02235490145501715, 'batch_size': 64}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.3134117647058823, 1: 1.3134117647058823, 2: 0.6769342711617754} (클래스별 샘플 수: {0: 8500, 1: 8500, 2: 16492})
+  Fold 2 - 클래스별 가중치: {0: 1.3120392156862746, 1: 1.3120392156862746, 2: 0.677665026027425} (클래스별 샘플 수: {0: 8500, 1: 8500, 2: 16457})
+  Fold 3 - 클래스별 가중치: {0: 1.3113333333333332, 1: 1.3113333333333332, 2: 0.6780420544639779} (클래스별 샘플 수: {0: 8500, 1: 8500, 2: 16439})
+[I 2025-12-25 07:41:13,272] Trial 24 finished with value: 0.4292917267691137 and parameters: {'d_main': 64, 'd_hidden': 128, 'n_blocks': 4, 'dropout': 0.3621538746283491, 'lr': 0.004731509312406335, 'weight_decay': 0.02761771859966573, 'batch_size': 64}. Best is trial 24 with value: 0.4292917267691137.
+
+================================================================================
+Trial 24 완료
+  Value (CSI): 0.429292
+  Parameters: {'d_main': 64, 'd_hidden': 128, 'n_blocks': 4, 'dropout': 0.3621538746283491, 'lr': 0.004731509312406335, 'weight_decay': 0.02761771859966573, 'batch_size': 64}
+  Best Value (CSI): 0.429292
+  Best Trial: 24
+  Best Parameters: {'d_main': 64, 'd_hidden': 128, 'n_blocks': 4, 'dropout': 0.3621538746283491, 'lr': 0.004731509312406335, 'weight_decay': 0.02761771859966573, 'batch_size': 64}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.3134117647058823, 1: 1.3134117647058823, 2: 0.6769342711617754} (클래스별 샘플 수: {0: 8500, 1: 8500, 2: 16492})
+  Fold 2 - 클래스별 가중치: {0: 1.3120392156862746, 1: 1.3120392156862746, 2: 0.677665026027425} (클래스별 샘플 수: {0: 8500, 1: 8500, 2: 16457})
+  Fold 3 - 클래스별 가중치: {0: 1.3113333333333332, 1: 1.3113333333333332, 2: 0.6780420544639779} (클래스별 샘플 수: {0: 8500, 1: 8500, 2: 16439})
+[I 2025-12-25 07:42:56,812] Trial 25 finished with value: 0.4426438646716793 and parameters: {'d_main': 64, 'd_hidden': 128, 'n_blocks': 4, 'dropout': 0.37614451323155623, 'lr': 0.005171352248249976, 'weight_decay': 0.08533193242553579, 'batch_size': 64}. Best is trial 25 with value: 0.4426438646716793.
+
+================================================================================
+Trial 25 완료
+  Value (CSI): 0.442644
+  Parameters: {'d_main': 64, 'd_hidden': 128, 'n_blocks': 4, 'dropout': 0.37614451323155623, 'lr': 0.005171352248249976, 'weight_decay': 0.08533193242553579, 'batch_size': 64}
+  Best Value (CSI): 0.442644
+  Best Trial: 25
+  Best Parameters: {'d_main': 64, 'd_hidden': 128, 'n_blocks': 4, 'dropout': 0.37614451323155623, 'lr': 0.005171352248249976, 'weight_decay': 0.08533193242553579, 'batch_size': 64}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.3134117647058823, 1: 1.3134117647058823, 2: 0.6769342711617754} (클래스별 샘플 수: {0: 8500, 1: 8500, 2: 16492})
+  Fold 2 - 클래스별 가중치: {0: 1.3120392156862746, 1: 1.3120392156862746, 2: 0.677665026027425} (클래스별 샘플 수: {0: 8500, 1: 8500, 2: 16457})
+  Fold 3 - 클래스별 가중치: {0: 1.3113333333333332, 1: 1.3113333333333332, 2: 0.6780420544639779} (클래스별 샘플 수: {0: 8500, 1: 8500, 2: 16439})
+[I 2025-12-25 07:44:11,784] Trial 26 finished with value: 0.43001436124513553 and parameters: {'d_main': 64, 'd_hidden': 192, 'n_blocks': 3, 'dropout': 0.38157469795226523, 'lr': 0.0020253232084036146, 'weight_decay': 0.07434760381236132, 'batch_size': 64}. Best is trial 25 with value: 0.4426438646716793.
+
+================================================================================
+Trial 26 완료
+  Value (CSI): 0.430014
+  Parameters: {'d_main': 64, 'd_hidden': 192, 'n_blocks': 3, 'dropout': 0.38157469795226523, 'lr': 0.0020253232084036146, 'weight_decay': 0.07434760381236132, 'batch_size': 64}
+  Best Value (CSI): 0.442644
+  Best Trial: 25
+  Best Parameters: {'d_main': 64, 'd_hidden': 128, 'n_blocks': 4, 'dropout': 0.37614451323155623, 'lr': 0.005171352248249976, 'weight_decay': 0.08533193242553579, 'batch_size': 64}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.3134117647058823, 1: 1.3134117647058823, 2: 0.6769342711617754} (클래스별 샘플 수: {0: 8500, 1: 8500, 2: 16492})
+  Fold 2 - 클래스별 가중치: {0: 1.3120392156862746, 1: 1.3120392156862746, 2: 0.677665026027425} (클래스별 샘플 수: {0: 8500, 1: 8500, 2: 16457})
+  Fold 3 - 클래스별 가중치: {0: 1.3113333333333332, 1: 1.3113333333333332, 2: 0.6780420544639779} (클래스별 샘플 수: {0: 8500, 1: 8500, 2: 16439})
+[I 2025-12-25 07:45:08,732] Trial 27 finished with value: 0.422718438436901 and parameters: {'d_main': 64, 'd_hidden': 192, 'n_blocks': 3, 'dropout': 0.3831352743345396, 'lr': 0.0015078538704023188, 'weight_decay': 0.09696843630266386, 'batch_size': 128}. Best is trial 25 with value: 0.4426438646716793.
+
+================================================================================
+Trial 27 완료
+  Value (CSI): 0.422718
+  Parameters: {'d_main': 64, 'd_hidden': 192, 'n_blocks': 3, 'dropout': 0.3831352743345396, 'lr': 0.0015078538704023188, 'weight_decay': 0.09696843630266386, 'batch_size': 128}
+  Best Value (CSI): 0.442644
+  Best Trial: 25
+  Best Parameters: {'d_main': 64, 'd_hidden': 128, 'n_blocks': 4, 'dropout': 0.37614451323155623, 'lr': 0.005171352248249976, 'weight_decay': 0.08533193242553579, 'batch_size': 64}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.3134117647058823, 1: 1.3134117647058823, 2: 0.6769342711617754} (클래스별 샘플 수: {0: 8500, 1: 8500, 2: 16492})
+  Fold 2 - 클래스별 가중치: {0: 1.3120392156862746, 1: 1.3120392156862746, 2: 0.677665026027425} (클래스별 샘플 수: {0: 8500, 1: 8500, 2: 16457})
+  Fold 3 - 클래스별 가중치: {0: 1.3113333333333332, 1: 1.3113333333333332, 2: 0.6780420544639779} (클래스별 샘플 수: {0: 8500, 1: 8500, 2: 16439})
+[I 2025-12-25 07:48:35,503] Trial 28 finished with value: 0.44276076380851953 and parameters: {'d_main': 64, 'd_hidden': 192, 'n_blocks': 3, 'dropout': 0.3745726718399158, 'lr': 0.005338808759265471, 'weight_decay': 0.06558728678415406, 'batch_size': 32}. Best is trial 28 with value: 0.44276076380851953.
+
+================================================================================
+Trial 28 완료
+  Value (CSI): 0.442761
+  Parameters: {'d_main': 64, 'd_hidden': 192, 'n_blocks': 3, 'dropout': 0.3745726718399158, 'lr': 0.005338808759265471, 'weight_decay': 0.06558728678415406, 'batch_size': 32}
+  Best Value (CSI): 0.442761
+  Best Trial: 28
+  Best Parameters: {'d_main': 64, 'd_hidden': 192, 'n_blocks': 3, 'dropout': 0.3745726718399158, 'lr': 0.005338808759265471, 'weight_decay': 0.06558728678415406, 'batch_size': 32}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.3134117647058823, 1: 1.3134117647058823, 2: 0.6769342711617754} (클래스별 샘플 수: {0: 8500, 1: 8500, 2: 16492})
+  Fold 2 - 클래스별 가중치: {0: 1.3120392156862746, 1: 1.3120392156862746, 2: 0.677665026027425} (클래스별 샘플 수: {0: 8500, 1: 8500, 2: 16457})
+  Fold 3 - 클래스별 가중치: {0: 1.3113333333333332, 1: 1.3113333333333332, 2: 0.6780420544639779} (클래스별 샘플 수: {0: 8500, 1: 8500, 2: 16439})
+[I 2025-12-25 07:50:49,439] Trial 29 finished with value: 0.4287236759825297 and parameters: {'d_main': 64, 'd_hidden': 192, 'n_blocks': 3, 'dropout': 0.38628087706808634, 'lr': 0.0026875731600561827, 'weight_decay': 0.04566861243877897, 'batch_size': 32}. Best is trial 28 with value: 0.44276076380851953.
+
+================================================================================
+Trial 29 완료
+  Value (CSI): 0.428724
+  Parameters: {'d_main': 64, 'd_hidden': 192, 'n_blocks': 3, 'dropout': 0.38628087706808634, 'lr': 0.0026875731600561827, 'weight_decay': 0.04566861243877897, 'batch_size': 32}
+  Best Value (CSI): 0.442761
+  Best Trial: 28
+  Best Parameters: {'d_main': 64, 'd_hidden': 192, 'n_blocks': 3, 'dropout': 0.3745726718399158, 'lr': 0.005338808759265471, 'weight_decay': 0.06558728678415406, 'batch_size': 32}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.3134117647058823, 1: 1.3134117647058823, 2: 0.6769342711617754} (클래스별 샘플 수: {0: 8500, 1: 8500, 2: 16492})
+  Fold 2 - 클래스별 가중치: {0: 1.3120392156862746, 1: 1.3120392156862746, 2: 0.677665026027425} (클래스별 샘플 수: {0: 8500, 1: 8500, 2: 16457})
+  Fold 3 - 클래스별 가중치: {0: 1.3113333333333332, 1: 1.3113333333333332, 2: 0.6780420544639779} (클래스별 샘플 수: {0: 8500, 1: 8500, 2: 16439})
+[I 2025-12-25 07:54:39,078] Trial 30 finished with value: 0.4383084314039303 and parameters: {'d_main': 64, 'd_hidden': 192, 'n_blocks': 3, 'dropout': 0.3819141494353552, 'lr': 0.005870859116420869, 'weight_decay': 0.09552495030713583, 'batch_size': 32}. Best is trial 28 with value: 0.44276076380851953.
+
+================================================================================
+Trial 30 완료
+  Value (CSI): 0.438308
+  Parameters: {'d_main': 64, 'd_hidden': 192, 'n_blocks': 3, 'dropout': 0.3819141494353552, 'lr': 0.005870859116420869, 'weight_decay': 0.09552495030713583, 'batch_size': 32}
+  Best Value (CSI): 0.442761
+  Best Trial: 28
+  Best Parameters: {'d_main': 64, 'd_hidden': 192, 'n_blocks': 3, 'dropout': 0.3745726718399158, 'lr': 0.005338808759265471, 'weight_decay': 0.06558728678415406, 'batch_size': 32}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.3134117647058823, 1: 1.3134117647058823, 2: 0.6769342711617754} (클래스별 샘플 수: {0: 8500, 1: 8500, 2: 16492})
+[I 2025-12-25 07:54:57,709] Trial 31 pruned. 
+
+================================================================================
+Trial 31 완료
+  Value (CSI): 0.401998
+  Parameters: {'d_main': 64, 'd_hidden': 192, 'n_blocks': 3, 'dropout': 0.3758331126393262, 'lr': 0.006076482252297541, 'weight_decay': 0.09739364618228472, 'batch_size': 32}
+  Best Value (CSI): 0.442761
+  Best Trial: 28
+  Best Parameters: {'d_main': 64, 'd_hidden': 192, 'n_blocks': 3, 'dropout': 0.3745726718399158, 'lr': 0.005338808759265471, 'weight_decay': 0.06558728678415406, 'batch_size': 32}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.3134117647058823, 1: 1.3134117647058823, 2: 0.6769342711617754} (클래스별 샘플 수: {0: 8500, 1: 8500, 2: 16492})
+  Fold 2 - 클래스별 가중치: {0: 1.3120392156862746, 1: 1.3120392156862746, 2: 0.677665026027425} (클래스별 샘플 수: {0: 8500, 1: 8500, 2: 16457})
+  Fold 3 - 클래스별 가중치: {0: 1.3113333333333332, 1: 1.3113333333333332, 2: 0.6780420544639779} (클래스별 샘플 수: {0: 8500, 1: 8500, 2: 16439})
+[I 2025-12-25 07:58:46,361] Trial 32 finished with value: 0.43541147047529943 and parameters: {'d_main': 64, 'd_hidden': 192, 'n_blocks': 3, 'dropout': 0.399422150815644, 'lr': 0.003232282792702033, 'weight_decay': 0.05764995180189082, 'batch_size': 32}. Best is trial 28 with value: 0.44276076380851953.
+
+================================================================================
+Trial 32 완료
+  Value (CSI): 0.435411
+  Parameters: {'d_main': 64, 'd_hidden': 192, 'n_blocks': 3, 'dropout': 0.399422150815644, 'lr': 0.003232282792702033, 'weight_decay': 0.05764995180189082, 'batch_size': 32}
+  Best Value (CSI): 0.442761
+  Best Trial: 28
+  Best Parameters: {'d_main': 64, 'd_hidden': 192, 'n_blocks': 3, 'dropout': 0.3745726718399158, 'lr': 0.005338808759265471, 'weight_decay': 0.06558728678415406, 'batch_size': 32}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.3134117647058823, 1: 1.3134117647058823, 2: 0.6769342711617754} (클래스별 샘플 수: {0: 8500, 1: 8500, 2: 16492})
+  Fold 2 - 클래스별 가중치: {0: 1.3120392156862746, 1: 1.3120392156862746, 2: 0.677665026027425} (클래스별 샘플 수: {0: 8500, 1: 8500, 2: 16457})
+  Fold 3 - 클래스별 가중치: {0: 1.3113333333333332, 1: 1.3113333333333332, 2: 0.6780420544639779} (클래스별 샘플 수: {0: 8500, 1: 8500, 2: 16439})
+[I 2025-12-25 08:01:07,903] Trial 33 finished with value: 0.42838402886009147 and parameters: {'d_main': 96, 'd_hidden': 256, 'n_blocks': 3, 'dropout': 0.39661600162914323, 'lr': 0.003608811344093132, 'weight_decay': 0.055634862281129245, 'batch_size': 32}. Best is trial 28 with value: 0.44276076380851953.
+
+================================================================================
+Trial 33 완료
+  Value (CSI): 0.428384
+  Parameters: {'d_main': 96, 'd_hidden': 256, 'n_blocks': 3, 'dropout': 0.39661600162914323, 'lr': 0.003608811344093132, 'weight_decay': 0.055634862281129245, 'batch_size': 32}
+  Best Value (CSI): 0.442761
+  Best Trial: 28
+  Best Parameters: {'d_main': 64, 'd_hidden': 192, 'n_blocks': 3, 'dropout': 0.3745726718399158, 'lr': 0.005338808759265471, 'weight_decay': 0.06558728678415406, 'batch_size': 32}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.3134117647058823, 1: 1.3134117647058823, 2: 0.6769342711617754} (클래스별 샘플 수: {0: 8500, 1: 8500, 2: 16492})
+[I 2025-12-25 08:01:25,433] Trial 34 pruned. 
+
+================================================================================
+Trial 34 완료
+  Value (CSI): 0.400978
+  Parameters: {'d_main': 64, 'd_hidden': 192, 'n_blocks': 2, 'dropout': 0.39882064178578014, 'lr': 0.009258784955223457, 'weight_decay': 0.04288426357196215, 'batch_size': 32}
+  Best Value (CSI): 0.442761
+  Best Trial: 28
+  Best Parameters: {'d_main': 64, 'd_hidden': 192, 'n_blocks': 3, 'dropout': 0.3745726718399158, 'lr': 0.005338808759265471, 'weight_decay': 0.06558728678415406, 'batch_size': 32}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.3134117647058823, 1: 1.3134117647058823, 2: 0.6769342711617754} (클래스별 샘플 수: {0: 8500, 1: 8500, 2: 16492})
+  Fold 2 - 클래스별 가중치: {0: 1.3120392156862746, 1: 1.3120392156862746, 2: 0.677665026027425} (클래스별 샘플 수: {0: 8500, 1: 8500, 2: 16457})
+  Fold 3 - 클래스별 가중치: {0: 1.3113333333333332, 1: 1.3113333333333332, 2: 0.6780420544639779} (클래스별 샘플 수: {0: 8500, 1: 8500, 2: 16439})
+[I 2025-12-25 08:03:59,679] Trial 35 finished with value: 0.43542991491965144 and parameters: {'d_main': 64, 'd_hidden': 256, 'n_blocks': 3, 'dropout': 0.37613034315743243, 'lr': 0.005571364599902523, 'weight_decay': 0.06634044497962055, 'batch_size': 32}. Best is trial 28 with value: 0.44276076380851953.
+
+================================================================================
+Trial 35 완료
+  Value (CSI): 0.435430
+  Parameters: {'d_main': 64, 'd_hidden': 256, 'n_blocks': 3, 'dropout': 0.37613034315743243, 'lr': 0.005571364599902523, 'weight_decay': 0.06634044497962055, 'batch_size': 32}
+  Best Value (CSI): 0.442761
+  Best Trial: 28
+  Best Parameters: {'d_main': 64, 'd_hidden': 192, 'n_blocks': 3, 'dropout': 0.3745726718399158, 'lr': 0.005338808759265471, 'weight_decay': 0.06558728678415406, 'batch_size': 32}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.3134117647058823, 1: 1.3134117647058823, 2: 0.6769342711617754} (클래스별 샘플 수: {0: 8500, 1: 8500, 2: 16492})
+  Fold 2 - 클래스별 가중치: {0: 1.3120392156862746, 1: 1.3120392156862746, 2: 0.677665026027425} (클래스별 샘플 수: {0: 8500, 1: 8500, 2: 16457})
+  Fold 3 - 클래스별 가중치: {0: 1.3113333333333332, 1: 1.3113333333333332, 2: 0.6780420544639779} (클래스별 샘플 수: {0: 8500, 1: 8500, 2: 16439})
+[I 2025-12-25 08:07:32,055] Trial 36 finished with value: 0.4344778902892066 and parameters: {'d_main': 96, 'd_hidden': 256, 'n_blocks': 3, 'dropout': 0.3334344122713491, 'lr': 0.005953760896950202, 'weight_decay': 0.09644667220112411, 'batch_size': 32}. Best is trial 28 with value: 0.44276076380851953.
+
+================================================================================
+Trial 36 완료
+  Value (CSI): 0.434478
+  Parameters: {'d_main': 96, 'd_hidden': 256, 'n_blocks': 3, 'dropout': 0.3334344122713491, 'lr': 0.005953760896950202, 'weight_decay': 0.09644667220112411, 'batch_size': 32}
+  Best Value (CSI): 0.442761
+  Best Trial: 28
+  Best Parameters: {'d_main': 64, 'd_hidden': 192, 'n_blocks': 3, 'dropout': 0.3745726718399158, 'lr': 0.005338808759265471, 'weight_decay': 0.06558728678415406, 'batch_size': 32}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.3134117647058823, 1: 1.3134117647058823, 2: 0.6769342711617754} (클래스별 샘플 수: {0: 8500, 1: 8500, 2: 16492})
+[I 2025-12-25 08:07:49,709] Trial 37 pruned. 
+
+================================================================================
+Trial 37 완료
+  Value (CSI): 0.333333
+  Parameters: {'d_main': 64, 'd_hidden': 256, 'n_blocks': 2, 'dropout': 0.36469756868313413, 'lr': 0.006450797787690603, 'weight_decay': 0.036428992235199846, 'batch_size': 32}
+  Best Value (CSI): 0.442761
+  Best Trial: 28
+  Best Parameters: {'d_main': 64, 'd_hidden': 192, 'n_blocks': 3, 'dropout': 0.3745726718399158, 'lr': 0.005338808759265471, 'weight_decay': 0.06558728678415406, 'batch_size': 32}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.3134117647058823, 1: 1.3134117647058823, 2: 0.6769342711617754} (클래스별 샘플 수: {0: 8500, 1: 8500, 2: 16492})
+  Fold 2 - 클래스별 가중치: {0: 1.3120392156862746, 1: 1.3120392156862746, 2: 0.677665026027425} (클래스별 샘플 수: {0: 8500, 1: 8500, 2: 16457})
+  Fold 3 - 클래스별 가중치: {0: 1.3113333333333332, 1: 1.3113333333333332, 2: 0.6780420544639779} (클래스별 샘플 수: {0: 8500, 1: 8500, 2: 16439})
+[I 2025-12-25 08:09:57,662] Trial 38 finished with value: 0.4291394157432447 and parameters: {'d_main': 96, 'd_hidden': 256, 'n_blocks': 3, 'dropout': 0.37715053236140245, 'lr': 0.0012010480077969926, 'weight_decay': 0.06594607241040679, 'batch_size': 32}. Best is trial 28 with value: 0.44276076380851953.
+
+================================================================================
+Trial 38 완료
+  Value (CSI): 0.429139
+  Parameters: {'d_main': 96, 'd_hidden': 256, 'n_blocks': 3, 'dropout': 0.37715053236140245, 'lr': 0.0012010480077969926, 'weight_decay': 0.06594607241040679, 'batch_size': 32}
+  Best Value (CSI): 0.442761
+  Best Trial: 28
+  Best Parameters: {'d_main': 64, 'd_hidden': 192, 'n_blocks': 3, 'dropout': 0.3745726718399158, 'lr': 0.005338808759265471, 'weight_decay': 0.06558728678415406, 'batch_size': 32}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.3134117647058823, 1: 1.3134117647058823, 2: 0.6769342711617754} (클래스별 샘플 수: {0: 8500, 1: 8500, 2: 16492})
+  Fold 2 - 클래스별 가중치: {0: 1.3120392156862746, 1: 1.3120392156862746, 2: 0.677665026027425} (클래스별 샘플 수: {0: 8500, 1: 8500, 2: 16457})
+  Fold 3 - 클래스별 가중치: {0: 1.3113333333333332, 1: 1.3113333333333332, 2: 0.6780420544639779} (클래스별 샘플 수: {0: 8500, 1: 8500, 2: 16439})
+[I 2025-12-25 08:10:37,460] Trial 39 finished with value: 0.4219683916352756 and parameters: {'d_main': 64, 'd_hidden': 256, 'n_blocks': 4, 'dropout': 0.338465381710154, 'lr': 0.00432633969349526, 'weight_decay': 0.02196619280932337, 'batch_size': 256}. Best is trial 28 with value: 0.44276076380851953.
+
+================================================================================
+Trial 39 완료
+  Value (CSI): 0.421968
+  Parameters: {'d_main': 64, 'd_hidden': 256, 'n_blocks': 4, 'dropout': 0.338465381710154, 'lr': 0.00432633969349526, 'weight_decay': 0.02196619280932337, 'batch_size': 256}
+  Best Value (CSI): 0.442761
+  Best Trial: 28
+  Best Parameters: {'d_main': 64, 'd_hidden': 192, 'n_blocks': 3, 'dropout': 0.3745726718399158, 'lr': 0.005338808759265471, 'weight_decay': 0.06558728678415406, 'batch_size': 32}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.3134117647058823, 1: 1.3134117647058823, 2: 0.6769342711617754} (클래스별 샘플 수: {0: 8500, 1: 8500, 2: 16492})
+  Fold 2 - 클래스별 가중치: {0: 1.3120392156862746, 1: 1.3120392156862746, 2: 0.677665026027425} (클래스별 샘플 수: {0: 8500, 1: 8500, 2: 16457})
+  Fold 3 - 클래스별 가중치: {0: 1.3113333333333332, 1: 1.3113333333333332, 2: 0.6780420544639779} (클래스별 샘플 수: {0: 8500, 1: 8500, 2: 16439})
+[I 2025-12-25 08:13:45,738] Trial 40 finished with value: 0.42416668025060195 and parameters: {'d_main': 224, 'd_hidden': 192, 'n_blocks': 3, 'dropout': 0.3708039610820247, 'lr': 0.0027419792369027334, 'weight_decay': 0.036693825651704315, 'batch_size': 32}. Best is trial 28 with value: 0.44276076380851953.
+
+================================================================================
+Trial 40 완료
+  Value (CSI): 0.424167
+  Parameters: {'d_main': 224, 'd_hidden': 192, 'n_blocks': 3, 'dropout': 0.3708039610820247, 'lr': 0.0027419792369027334, 'weight_decay': 0.036693825651704315, 'batch_size': 32}
+  Best Value (CSI): 0.442761
+  Best Trial: 28
+  Best Parameters: {'d_main': 64, 'd_hidden': 192, 'n_blocks': 3, 'dropout': 0.3745726718399158, 'lr': 0.005338808759265471, 'weight_decay': 0.06558728678415406, 'batch_size': 32}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.3134117647058823, 1: 1.3134117647058823, 2: 0.6769342711617754} (클래스별 샘플 수: {0: 8500, 1: 8500, 2: 16492})
+[I 2025-12-25 08:14:08,995] Trial 41 pruned. 
+
+================================================================================
+Trial 41 완료
+  Value (CSI): 0.404915
+  Parameters: {'d_main': 64, 'd_hidden': 192, 'n_blocks': 3, 'dropout': 0.38513567636244467, 'lr': 0.0033757676876511747, 'weight_decay': 0.05622976403393539, 'batch_size': 32}
+  Best Value (CSI): 0.442761
+  Best Trial: 28
+  Best Parameters: {'d_main': 64, 'd_hidden': 192, 'n_blocks': 3, 'dropout': 0.3745726718399158, 'lr': 0.005338808759265471, 'weight_decay': 0.06558728678415406, 'batch_size': 32}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.3134117647058823, 1: 1.3134117647058823, 2: 0.6769342711617754} (클래스별 샘플 수: {0: 8500, 1: 8500, 2: 16492})
+  Fold 2 - 클래스별 가중치: {0: 1.3120392156862746, 1: 1.3120392156862746, 2: 0.677665026027425} (클래스별 샘플 수: {0: 8500, 1: 8500, 2: 16457})
+  Fold 3 - 클래스별 가중치: {0: 1.3113333333333332, 1: 1.3113333333333332, 2: 0.6780420544639779} (클래스별 샘플 수: {0: 8500, 1: 8500, 2: 16439})
+[I 2025-12-25 08:17:45,812] Trial 42 finished with value: 0.4418058413221259 and parameters: {'d_main': 64, 'd_hidden': 192, 'n_blocks': 3, 'dropout': 0.3525483709797552, 'lr': 0.006482519791778859, 'weight_decay': 0.06474211872533037, 'batch_size': 32}. Best is trial 28 with value: 0.44276076380851953.
+
+================================================================================
+Trial 42 완료
+  Value (CSI): 0.441806
+  Parameters: {'d_main': 64, 'd_hidden': 192, 'n_blocks': 3, 'dropout': 0.3525483709797552, 'lr': 0.006482519791778859, 'weight_decay': 0.06474211872533037, 'batch_size': 32}
+  Best Value (CSI): 0.442761
+  Best Trial: 28
+  Best Parameters: {'d_main': 64, 'd_hidden': 192, 'n_blocks': 3, 'dropout': 0.3745726718399158, 'lr': 0.005338808759265471, 'weight_decay': 0.06558728678415406, 'batch_size': 32}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.3134117647058823, 1: 1.3134117647058823, 2: 0.6769342711617754} (클래스별 샘플 수: {0: 8500, 1: 8500, 2: 16492})
+  Fold 2 - 클래스별 가중치: {0: 1.3120392156862746, 1: 1.3120392156862746, 2: 0.677665026027425} (클래스별 샘플 수: {0: 8500, 1: 8500, 2: 16457})
+  Fold 3 - 클래스별 가중치: {0: 1.3113333333333332, 1: 1.3113333333333332, 2: 0.6780420544639779} (클래스별 샘플 수: {0: 8500, 1: 8500, 2: 16439})
+[I 2025-12-25 08:21:08,578] Trial 43 finished with value: 0.434006611084962 and parameters: {'d_main': 96, 'd_hidden': 192, 'n_blocks': 2, 'dropout': 0.3546752166888072, 'lr': 0.008078692177606612, 'weight_decay': 0.06772624569460033, 'batch_size': 32}. Best is trial 28 with value: 0.44276076380851953.
+
+================================================================================
+Trial 43 완료
+  Value (CSI): 0.434007
+  Parameters: {'d_main': 96, 'd_hidden': 192, 'n_blocks': 2, 'dropout': 0.3546752166888072, 'lr': 0.008078692177606612, 'weight_decay': 0.06772624569460033, 'batch_size': 32}
+  Best Value (CSI): 0.442761
+  Best Trial: 28
+  Best Parameters: {'d_main': 64, 'd_hidden': 192, 'n_blocks': 3, 'dropout': 0.3745726718399158, 'lr': 0.005338808759265471, 'weight_decay': 0.06558728678415406, 'batch_size': 32}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.3134117647058823, 1: 1.3134117647058823, 2: 0.6769342711617754} (클래스별 샘플 수: {0: 8500, 1: 8500, 2: 16492})
+[I 2025-12-25 08:21:12,962] Trial 44 pruned. 
+
+================================================================================
+Trial 44 완료
+  Value (CSI): 0.387441
+  Parameters: {'d_main': 64, 'd_hidden': 256, 'n_blocks': 3, 'dropout': 0.33242120632904093, 'lr': 0.006390416282628266, 'weight_decay': 0.018499151241463084, 'batch_size': 256}
+  Best Value (CSI): 0.442761
+  Best Trial: 28
+  Best Parameters: {'d_main': 64, 'd_hidden': 192, 'n_blocks': 3, 'dropout': 0.3745726718399158, 'lr': 0.005338808759265471, 'weight_decay': 0.06558728678415406, 'batch_size': 32}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.3134117647058823, 1: 1.3134117647058823, 2: 0.6769342711617754} (클래스별 샘플 수: {0: 8500, 1: 8500, 2: 16492})
+  Fold 2 - 클래스별 가중치: {0: 1.3120392156862746, 1: 1.3120392156862746, 2: 0.677665026027425} (클래스별 샘플 수: {0: 8500, 1: 8500, 2: 16457})
+  Fold 3 - 클래스별 가중치: {0: 1.3113333333333332, 1: 1.3113333333333332, 2: 0.6780420544639779} (클래스별 샘플 수: {0: 8500, 1: 8500, 2: 16439})
+[I 2025-12-25 08:24:35,876] Trial 45 finished with value: 0.4328911597365824 and parameters: {'d_main': 64, 'd_hidden': 192, 'n_blocks': 4, 'dropout': 0.3541411302655004, 'lr': 0.004361277389375321, 'weight_decay': 0.0310942174421319, 'batch_size': 32}. Best is trial 28 with value: 0.44276076380851953.
+
+================================================================================
+Trial 45 완료
+  Value (CSI): 0.432891
+  Parameters: {'d_main': 64, 'd_hidden': 192, 'n_blocks': 4, 'dropout': 0.3541411302655004, 'lr': 0.004361277389375321, 'weight_decay': 0.0310942174421319, 'batch_size': 32}
+  Best Value (CSI): 0.442761
+  Best Trial: 28
+  Best Parameters: {'d_main': 64, 'd_hidden': 192, 'n_blocks': 3, 'dropout': 0.3745726718399158, 'lr': 0.005338808759265471, 'weight_decay': 0.06558728678415406, 'batch_size': 32}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.3134117647058823, 1: 1.3134117647058823, 2: 0.6769342711617754} (클래스별 샘플 수: {0: 8500, 1: 8500, 2: 16492})
+[I 2025-12-25 08:24:52,502] Trial 46 pruned. 
+
+================================================================================
+Trial 46 완료
+  Value (CSI): 0.385987
+  Parameters: {'d_main': 96, 'd_hidden': 256, 'n_blocks': 2, 'dropout': 0.3684479784910826, 'lr': 0.00987274724654166, 'weight_decay': 0.04877497466065724, 'batch_size': 32}
+  Best Value (CSI): 0.442761
+  Best Trial: 28
+  Best Parameters: {'d_main': 64, 'd_hidden': 192, 'n_blocks': 3, 'dropout': 0.3745726718399158, 'lr': 0.005338808759265471, 'weight_decay': 0.06558728678415406, 'batch_size': 32}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.3134117647058823, 1: 1.3134117647058823, 2: 0.6769342711617754} (클래스별 샘플 수: {0: 8500, 1: 8500, 2: 16492})
+  Fold 2 - 클래스별 가중치: {0: 1.3120392156862746, 1: 1.3120392156862746, 2: 0.677665026027425} (클래스별 샘플 수: {0: 8500, 1: 8500, 2: 16457})
+  Fold 3 - 클래스별 가중치: {0: 1.3113333333333332, 1: 1.3113333333333332, 2: 0.6780420544639779} (클래스별 샘플 수: {0: 8500, 1: 8500, 2: 16439})
+[I 2025-12-25 08:28:41,501] Trial 47 finished with value: 0.43748518059903524 and parameters: {'d_main': 128, 'd_hidden': 128, 'n_blocks': 3, 'dropout': 0.37226062348503974, 'lr': 0.0026221085887409047, 'weight_decay': 0.07714066787961482, 'batch_size': 32}. Best is trial 28 with value: 0.44276076380851953.
+
+================================================================================
+Trial 47 완료
+  Value (CSI): 0.437485
+  Parameters: {'d_main': 128, 'd_hidden': 128, 'n_blocks': 3, 'dropout': 0.37226062348503974, 'lr': 0.0026221085887409047, 'weight_decay': 0.07714066787961482, 'batch_size': 32}
+  Best Value (CSI): 0.442761
+  Best Trial: 28
+  Best Parameters: {'d_main': 64, 'd_hidden': 192, 'n_blocks': 3, 'dropout': 0.3745726718399158, 'lr': 0.005338808759265471, 'weight_decay': 0.06558728678415406, 'batch_size': 32}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.3134117647058823, 1: 1.3134117647058823, 2: 0.6769342711617754} (클래스별 샘플 수: {0: 8500, 1: 8500, 2: 16492})
+  Fold 2 - 클래스별 가중치: {0: 1.3120392156862746, 1: 1.3120392156862746, 2: 0.677665026027425} (클래스별 샘플 수: {0: 8500, 1: 8500, 2: 16457})
+  Fold 3 - 클래스별 가중치: {0: 1.3113333333333332, 1: 1.3113333333333332, 2: 0.6780420544639779} (클래스별 샘플 수: {0: 8500, 1: 8500, 2: 16439})
+[I 2025-12-25 08:31:18,827] Trial 48 finished with value: 0.4309640940602453 and parameters: {'d_main': 128, 'd_hidden': 128, 'n_blocks': 3, 'dropout': 0.34951328656179387, 'lr': 0.0030883616656939266, 'weight_decay': 0.08426951786029306, 'batch_size': 32}. Best is trial 28 with value: 0.44276076380851953.
+
+================================================================================
+Trial 48 완료
+  Value (CSI): 0.430964
+  Parameters: {'d_main': 128, 'd_hidden': 128, 'n_blocks': 3, 'dropout': 0.34951328656179387, 'lr': 0.0030883616656939266, 'weight_decay': 0.08426951786029306, 'batch_size': 32}
+  Best Value (CSI): 0.442761
+  Best Trial: 28
+  Best Parameters: {'d_main': 64, 'd_hidden': 192, 'n_blocks': 3, 'dropout': 0.3745726718399158, 'lr': 0.005338808759265471, 'weight_decay': 0.06558728678415406, 'batch_size': 32}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.3134117647058823, 1: 1.3134117647058823, 2: 0.6769342711617754} (클래스별 샘플 수: {0: 8500, 1: 8500, 2: 16492})
+  Fold 2 - 클래스별 가중치: {0: 1.3120392156862746, 1: 1.3120392156862746, 2: 0.677665026027425} (클래스별 샘플 수: {0: 8500, 1: 8500, 2: 16457})
+  Fold 3 - 클래스별 가중치: {0: 1.3113333333333332, 1: 1.3113333333333332, 2: 0.6780420544639779} (클래스별 샘플 수: {0: 8500, 1: 8500, 2: 16439})
+[I 2025-12-25 08:31:58,250] Trial 49 finished with value: 0.42792317557435494 and parameters: {'d_main': 128, 'd_hidden': 128, 'n_blocks': 4, 'dropout': 0.32726311768049343, 'lr': 0.007721105830507379, 'weight_decay': 0.046424793978988646, 'batch_size': 256}. Best is trial 28 with value: 0.44276076380851953.
+
+================================================================================
+Trial 49 완료
+  Value (CSI): 0.427923
+  Parameters: {'d_main': 128, 'd_hidden': 128, 'n_blocks': 4, 'dropout': 0.32726311768049343, 'lr': 0.007721105830507379, 'weight_decay': 0.046424793978988646, 'batch_size': 256}
+  Best Value (CSI): 0.442761
+  Best Trial: 28
+  Best Parameters: {'d_main': 64, 'd_hidden': 192, 'n_blocks': 3, 'dropout': 0.3745726718399158, 'lr': 0.005338808759265471, 'weight_decay': 0.06558728678415406, 'batch_size': 32}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.3134117647058823, 1: 1.3134117647058823, 2: 0.6769342711617754} (클래스별 샘플 수: {0: 8500, 1: 8500, 2: 16492})
+[I 2025-12-25 08:32:04,390] Trial 50 pruned. 
+
+================================================================================
+Trial 50 완료
+  Value (CSI): 0.404669
+  Parameters: {'d_main': 96, 'd_hidden': 128, 'n_blocks': 2, 'dropout': 0.3046255172243599, 'lr': 0.002398728968962199, 'weight_decay': 0.08131564678612604, 'batch_size': 128}
+  Best Value (CSI): 0.442761
+  Best Trial: 28
+  Best Parameters: {'d_main': 64, 'd_hidden': 192, 'n_blocks': 3, 'dropout': 0.3745726718399158, 'lr': 0.005338808759265471, 'weight_decay': 0.06558728678415406, 'batch_size': 32}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.3134117647058823, 1: 1.3134117647058823, 2: 0.6769342711617754} (클래스별 샘플 수: {0: 8500, 1: 8500, 2: 16492})
+  Fold 2 - 클래스별 가중치: {0: 1.3120392156862746, 1: 1.3120392156862746, 2: 0.677665026027425} (클래스별 샘플 수: {0: 8500, 1: 8500, 2: 16457})
+  Fold 3 - 클래스별 가중치: {0: 1.3113333333333332, 1: 1.3113333333333332, 2: 0.6780420544639779} (클래스별 샘플 수: {0: 8500, 1: 8500, 2: 16439})
+[I 2025-12-25 08:35:05,791] Trial 51 finished with value: 0.4335312227141816 and parameters: {'d_main': 64, 'd_hidden': 128, 'n_blocks': 3, 'dropout': 0.37168225483435563, 'lr': 0.004987328488461577, 'weight_decay': 0.07202480689896357, 'batch_size': 32}. Best is trial 28 with value: 0.44276076380851953.
+
+================================================================================
+Trial 51 완료
+  Value (CSI): 0.433531
+  Parameters: {'d_main': 64, 'd_hidden': 128, 'n_blocks': 3, 'dropout': 0.37168225483435563, 'lr': 0.004987328488461577, 'weight_decay': 0.07202480689896357, 'batch_size': 32}
+  Best Value (CSI): 0.442761
+  Best Trial: 28
+  Best Parameters: {'d_main': 64, 'd_hidden': 192, 'n_blocks': 3, 'dropout': 0.3745726718399158, 'lr': 0.005338808759265471, 'weight_decay': 0.06558728678415406, 'batch_size': 32}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.3134117647058823, 1: 1.3134117647058823, 2: 0.6769342711617754} (클래스별 샘플 수: {0: 8500, 1: 8500, 2: 16492})
+  Fold 2 - 클래스별 가중치: {0: 1.3120392156862746, 1: 1.3120392156862746, 2: 0.677665026027425} (클래스별 샘플 수: {0: 8500, 1: 8500, 2: 16457})
+  Fold 3 - 클래스별 가중치: {0: 1.3113333333333332, 1: 1.3113333333333332, 2: 0.6780420544639779} (클래스별 샘플 수: {0: 8500, 1: 8500, 2: 16439})
+[I 2025-12-25 08:38:06,235] Trial 52 finished with value: 0.4322331573640996 and parameters: {'d_main': 64, 'd_hidden': 192, 'n_blocks': 3, 'dropout': 0.3871597535213145, 'lr': 0.006913919073344203, 'weight_decay': 0.05748508675597505, 'batch_size': 32}. Best is trial 28 with value: 0.44276076380851953.
+
+================================================================================
+Trial 52 완료
+  Value (CSI): 0.432233
+  Parameters: {'d_main': 64, 'd_hidden': 192, 'n_blocks': 3, 'dropout': 0.3871597535213145, 'lr': 0.006913919073344203, 'weight_decay': 0.05748508675597505, 'batch_size': 32}
+  Best Value (CSI): 0.442761
+  Best Trial: 28
+  Best Parameters: {'d_main': 64, 'd_hidden': 192, 'n_blocks': 3, 'dropout': 0.3745726718399158, 'lr': 0.005338808759265471, 'weight_decay': 0.06558728678415406, 'batch_size': 32}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.3134117647058823, 1: 1.3134117647058823, 2: 0.6769342711617754} (클래스별 샘플 수: {0: 8500, 1: 8500, 2: 16492})
+  Fold 2 - 클래스별 가중치: {0: 1.3120392156862746, 1: 1.3120392156862746, 2: 0.677665026027425} (클래스별 샘플 수: {0: 8500, 1: 8500, 2: 16457})
+  Fold 3 - 클래스별 가중치: {0: 1.3113333333333332, 1: 1.3113333333333332, 2: 0.6780420544639779} (클래스별 샘플 수: {0: 8500, 1: 8500, 2: 16439})
+[I 2025-12-25 08:41:30,157] Trial 53 finished with value: 0.42867022034956187 and parameters: {'d_main': 224, 'd_hidden': 192, 'n_blocks': 3, 'dropout': 0.3425024263370022, 'lr': 0.003941754767765407, 'weight_decay': 0.03506863504386928, 'batch_size': 32}. Best is trial 28 with value: 0.44276076380851953.
+
+================================================================================
+Trial 53 완료
+  Value (CSI): 0.428670
+  Parameters: {'d_main': 224, 'd_hidden': 192, 'n_blocks': 3, 'dropout': 0.3425024263370022, 'lr': 0.003941754767765407, 'weight_decay': 0.03506863504386928, 'batch_size': 32}
+  Best Value (CSI): 0.442761
+  Best Trial: 28
+  Best Parameters: {'d_main': 64, 'd_hidden': 192, 'n_blocks': 3, 'dropout': 0.3745726718399158, 'lr': 0.005338808759265471, 'weight_decay': 0.06558728678415406, 'batch_size': 32}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.3134117647058823, 1: 1.3134117647058823, 2: 0.6769342711617754} (클래스별 샘플 수: {0: 8500, 1: 8500, 2: 16492})
+[I 2025-12-25 08:41:48,328] Trial 54 pruned. 
+
+================================================================================
+Trial 54 완료
+  Value (CSI): 0.405637
+  Parameters: {'d_main': 96, 'd_hidden': 128, 'n_blocks': 3, 'dropout': 0.3723057546422501, 'lr': 0.009906664411190902, 'weight_decay': 0.0992815896868623, 'batch_size': 32}
+  Best Value (CSI): 0.442761
+  Best Trial: 28
+  Best Parameters: {'d_main': 64, 'd_hidden': 192, 'n_blocks': 3, 'dropout': 0.3745726718399158, 'lr': 0.005338808759265471, 'weight_decay': 0.06558728678415406, 'batch_size': 32}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.3134117647058823, 1: 1.3134117647058823, 2: 0.6769342711617754} (클래스별 샘플 수: {0: 8500, 1: 8500, 2: 16492})
+  Fold 2 - 클래스별 가중치: {0: 1.3120392156862746, 1: 1.3120392156862746, 2: 0.677665026027425} (클래스별 샘플 수: {0: 8500, 1: 8500, 2: 16457})
+  Fold 3 - 클래스별 가중치: {0: 1.3113333333333332, 1: 1.3113333333333332, 2: 0.6780420544639779} (클래스별 샘플 수: {0: 8500, 1: 8500, 2: 16439})
+[I 2025-12-25 08:45:33,067] Trial 55 finished with value: 0.44198060611780043 and parameters: {'d_main': 64, 'd_hidden': 128, 'n_blocks': 4, 'dropout': 0.3548609770444313, 'lr': 0.004772287245178301, 'weight_decay': 0.07431485260937054, 'batch_size': 32}. Best is trial 28 with value: 0.44276076380851953.
+
+================================================================================
+Trial 55 완료
+  Value (CSI): 0.441981
+  Parameters: {'d_main': 64, 'd_hidden': 128, 'n_blocks': 4, 'dropout': 0.3548609770444313, 'lr': 0.004772287245178301, 'weight_decay': 0.07431485260937054, 'batch_size': 32}
+  Best Value (CSI): 0.442761
+  Best Trial: 28
+  Best Parameters: {'d_main': 64, 'd_hidden': 192, 'n_blocks': 3, 'dropout': 0.3745726718399158, 'lr': 0.005338808759265471, 'weight_decay': 0.06558728678415406, 'batch_size': 32}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.3134117647058823, 1: 1.3134117647058823, 2: 0.6769342711617754} (클래스별 샘플 수: {0: 8500, 1: 8500, 2: 16492})
+  Fold 2 - 클래스별 가중치: {0: 1.3120392156862746, 1: 1.3120392156862746, 2: 0.677665026027425} (클래스별 샘플 수: {0: 8500, 1: 8500, 2: 16457})
+  Fold 3 - 클래스별 가중치: {0: 1.3113333333333332, 1: 1.3113333333333332, 2: 0.6780420544639779} (클래스별 샘플 수: {0: 8500, 1: 8500, 2: 16439})
+[I 2025-12-25 08:48:44,592] Trial 56 finished with value: 0.4330834378297727 and parameters: {'d_main': 128, 'd_hidden': 128, 'n_blocks': 4, 'dropout': 0.3562086125969326, 'lr': 0.0026282896329378694, 'weight_decay': 0.04492595669313181, 'batch_size': 32}. Best is trial 28 with value: 0.44276076380851953.
+
+================================================================================
+Trial 56 완료
+  Value (CSI): 0.433083
+  Parameters: {'d_main': 128, 'd_hidden': 128, 'n_blocks': 4, 'dropout': 0.3562086125969326, 'lr': 0.0026282896329378694, 'weight_decay': 0.04492595669313181, 'batch_size': 32}
+  Best Value (CSI): 0.442761
+  Best Trial: 28
+  Best Parameters: {'d_main': 64, 'd_hidden': 192, 'n_blocks': 3, 'dropout': 0.3745726718399158, 'lr': 0.005338808759265471, 'weight_decay': 0.06558728678415406, 'batch_size': 32}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.3134117647058823, 1: 1.3134117647058823, 2: 0.6769342711617754} (클래스별 샘플 수: {0: 8500, 1: 8500, 2: 16492})
+  Fold 2 - 클래스별 가중치: {0: 1.3120392156862746, 1: 1.3120392156862746, 2: 0.677665026027425} (클래스별 샘플 수: {0: 8500, 1: 8500, 2: 16457})
+  Fold 3 - 클래스별 가중치: {0: 1.3113333333333332, 1: 1.3113333333333332, 2: 0.6780420544639779} (클래스별 샘플 수: {0: 8500, 1: 8500, 2: 16439})
+[I 2025-12-25 08:52:05,185] Trial 57 finished with value: 0.42093308066262 and parameters: {'d_main': 256, 'd_hidden': 128, 'n_blocks': 5, 'dropout': 0.32166876844272685, 'lr': 0.0036186646774992617, 'weight_decay': 0.032851955741950864, 'batch_size': 32}. Best is trial 28 with value: 0.44276076380851953.
+
+================================================================================
+Trial 57 완료
+  Value (CSI): 0.420933
+  Parameters: {'d_main': 256, 'd_hidden': 128, 'n_blocks': 5, 'dropout': 0.32166876844272685, 'lr': 0.0036186646774992617, 'weight_decay': 0.032851955741950864, 'batch_size': 32}
+  Best Value (CSI): 0.442761
+  Best Trial: 28
+  Best Parameters: {'d_main': 64, 'd_hidden': 192, 'n_blocks': 3, 'dropout': 0.3745726718399158, 'lr': 0.005338808759265471, 'weight_decay': 0.06558728678415406, 'batch_size': 32}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.3134117647058823, 1: 1.3134117647058823, 2: 0.6769342711617754} (클래스별 샘플 수: {0: 8500, 1: 8500, 2: 16492})
+  Fold 2 - 클래스별 가중치: {0: 1.3120392156862746, 1: 1.3120392156862746, 2: 0.677665026027425} (클래스별 샘플 수: {0: 8500, 1: 8500, 2: 16457})
+  Fold 3 - 클래스별 가중치: {0: 1.3113333333333332, 1: 1.3113333333333332, 2: 0.6780420544639779} (클래스별 샘플 수: {0: 8500, 1: 8500, 2: 16439})
+[I 2025-12-25 08:53:01,010] Trial 58 finished with value: 0.4303641783294103 and parameters: {'d_main': 64, 'd_hidden': 128, 'n_blocks': 4, 'dropout': 0.3410535792361091, 'lr': 0.007595740994424047, 'weight_decay': 0.0758603102057132, 'batch_size': 128}. Best is trial 28 with value: 0.44276076380851953.
+
+================================================================================
+Trial 58 완료
+  Value (CSI): 0.430364
+  Parameters: {'d_main': 64, 'd_hidden': 128, 'n_blocks': 4, 'dropout': 0.3410535792361091, 'lr': 0.007595740994424047, 'weight_decay': 0.0758603102057132, 'batch_size': 128}
+  Best Value (CSI): 0.442761
+  Best Trial: 28
+  Best Parameters: {'d_main': 64, 'd_hidden': 192, 'n_blocks': 3, 'dropout': 0.3745726718399158, 'lr': 0.005338808759265471, 'weight_decay': 0.06558728678415406, 'batch_size': 32}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.3134117647058823, 1: 1.3134117647058823, 2: 0.6769342711617754} (클래스별 샘플 수: {0: 8500, 1: 8500, 2: 16492})
+[I 2025-12-25 08:53:05,632] Trial 59 pruned. 
+
+================================================================================
+Trial 59 완료
+  Value (CSI): 0.393120
+  Parameters: {'d_main': 160, 'd_hidden': 192, 'n_blocks': 4, 'dropout': 0.3870914809694128, 'lr': 0.004580615286128826, 'weight_decay': 0.02888965128912849, 'batch_size': 256}
+  Best Value (CSI): 0.442761
+  Best Trial: 28
+  Best Parameters: {'d_main': 64, 'd_hidden': 192, 'n_blocks': 3, 'dropout': 0.3745726718399158, 'lr': 0.005338808759265471, 'weight_decay': 0.06558728678415406, 'batch_size': 32}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.3134117647058823, 1: 1.3134117647058823, 2: 0.6769342711617754} (클래스별 샘플 수: {0: 8500, 1: 8500, 2: 16492})
+[I 2025-12-25 08:53:28,859] Trial 60 pruned. 
+
+================================================================================
+Trial 60 완료
+  Value (CSI): 0.365229
+  Parameters: {'d_main': 192, 'd_hidden': 128, 'n_blocks': 6, 'dropout': 0.3515699441979157, 'lr': 0.0015068182469473975, 'weight_decay': 0.018363470187339928, 'batch_size': 32}
+  Best Value (CSI): 0.442761
+  Best Trial: 28
+  Best Parameters: {'d_main': 64, 'd_hidden': 192, 'n_blocks': 3, 'dropout': 0.3745726718399158, 'lr': 0.005338808759265471, 'weight_decay': 0.06558728678415406, 'batch_size': 32}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.3134117647058823, 1: 1.3134117647058823, 2: 0.6769342711617754} (클래스별 샘플 수: {0: 8500, 1: 8500, 2: 16492})
+[I 2025-12-25 08:53:47,454] Trial 61 pruned. 
+
+================================================================================
+Trial 61 완료
+  Value (CSI): 0.407134
+  Parameters: {'d_main': 64, 'd_hidden': 128, 'n_blocks': 3, 'dropout': 0.36706047746968157, 'lr': 0.005508119117433485, 'weight_decay': 0.06621951432080188, 'batch_size': 32}
+  Best Value (CSI): 0.442761
+  Best Trial: 28
+  Best Parameters: {'d_main': 64, 'd_hidden': 192, 'n_blocks': 3, 'dropout': 0.3745726718399158, 'lr': 0.005338808759265471, 'weight_decay': 0.06558728678415406, 'batch_size': 32}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.3134117647058823, 1: 1.3134117647058823, 2: 0.6769342711617754} (클래스별 샘플 수: {0: 8500, 1: 8500, 2: 16492})
+  Fold 2 - 클래스별 가중치: {0: 1.3120392156862746, 1: 1.3120392156862746, 2: 0.677665026027425} (클래스별 샘플 수: {0: 8500, 1: 8500, 2: 16457})
+  Fold 3 - 클래스별 가중치: {0: 1.3113333333333332, 1: 1.3113333333333332, 2: 0.6780420544639779} (클래스별 샘플 수: {0: 8500, 1: 8500, 2: 16439})
+[I 2025-12-25 08:57:05,998] Trial 62 finished with value: 0.43032574505853805 and parameters: {'d_main': 64, 'd_hidden': 64, 'n_blocks': 3, 'dropout': 0.3892564320843488, 'lr': 0.007214234407084324, 'weight_decay': 0.05177799735130411, 'batch_size': 32}. Best is trial 28 with value: 0.44276076380851953.
+
+================================================================================
+Trial 62 완료
+  Value (CSI): 0.430326
+  Parameters: {'d_main': 64, 'd_hidden': 64, 'n_blocks': 3, 'dropout': 0.3892564320843488, 'lr': 0.007214234407084324, 'weight_decay': 0.05177799735130411, 'batch_size': 32}
+  Best Value (CSI): 0.442761
+  Best Trial: 28
+  Best Parameters: {'d_main': 64, 'd_hidden': 192, 'n_blocks': 3, 'dropout': 0.3745726718399158, 'lr': 0.005338808759265471, 'weight_decay': 0.06558728678415406, 'batch_size': 32}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.3134117647058823, 1: 1.3134117647058823, 2: 0.6769342711617754} (클래스별 샘플 수: {0: 8500, 1: 8500, 2: 16492})
+  Fold 2 - 클래스별 가중치: {0: 1.3120392156862746, 1: 1.3120392156862746, 2: 0.677665026027425} (클래스별 샘플 수: {0: 8500, 1: 8500, 2: 16457})
+  Fold 3 - 클래스별 가중치: {0: 1.3113333333333332, 1: 1.3113333333333332, 2: 0.6780420544639779} (클래스별 샘플 수: {0: 8500, 1: 8500, 2: 16439})
+[I 2025-12-25 08:59:50,636] Trial 63 finished with value: 0.43342993067010366 and parameters: {'d_main': 64, 'd_hidden': 128, 'n_blocks': 4, 'dropout': 0.3773160953077685, 'lr': 0.005474325345182978, 'weight_decay': 0.07949441907331403, 'batch_size': 32}. Best is trial 28 with value: 0.44276076380851953.
+
+================================================================================
+Trial 63 완료
+  Value (CSI): 0.433430
+  Parameters: {'d_main': 64, 'd_hidden': 128, 'n_blocks': 4, 'dropout': 0.3773160953077685, 'lr': 0.005474325345182978, 'weight_decay': 0.07949441907331403, 'batch_size': 32}
+  Best Value (CSI): 0.442761
+  Best Trial: 28
+  Best Parameters: {'d_main': 64, 'd_hidden': 192, 'n_blocks': 3, 'dropout': 0.3745726718399158, 'lr': 0.005338808759265471, 'weight_decay': 0.06558728678415406, 'batch_size': 32}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.3134117647058823, 1: 1.3134117647058823, 2: 0.6769342711617754} (클래스별 샘플 수: {0: 8500, 1: 8500, 2: 16492})
+  Fold 2 - 클래스별 가중치: {0: 1.3120392156862746, 1: 1.3120392156862746, 2: 0.677665026027425} (클래스별 샘플 수: {0: 8500, 1: 8500, 2: 16457})
+  Fold 3 - 클래스별 가중치: {0: 1.3113333333333332, 1: 1.3113333333333332, 2: 0.6780420544639779} (클래스별 샘플 수: {0: 8500, 1: 8500, 2: 16439})
+[I 2025-12-25 09:03:00,816] Trial 64 finished with value: 0.44040042816128716 and parameters: {'d_main': 96, 'd_hidden': 192, 'n_blocks': 3, 'dropout': 0.36037655513594746, 'lr': 0.003838150334960364, 'weight_decay': 0.04084151208216666, 'batch_size': 32}. Best is trial 28 with value: 0.44276076380851953.
+
+================================================================================
+Trial 64 완료
+  Value (CSI): 0.440400
+  Parameters: {'d_main': 96, 'd_hidden': 192, 'n_blocks': 3, 'dropout': 0.36037655513594746, 'lr': 0.003838150334960364, 'weight_decay': 0.04084151208216666, 'batch_size': 32}
+  Best Value (CSI): 0.442761
+  Best Trial: 28
+  Best Parameters: {'d_main': 64, 'd_hidden': 192, 'n_blocks': 3, 'dropout': 0.3745726718399158, 'lr': 0.005338808759265471, 'weight_decay': 0.06558728678415406, 'batch_size': 32}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.3134117647058823, 1: 1.3134117647058823, 2: 0.6769342711617754} (클래스별 샘플 수: {0: 8500, 1: 8500, 2: 16492})
+  Fold 2 - 클래스별 가중치: {0: 1.3120392156862746, 1: 1.3120392156862746, 2: 0.677665026027425} (클래스별 샘플 수: {0: 8500, 1: 8500, 2: 16457})
+  Fold 3 - 클래스별 가중치: {0: 1.3113333333333332, 1: 1.3113333333333332, 2: 0.6780420544639779} (클래스별 샘플 수: {0: 8500, 1: 8500, 2: 16439})
+[I 2025-12-25 09:06:00,670] Trial 65 finished with value: 0.42917475530991817 and parameters: {'d_main': 96, 'd_hidden': 192, 'n_blocks': 5, 'dropout': 0.35723139086889033, 'lr': 0.0023535831348208067, 'weight_decay': 0.04487131442914227, 'batch_size': 32}. Best is trial 28 with value: 0.44276076380851953.
+
+================================================================================
+Trial 65 완료
+  Value (CSI): 0.429175
+  Parameters: {'d_main': 96, 'd_hidden': 192, 'n_blocks': 5, 'dropout': 0.35723139086889033, 'lr': 0.0023535831348208067, 'weight_decay': 0.04487131442914227, 'batch_size': 32}
+  Best Value (CSI): 0.442761
+  Best Trial: 28
+  Best Parameters: {'d_main': 64, 'd_hidden': 192, 'n_blocks': 3, 'dropout': 0.3745726718399158, 'lr': 0.005338808759265471, 'weight_decay': 0.06558728678415406, 'batch_size': 32}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.3134117647058823, 1: 1.3134117647058823, 2: 0.6769342711617754} (클래스별 샘플 수: {0: 8500, 1: 8500, 2: 16492})
+  Fold 2 - 클래스별 가중치: {0: 1.3120392156862746, 1: 1.3120392156862746, 2: 0.677665026027425} (클래스별 샘플 수: {0: 8500, 1: 8500, 2: 16457})
+  Fold 3 - 클래스별 가중치: {0: 1.3113333333333332, 1: 1.3113333333333332, 2: 0.6780420544639779} (클래스별 샘플 수: {0: 8500, 1: 8500, 2: 16439})
+[I 2025-12-25 09:09:23,913] Trial 66 finished with value: 0.4309938681187342 and parameters: {'d_main': 96, 'd_hidden': 192, 'n_blocks': 4, 'dropout': 0.36503185557467877, 'lr': 0.0038576854251769223, 'weight_decay': 0.08311360875827824, 'batch_size': 32}. Best is trial 28 with value: 0.44276076380851953.
+
+================================================================================
+Trial 66 완료
+  Value (CSI): 0.430994
+  Parameters: {'d_main': 96, 'd_hidden': 192, 'n_blocks': 4, 'dropout': 0.36503185557467877, 'lr': 0.0038576854251769223, 'weight_decay': 0.08311360875827824, 'batch_size': 32}
+  Best Value (CSI): 0.442761
+  Best Trial: 28
+  Best Parameters: {'d_main': 64, 'd_hidden': 192, 'n_blocks': 3, 'dropout': 0.3745726718399158, 'lr': 0.005338808759265471, 'weight_decay': 0.06558728678415406, 'batch_size': 32}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.3134117647058823, 1: 1.3134117647058823, 2: 0.6769342711617754} (클래스별 샘플 수: {0: 8500, 1: 8500, 2: 16492})
+  Fold 2 - 클래스별 가중치: {0: 1.3120392156862746, 1: 1.3120392156862746, 2: 0.677665026027425} (클래스별 샘플 수: {0: 8500, 1: 8500, 2: 16457})
+  Fold 3 - 클래스별 가중치: {0: 1.3113333333333332, 1: 1.3113333333333332, 2: 0.6780420544639779} (클래스별 샘플 수: {0: 8500, 1: 8500, 2: 16439})
+[I 2025-12-25 09:10:29,812] Trial 67 finished with value: 0.43062741181967196 and parameters: {'d_main': 160, 'd_hidden': 192, 'n_blocks': 3, 'dropout': 0.3916990377032639, 'lr': 0.002987024090187709, 'weight_decay': 0.09976465725286458, 'batch_size': 64}. Best is trial 28 with value: 0.44276076380851953.
+
+================================================================================
+Trial 67 완료
+  Value (CSI): 0.430627
+  Parameters: {'d_main': 160, 'd_hidden': 192, 'n_blocks': 3, 'dropout': 0.3916990377032639, 'lr': 0.002987024090187709, 'weight_decay': 0.09976465725286458, 'batch_size': 64}
+  Best Value (CSI): 0.442761
+  Best Trial: 28
+  Best Parameters: {'d_main': 64, 'd_hidden': 192, 'n_blocks': 3, 'dropout': 0.3745726718399158, 'lr': 0.005338808759265471, 'weight_decay': 0.06558728678415406, 'batch_size': 32}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.3134117647058823, 1: 1.3134117647058823, 2: 0.6769342711617754} (클래스별 샘플 수: {0: 8500, 1: 8500, 2: 16492})
+  Fold 2 - 클래스별 가중치: {0: 1.3120392156862746, 1: 1.3120392156862746, 2: 0.677665026027425} (클래스별 샘플 수: {0: 8500, 1: 8500, 2: 16457})
+  Fold 3 - 클래스별 가중치: {0: 1.3113333333333332, 1: 1.3113333333333332, 2: 0.6780420544639779} (클래스별 샘플 수: {0: 8500, 1: 8500, 2: 16439})
+[I 2025-12-25 09:11:25,619] Trial 68 finished with value: 0.42958518520267885 and parameters: {'d_main': 96, 'd_hidden': 192, 'n_blocks': 2, 'dropout': 0.342848455151024, 'lr': 0.004770310833468034, 'weight_decay': 0.0594664080887527, 'batch_size': 128}. Best is trial 28 with value: 0.44276076380851953.
+
+================================================================================
+Trial 68 완료
+  Value (CSI): 0.429585
+  Parameters: {'d_main': 96, 'd_hidden': 192, 'n_blocks': 2, 'dropout': 0.342848455151024, 'lr': 0.004770310833468034, 'weight_decay': 0.0594664080887527, 'batch_size': 128}
+  Best Value (CSI): 0.442761
+  Best Trial: 28
+  Best Parameters: {'d_main': 64, 'd_hidden': 192, 'n_blocks': 3, 'dropout': 0.3745726718399158, 'lr': 0.005338808759265471, 'weight_decay': 0.06558728678415406, 'batch_size': 32}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.3134117647058823, 1: 1.3134117647058823, 2: 0.6769342711617754} (클래스별 샘플 수: {0: 8500, 1: 8500, 2: 16492})
+  Fold 2 - 클래스별 가중치: {0: 1.3120392156862746, 1: 1.3120392156862746, 2: 0.677665026027425} (클래스별 샘플 수: {0: 8500, 1: 8500, 2: 16457})
+  Fold 3 - 클래스별 가중치: {0: 1.3113333333333332, 1: 1.3113333333333332, 2: 0.6780420544639779} (클래스별 샘플 수: {0: 8500, 1: 8500, 2: 16439})
+[I 2025-12-25 09:15:03,498] Trial 69 finished with value: 0.4237286620526743 and parameters: {'d_main': 128, 'd_hidden': 192, 'n_blocks': 3, 'dropout': 0.36220531240024484, 'lr': 0.007811662644415548, 'weight_decay': 0.036405719008048225, 'batch_size': 32}. Best is trial 28 with value: 0.44276076380851953.
+
+================================================================================
+Trial 69 완료
+  Value (CSI): 0.423729
+  Parameters: {'d_main': 128, 'd_hidden': 192, 'n_blocks': 3, 'dropout': 0.36220531240024484, 'lr': 0.007811662644415548, 'weight_decay': 0.036405719008048225, 'batch_size': 32}
+  Best Value (CSI): 0.442761
+  Best Trial: 28
+  Best Parameters: {'d_main': 64, 'd_hidden': 192, 'n_blocks': 3, 'dropout': 0.3745726718399158, 'lr': 0.005338808759265471, 'weight_decay': 0.06558728678415406, 'batch_size': 32}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.3134117647058823, 1: 1.3134117647058823, 2: 0.6769342711617754} (클래스별 샘플 수: {0: 8500, 1: 8500, 2: 16492})
+  Fold 2 - 클래스별 가중치: {0: 1.3120392156862746, 1: 1.3120392156862746, 2: 0.677665026027425} (클래스별 샘플 수: {0: 8500, 1: 8500, 2: 16457})
+  Fold 3 - 클래스별 가중치: {0: 1.3113333333333332, 1: 1.3113333333333332, 2: 0.6780420544639779} (클래스별 샘플 수: {0: 8500, 1: 8500, 2: 16439})
+[I 2025-12-25 09:16:22,360] Trial 70 finished with value: 0.4338468546714666 and parameters: {'d_main': 96, 'd_hidden': 192, 'n_blocks': 4, 'dropout': 0.33063700575093646, 'lr': 0.0036895806085626742, 'weight_decay': 0.05287383236622923, 'batch_size': 64}. Best is trial 28 with value: 0.44276076380851953.
+
+================================================================================
+Trial 70 완료
+  Value (CSI): 0.433847
+  Parameters: {'d_main': 96, 'd_hidden': 192, 'n_blocks': 4, 'dropout': 0.33063700575093646, 'lr': 0.0036895806085626742, 'weight_decay': 0.05287383236622923, 'batch_size': 64}
+  Best Value (CSI): 0.442761
+  Best Trial: 28
+  Best Parameters: {'d_main': 64, 'd_hidden': 192, 'n_blocks': 3, 'dropout': 0.3745726718399158, 'lr': 0.005338808759265471, 'weight_decay': 0.06558728678415406, 'batch_size': 32}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.3134117647058823, 1: 1.3134117647058823, 2: 0.6769342711617754} (클래스별 샘플 수: {0: 8500, 1: 8500, 2: 16492})
+  Fold 2 - 클래스별 가중치: {0: 1.3120392156862746, 1: 1.3120392156862746, 2: 0.677665026027425} (클래스별 샘플 수: {0: 8500, 1: 8500, 2: 16457})
+  Fold 3 - 클래스별 가중치: {0: 1.3113333333333332, 1: 1.3113333333333332, 2: 0.6780420544639779} (클래스별 샘플 수: {0: 8500, 1: 8500, 2: 16439})
+[I 2025-12-25 09:19:54,365] Trial 71 finished with value: 0.43874925307127866 and parameters: {'d_main': 64, 'd_hidden': 128, 'n_blocks': 3, 'dropout': 0.3778273207818534, 'lr': 0.005242586274916353, 'weight_decay': 0.06633213192626904, 'batch_size': 32}. Best is trial 28 with value: 0.44276076380851953.
+
+================================================================================
+Trial 71 완료
+  Value (CSI): 0.438749
+  Parameters: {'d_main': 64, 'd_hidden': 128, 'n_blocks': 3, 'dropout': 0.3778273207818534, 'lr': 0.005242586274916353, 'weight_decay': 0.06633213192626904, 'batch_size': 32}
+  Best Value (CSI): 0.442761
+  Best Trial: 28
+  Best Parameters: {'d_main': 64, 'd_hidden': 192, 'n_blocks': 3, 'dropout': 0.3745726718399158, 'lr': 0.005338808759265471, 'weight_decay': 0.06558728678415406, 'batch_size': 32}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.3134117647058823, 1: 1.3134117647058823, 2: 0.6769342711617754} (클래스별 샘플 수: {0: 8500, 1: 8500, 2: 16492})
+  Fold 2 - 클래스별 가중치: {0: 1.3120392156862746, 1: 1.3120392156862746, 2: 0.677665026027425} (클래스별 샘플 수: {0: 8500, 1: 8500, 2: 16457})
+  Fold 3 - 클래스별 가중치: {0: 1.3113333333333332, 1: 1.3113333333333332, 2: 0.6780420544639779} (클래스별 샘플 수: {0: 8500, 1: 8500, 2: 16439})
+[I 2025-12-25 09:23:22,954] Trial 72 finished with value: 0.43056932254494645 and parameters: {'d_main': 64, 'd_hidden': 128, 'n_blocks': 3, 'dropout': 0.37902973790933575, 'lr': 0.006726735417270347, 'weight_decay': 0.0785495957829436, 'batch_size': 32}. Best is trial 28 with value: 0.44276076380851953.
+
+================================================================================
+Trial 72 완료
+  Value (CSI): 0.430569
+  Parameters: {'d_main': 64, 'd_hidden': 128, 'n_blocks': 3, 'dropout': 0.37902973790933575, 'lr': 0.006726735417270347, 'weight_decay': 0.0785495957829436, 'batch_size': 32}
+  Best Value (CSI): 0.442761
+  Best Trial: 28
+  Best Parameters: {'d_main': 64, 'd_hidden': 192, 'n_blocks': 3, 'dropout': 0.3745726718399158, 'lr': 0.005338808759265471, 'weight_decay': 0.06558728678415406, 'batch_size': 32}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.3134117647058823, 1: 1.3134117647058823, 2: 0.6769342711617754} (클래스별 샘플 수: {0: 8500, 1: 8500, 2: 16492})
+  Fold 2 - 클래스별 가중치: {0: 1.3120392156862746, 1: 1.3120392156862746, 2: 0.677665026027425} (클래스별 샘플 수: {0: 8500, 1: 8500, 2: 16457})
+  Fold 3 - 클래스별 가중치: {0: 1.3113333333333332, 1: 1.3113333333333332, 2: 0.6780420544639779} (클래스별 샘플 수: {0: 8500, 1: 8500, 2: 16439})
+[I 2025-12-25 09:27:15,990] Trial 73 finished with value: 0.43668668822988194 and parameters: {'d_main': 64, 'd_hidden': 128, 'n_blocks': 3, 'dropout': 0.39274665266093595, 'lr': 0.004982119803401997, 'weight_decay': 0.04152762132722463, 'batch_size': 32}. Best is trial 28 with value: 0.44276076380851953.
+
+================================================================================
+Trial 73 완료
+  Value (CSI): 0.436687
+  Parameters: {'d_main': 64, 'd_hidden': 128, 'n_blocks': 3, 'dropout': 0.39274665266093595, 'lr': 0.004982119803401997, 'weight_decay': 0.04152762132722463, 'batch_size': 32}
+  Best Value (CSI): 0.442761
+  Best Trial: 28
+  Best Parameters: {'d_main': 64, 'd_hidden': 192, 'n_blocks': 3, 'dropout': 0.3745726718399158, 'lr': 0.005338808759265471, 'weight_decay': 0.06558728678415406, 'batch_size': 32}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.3134117647058823, 1: 1.3134117647058823, 2: 0.6769342711617754} (클래스별 샘플 수: {0: 8500, 1: 8500, 2: 16492})
+  Fold 2 - 클래스별 가중치: {0: 1.3120392156862746, 1: 1.3120392156862746, 2: 0.677665026027425} (클래스별 샘플 수: {0: 8500, 1: 8500, 2: 16457})
+  Fold 3 - 클래스별 가중치: {0: 1.3113333333333332, 1: 1.3113333333333332, 2: 0.6780420544639779} (클래스별 샘플 수: {0: 8500, 1: 8500, 2: 16439})
+[I 2025-12-25 09:29:50,880] Trial 74 finished with value: 0.43415434679144077 and parameters: {'d_main': 64, 'd_hidden': 128, 'n_blocks': 3, 'dropout': 0.35001564793088136, 'lr': 0.0030951709454712538, 'weight_decay': 0.06285339715307228, 'batch_size': 32}. Best is trial 28 with value: 0.44276076380851953.
+
+================================================================================
+Trial 74 완료
+  Value (CSI): 0.434154
+  Parameters: {'d_main': 64, 'd_hidden': 128, 'n_blocks': 3, 'dropout': 0.35001564793088136, 'lr': 0.0030951709454712538, 'weight_decay': 0.06285339715307228, 'batch_size': 32}
+  Best Value (CSI): 0.442761
+  Best Trial: 28
+  Best Parameters: {'d_main': 64, 'd_hidden': 192, 'n_blocks': 3, 'dropout': 0.3745726718399158, 'lr': 0.005338808759265471, 'weight_decay': 0.06558728678415406, 'batch_size': 32}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.3134117647058823, 1: 1.3134117647058823, 2: 0.6769342711617754} (클래스별 샘플 수: {0: 8500, 1: 8500, 2: 16492})
+[I 2025-12-25 09:30:09,451] Trial 75 pruned. 
+
+================================================================================
+Trial 75 완료
+  Value (CSI): 0.380531
+  Parameters: {'d_main': 64, 'd_hidden': 128, 'n_blocks': 3, 'dropout': 0.37982402458883635, 'lr': 0.008237765258950178, 'weight_decay': 0.0525666170194673, 'batch_size': 32}
+  Best Value (CSI): 0.442761
+  Best Trial: 28
+  Best Parameters: {'d_main': 64, 'd_hidden': 192, 'n_blocks': 3, 'dropout': 0.3745726718399158, 'lr': 0.005338808759265471, 'weight_decay': 0.06558728678415406, 'batch_size': 32}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.3134117647058823, 1: 1.3134117647058823, 2: 0.6769342711617754} (클래스별 샘플 수: {0: 8500, 1: 8500, 2: 16492})
+[I 2025-12-25 09:30:28,346] Trial 76 pruned. 
+
+================================================================================
+Trial 76 완료
+  Value (CSI): 0.409488
+  Parameters: {'d_main': 64, 'd_hidden': 192, 'n_blocks': 3, 'dropout': 0.3664525826531577, 'lr': 0.006230577001515142, 'weight_decay': 0.08557913694923001, 'batch_size': 32}
+  Best Value (CSI): 0.442761
+  Best Trial: 28
+  Best Parameters: {'d_main': 64, 'd_hidden': 192, 'n_blocks': 3, 'dropout': 0.3745726718399158, 'lr': 0.005338808759265471, 'weight_decay': 0.06558728678415406, 'batch_size': 32}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.3134117647058823, 1: 1.3134117647058823, 2: 0.6769342711617754} (클래스별 샘플 수: {0: 8500, 1: 8500, 2: 16492})
+  Fold 2 - 클래스별 가중치: {0: 1.3120392156862746, 1: 1.3120392156862746, 2: 0.677665026027425} (클래스별 샘플 수: {0: 8500, 1: 8500, 2: 16457})
+  Fold 3 - 클래스별 가중치: {0: 1.3113333333333332, 1: 1.3113333333333332, 2: 0.6780420544639779} (클래스별 샘플 수: {0: 8500, 1: 8500, 2: 16439})
+[I 2025-12-25 09:33:06,782] Trial 77 finished with value: 0.4349047275907474 and parameters: {'d_main': 96, 'd_hidden': 192, 'n_blocks': 4, 'dropout': 0.3584665074698671, 'lr': 0.002211456516132352, 'weight_decay': 0.06788899015807041, 'batch_size': 32}. Best is trial 28 with value: 0.44276076380851953.
+
+================================================================================
+Trial 77 완료
+  Value (CSI): 0.434905
+  Parameters: {'d_main': 96, 'd_hidden': 192, 'n_blocks': 4, 'dropout': 0.3584665074698671, 'lr': 0.002211456516132352, 'weight_decay': 0.06788899015807041, 'batch_size': 32}
+  Best Value (CSI): 0.442761
+  Best Trial: 28
+  Best Parameters: {'d_main': 64, 'd_hidden': 192, 'n_blocks': 3, 'dropout': 0.3745726718399158, 'lr': 0.005338808759265471, 'weight_decay': 0.06558728678415406, 'batch_size': 32}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.3134117647058823, 1: 1.3134117647058823, 2: 0.6769342711617754} (클래스별 샘플 수: {0: 8500, 1: 8500, 2: 16492})
+  Fold 2 - 클래스별 가중치: {0: 1.3120392156862746, 1: 1.3120392156862746, 2: 0.677665026027425} (클래스별 샘플 수: {0: 8500, 1: 8500, 2: 16457})
+  Fold 3 - 클래스별 가중치: {0: 1.3113333333333332, 1: 1.3113333333333332, 2: 0.6780420544639779} (클래스별 샘플 수: {0: 8500, 1: 8500, 2: 16439})
+[I 2025-12-25 09:35:03,815] Trial 78 finished with value: 0.42304495946959236 and parameters: {'d_main': 64, 'd_hidden': 128, 'n_blocks': 2, 'dropout': 0.39154349710854414, 'lr': 0.0043334535881214865, 'weight_decay': 0.04108238306094363, 'batch_size': 32}. Best is trial 28 with value: 0.44276076380851953.
+
+================================================================================
+Trial 78 완료
+  Value (CSI): 0.423045
+  Parameters: {'d_main': 64, 'd_hidden': 128, 'n_blocks': 2, 'dropout': 0.39154349710854414, 'lr': 0.0043334535881214865, 'weight_decay': 0.04108238306094363, 'batch_size': 32}
+  Best Value (CSI): 0.442761
+  Best Trial: 28
+  Best Parameters: {'d_main': 64, 'd_hidden': 192, 'n_blocks': 3, 'dropout': 0.3745726718399158, 'lr': 0.005338808759265471, 'weight_decay': 0.06558728678415406, 'batch_size': 32}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.3134117647058823, 1: 1.3134117647058823, 2: 0.6769342711617754} (클래스별 샘플 수: {0: 8500, 1: 8500, 2: 16492})
+  Fold 2 - 클래스별 가중치: {0: 1.3120392156862746, 1: 1.3120392156862746, 2: 0.677665026027425} (클래스별 샘플 수: {0: 8500, 1: 8500, 2: 16457})
+  Fold 3 - 클래스별 가중치: {0: 1.3113333333333332, 1: 1.3113333333333332, 2: 0.6780420544639779} (클래스별 샘플 수: {0: 8500, 1: 8500, 2: 16439})
+[I 2025-12-25 09:36:32,707] Trial 79 finished with value: 0.4275010679989079 and parameters: {'d_main': 64, 'd_hidden': 192, 'n_blocks': 3, 'dropout': 0.39981206573656375, 'lr': 0.0027244711858706193, 'weight_decay': 0.028291942507204206, 'batch_size': 64}. Best is trial 28 with value: 0.44276076380851953.
+
+================================================================================
+Trial 79 완료
+  Value (CSI): 0.427501
+  Parameters: {'d_main': 64, 'd_hidden': 192, 'n_blocks': 3, 'dropout': 0.39981206573656375, 'lr': 0.0027244711858706193, 'weight_decay': 0.028291942507204206, 'batch_size': 64}
+  Best Value (CSI): 0.442761
+  Best Trial: 28
+  Best Parameters: {'d_main': 64, 'd_hidden': 192, 'n_blocks': 3, 'dropout': 0.3745726718399158, 'lr': 0.005338808759265471, 'weight_decay': 0.06558728678415406, 'batch_size': 32}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.3134117647058823, 1: 1.3134117647058823, 2: 0.6769342711617754} (클래스별 샘플 수: {0: 8500, 1: 8500, 2: 16492})
+[I 2025-12-25 09:36:37,446] Trial 80 pruned. 
+
+================================================================================
+Trial 80 완료
+  Value (CSI): 0.399067
+  Parameters: {'d_main': 96, 'd_hidden': 128, 'n_blocks': 5, 'dropout': 0.37304510499359284, 'lr': 0.0017939304585236767, 'weight_decay': 0.06112859851710679, 'batch_size': 256}
+  Best Value (CSI): 0.442761
+  Best Trial: 28
+  Best Parameters: {'d_main': 64, 'd_hidden': 192, 'n_blocks': 3, 'dropout': 0.3745726718399158, 'lr': 0.005338808759265471, 'weight_decay': 0.06558728678415406, 'batch_size': 32}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.3134117647058823, 1: 1.3134117647058823, 2: 0.6769342711617754} (클래스별 샘플 수: {0: 8500, 1: 8500, 2: 16492})
+  Fold 2 - 클래스별 가중치: {0: 1.3120392156862746, 1: 1.3120392156862746, 2: 0.677665026027425} (클래스별 샘플 수: {0: 8500, 1: 8500, 2: 16457})
+  Fold 3 - 클래스별 가중치: {0: 1.3113333333333332, 1: 1.3113333333333332, 2: 0.6780420544639779} (클래스별 샘플 수: {0: 8500, 1: 8500, 2: 16439})
+[I 2025-12-25 09:39:47,963] Trial 81 finished with value: 0.43380402853322325 and parameters: {'d_main': 64, 'd_hidden': 128, 'n_blocks': 3, 'dropout': 0.3848460112008122, 'lr': 0.00505455464781989, 'weight_decay': 0.04100953279229212, 'batch_size': 32}. Best is trial 28 with value: 0.44276076380851953.
+
+================================================================================
+Trial 81 완료
+  Value (CSI): 0.433804
+  Parameters: {'d_main': 64, 'd_hidden': 128, 'n_blocks': 3, 'dropout': 0.3848460112008122, 'lr': 0.00505455464781989, 'weight_decay': 0.04100953279229212, 'batch_size': 32}
+  Best Value (CSI): 0.442761
+  Best Trial: 28
+  Best Parameters: {'d_main': 64, 'd_hidden': 192, 'n_blocks': 3, 'dropout': 0.3745726718399158, 'lr': 0.005338808759265471, 'weight_decay': 0.06558728678415406, 'batch_size': 32}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.3134117647058823, 1: 1.3134117647058823, 2: 0.6769342711617754} (클래스별 샘플 수: {0: 8500, 1: 8500, 2: 16492})
+[I 2025-12-25 09:40:07,269] Trial 82 pruned. 
+
+================================================================================
+Trial 82 완료
+  Value (CSI): 0.397216
+  Parameters: {'d_main': 64, 'd_hidden': 128, 'n_blocks': 3, 'dropout': 0.3943966056793682, 'lr': 0.00572882708935938, 'weight_decay': 0.049586709393817444, 'batch_size': 32}
+  Best Value (CSI): 0.442761
+  Best Trial: 28
+  Best Parameters: {'d_main': 64, 'd_hidden': 192, 'n_blocks': 3, 'dropout': 0.3745726718399158, 'lr': 0.005338808759265471, 'weight_decay': 0.06558728678415406, 'batch_size': 32}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.3134117647058823, 1: 1.3134117647058823, 2: 0.6769342711617754} (클래스별 샘플 수: {0: 8500, 1: 8500, 2: 16492})
+  Fold 2 - 클래스별 가중치: {0: 1.3120392156862746, 1: 1.3120392156862746, 2: 0.677665026027425} (클래스별 샘플 수: {0: 8500, 1: 8500, 2: 16457})
+  Fold 3 - 클래스별 가중치: {0: 1.3113333333333332, 1: 1.3113333333333332, 2: 0.6780420544639779} (클래스별 샘플 수: {0: 8500, 1: 8500, 2: 16439})
+[I 2025-12-25 09:43:57,848] Trial 83 finished with value: 0.4410103789160947 and parameters: {'d_main': 64, 'd_hidden': 128, 'n_blocks': 3, 'dropout': 0.3611661148695177, 'lr': 0.003846963661620498, 'weight_decay': 0.08738778891664734, 'batch_size': 32}. Best is trial 28 with value: 0.44276076380851953.
+
+================================================================================
+Trial 83 완료
+  Value (CSI): 0.441010
+  Parameters: {'d_main': 64, 'd_hidden': 128, 'n_blocks': 3, 'dropout': 0.3611661148695177, 'lr': 0.003846963661620498, 'weight_decay': 0.08738778891664734, 'batch_size': 32}
+  Best Value (CSI): 0.442761
+  Best Trial: 28
+  Best Parameters: {'d_main': 64, 'd_hidden': 192, 'n_blocks': 3, 'dropout': 0.3745726718399158, 'lr': 0.005338808759265471, 'weight_decay': 0.06558728678415406, 'batch_size': 32}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.3134117647058823, 1: 1.3134117647058823, 2: 0.6769342711617754} (클래스별 샘플 수: {0: 8500, 1: 8500, 2: 16492})
+  Fold 2 - 클래스별 가중치: {0: 1.3120392156862746, 1: 1.3120392156862746, 2: 0.677665026027425} (클래스별 샘플 수: {0: 8500, 1: 8500, 2: 16457})
+  Fold 3 - 클래스별 가중치: {0: 1.3113333333333332, 1: 1.3113333333333332, 2: 0.6780420544639779} (클래스별 샘플 수: {0: 8500, 1: 8500, 2: 16439})
+[I 2025-12-25 09:46:52,400] Trial 84 finished with value: 0.42979542316365876 and parameters: {'d_main': 64, 'd_hidden': 128, 'n_blocks': 3, 'dropout': 0.34903561683773676, 'lr': 0.0035111121635313216, 'weight_decay': 0.0890711127722488, 'batch_size': 32}. Best is trial 28 with value: 0.44276076380851953.
+
+================================================================================
+Trial 84 완료
+  Value (CSI): 0.429795
+  Parameters: {'d_main': 64, 'd_hidden': 128, 'n_blocks': 3, 'dropout': 0.34903561683773676, 'lr': 0.0035111121635313216, 'weight_decay': 0.0890711127722488, 'batch_size': 32}
+  Best Value (CSI): 0.442761
+  Best Trial: 28
+  Best Parameters: {'d_main': 64, 'd_hidden': 192, 'n_blocks': 3, 'dropout': 0.3745726718399158, 'lr': 0.005338808759265471, 'weight_decay': 0.06558728678415406, 'batch_size': 32}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.3134117647058823, 1: 1.3134117647058823, 2: 0.6769342711617754} (클래스별 샘플 수: {0: 8500, 1: 8500, 2: 16492})
+  Fold 2 - 클래스별 가중치: {0: 1.3120392156862746, 1: 1.3120392156862746, 2: 0.677665026027425} (클래스별 샘플 수: {0: 8500, 1: 8500, 2: 16457})
+  Fold 3 - 클래스별 가중치: {0: 1.3113333333333332, 1: 1.3113333333333332, 2: 0.6780420544639779} (클래스별 샘플 수: {0: 8500, 1: 8500, 2: 16439})
+[I 2025-12-25 09:50:18,462] Trial 85 finished with value: 0.4410166159579519 and parameters: {'d_main': 64, 'd_hidden': 128, 'n_blocks': 3, 'dropout': 0.3596186411776026, 'lr': 0.004030165803158148, 'weight_decay': 0.07919363982374236, 'batch_size': 32}. Best is trial 28 with value: 0.44276076380851953.
+
+================================================================================
+Trial 85 완료
+  Value (CSI): 0.441017
+  Parameters: {'d_main': 64, 'd_hidden': 128, 'n_blocks': 3, 'dropout': 0.3596186411776026, 'lr': 0.004030165803158148, 'weight_decay': 0.07919363982374236, 'batch_size': 32}
+  Best Value (CSI): 0.442761
+  Best Trial: 28
+  Best Parameters: {'d_main': 64, 'd_hidden': 192, 'n_blocks': 3, 'dropout': 0.3745726718399158, 'lr': 0.005338808759265471, 'weight_decay': 0.06558728678415406, 'batch_size': 32}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.3134117647058823, 1: 1.3134117647058823, 2: 0.6769342711617754} (클래스별 샘플 수: {0: 8500, 1: 8500, 2: 16492})
+  Fold 2 - 클래스별 가중치: {0: 1.3120392156862746, 1: 1.3120392156862746, 2: 0.677665026027425} (클래스별 샘플 수: {0: 8500, 1: 8500, 2: 16457})
+  Fold 3 - 클래스별 가중치: {0: 1.3113333333333332, 1: 1.3113333333333332, 2: 0.6780420544639779} (클래스별 샘플 수: {0: 8500, 1: 8500, 2: 16439})
+[I 2025-12-25 09:53:55,356] Trial 86 finished with value: 0.42615088175633326 and parameters: {'d_main': 64, 'd_hidden': 64, 'n_blocks': 3, 'dropout': 0.36089419325176314, 'lr': 0.008603128117309523, 'weight_decay': 0.09954750830025873, 'batch_size': 32}. Best is trial 28 with value: 0.44276076380851953.
+
+================================================================================
+Trial 86 완료
+  Value (CSI): 0.426151
+  Parameters: {'d_main': 64, 'd_hidden': 64, 'n_blocks': 3, 'dropout': 0.36089419325176314, 'lr': 0.008603128117309523, 'weight_decay': 0.09954750830025873, 'batch_size': 32}
+  Best Value (CSI): 0.442761
+  Best Trial: 28
+  Best Parameters: {'d_main': 64, 'd_hidden': 192, 'n_blocks': 3, 'dropout': 0.3745726718399158, 'lr': 0.005338808759265471, 'weight_decay': 0.06558728678415406, 'batch_size': 32}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.3134117647058823, 1: 1.3134117647058823, 2: 0.6769342711617754} (클래스별 샘플 수: {0: 8500, 1: 8500, 2: 16492})
+  Fold 2 - 클래스별 가중치: {0: 1.3120392156862746, 1: 1.3120392156862746, 2: 0.677665026027425} (클래스별 샘플 수: {0: 8500, 1: 8500, 2: 16457})
+  Fold 3 - 클래스별 가중치: {0: 1.3113333333333332, 1: 1.3113333333333332, 2: 0.6780420544639779} (클래스별 샘플 수: {0: 8500, 1: 8500, 2: 16439})
+[I 2025-12-25 09:55:43,154] Trial 87 finished with value: 0.43914853181984004 and parameters: {'d_main': 64, 'd_hidden': 192, 'n_blocks': 4, 'dropout': 0.33589126513240236, 'lr': 0.0042101395761540965, 'weight_decay': 0.07094468689074228, 'batch_size': 64}. Best is trial 28 with value: 0.44276076380851953.
+
+================================================================================
+Trial 87 완료
+  Value (CSI): 0.439149
+  Parameters: {'d_main': 64, 'd_hidden': 192, 'n_blocks': 4, 'dropout': 0.33589126513240236, 'lr': 0.0042101395761540965, 'weight_decay': 0.07094468689074228, 'batch_size': 64}
+  Best Value (CSI): 0.442761
+  Best Trial: 28
+  Best Parameters: {'d_main': 64, 'd_hidden': 192, 'n_blocks': 3, 'dropout': 0.3745726718399158, 'lr': 0.005338808759265471, 'weight_decay': 0.06558728678415406, 'batch_size': 32}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.3134117647058823, 1: 1.3134117647058823, 2: 0.6769342711617754} (클래스별 샘플 수: {0: 8500, 1: 8500, 2: 16492})
+  Fold 2 - 클래스별 가중치: {0: 1.3120392156862746, 1: 1.3120392156862746, 2: 0.677665026027425} (클래스별 샘플 수: {0: 8500, 1: 8500, 2: 16457})
+  Fold 3 - 클래스별 가중치: {0: 1.3113333333333332, 1: 1.3113333333333332, 2: 0.6780420544639779} (클래스별 샘플 수: {0: 8500, 1: 8500, 2: 16439})
+[I 2025-12-25 09:57:01,957] Trial 88 finished with value: 0.43246858024747725 and parameters: {'d_main': 64, 'd_hidden': 192, 'n_blocks': 4, 'dropout': 0.3364482672111648, 'lr': 0.0038698894733847303, 'weight_decay': 0.06850443500181619, 'batch_size': 64}. Best is trial 28 with value: 0.44276076380851953.
+
+================================================================================
+Trial 88 완료
+  Value (CSI): 0.432469
+  Parameters: {'d_main': 64, 'd_hidden': 192, 'n_blocks': 4, 'dropout': 0.3364482672111648, 'lr': 0.0038698894733847303, 'weight_decay': 0.06850443500181619, 'batch_size': 64}
+  Best Value (CSI): 0.442761
+  Best Trial: 28
+  Best Parameters: {'d_main': 64, 'd_hidden': 192, 'n_blocks': 3, 'dropout': 0.3745726718399158, 'lr': 0.005338808759265471, 'weight_decay': 0.06558728678415406, 'batch_size': 32}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.3134117647058823, 1: 1.3134117647058823, 2: 0.6769342711617754} (클래스별 샘플 수: {0: 8500, 1: 8500, 2: 16492})
+  Fold 2 - 클래스별 가중치: {0: 1.3120392156862746, 1: 1.3120392156862746, 2: 0.677665026027425} (클래스별 샘플 수: {0: 8500, 1: 8500, 2: 16457})
+  Fold 3 - 클래스별 가중치: {0: 1.3113333333333332, 1: 1.3113333333333332, 2: 0.6780420544639779} (클래스별 샘플 수: {0: 8500, 1: 8500, 2: 16439})
+[I 2025-12-25 09:58:28,486] Trial 89 finished with value: 0.42742917169122263 and parameters: {'d_main': 64, 'd_hidden': 128, 'n_blocks': 4, 'dropout': 0.3422521665886178, 'lr': 0.004344180837458457, 'weight_decay': 0.05856566071589265, 'batch_size': 64}. Best is trial 28 with value: 0.44276076380851953.
+
+================================================================================
+Trial 89 완료
+  Value (CSI): 0.427429
+  Parameters: {'d_main': 64, 'd_hidden': 128, 'n_blocks': 4, 'dropout': 0.3422521665886178, 'lr': 0.004344180837458457, 'weight_decay': 0.05856566071589265, 'batch_size': 64}
+  Best Value (CSI): 0.442761
+  Best Trial: 28
+  Best Parameters: {'d_main': 64, 'd_hidden': 192, 'n_blocks': 3, 'dropout': 0.3745726718399158, 'lr': 0.005338808759265471, 'weight_decay': 0.06558728678415406, 'batch_size': 32}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.3134117647058823, 1: 1.3134117647058823, 2: 0.6769342711617754} (클래스별 샘플 수: {0: 8500, 1: 8500, 2: 16492})
+  Fold 2 - 클래스별 가중치: {0: 1.3120392156862746, 1: 1.3120392156862746, 2: 0.677665026027425} (클래스별 샘플 수: {0: 8500, 1: 8500, 2: 16457})
+  Fold 3 - 클래스별 가중치: {0: 1.3113333333333332, 1: 1.3113333333333332, 2: 0.6780420544639779} (클래스별 샘플 수: {0: 8500, 1: 8500, 2: 16439})
+[I 2025-12-25 09:59:34,075] Trial 90 finished with value: 0.4319723272172713 and parameters: {'d_main': 64, 'd_hidden': 128, 'n_blocks': 4, 'dropout': 0.35392743436905894, 'lr': 0.0031784384607110765, 'weight_decay': 0.07434354464171276, 'batch_size': 64}. Best is trial 28 with value: 0.44276076380851953.
+
+================================================================================
+Trial 90 완료
+  Value (CSI): 0.431972
+  Parameters: {'d_main': 64, 'd_hidden': 128, 'n_blocks': 4, 'dropout': 0.35392743436905894, 'lr': 0.0031784384607110765, 'weight_decay': 0.07434354464171276, 'batch_size': 64}
+  Best Value (CSI): 0.442761
+  Best Trial: 28
+  Best Parameters: {'d_main': 64, 'd_hidden': 192, 'n_blocks': 3, 'dropout': 0.3745726718399158, 'lr': 0.005338808759265471, 'weight_decay': 0.06558728678415406, 'batch_size': 32}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.3134117647058823, 1: 1.3134117647058823, 2: 0.6769342711617754} (클래스별 샘플 수: {0: 8500, 1: 8500, 2: 16492})
+  Fold 2 - 클래스별 가중치: {0: 1.3120392156862746, 1: 1.3120392156862746, 2: 0.677665026027425} (클래스별 샘플 수: {0: 8500, 1: 8500, 2: 16457})
+  Fold 3 - 클래스별 가중치: {0: 1.3113333333333332, 1: 1.3113333333333332, 2: 0.6780420544639779} (클래스별 샘플 수: {0: 8500, 1: 8500, 2: 16439})
+[I 2025-12-25 10:01:07,984] Trial 91 finished with value: 0.4231064401566607 and parameters: {'d_main': 64, 'd_hidden': 192, 'n_blocks': 4, 'dropout': 0.36535083548241326, 'lr': 0.006545489640197504, 'weight_decay': 0.0857094924336036, 'batch_size': 64}. Best is trial 28 with value: 0.44276076380851953.
+
+================================================================================
+Trial 91 완료
+  Value (CSI): 0.423106
+  Parameters: {'d_main': 64, 'd_hidden': 192, 'n_blocks': 4, 'dropout': 0.36535083548241326, 'lr': 0.006545489640197504, 'weight_decay': 0.0857094924336036, 'batch_size': 64}
+  Best Value (CSI): 0.442761
+  Best Trial: 28
+  Best Parameters: {'d_main': 64, 'd_hidden': 192, 'n_blocks': 3, 'dropout': 0.3745726718399158, 'lr': 0.005338808759265471, 'weight_decay': 0.06558728678415406, 'batch_size': 32}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.3134117647058823, 1: 1.3134117647058823, 2: 0.6769342711617754} (클래스별 샘플 수: {0: 8500, 1: 8500, 2: 16492})
+  Fold 2 - 클래스별 가중치: {0: 1.3120392156862746, 1: 1.3120392156862746, 2: 0.677665026027425} (클래스별 샘플 수: {0: 8500, 1: 8500, 2: 16457})
+  Fold 3 - 클래스별 가중치: {0: 1.3113333333333332, 1: 1.3113333333333332, 2: 0.6780420544639779} (클래스별 샘플 수: {0: 8500, 1: 8500, 2: 16439})
+[I 2025-12-25 10:04:36,248] Trial 92 finished with value: 0.4270722364934815 and parameters: {'d_main': 64, 'd_hidden': 192, 'n_blocks': 3, 'dropout': 0.3817011867082615, 'lr': 0.005903956717040021, 'weight_decay': 0.06897688226450807, 'batch_size': 32}. Best is trial 28 with value: 0.44276076380851953.
+
+================================================================================
+Trial 92 완료
+  Value (CSI): 0.427072
+  Parameters: {'d_main': 64, 'd_hidden': 192, 'n_blocks': 3, 'dropout': 0.3817011867082615, 'lr': 0.005903956717040021, 'weight_decay': 0.06897688226450807, 'batch_size': 32}
+  Best Value (CSI): 0.442761
+  Best Trial: 28
+  Best Parameters: {'d_main': 64, 'd_hidden': 192, 'n_blocks': 3, 'dropout': 0.3745726718399158, 'lr': 0.005338808759265471, 'weight_decay': 0.06558728678415406, 'batch_size': 32}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.3134117647058823, 1: 1.3134117647058823, 2: 0.6769342711617754} (클래스별 샘플 수: {0: 8500, 1: 8500, 2: 16492})
+  Fold 2 - 클래스별 가중치: {0: 1.3120392156862746, 1: 1.3120392156862746, 2: 0.677665026027425} (클래스별 샘플 수: {0: 8500, 1: 8500, 2: 16457})
+  Fold 3 - 클래스별 가중치: {0: 1.3113333333333332, 1: 1.3113333333333332, 2: 0.6780420544639779} (클래스별 샘플 수: {0: 8500, 1: 8500, 2: 16439})
+[I 2025-12-25 10:05:53,065] Trial 93 finished with value: 0.4386609989907346 and parameters: {'d_main': 64, 'd_hidden': 192, 'n_blocks': 3, 'dropout': 0.3494702326942578, 'lr': 0.0052097571460931035, 'weight_decay': 0.0501444167014133, 'batch_size': 64}. Best is trial 28 with value: 0.44276076380851953.
+
+================================================================================
+Trial 93 완료
+  Value (CSI): 0.438661
+  Parameters: {'d_main': 64, 'd_hidden': 192, 'n_blocks': 3, 'dropout': 0.3494702326942578, 'lr': 0.0052097571460931035, 'weight_decay': 0.0501444167014133, 'batch_size': 64}
+  Best Value (CSI): 0.442761
+  Best Trial: 28
+  Best Parameters: {'d_main': 64, 'd_hidden': 192, 'n_blocks': 3, 'dropout': 0.3745726718399158, 'lr': 0.005338808759265471, 'weight_decay': 0.06558728678415406, 'batch_size': 32}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.3134117647058823, 1: 1.3134117647058823, 2: 0.6769342711617754} (클래스별 샘플 수: {0: 8500, 1: 8500, 2: 16492})
+  Fold 2 - 클래스별 가중치: {0: 1.3120392156862746, 1: 1.3120392156862746, 2: 0.677665026027425} (클래스별 샘플 수: {0: 8500, 1: 8500, 2: 16457})
+  Fold 3 - 클래스별 가중치: {0: 1.3113333333333332, 1: 1.3113333333333332, 2: 0.6780420544639779} (클래스별 샘플 수: {0: 8500, 1: 8500, 2: 16439})
+[I 2025-12-25 10:07:12,719] Trial 94 finished with value: 0.42648689346964036 and parameters: {'d_main': 64, 'd_hidden': 192, 'n_blocks': 3, 'dropout': 0.3491298048417893, 'lr': 0.004220014004795823, 'weight_decay': 0.04907414384042496, 'batch_size': 64}. Best is trial 28 with value: 0.44276076380851953.
+
+================================================================================
+Trial 94 완료
+  Value (CSI): 0.426487
+  Parameters: {'d_main': 64, 'd_hidden': 192, 'n_blocks': 3, 'dropout': 0.3491298048417893, 'lr': 0.004220014004795823, 'weight_decay': 0.04907414384042496, 'batch_size': 64}
+  Best Value (CSI): 0.442761
+  Best Trial: 28
+  Best Parameters: {'d_main': 64, 'd_hidden': 192, 'n_blocks': 3, 'dropout': 0.3745726718399158, 'lr': 0.005338808759265471, 'weight_decay': 0.06558728678415406, 'batch_size': 32}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.3134117647058823, 1: 1.3134117647058823, 2: 0.6769342711617754} (클래스별 샘플 수: {0: 8500, 1: 8500, 2: 16492})
+  Fold 2 - 클래스별 가중치: {0: 1.3120392156862746, 1: 1.3120392156862746, 2: 0.677665026027425} (클래스별 샘플 수: {0: 8500, 1: 8500, 2: 16457})
+  Fold 3 - 클래스별 가중치: {0: 1.3113333333333332, 1: 1.3113333333333332, 2: 0.6780420544639779} (클래스별 샘플 수: {0: 8500, 1: 8500, 2: 16439})
+[I 2025-12-25 10:09:09,113] Trial 95 finished with value: 0.4335223335222825 and parameters: {'d_main': 64, 'd_hidden': 192, 'n_blocks': 4, 'dropout': 0.33494179643396405, 'lr': 0.005038316694356064, 'weight_decay': 0.03797464449585985, 'batch_size': 64}. Best is trial 28 with value: 0.44276076380851953.
+
+================================================================================
+Trial 95 완료
+  Value (CSI): 0.433522
+  Parameters: {'d_main': 64, 'd_hidden': 192, 'n_blocks': 4, 'dropout': 0.33494179643396405, 'lr': 0.005038316694356064, 'weight_decay': 0.03797464449585985, 'batch_size': 64}
+  Best Value (CSI): 0.442761
+  Best Trial: 28
+  Best Parameters: {'d_main': 64, 'd_hidden': 192, 'n_blocks': 3, 'dropout': 0.3745726718399158, 'lr': 0.005338808759265471, 'weight_decay': 0.06558728678415406, 'batch_size': 32}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.3134117647058823, 1: 1.3134117647058823, 2: 0.6769342711617754} (클래스별 샘플 수: {0: 8500, 1: 8500, 2: 16492})
+  Fold 2 - 클래스별 가중치: {0: 1.3120392156862746, 1: 1.3120392156862746, 2: 0.677665026027425} (클래스별 샘플 수: {0: 8500, 1: 8500, 2: 16457})
+  Fold 3 - 클래스별 가중치: {0: 1.3113333333333332, 1: 1.3113333333333332, 2: 0.6780420544639779} (클래스별 샘플 수: {0: 8500, 1: 8500, 2: 16439})
+[I 2025-12-25 10:10:13,648] Trial 96 finished with value: 0.42884533156428795 and parameters: {'d_main': 64, 'd_hidden': 192, 'n_blocks': 3, 'dropout': 0.3243142086963741, 'lr': 0.00328580215706643, 'weight_decay': 0.03351377477957235, 'batch_size': 64}. Best is trial 28 with value: 0.44276076380851953.
+
+================================================================================
+Trial 96 완료
+  Value (CSI): 0.428845
+  Parameters: {'d_main': 64, 'd_hidden': 192, 'n_blocks': 3, 'dropout': 0.3243142086963741, 'lr': 0.00328580215706643, 'weight_decay': 0.03351377477957235, 'batch_size': 64}
+  Best Value (CSI): 0.442761
+  Best Trial: 28
+  Best Parameters: {'d_main': 64, 'd_hidden': 192, 'n_blocks': 3, 'dropout': 0.3745726718399158, 'lr': 0.005338808759265471, 'weight_decay': 0.06558728678415406, 'batch_size': 32}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.3134117647058823, 1: 1.3134117647058823, 2: 0.6769342711617754} (클래스별 샘플 수: {0: 8500, 1: 8500, 2: 16492})
+  Fold 2 - 클래스별 가중치: {0: 1.3120392156862746, 1: 1.3120392156862746, 2: 0.677665026027425} (클래스별 샘플 수: {0: 8500, 1: 8500, 2: 16457})
+  Fold 3 - 클래스별 가중치: {0: 1.3113333333333332, 1: 1.3113333333333332, 2: 0.6780420544639779} (클래스별 샘플 수: {0: 8500, 1: 8500, 2: 16439})
+[I 2025-12-25 10:11:46,473] Trial 97 finished with value: 0.43414120587760757 and parameters: {'d_main': 96, 'd_hidden': 128, 'n_blocks': 3, 'dropout': 0.3588675874879524, 'lr': 0.00710004308022971, 'weight_decay': 0.04863246086507264, 'batch_size': 64}. Best is trial 28 with value: 0.44276076380851953.
+
+================================================================================
+Trial 97 완료
+  Value (CSI): 0.434141
+  Parameters: {'d_main': 96, 'd_hidden': 128, 'n_blocks': 3, 'dropout': 0.3588675874879524, 'lr': 0.00710004308022971, 'weight_decay': 0.04863246086507264, 'batch_size': 64}
+  Best Value (CSI): 0.442761
+  Best Trial: 28
+  Best Parameters: {'d_main': 64, 'd_hidden': 192, 'n_blocks': 3, 'dropout': 0.3745726718399158, 'lr': 0.005338808759265471, 'weight_decay': 0.06558728678415406, 'batch_size': 32}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.3134117647058823, 1: 1.3134117647058823, 2: 0.6769342711617754} (클래스별 샘플 수: {0: 8500, 1: 8500, 2: 16492})
+  Fold 2 - 클래스별 가중치: {0: 1.3120392156862746, 1: 1.3120392156862746, 2: 0.677665026027425} (클래스별 샘플 수: {0: 8500, 1: 8500, 2: 16457})
+  Fold 3 - 클래스별 가중치: {0: 1.3113333333333332, 1: 1.3113333333333332, 2: 0.6780420544639779} (클래스별 샘플 수: {0: 8500, 1: 8500, 2: 16439})
+[I 2025-12-25 10:12:40,663] Trial 98 finished with value: 0.42500405850084616 and parameters: {'d_main': 64, 'd_hidden': 128, 'n_blocks': 3, 'dropout': 0.3456535291700908, 'lr': 0.009132581554756537, 'weight_decay': 0.05700512594159186, 'batch_size': 128}. Best is trial 28 with value: 0.44276076380851953.
+
+================================================================================
+Trial 98 완료
+  Value (CSI): 0.425004
+  Parameters: {'d_main': 64, 'd_hidden': 128, 'n_blocks': 3, 'dropout': 0.3456535291700908, 'lr': 0.009132581554756537, 'weight_decay': 0.05700512594159186, 'batch_size': 128}
+  Best Value (CSI): 0.442761
+  Best Trial: 28
+  Best Parameters: {'d_main': 64, 'd_hidden': 192, 'n_blocks': 3, 'dropout': 0.3745726718399158, 'lr': 0.005338808759265471, 'weight_decay': 0.06558728678415406, 'batch_size': 32}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.3134117647058823, 1: 1.3134117647058823, 2: 0.6769342711617754} (클래스별 샘플 수: {0: 8500, 1: 8500, 2: 16492})
+  Fold 2 - 클래스별 가중치: {0: 1.3120392156862746, 1: 1.3120392156862746, 2: 0.677665026027425} (클래스별 샘플 수: {0: 8500, 1: 8500, 2: 16457})
+  Fold 3 - 클래스별 가중치: {0: 1.3113333333333332, 1: 1.3113333333333332, 2: 0.6780420544639779} (클래스별 샘플 수: {0: 8500, 1: 8500, 2: 16439})
+[I 2025-12-25 10:14:26,836] Trial 99 finished with value: 0.4241233153005788 and parameters: {'d_main': 64, 'd_hidden': 192, 'n_blocks': 4, 'dropout': 0.31533657045523833, 'lr': 0.003939995491006706, 'weight_decay': 0.025564256325468267, 'batch_size': 64}. Best is trial 28 with value: 0.44276076380851953.
+
+================================================================================
+Trial 99 완료
+  Value (CSI): 0.424123
+  Parameters: {'d_main': 64, 'd_hidden': 192, 'n_blocks': 4, 'dropout': 0.31533657045523833, 'lr': 0.003939995491006706, 'weight_decay': 0.025564256325468267, 'batch_size': 64}
+  Best Value (CSI): 0.442761
+  Best Trial: 28
+  Best Parameters: {'d_main': 64, 'd_hidden': 192, 'n_blocks': 3, 'dropout': 0.3745726718399158, 'lr': 0.005338808759265471, 'weight_decay': 0.06558728678415406, 'batch_size': 32}
+================================================================================
+
+
+최적화 완료.
+Best CSI Score: 0.4428
+Best Hyperparameters: {'d_main': 64, 'd_hidden': 192, 'n_blocks': 3, 'dropout': 0.3745726718399158, 'lr': 0.005338808759265471, 'weight_decay': 0.06558728678415406, 'batch_size': 32}
+
+최적화 과정 요약:
+  - 총 시도 횟수: 100
+  - 성공한 시도: 100
+  - 최초 CSI: 0.4079
+  - 최종 CSI: 0.4241
+  - 최고 CSI: 0.4428
+  - 최저 CSI: 0.2605
+  - 평균 CSI: 0.4172
+
+최적화 Study 객체가 /workspace/visibility_prediction/Analysis_code/optimization_history/deepgbm_smote_busan_trials.pkl에 저장되었습니다.
+
+==================================================
+최적화된 하이퍼파라미터로 최종 모델 학습 시작
+==================================================
+최종 모델 학습 시작...
+Fold 1 학습 중...
+  Early stopping at epoch 37, Best CSI: 0.4532
+  Fold 1 학습 완료 (검증 CSI: 0.4532)
+Fold 2 학습 중...
+  Early stopping at epoch 42, Best CSI: 0.4367
+  Fold 2 학습 완료 (검증 CSI: 0.4367)
+Fold 3 학습 중...
+  Early stopping at epoch 47, Best CSI: 0.4136
+  Fold 3 학습 완료 (검증 CSI: 0.4136)
+
+모든 모델 저장 완료: ../save_model/deepgbm_optima/deepgbm_smote_busan.pkl (총 3개 fold)
+Scaler 저장 완료: ../save_model/deepgbm_optima/scaler/deepgbm_smote_busan_scaler.pkl (총 3개 fold)
+
+최종 모델 학습 및 저장 완료!
+저장된 모델 경로: ../save_model/deepgbm_optima/deepgbm_smote_busan.pkl
+
+✓ 완료: deepgbm_smote/deepgbm_smote_busan.py (소요 시간: 11142초)
+
+----------------------------------------
+실행 중: deepgbm_smote/deepgbm_smote_daegu.py
+시작 시간: 2025-12-25 10:18:01
+----------------------------------------
+[I 2025-12-25 10:18:02,945] A new study created in memory with name: no-name-1cc174e2-978c-434f-abfd-727c71304e00
+  Fold 1 - 클래스별 가중치: {0: 1.3169411764705883, 1: 1.3169411764705883, 2: 0.6750693523097334} (클래스별 샘플 수: {0: 8500, 1: 8500, 2: 16582})
+  Fold 2 - 클래스별 가중치: {0: 1.3256078431372549, 1: 1.3256078431372549, 2: 0.6705746989624869} (클래스별 샘플 수: {0: 8500, 1: 8500, 2: 16803})
+  Fold 3 - 클래스별 가중치: {0: 1.329921568627451, 1: 1.329921568627451, 2: 0.6683813240308244} (클래스별 샘플 수: {0: 8500, 1: 8500, 2: 16913})
+[I 2025-12-25 10:20:03,466] Trial 0 finished with value: 0.3799639966852475 and parameters: {'d_main': 64, 'd_hidden': 128, 'n_blocks': 6, 'dropout': 0.2666208123916278, 'lr': 0.0005465294667727818, 'weight_decay': 0.002745736481011257, 'batch_size': 64}. Best is trial 0 with value: 0.3799639966852475.
+
+================================================================================
+Trial 0 완료
+  Value (CSI): 0.379964
+  Parameters: {'d_main': 64, 'd_hidden': 128, 'n_blocks': 6, 'dropout': 0.2666208123916278, 'lr': 0.0005465294667727818, 'weight_decay': 0.002745736481011257, 'batch_size': 64}
+  Best Value (CSI): 0.379964
+  Best Trial: 0
+  Best Parameters: {'d_main': 64, 'd_hidden': 128, 'n_blocks': 6, 'dropout': 0.2666208123916278, 'lr': 0.0005465294667727818, 'weight_decay': 0.002745736481011257, 'batch_size': 64}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.3169411764705883, 1: 1.3169411764705883, 2: 0.6750693523097334} (클래스별 샘플 수: {0: 8500, 1: 8500, 2: 16582})
+  Fold 2 - 클래스별 가중치: {0: 1.3256078431372549, 1: 1.3256078431372549, 2: 0.6705746989624869} (클래스별 샘플 수: {0: 8500, 1: 8500, 2: 16803})
+  Fold 3 - 클래스별 가중치: {0: 1.329921568627451, 1: 1.329921568627451, 2: 0.6683813240308244} (클래스별 샘플 수: {0: 8500, 1: 8500, 2: 16913})
+[I 2025-12-25 10:20:35,314] Trial 1 finished with value: 0.3668198304803291 and parameters: {'d_main': 160, 'd_hidden': 256, 'n_blocks': 6, 'dropout': 0.21627770244910025, 'lr': 0.0016125629810288344, 'weight_decay': 0.013038684867465433, 'batch_size': 256}. Best is trial 0 with value: 0.3799639966852475.
+
+================================================================================
+Trial 1 완료
+  Value (CSI): 0.366820
+  Parameters: {'d_main': 160, 'd_hidden': 256, 'n_blocks': 6, 'dropout': 0.21627770244910025, 'lr': 0.0016125629810288344, 'weight_decay': 0.013038684867465433, 'batch_size': 256}
+  Best Value (CSI): 0.379964
+  Best Trial: 0
+  Best Parameters: {'d_main': 64, 'd_hidden': 128, 'n_blocks': 6, 'dropout': 0.2666208123916278, 'lr': 0.0005465294667727818, 'weight_decay': 0.002745736481011257, 'batch_size': 64}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.3169411764705883, 1: 1.3169411764705883, 2: 0.6750693523097334} (클래스별 샘플 수: {0: 8500, 1: 8500, 2: 16582})
+  Fold 2 - 클래스별 가중치: {0: 1.3256078431372549, 1: 1.3256078431372549, 2: 0.6705746989624869} (클래스별 샘플 수: {0: 8500, 1: 8500, 2: 16803})
+  Fold 3 - 클래스별 가중치: {0: 1.329921568627451, 1: 1.329921568627451, 2: 0.6683813240308244} (클래스별 샘플 수: {0: 8500, 1: 8500, 2: 16913})
+[I 2025-12-25 10:21:10,264] Trial 2 finished with value: 0.38648608802453116 and parameters: {'d_main': 160, 'd_hidden': 192, 'n_blocks': 4, 'dropout': 0.12470803129977624, 'lr': 0.0022650531347891455, 'weight_decay': 0.08639331906164949, 'batch_size': 256}. Best is trial 2 with value: 0.38648608802453116.
+
+================================================================================
+Trial 2 완료
+  Value (CSI): 0.386486
+  Parameters: {'d_main': 160, 'd_hidden': 192, 'n_blocks': 4, 'dropout': 0.12470803129977624, 'lr': 0.0022650531347891455, 'weight_decay': 0.08639331906164949, 'batch_size': 256}
+  Best Value (CSI): 0.386486
+  Best Trial: 2
+  Best Parameters: {'d_main': 160, 'd_hidden': 192, 'n_blocks': 4, 'dropout': 0.12470803129977624, 'lr': 0.0022650531347891455, 'weight_decay': 0.08639331906164949, 'batch_size': 256}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.3169411764705883, 1: 1.3169411764705883, 2: 0.6750693523097334} (클래스별 샘플 수: {0: 8500, 1: 8500, 2: 16582})
+  Fold 2 - 클래스별 가중치: {0: 1.3256078431372549, 1: 1.3256078431372549, 2: 0.6705746989624869} (클래스별 샘플 수: {0: 8500, 1: 8500, 2: 16803})
+  Fold 3 - 클래스별 가중치: {0: 1.329921568627451, 1: 1.329921568627451, 2: 0.6683813240308244} (클래스별 샘플 수: {0: 8500, 1: 8500, 2: 16913})
+[I 2025-12-25 10:23:44,943] Trial 3 finished with value: 0.38922193462353977 and parameters: {'d_main': 64, 'd_hidden': 128, 'n_blocks': 4, 'dropout': 0.20876216806444886, 'lr': 0.0005164464819057032, 'weight_decay': 0.09576317801475862, 'batch_size': 32}. Best is trial 3 with value: 0.38922193462353977.
+
+================================================================================
+Trial 3 완료
+  Value (CSI): 0.389222
+  Parameters: {'d_main': 64, 'd_hidden': 128, 'n_blocks': 4, 'dropout': 0.20876216806444886, 'lr': 0.0005164464819057032, 'weight_decay': 0.09576317801475862, 'batch_size': 32}
+  Best Value (CSI): 0.389222
+  Best Trial: 3
+  Best Parameters: {'d_main': 64, 'd_hidden': 128, 'n_blocks': 4, 'dropout': 0.20876216806444886, 'lr': 0.0005164464819057032, 'weight_decay': 0.09576317801475862, 'batch_size': 32}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.3169411764705883, 1: 1.3169411764705883, 2: 0.6750693523097334} (클래스별 샘플 수: {0: 8500, 1: 8500, 2: 16582})
+  Fold 2 - 클래스별 가중치: {0: 1.3256078431372549, 1: 1.3256078431372549, 2: 0.6705746989624869} (클래스별 샘플 수: {0: 8500, 1: 8500, 2: 16803})
+  Fold 3 - 클래스별 가중치: {0: 1.329921568627451, 1: 1.329921568627451, 2: 0.6683813240308244} (클래스별 샘플 수: {0: 8500, 1: 8500, 2: 16913})
+[I 2025-12-25 10:24:41,038] Trial 4 finished with value: 0.3804818142573793 and parameters: {'d_main': 128, 'd_hidden': 256, 'n_blocks': 3, 'dropout': 0.10444626075825428, 'lr': 0.0030476989826526226, 'weight_decay': 0.003205964452783614, 'batch_size': 128}. Best is trial 3 with value: 0.38922193462353977.
+
+================================================================================
+Trial 4 완료
+  Value (CSI): 0.380482
+  Parameters: {'d_main': 128, 'd_hidden': 256, 'n_blocks': 3, 'dropout': 0.10444626075825428, 'lr': 0.0030476989826526226, 'weight_decay': 0.003205964452783614, 'batch_size': 128}
+  Best Value (CSI): 0.389222
+  Best Trial: 3
+  Best Parameters: {'d_main': 64, 'd_hidden': 128, 'n_blocks': 4, 'dropout': 0.20876216806444886, 'lr': 0.0005164464819057032, 'weight_decay': 0.09576317801475862, 'batch_size': 32}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.3169411764705883, 1: 1.3169411764705883, 2: 0.6750693523097334} (클래스별 샘플 수: {0: 8500, 1: 8500, 2: 16582})
+[I 2025-12-25 10:25:04,367] Trial 5 pruned. 
+
+================================================================================
+Trial 5 완료
+  Value (CSI): 0.207197
+  Parameters: {'d_main': 96, 'd_hidden': 256, 'n_blocks': 6, 'dropout': 0.3691996961773035, 'lr': 1.527611225423362e-05, 'weight_decay': 0.0009546613111577258, 'batch_size': 32}
+  Best Value (CSI): 0.389222
+  Best Trial: 3
+  Best Parameters: {'d_main': 64, 'd_hidden': 128, 'n_blocks': 4, 'dropout': 0.20876216806444886, 'lr': 0.0005164464819057032, 'weight_decay': 0.09576317801475862, 'batch_size': 32}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.3169411764705883, 1: 1.3169411764705883, 2: 0.6750693523097334} (클래스별 샘플 수: {0: 8500, 1: 8500, 2: 16582})
+[I 2025-12-25 10:25:08,691] Trial 6 pruned. 
+
+================================================================================
+Trial 6 완료
+  Value (CSI): 0.281538
+  Parameters: {'d_main': 160, 'd_hidden': 192, 'n_blocks': 2, 'dropout': 0.39996451185090576, 'lr': 0.007394348851163182, 'weight_decay': 0.010376776259149609, 'batch_size': 256}
+  Best Value (CSI): 0.389222
+  Best Trial: 3
+  Best Parameters: {'d_main': 64, 'd_hidden': 128, 'n_blocks': 4, 'dropout': 0.20876216806444886, 'lr': 0.0005164464819057032, 'weight_decay': 0.09576317801475862, 'batch_size': 32}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.3169411764705883, 1: 1.3169411764705883, 2: 0.6750693523097334} (클래스별 샘플 수: {0: 8500, 1: 8500, 2: 16582})
+  Fold 2 - 클래스별 가중치: {0: 1.3256078431372549, 1: 1.3256078431372549, 2: 0.6705746989624869} (클래스별 샘플 수: {0: 8500, 1: 8500, 2: 16803})
+  Fold 3 - 클래스별 가중치: {0: 1.329921568627451, 1: 1.329921568627451, 2: 0.6683813240308244} (클래스별 샘플 수: {0: 8500, 1: 8500, 2: 16913})
+[I 2025-12-25 10:25:42,179] Trial 7 finished with value: 0.38682311328959723 and parameters: {'d_main': 192, 'd_hidden': 256, 'n_blocks': 2, 'dropout': 0.3926205073804223, 'lr': 0.00120757270928109, 'weight_decay': 0.00127873127599199, 'batch_size': 256}. Best is trial 3 with value: 0.38922193462353977.
+
+================================================================================
+Trial 7 완료
+  Value (CSI): 0.386823
+  Parameters: {'d_main': 192, 'd_hidden': 256, 'n_blocks': 2, 'dropout': 0.3926205073804223, 'lr': 0.00120757270928109, 'weight_decay': 0.00127873127599199, 'batch_size': 256}
+  Best Value (CSI): 0.389222
+  Best Trial: 3
+  Best Parameters: {'d_main': 64, 'd_hidden': 128, 'n_blocks': 4, 'dropout': 0.20876216806444886, 'lr': 0.0005164464819057032, 'weight_decay': 0.09576317801475862, 'batch_size': 32}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.3169411764705883, 1: 1.3169411764705883, 2: 0.6750693523097334} (클래스별 샘플 수: {0: 8500, 1: 8500, 2: 16582})
+[I 2025-12-25 10:26:07,738] Trial 8 pruned. 
+
+================================================================================
+Trial 8 완료
+  Value (CSI): 0.226667
+  Parameters: {'d_main': 64, 'd_hidden': 256, 'n_blocks': 6, 'dropout': 0.3900236495958841, 'lr': 0.006392038667949501, 'weight_decay': 0.007727494024312039, 'batch_size': 32}
+  Best Value (CSI): 0.389222
+  Best Trial: 3
+  Best Parameters: {'d_main': 64, 'd_hidden': 128, 'n_blocks': 4, 'dropout': 0.20876216806444886, 'lr': 0.0005164464819057032, 'weight_decay': 0.09576317801475862, 'batch_size': 32}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.3169411764705883, 1: 1.3169411764705883, 2: 0.6750693523097334} (클래스별 샘플 수: {0: 8500, 1: 8500, 2: 16582})
+[I 2025-12-25 10:26:31,290] Trial 9 pruned. 
+
+================================================================================
+Trial 9 완료
+  Value (CSI): 0.219753
+  Parameters: {'d_main': 160, 'd_hidden': 128, 'n_blocks': 6, 'dropout': 0.1062755482090099, 'lr': 1.022975625088184e-05, 'weight_decay': 0.03294018209881079, 'batch_size': 32}
+  Best Value (CSI): 0.389222
+  Best Trial: 3
+  Best Parameters: {'d_main': 64, 'd_hidden': 128, 'n_blocks': 4, 'dropout': 0.20876216806444886, 'lr': 0.0005164464819057032, 'weight_decay': 0.09576317801475862, 'batch_size': 32}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.3169411764705883, 1: 1.3169411764705883, 2: 0.6750693523097334} (클래스별 샘플 수: {0: 8500, 1: 8500, 2: 16582})
+[I 2025-12-25 10:26:42,920] Trial 10 pruned. 
+
+================================================================================
+Trial 10 완료
+  Value (CSI): 0.287714
+  Parameters: {'d_main': 256, 'd_hidden': 64, 'n_blocks': 4, 'dropout': 0.19738465623135423, 'lr': 0.00015442999628122322, 'weight_decay': 0.00013894352784525436, 'batch_size': 64}
+  Best Value (CSI): 0.389222
+  Best Trial: 3
+  Best Parameters: {'d_main': 64, 'd_hidden': 128, 'n_blocks': 4, 'dropout': 0.20876216806444886, 'lr': 0.0005164464819057032, 'weight_decay': 0.09576317801475862, 'batch_size': 32}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.3169411764705883, 1: 1.3169411764705883, 2: 0.6750693523097334} (클래스별 샘플 수: {0: 8500, 1: 8500, 2: 16582})
+[I 2025-12-25 10:26:48,963] Trial 11 pruned. 
+
+================================================================================
+Trial 11 완료
+  Value (CSI): 0.305800
+  Parameters: {'d_main': 224, 'd_hidden': 64, 'n_blocks': 2, 'dropout': 0.312415525209189, 'lr': 0.00046125491401768535, 'weight_decay': 0.0556206655132464, 'batch_size': 128}
+  Best Value (CSI): 0.389222
+  Best Trial: 3
+  Best Parameters: {'d_main': 64, 'd_hidden': 128, 'n_blocks': 4, 'dropout': 0.20876216806444886, 'lr': 0.0005164464819057032, 'weight_decay': 0.09576317801475862, 'batch_size': 32}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.3169411764705883, 1: 1.3169411764705883, 2: 0.6750693523097334} (클래스별 샘플 수: {0: 8500, 1: 8500, 2: 16582})
+  Fold 2 - 클래스별 가중치: {0: 1.3256078431372549, 1: 1.3256078431372549, 2: 0.6705746989624869} (클래스별 샘플 수: {0: 8500, 1: 8500, 2: 16803})
+  Fold 3 - 클래스별 가중치: {0: 1.329921568627451, 1: 1.329921568627451, 2: 0.6683813240308244} (클래스별 샘플 수: {0: 8500, 1: 8500, 2: 16913})
+[I 2025-12-25 10:28:50,242] Trial 12 finished with value: 0.36798766757477086 and parameters: {'d_main': 224, 'd_hidden': 128, 'n_blocks': 3, 'dropout': 0.3268336593966905, 'lr': 0.0001703858253349612, 'weight_decay': 0.0006930684998292664, 'batch_size': 32}. Best is trial 3 with value: 0.38922193462353977.
+
+================================================================================
+Trial 12 완료
+  Value (CSI): 0.367988
+  Parameters: {'d_main': 224, 'd_hidden': 128, 'n_blocks': 3, 'dropout': 0.3268336593966905, 'lr': 0.0001703858253349612, 'weight_decay': 0.0006930684998292664, 'batch_size': 32}
+  Best Value (CSI): 0.389222
+  Best Trial: 3
+  Best Parameters: {'d_main': 64, 'd_hidden': 128, 'n_blocks': 4, 'dropout': 0.20876216806444886, 'lr': 0.0005164464819057032, 'weight_decay': 0.09576317801475862, 'batch_size': 32}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.3169411764705883, 1: 1.3169411764705883, 2: 0.6750693523097334} (클래스별 샘플 수: {0: 8500, 1: 8500, 2: 16582})
+  Fold 2 - 클래스별 가중치: {0: 1.3256078431372549, 1: 1.3256078431372549, 2: 0.6705746989624869} (클래스별 샘플 수: {0: 8500, 1: 8500, 2: 16803})
+  Fold 3 - 클래스별 가중치: {0: 1.329921568627451, 1: 1.329921568627451, 2: 0.6683813240308244} (클래스별 샘플 수: {0: 8500, 1: 8500, 2: 16913})
+[I 2025-12-25 10:29:22,484] Trial 13 finished with value: 0.3663582344792926 and parameters: {'d_main': 224, 'd_hidden': 192, 'n_blocks': 5, 'dropout': 0.2724989136238676, 'lr': 0.0010932383377381, 'weight_decay': 0.09671928259013905, 'batch_size': 256}. Best is trial 3 with value: 0.38922193462353977.
+
+================================================================================
+Trial 13 완료
+  Value (CSI): 0.366358
+  Parameters: {'d_main': 224, 'd_hidden': 192, 'n_blocks': 5, 'dropout': 0.2724989136238676, 'lr': 0.0010932383377381, 'weight_decay': 0.09671928259013905, 'batch_size': 256}
+  Best Value (CSI): 0.389222
+  Best Trial: 3
+  Best Parameters: {'d_main': 64, 'd_hidden': 128, 'n_blocks': 4, 'dropout': 0.20876216806444886, 'lr': 0.0005164464819057032, 'weight_decay': 0.09576317801475862, 'batch_size': 32}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.3169411764705883, 1: 1.3169411764705883, 2: 0.6750693523097334} (클래스별 샘플 수: {0: 8500, 1: 8500, 2: 16582})
+[I 2025-12-25 10:29:42,291] Trial 14 pruned. 
+
+================================================================================
+Trial 14 완료
+  Value (CSI): 0.300169
+  Parameters: {'d_main': 96, 'd_hidden': 128, 'n_blocks': 3, 'dropout': 0.3470774934959984, 'lr': 0.0007479480013098135, 'weight_decay': 0.030440322441674328, 'batch_size': 32}
+  Best Value (CSI): 0.389222
+  Best Trial: 3
+  Best Parameters: {'d_main': 64, 'd_hidden': 128, 'n_blocks': 4, 'dropout': 0.20876216806444886, 'lr': 0.0005164464819057032, 'weight_decay': 0.09576317801475862, 'batch_size': 32}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.3169411764705883, 1: 1.3169411764705883, 2: 0.6750693523097334} (클래스별 샘플 수: {0: 8500, 1: 8500, 2: 16582})
+[I 2025-12-25 10:29:47,418] Trial 15 pruned. 
+
+================================================================================
+Trial 15 완료
+  Value (CSI): 0.299509
+  Parameters: {'d_main': 192, 'd_hidden': 192, 'n_blocks': 5, 'dropout': 0.3014471739699389, 'lr': 0.0003652190060532535, 'weight_decay': 0.01899680381137632, 'batch_size': 256}
+  Best Value (CSI): 0.389222
+  Best Trial: 3
+  Best Parameters: {'d_main': 64, 'd_hidden': 128, 'n_blocks': 4, 'dropout': 0.20876216806444886, 'lr': 0.0005164464819057032, 'weight_decay': 0.09576317801475862, 'batch_size': 32}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.3169411764705883, 1: 1.3169411764705883, 2: 0.6750693523097334} (클래스별 샘플 수: {0: 8500, 1: 8500, 2: 16582})
+[I 2025-12-25 10:29:53,476] Trial 16 pruned. 
+
+================================================================================
+Trial 16 완료
+  Value (CSI): 0.252996
+  Parameters: {'d_main': 128, 'd_hidden': 64, 'n_blocks': 2, 'dropout': 0.22850486598383826, 'lr': 0.00019263153301960474, 'weight_decay': 0.005270641562371327, 'batch_size': 128}
+  Best Value (CSI): 0.389222
+  Best Trial: 3
+  Best Parameters: {'d_main': 64, 'd_hidden': 128, 'n_blocks': 4, 'dropout': 0.20876216806444886, 'lr': 0.0005164464819057032, 'weight_decay': 0.09576317801475862, 'batch_size': 32}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.3169411764705883, 1: 1.3169411764705883, 2: 0.6750693523097334} (클래스별 샘플 수: {0: 8500, 1: 8500, 2: 16582})
+[I 2025-12-25 10:30:06,800] Trial 17 pruned. 
+
+================================================================================
+Trial 17 완료
+  Value (CSI): 0.312734
+  Parameters: {'d_main': 192, 'd_hidden': 192, 'n_blocks': 5, 'dropout': 0.3552528318586833, 'lr': 0.0011033090859263656, 'weight_decay': 0.032386835555271026, 'batch_size': 64}
+  Best Value (CSI): 0.389222
+  Best Trial: 3
+  Best Parameters: {'d_main': 64, 'd_hidden': 128, 'n_blocks': 4, 'dropout': 0.20876216806444886, 'lr': 0.0005164464819057032, 'weight_decay': 0.09576317801475862, 'batch_size': 32}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.3169411764705883, 1: 1.3169411764705883, 2: 0.6750693523097334} (클래스별 샘플 수: {0: 8500, 1: 8500, 2: 16582})
+  Fold 2 - 클래스별 가중치: {0: 1.3256078431372549, 1: 1.3256078431372549, 2: 0.6705746989624869} (클래스별 샘플 수: {0: 8500, 1: 8500, 2: 16803})
+  Fold 3 - 클래스별 가중치: {0: 1.329921568627451, 1: 1.329921568627451, 2: 0.6683813240308244} (클래스별 샘플 수: {0: 8500, 1: 8500, 2: 16913})
+[I 2025-12-25 10:30:32,998] Trial 18 finished with value: 0.38616116116110305 and parameters: {'d_main': 96, 'd_hidden': 128, 'n_blocks': 4, 'dropout': 0.17924462033357003, 'lr': 0.003558380504467277, 'weight_decay': 0.0015922627694553784, 'batch_size': 256}. Best is trial 3 with value: 0.38922193462353977.
+
+================================================================================
+Trial 18 완료
+  Value (CSI): 0.386161
+  Parameters: {'d_main': 96, 'd_hidden': 128, 'n_blocks': 4, 'dropout': 0.17924462033357003, 'lr': 0.003558380504467277, 'weight_decay': 0.0015922627694553784, 'batch_size': 256}
+  Best Value (CSI): 0.389222
+  Best Trial: 3
+  Best Parameters: {'d_main': 64, 'd_hidden': 128, 'n_blocks': 4, 'dropout': 0.20876216806444886, 'lr': 0.0005164464819057032, 'weight_decay': 0.09576317801475862, 'batch_size': 32}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.3169411764705883, 1: 1.3169411764705883, 2: 0.6750693523097334} (클래스별 샘플 수: {0: 8500, 1: 8500, 2: 16582})
+[I 2025-12-25 10:30:53,286] Trial 19 pruned. 
+
+================================================================================
+Trial 19 완료
+  Value (CSI): 0.260870
+  Parameters: {'d_main': 192, 'd_hidden': 64, 'n_blocks': 3, 'dropout': 0.2874238221222528, 'lr': 7.506660767273947e-05, 'weight_decay': 0.005513325362098484, 'batch_size': 32}
+  Best Value (CSI): 0.389222
+  Best Trial: 3
+  Best Parameters: {'d_main': 64, 'd_hidden': 128, 'n_blocks': 4, 'dropout': 0.20876216806444886, 'lr': 0.0005164464819057032, 'weight_decay': 0.09576317801475862, 'batch_size': 32}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.3169411764705883, 1: 1.3169411764705883, 2: 0.6750693523097334} (클래스별 샘플 수: {0: 8500, 1: 8500, 2: 16582})
+[I 2025-12-25 10:31:14,353] Trial 20 pruned. 
+
+================================================================================
+Trial 20 완료
+  Value (CSI): 0.297445
+  Parameters: {'d_main': 128, 'd_hidden': 256, 'n_blocks': 4, 'dropout': 0.2491214999890637, 'lr': 0.000910320349223202, 'weight_decay': 0.016188693268940423, 'batch_size': 32}
+  Best Value (CSI): 0.389222
+  Best Trial: 3
+  Best Parameters: {'d_main': 64, 'd_hidden': 128, 'n_blocks': 4, 'dropout': 0.20876216806444886, 'lr': 0.0005164464819057032, 'weight_decay': 0.09576317801475862, 'batch_size': 32}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.3169411764705883, 1: 1.3169411764705883, 2: 0.6750693523097334} (클래스별 샘플 수: {0: 8500, 1: 8500, 2: 16582})
+  Fold 2 - 클래스별 가중치: {0: 1.3256078431372549, 1: 1.3256078431372549, 2: 0.6705746989624869} (클래스별 샘플 수: {0: 8500, 1: 8500, 2: 16803})
+  Fold 3 - 클래스별 가중치: {0: 1.329921568627451, 1: 1.329921568627451, 2: 0.6683813240308244} (클래스별 ��플 수: {0: 8500, 1: 8500, 2: 16913})
+[I 2025-12-25 10:31:38,871] Trial 21 finished with value: 0.37905684397783507 and parameters: {'d_main': 256, 'd_hidden': 192, 'n_blocks': 4, 'dropout': 0.1584681308197271, 'lr': 0.0022319525950319375, 'weight_decay': 0.07526412812680121, 'batch_size': 256}. Best is trial 3 with value: 0.38922193462353977.
+
+================================================================================
+Trial 21 완료
+  Value (CSI): 0.379057
+  Parameters: {'d_main': 256, 'd_hidden': 192, 'n_blocks': 4, 'dropout': 0.1584681308197271, 'lr': 0.0022319525950319375, 'weight_decay': 0.07526412812680121, 'batch_size': 256}
+  Best Value (CSI): 0.389222
+  Best Trial: 3
+  Best Parameters: {'d_main': 64, 'd_hidden': 128, 'n_blocks': 4, 'dropout': 0.20876216806444886, 'lr': 0.0005164464819057032, 'weight_decay': 0.09576317801475862, 'batch_size': 32}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.3169411764705883, 1: 1.3169411764705883, 2: 0.6750693523097334} (클래스별 샘플 수: {0: 8500, 1: 8500, 2: 16582})
+  Fold 2 - 클래스별 가중치: {0: 1.3256078431372549, 1: 1.3256078431372549, 2: 0.6705746989624869} (클래스별 샘플 수: {0: 8500, 1: 8500, 2: 16803})
+  Fold 3 - 클래스별 가중치: {0: 1.329921568627451, 1: 1.329921568627451, 2: 0.6683813240308244} (클래스별 샘플 수: {0: 8500, 1: 8500, 2: 16913})
+[I 2025-12-25 10:32:01,522] Trial 22 finished with value: 0.3742013711795391 and parameters: {'d_main': 192, 'd_hidden': 192, 'n_blocks': 5, 'dropout': 0.14898293846393393, 'lr': 0.0016191964550202153, 'weight_decay': 0.09960795955316919, 'batch_size': 256}. Best is trial 3 with value: 0.38922193462353977.
+
+================================================================================
+Trial 22 완료
+  Value (CSI): 0.374201
+  Parameters: {'d_main': 192, 'd_hidden': 192, 'n_blocks': 5, 'dropout': 0.14898293846393393, 'lr': 0.0016191964550202153, 'weight_decay': 0.09960795955316919, 'batch_size': 256}
+  Best Value (CSI): 0.389222
+  Best Trial: 3
+  Best Parameters: {'d_main': 64, 'd_hidden': 128, 'n_blocks': 4, 'dropout': 0.20876216806444886, 'lr': 0.0005164464819057032, 'weight_decay': 0.09576317801475862, 'batch_size': 32}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.3169411764705883, 1: 1.3169411764705883, 2: 0.6750693523097334} (클래스별 샘플 수: {0: 8500, 1: 8500, 2: 16582})
+  Fold 2 - 클래스별 가중치: {0: 1.3256078431372549, 1: 1.3256078431372549, 2: 0.6705746989624869} (클래스별 샘플 수: {0: 8500, 1: 8500, 2: 16803})
+  Fold 3 - 클래스별 가중치: {0: 1.329921568627451, 1: 1.329921568627451, 2: 0.6683813240308244} (클래스별 샘플 수: {0: 8500, 1: 8500, 2: 16913})
+[I 2025-12-25 10:32:31,613] Trial 23 finished with value: 0.38403288729251644 and parameters: {'d_main': 64, 'd_hidden': 128, 'n_blocks': 3, 'dropout': 0.23982051867352228, 'lr': 0.0022535978739877355, 'weight_decay': 0.04390560086034278, 'batch_size': 256}. Best is trial 3 with value: 0.38922193462353977.
+
+================================================================================
+Trial 23 완료
+  Value (CSI): 0.384033
+  Parameters: {'d_main': 64, 'd_hidden': 128, 'n_blocks': 3, 'dropout': 0.23982051867352228, 'lr': 0.0022535978739877355, 'weight_decay': 0.04390560086034278, 'batch_size': 256}
+  Best Value (CSI): 0.389222
+  Best Trial: 3
+  Best Parameters: {'d_main': 64, 'd_hidden': 128, 'n_blocks': 4, 'dropout': 0.20876216806444886, 'lr': 0.0005164464819057032, 'weight_decay': 0.09576317801475862, 'batch_size': 32}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.3169411764705883, 1: 1.3169411764705883, 2: 0.6750693523097334} (클래스별 샘플 수: {0: 8500, 1: 8500, 2: 16582})
+  Fold 2 - 클래스별 가중치: {0: 1.3256078431372549, 1: 1.3256078431372549, 2: 0.6705746989624869} (클래스별 샘플 수: {0: 8500, 1: 8500, 2: 16803})
+  Fold 3 - 클래스별 가중치: {0: 1.329921568627451, 1: 1.329921568627451, 2: 0.6683813240308244} (클래스별 샘플 수: {0: 8500, 1: 8500, 2: 16913})
+[I 2025-12-25 10:32:51,735] Trial 24 finished with value: 0.3837739538797326 and parameters: {'d_main': 128, 'd_hidden': 256, 'n_blocks': 2, 'dropout': 0.20330088090912773, 'lr': 0.004139025247752964, 'weight_decay': 0.05826927057608679, 'batch_size': 256}. Best is trial 3 with value: 0.38922193462353977.
+
+================================================================================
+Trial 24 완료
+  Value (CSI): 0.383774
+  Parameters: {'d_main': 128, 'd_hidden': 256, 'n_blocks': 2, 'dropout': 0.20330088090912773, 'lr': 0.004139025247752964, 'weight_decay': 0.05826927057608679, 'batch_size': 256}
+  Best Value (CSI): 0.389222
+  Best Trial: 3
+  Best Parameters: {'d_main': 64, 'd_hidden': 128, 'n_blocks': 4, 'dropout': 0.20876216806444886, 'lr': 0.0005164464819057032, 'weight_decay': 0.09576317801475862, 'batch_size': 32}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.3169411764705883, 1: 1.3169411764705883, 2: 0.6750693523097334} (클래스별 샘플 수: {0: 8500, 1: 8500, 2: 16582})
+[I 2025-12-25 10:32:56,685] Trial 25 pruned. 
+
+================================================================================
+Trial 25 완료
+  Value (CSI): 0.288217
+  Parameters: {'d_main': 224, 'd_hidden': 192, 'n_blocks': 4, 'dropout': 0.2580218913575311, 'lr': 0.009475485208519449, 'weight_decay': 0.0291598400017154, 'batch_size': 256}
+  Best Value (CSI): 0.389222
+  Best Trial: 3
+  Best Parameters: {'d_main': 64, 'd_hidden': 128, 'n_blocks': 4, 'dropout': 0.20876216806444886, 'lr': 0.0005164464819057032, 'weight_decay': 0.09576317801475862, 'batch_size': 32}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.3169411764705883, 1: 1.3169411764705883, 2: 0.6750693523097334} (클래스별 샘플 수: {0: 8500, 1: 8500, 2: 16582})
+  Fold 2 - 클래스별 가중치: {0: 1.3256078431372549, 1: 1.3256078431372549, 2: 0.6705746989624869} (클래스별 샘플 수: {0: 8500, 1: 8500, 2: 16803})
+  Fold 3 - 클래스별 가중치: {0: 1.329921568627451, 1: 1.329921568627451, 2: 0.6683813240308244} (클래스별 샘플 수: {0: 8500, 1: 8500, 2: 16913})
+[I 2025-12-25 10:33:44,635] Trial 26 finished with value: 0.3809354826795412 and parameters: {'d_main': 160, 'd_hidden': 128, 'n_blocks': 4, 'dropout': 0.22867571820434696, 'lr': 0.0005586689111890366, 'weight_decay': 0.05725685456891913, 'batch_size': 128}. Best is trial 3 with value: 0.38922193462353977.
+
+================================================================================
+Trial 26 완료
+  Value (CSI): 0.380935
+  Parameters: {'d_main': 160, 'd_hidden': 128, 'n_blocks': 4, 'dropout': 0.22867571820434696, 'lr': 0.0005586689111890366, 'weight_decay': 0.05725685456891913, 'batch_size': 128}
+  Best Value (CSI): 0.389222
+  Best Trial: 3
+  Best Parameters: {'d_main': 64, 'd_hidden': 128, 'n_blocks': 4, 'dropout': 0.20876216806444886, 'lr': 0.0005164464819057032, 'weight_decay': 0.09576317801475862, 'batch_size': 32}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.3169411764705883, 1: 1.3169411764705883, 2: 0.6750693523097334} (클래스별 샘플 수: {0: 8500, 1: 8500, 2: 16582})
+[I 2025-12-25 10:33:57,974] Trial 27 pruned. 
+
+================================================================================
+Trial 27 완료
+  Value (CSI): 0.254573
+  Parameters: {'d_main': 192, 'd_hidden': 192, 'n_blocks': 5, 'dropout': 0.28090636483273385, 'lr': 0.004894773731191438, 'weight_decay': 0.020350960751609394, 'batch_size': 64}
+  Best Value (CSI): 0.389222
+  Best Trial: 3
+  Best Parameters: {'d_main': 64, 'd_hidden': 128, 'n_blocks': 4, 'dropout': 0.20876216806444886, 'lr': 0.0005164464819057032, 'weight_decay': 0.09576317801475862, 'batch_size': 32}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.3169411764705883, 1: 1.3169411764705883, 2: 0.6750693523097334} (클래스별 샘플 수: {0: 8500, 1: 8500, 2: 16582})
+  Fold 2 - 클래스별 가중치: {0: 1.3256078431372549, 1: 1.3256078431372549, 2: 0.6705746989624869} (클래스별 샘플 수: {0: 8500, 1: 8500, 2: 16803})
+  Fold 3 - 클래스별 가중치: {0: 1.329921568627451, 1: 1.329921568627451, 2: 0.6683813240308244} (클래스별 샘플 수: {0: 8500, 1: 8500, 2: 16913})
+[I 2025-12-25 10:34:26,482] Trial 28 finished with value: 0.38223146891066967 and parameters: {'d_main': 96, 'd_hidden': 256, 'n_blocks': 3, 'dropout': 0.12697402385290293, 'lr': 0.0015461056255990121, 'weight_decay': 0.09287102233783434, 'batch_size': 256}. Best is trial 3 with value: 0.38922193462353977.
+
+================================================================================
+Trial 28 완료
+  Value (CSI): 0.382231
+  Parameters: {'d_main': 96, 'd_hidden': 256, 'n_blocks': 3, 'dropout': 0.12697402385290293, 'lr': 0.0015461056255990121, 'weight_decay': 0.09287102233783434, 'batch_size': 256}
+  Best Value (CSI): 0.389222
+  Best Trial: 3
+  Best Parameters: {'d_main': 64, 'd_hidden': 128, 'n_blocks': 4, 'dropout': 0.20876216806444886, 'lr': 0.0005164464819057032, 'weight_decay': 0.09576317801475862, 'batch_size': 32}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.3169411764705883, 1: 1.3169411764705883, 2: 0.6750693523097334} (클래스별 샘플 수: {0: 8500, 1: 8500, 2: 16582})
+[I 2025-12-25 10:34:38,780] Trial 29 pruned. 
+
+================================================================================
+Trial 29 완료
+  Value (CSI): 0.299130
+  Parameters: {'d_main': 64, 'd_hidden': 128, 'n_blocks': 4, 'dropout': 0.17862932485904334, 'lr': 0.0007857023496361708, 'weight_decay': 0.010737656528277547, 'batch_size': 64}
+  Best Value (CSI): 0.389222
+  Best Trial: 3
+  Best Parameters: {'d_main': 64, 'd_hidden': 128, 'n_blocks': 4, 'dropout': 0.20876216806444886, 'lr': 0.0005164464819057032, 'weight_decay': 0.09576317801475862, 'batch_size': 32}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.3169411764705883, 1: 1.3169411764705883, 2: 0.6750693523097334} (클래스별 샘플 수: {0: 8500, 1: 8500, 2: 16582})
+[I 2025-12-25 10:35:17,121] Trial 30 pruned. 
+
+================================================================================
+Trial 30 완료
+  Value (CSI): 0.303085
+  Parameters: {'d_main': 256, 'd_hidden': 192, 'n_blocks': 2, 'dropout': 0.25736910493793136, 'lr': 0.000563167652025217, 'weight_decay': 0.0459745860291337, 'batch_size': 32}
+  Best Value (CSI): 0.389222
+  Best Trial: 3
+  Best Parameters: {'d_main': 64, 'd_hidden': 128, 'n_blocks': 4, 'dropout': 0.20876216806444886, 'lr': 0.0005164464819057032, 'weight_decay': 0.09576317801475862, 'batch_size': 32}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.3169411764705883, 1: 1.3169411764705883, 2: 0.6750693523097334} (클래스별 샘플 수: {0: 8500, 1: 8500, 2: 16582})
+  Fold 2 - 클래스별 가중치: {0: 1.3256078431372549, 1: 1.3256078431372549, 2: 0.6705746989624869} (클래스별 샘플 수: {0: 8500, 1: 8500, 2: 16803})
+  Fold 3 - 클래스별 가중치: {0: 1.329921568627451, 1: 1.329921568627451, 2: 0.6683813240308244} (클래스별 샘플 수: {0: 8500, 1: 8500, 2: 16913})
+[I 2025-12-25 10:35:46,074] Trial 31 finished with value: 0.3945678027386506 and parameters: {'d_main': 96, 'd_hidden': 128, 'n_blocks': 4, 'dropout': 0.18096543107822097, 'lr': 0.004134975087810065, 'weight_decay': 0.0017321528616573878, 'batch_size': 256}. Best is trial 31 with value: 0.3945678027386506.
+
+================================================================================
+Trial 31 완료
+  Value (CSI): 0.394568
+  Parameters: {'d_main': 96, 'd_hidden': 128, 'n_blocks': 4, 'dropout': 0.18096543107822097, 'lr': 0.004134975087810065, 'weight_decay': 0.0017321528616573878, 'batch_size': 256}
+  Best Value (CSI): 0.394568
+  Best Trial: 31
+  Best Parameters: {'d_main': 96, 'd_hidden': 128, 'n_blocks': 4, 'dropout': 0.18096543107822097, 'lr': 0.004134975087810065, 'weight_decay': 0.0017321528616573878, 'batch_size': 256}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.3169411764705883, 1: 1.3169411764705883, 2: 0.6750693523097334} (클래스별 샘플 수: {0: 8500, 1: 8500, 2: 16582})
+  Fold 2 - 클래스별 가중치: {0: 1.3256078431372549, 1: 1.3256078431372549, 2: 0.6705746989624869} (클래스별 샘플 수: {0: 8500, 1: 8500, 2: 16803})
+[I 2025-12-25 10:36:04,683] Trial 32 pruned. 
+
+================================================================================
+Trial 32 완료
+  Value (CSI): 0.400000
+  Parameters: {'d_main': 64, 'd_hidden': 128, 'n_blocks': 5, 'dropout': 0.20352501308065996, 'lr': 0.002662279592334002, 'weight_decay': 0.0018810916350173624, 'batch_size': 256}
+  Best Value (CSI): 0.394568
+  Best Trial: 31
+  Best Parameters: {'d_main': 96, 'd_hidden': 128, 'n_blocks': 4, 'dropout': 0.18096543107822097, 'lr': 0.004134975087810065, 'weight_decay': 0.0017321528616573878, 'batch_size': 256}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.3169411764705883, 1: 1.3169411764705883, 2: 0.6750693523097334} (클래스별 샘플 수: {0: 8500, 1: 8500, 2: 16582})
+  Fold 2 - 클래스별 가중치: {0: 1.3256078431372549, 1: 1.3256078431372549, 2: 0.6705746989624869} (클래스별 샘플 수: {0: 8500, 1: 8500, 2: 16803})
+[I 2025-12-25 10:36:22,987] Trial 33 pruned. 
+
+================================================================================
+Trial 33 완료
+  Value (CSI): 0.398754
+  Parameters: {'d_main': 96, 'd_hidden': 128, 'n_blocks': 3, 'dropout': 0.1444354968536202, 'lr': 0.004743055901059185, 'weight_decay': 0.003271598013705027, 'batch_size': 256}
+  Best Value (CSI): 0.394568
+  Best Trial: 31
+  Best Parameters: {'d_main': 96, 'd_hidden': 128, 'n_blocks': 4, 'dropout': 0.18096543107822097, 'lr': 0.004134975087810065, 'weight_decay': 0.0017321528616573878, 'batch_size': 256}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.3169411764705883, 1: 1.3169411764705883, 2: 0.6750693523097334} (클래스별 샘플 수: {0: 8500, 1: 8500, 2: 16582})
+  Fold 2 - 클래스별 가중치: {0: 1.3256078431372549, 1: 1.3256078431372549, 2: 0.6705746989624869} (클래스별 샘플 수: {0: 8500, 1: 8500, 2: 16803})
+  Fold 3 - 클래스별 가중치: {0: 1.329921568627451, 1: 1.329921568627451, 2: 0.6683813240308244} (클래스별 샘플 수: {0: 8500, 1: 8500, 2: 16913})
+[I 2025-12-25 10:36:53,572] Trial 34 finished with value: 0.38036898508488215 and parameters: {'d_main': 64, 'd_hidden': 256, 'n_blocks': 4, 'dropout': 0.17277097347425946, 'lr': 0.0017829705353806, 'weight_decay': 0.0008289928622124768, 'batch_size': 256}. Best is trial 31 with value: 0.3945678027386506.
+
+================================================================================
+Trial 34 완료
+  Value (CSI): 0.380369
+  Parameters: {'d_main': 64, 'd_hidden': 256, 'n_blocks': 4, 'dropout': 0.17277097347425946, 'lr': 0.0017829705353806, 'weight_decay': 0.0008289928622124768, 'batch_size': 256}
+  Best Value (CSI): 0.394568
+  Best Trial: 31
+  Best Parameters: {'d_main': 96, 'd_hidden': 128, 'n_blocks': 4, 'dropout': 0.18096543107822097, 'lr': 0.004134975087810065, 'weight_decay': 0.0017321528616573878, 'batch_size': 256}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.3169411764705883, 1: 1.3169411764705883, 2: 0.6750693523097334} (클래스별 샘플 수: {0: 8500, 1: 8500, 2: 16582})
+[I 2025-12-25 10:36:58,383] Trial 35 pruned. 
+
+================================================================================
+Trial 35 완료
+  Value (CSI): 0.283850
+  Parameters: {'d_main': 128, 'd_hidden': 64, 'n_blocks': 4, 'dropout': 0.21833079848169135, 'lr': 0.002765528594744245, 'weight_decay': 0.0005168248054815874, 'batch_size': 256}
+  Best Value (CSI): 0.394568
+  Best Trial: 31
+  Best Parameters: {'d_main': 96, 'd_hidden': 128, 'n_blocks': 4, 'dropout': 0.18096543107822097, 'lr': 0.004134975087810065, 'weight_decay': 0.0017321528616573878, 'batch_size': 256}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.3169411764705883, 1: 1.3169411764705883, 2: 0.6750693523097334} (클래스별 샘플 수: {0: 8500, 1: 8500, 2: 16582})
+[I 2025-12-25 10:37:03,144] Trial 36 pruned. 
+
+================================================================================
+Trial 36 완료
+  Value (CSI): 0.310160
+  Parameters: {'d_main': 160, 'd_hidden': 128, 'n_blocks': 3, 'dropout': 0.12804284580292918, 'lr': 0.0013433677312922113, 'weight_decay': 0.002207397849586159, 'batch_size': 256}
+  Best Value (CSI): 0.394568
+  Best Trial: 31
+  Best Parameters: {'d_main': 96, 'd_hidden': 128, 'n_blocks': 4, 'dropout': 0.18096543107822097, 'lr': 0.004134975087810065, 'weight_decay': 0.0017321528616573878, 'batch_size': 256}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.3169411764705883, 1: 1.3169411764705883, 2: 0.6750693523097334} (클래스별 샘플 수: {0: 8500, 1: 8500, 2: 16582})
+[I 2025-12-25 10:37:11,934] Trial 37 pruned. 
+
+================================================================================
+Trial 37 완료
+  Value (CSI): 0.298658
+  Parameters: {'d_main': 160, 'd_hidden': 256, 'n_blocks': 6, 'dropout': 0.1923981866116894, 'lr': 0.006623194051101409, 'weight_decay': 0.0012923589894526329, 'batch_size': 128}
+  Best Value (CSI): 0.394568
+  Best Trial: 31
+  Best Parameters: {'d_main': 96, 'd_hidden': 128, 'n_blocks': 4, 'dropout': 0.18096543107822097, 'lr': 0.004134975087810065, 'weight_decay': 0.0017321528616573878, 'batch_size': 256}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.3169411764705883, 1: 1.3169411764705883, 2: 0.6750693523097334} (클래스별 샘플 수: {0: 8500, 1: 8500, 2: 16582})
+[I 2025-12-25 10:37:31,024] Trial 38 pruned. 
+
+================================================================================
+Trial 38 완료
+  Value (CSI): 0.273450
+  Parameters: {'d_main': 96, 'd_hidden': 192, 'n_blocks': 4, 'dropout': 0.3903551807268393, 'lr': 0.003191233881524633, 'weight_decay': 0.0032358216083234618, 'batch_size': 32}
+  Best Value (CSI): 0.394568
+  Best Trial: 31
+  Best Parameters: {'d_main': 96, 'd_hidden': 128, 'n_blocks': 4, 'dropout': 0.18096543107822097, 'lr': 0.004134975087810065, 'weight_decay': 0.0017321528616573878, 'batch_size': 256}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.3169411764705883, 1: 1.3169411764705883, 2: 0.6750693523097334} (클래스별 샘플 수: {0: 8500, 1: 8500, 2: 16582})
+[I 2025-12-25 10:37:36,204] Trial 39 pruned. 
+
+================================================================================
+Trial 39 완료
+  Value (CSI): 0.290429
+  Parameters: {'d_main': 64, 'd_hidden': 256, 'n_blocks': 5, 'dropout': 0.21689705040199428, 'lr': 0.0021204471040659526, 'weight_decay': 0.012739679600043696, 'batch_size': 256}
+  Best Value (CSI): 0.394568
+  Best Trial: 31
+  Best Parameters: {'d_main': 96, 'd_hidden': 128, 'n_blocks': 4, 'dropout': 0.18096543107822097, 'lr': 0.004134975087810065, 'weight_decay': 0.0017321528616573878, 'batch_size': 256}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.3169411764705883, 1: 1.3169411764705883, 2: 0.6750693523097334} (클래스별 샘플 수: {0: 8500, 1: 8500, 2: 16582})
+[I 2025-12-25 10:37:56,893] Trial 40 pruned. 
+
+================================================================================
+Trial 40 완료
+  Value (CSI): 0.284810
+  Parameters: {'d_main': 128, 'd_hidden': 128, 'n_blocks': 3, 'dropout': 0.16384073992467782, 'lr': 0.0012741320589864866, 'weight_decay': 0.0071008607514074125, 'batch_size': 32}
+  Best Value (CSI): 0.394568
+  Best Trial: 31
+  Best Parameters: {'d_main': 96, 'd_hidden': 128, 'n_blocks': 4, 'dropout': 0.18096543107822097, 'lr': 0.004134975087810065, 'weight_decay': 0.0017321528616573878, 'batch_size': 256}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.3169411764705883, 1: 1.3169411764705883, 2: 0.6750693523097334} (클래스별 샘플 수: {0: 8500, 1: 8500, 2: 16582})
+[I 2025-12-25 10:38:01,791] Trial 41 pruned. 
+
+================================================================================
+Trial 41 완료
+  Value (CSI): 0.285950
+  Parameters: {'d_main': 96, 'd_hidden': 128, 'n_blocks': 4, 'dropout': 0.18757987578375068, 'lr': 0.003724865578920741, 'weight_decay': 0.0014697437121471359, 'batch_size': 256}
+  Best Value (CSI): 0.394568
+  Best Trial: 31
+  Best Parameters: {'d_main': 96, 'd_hidden': 128, 'n_blocks': 4, 'dropout': 0.18096543107822097, 'lr': 0.004134975087810065, 'weight_decay': 0.0017321528616573878, 'batch_size': 256}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.3169411764705883, 1: 1.3169411764705883, 2: 0.6750693523097334} (클래스별 샘플 수: {0: 8500, 1: 8500, 2: 16582})
+[I 2025-12-25 10:38:11,830] Trial 42 pruned. 
+
+================================================================================
+Trial 42 완료
+  Value (CSI): 0.310409
+  Parameters: {'d_main': 96, 'd_hidden': 128, 'n_blocks': 4, 'dropout': 0.18044460297307663, 'lr': 0.0051993715252157055, 'weight_decay': 0.0013019159560897495, 'batch_size': 256}
+  Best Value (CSI): 0.394568
+  Best Trial: 31
+  Best Parameters: {'d_main': 96, 'd_hidden': 128, 'n_blocks': 4, 'dropout': 0.18096543107822097, 'lr': 0.004134975087810065, 'weight_decay': 0.0017321528616573878, 'batch_size': 256}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.3169411764705883, 1: 1.3169411764705883, 2: 0.6750693523097334} (클래스별 샘플 수: {0: 8500, 1: 8500, 2: 16582})
+[I 2025-12-25 10:38:16,727] Trial 43 pruned. 
+
+================================================================================
+Trial 43 완료
+  Value (CSI): 0.294976
+  Parameters: {'d_main': 96, 'd_hidden': 64, 'n_blocks': 4, 'dropout': 0.20325532877225683, 'lr': 0.0034700593375179547, 'weight_decay': 0.0005309524248500822, 'batch_size': 256}
+  Best Value (CSI): 0.394568
+  Best Trial: 31
+  Best Parameters: {'d_main': 96, 'd_hidden': 128, 'n_blocks': 4, 'dropout': 0.18096543107822097, 'lr': 0.004134975087810065, 'weight_decay': 0.0017321528616573878, 'batch_size': 256}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.3169411764705883, 1: 1.3169411764705883, 2: 0.6750693523097334} (클래스별 샘플 수: {0: 8500, 1: 8500, 2: 16582})
+[I 2025-12-25 10:38:21,818] Trial 44 pruned. 
+
+================================================================================
+Trial 44 완료
+  Value (CSI): 0.282371
+  Parameters: {'d_main': 64, 'd_hidden': 128, 'n_blocks': 4, 'dropout': 0.16694605614749716, 'lr': 0.009212863032541391, 'weight_decay': 0.0025536274259801723, 'batch_size': 256}
+  Best Value (CSI): 0.394568
+  Best Trial: 31
+  Best Parameters: {'d_main': 96, 'd_hidden': 128, 'n_blocks': 4, 'dropout': 0.18096543107822097, 'lr': 0.004134975087810065, 'weight_decay': 0.0017321528616573878, 'batch_size': 256}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.3169411764705883, 1: 1.3169411764705883, 2: 0.6750693523097334} (클래스별 샘플 수: {0: 8500, 1: 8500, 2: 16582})
+[I 2025-12-25 10:38:26,719] Trial 45 pruned. 
+
+================================================================================
+Trial 45 완료
+  Value (CSI): 0.288194
+  Parameters: {'d_main': 128, 'd_hidden': 128, 'n_blocks': 3, 'dropout': 0.10021827439209874, 'lr': 0.006262268647582937, 'weight_decay': 0.004298657025019462, 'batch_size': 256}
+  Best Value (CSI): 0.394568
+  Best Trial: 31
+  Best Parameters: {'d_main': 96, 'd_hidden': 128, 'n_blocks': 4, 'dropout': 0.18096543107822097, 'lr': 0.004134975087810065, 'weight_decay': 0.0017321528616573878, 'batch_size': 256}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.3169411764705883, 1: 1.3169411764705883, 2: 0.6750693523097334} (클래스별 샘플 수: {0: 8500, 1: 8500, 2: 16582})
+[I 2025-12-25 10:38:34,552] Trial 46 pruned. 
+
+================================================================================
+Trial 46 완료
+  Value (CSI): 0.292894
+  Parameters: {'d_main': 96, 'd_hidden': 192, 'n_blocks': 5, 'dropout': 0.18921820659243188, 'lr': 0.0017797834129898453, 'weight_decay': 0.0016565956048746635, 'batch_size': 128}
+  Best Value (CSI): 0.394568
+  Best Trial: 31
+  Best Parameters: {'d_main': 96, 'd_hidden': 128, 'n_blocks': 4, 'dropout': 0.18096543107822097, 'lr': 0.004134975087810065, 'weight_decay': 0.0017321528616573878, 'batch_size': 256}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.3169411764705883, 1: 1.3169411764705883, 2: 0.6750693523097334} (클래스별 샘플 수: {0: 8500, 1: 8500, 2: 16582})
+  Fold 2 - 클래스별 가중치: {0: 1.3256078431372549, 1: 1.3256078431372549, 2: 0.6705746989624869} (클래스별 샘플 수: {0: 8500, 1: 8500, 2: 16803})
+  Fold 3 - 클래스별 가중치: {0: 1.329921568627451, 1: 1.329921568627451, 2: 0.6683813240308244} (클래스별 샘플 수: {0: 8500, 1: 8500, 2: 16913})
+[I 2025-12-25 10:39:51,046] Trial 47 finished with value: 0.3839967601629691 and parameters: {'d_main': 224, 'd_hidden': 128, 'n_blocks': 4, 'dropout': 0.36990152674958987, 'lr': 0.0009949492369743284, 'weight_decay': 0.0011293827212123183, 'batch_size': 64}. Best is trial 31 with value: 0.3945678027386506.
+
+================================================================================
+Trial 47 완료
+  Value (CSI): 0.383997
+  Parameters: {'d_main': 224, 'd_hidden': 128, 'n_blocks': 4, 'dropout': 0.36990152674958987, 'lr': 0.0009949492369743284, 'weight_decay': 0.0011293827212123183, 'batch_size': 64}
+  Best Value (CSI): 0.394568
+  Best Trial: 31
+  Best Parameters: {'d_main': 96, 'd_hidden': 128, 'n_blocks': 4, 'dropout': 0.18096543107822097, 'lr': 0.004134975087810065, 'weight_decay': 0.0017321528616573878, 'batch_size': 256}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.3169411764705883, 1: 1.3169411764705883, 2: 0.6750693523097334} (클래스별 샘플 수: {0: 8500, 1: 8500, 2: 16582})
+[I 2025-12-25 10:40:17,040] Trial 48 pruned. 
+
+================================================================================
+Trial 48 완료
+  Value (CSI): 0.313356
+  Parameters: {'d_main': 160, 'd_hidden': 64, 'n_blocks': 6, 'dropout': 0.1752576140227033, 'lr': 0.003045224931120496, 'weight_decay': 0.002279787526354897, 'batch_size': 32}
+  Best Value (CSI): 0.394568
+  Best Trial: 31
+  Best Parameters: {'d_main': 96, 'd_hidden': 128, 'n_blocks': 4, 'dropout': 0.18096543107822097, 'lr': 0.004134975087810065, 'weight_decay': 0.0017321528616573878, 'batch_size': 256}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.3169411764705883, 1: 1.3169411764705883, 2: 0.6750693523097334} (클래스별 샘플 수: {0: 8500, 1: 8500, 2: 16582})
+[I 2025-12-25 10:40:21,528] Trial 49 pruned. 
+
+================================================================================
+Trial 49 완료
+  Value (CSI): 0.290679
+  Parameters: {'d_main': 192, 'd_hidden': 128, 'n_blocks': 2, 'dropout': 0.3259028893874871, 'lr': 0.0012404833197619545, 'weight_decay': 0.003888299502918717, 'batch_size': 256}
+  Best Value (CSI): 0.394568
+  Best Trial: 31
+  Best Parameters: {'d_main': 96, 'd_hidden': 128, 'n_blocks': 4, 'dropout': 0.18096543107822097, 'lr': 0.004134975087810065, 'weight_decay': 0.0017321528616573878, 'batch_size': 256}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.3169411764705883, 1: 1.3169411764705883, 2: 0.6750693523097334} (클래스별 샘플 수: {0: 8500, 1: 8500, 2: 16582})
+  Fold 2 - 클래스별 가중치: {0: 1.3256078431372549, 1: 1.3256078431372549, 2: 0.6705746989624869} (클래스별 샘플 수: {0: 8500, 1: 8500, 2: 16803})
+  Fold 3 - 클래스별 가중치: {0: 1.329921568627451, 1: 1.329921568627451, 2: 0.6683813240308244} (클래스별 샘플 수: {0: 8500, 1: 8500, 2: 16913})
+[I 2025-12-25 10:42:50,272] Trial 50 finished with value: 0.3991148650568916 and parameters: {'d_main': 64, 'd_hidden': 192, 'n_blocks': 5, 'dropout': 0.15327234825163508, 'lr': 0.0021257323880618864, 'weight_decay': 0.06824750948093047, 'batch_size': 32}. Best is trial 50 with value: 0.3991148650568916.
+
+================================================================================
+Trial 50 완료
+  Value (CSI): 0.399115
+  Parameters: {'d_main': 64, 'd_hidden': 192, 'n_blocks': 5, 'dropout': 0.15327234825163508, 'lr': 0.0021257323880618864, 'weight_decay': 0.06824750948093047, 'batch_size': 32}
+  Best Value (CSI): 0.399115
+  Best Trial: 50
+  Best Parameters: {'d_main': 64, 'd_hidden': 192, 'n_blocks': 5, 'dropout': 0.15327234825163508, 'lr': 0.0021257323880618864, 'weight_decay': 0.06824750948093047, 'batch_size': 32}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.3169411764705883, 1: 1.3169411764705883, 2: 0.6750693523097334} (클래스별 샘플 수: {0: 8500, 1: 8500, 2: 16582})
+[I 2025-12-25 10:43:13,733] Trial 51 pruned. 
+
+================================================================================
+Trial 51 완료
+  Value (CSI): 0.278689
+  Parameters: {'d_main': 64, 'd_hidden': 192, 'n_blocks': 5, 'dropout': 0.15026730144945138, 'lr': 0.0021222573817092174, 'weight_decay': 0.06856894850149621, 'batch_size': 32}
+  Best Value (CSI): 0.399115
+  Best Trial: 50
+  Best Parameters: {'d_main': 64, 'd_hidden': 192, 'n_blocks': 5, 'dropout': 0.15327234825163508, 'lr': 0.0021257323880618864, 'weight_decay': 0.06824750948093047, 'batch_size': 32}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.3169411764705883, 1: 1.3169411764705883, 2: 0.6750693523097334} (클래스별 샘플 수: {0: 8500, 1: 8500, 2: 16582})
+[I 2025-12-25 10:43:35,070] Trial 52 pruned. 
+
+================================================================================
+Trial 52 완료
+  Value (CSI): 0.284418
+  Parameters: {'d_main': 64, 'd_hidden': 192, 'n_blocks': 4, 'dropout': 0.16158278366973722, 'lr': 0.0037957240267297975, 'weight_decay': 0.07548485212271465, 'batch_size': 32}
+  Best Value (CSI): 0.399115
+  Best Trial: 50
+  Best Parameters: {'d_main': 64, 'd_hidden': 192, 'n_blocks': 5, 'dropout': 0.15327234825163508, 'lr': 0.0021257323880618864, 'weight_decay': 0.06824750948093047, 'batch_size': 32}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.3169411764705883, 1: 1.3169411764705883, 2: 0.6750693523097334} (클래스별 샘플 수: {0: 8500, 1: 8500, 2: 16582})
+[I 2025-12-25 10:44:00,931] Trial 53 pruned. 
+
+================================================================================
+Trial 53 완료
+  Value (CSI): 0.304348
+  Parameters: {'d_main': 96, 'd_hidden': 192, 'n_blocks': 6, 'dropout': 0.13977897970614214, 'lr': 0.0007794448426705132, 'weight_decay': 0.04115632604305206, 'batch_size': 32}
+  Best Value (CSI): 0.399115
+  Best Trial: 50
+  Best Parameters: {'d_main': 64, 'd_hidden': 192, 'n_blocks': 5, 'dropout': 0.15327234825163508, 'lr': 0.0021257323880618864, 'weight_decay': 0.06824750948093047, 'batch_size': 32}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.3169411764705883, 1: 1.3169411764705883, 2: 0.6750693523097334} (클래스별 샘플 수: {0: 8500, 1: 8500, 2: 16582})
+[I 2025-12-25 10:44:49,834] Trial 54 pruned. 
+
+================================================================================
+Trial 54 완료
+  Value (CSI): 0.311037
+  Parameters: {'d_main': 64, 'd_hidden': 192, 'n_blocks': 5, 'dropout': 0.11799714271011041, 'lr': 0.0023913448784310307, 'weight_decay': 0.09701227598373802, 'batch_size': 32}
+  Best Value (CSI): 0.399115
+  Best Trial: 50
+  Best Parameters: {'d_main': 64, 'd_hidden': 192, 'n_blocks': 5, 'dropout': 0.15327234825163508, 'lr': 0.0021257323880618864, 'weight_decay': 0.06824750948093047, 'batch_size': 32}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.3169411764705883, 1: 1.3169411764705883, 2: 0.6750693523097334} (클래스별 샘플 수: {0: 8500, 1: 8500, 2: 16582})
+[I 2025-12-25 10:45:36,044] Trial 55 pruned. 
+
+================================================================================
+Trial 55 완료
+  Value (CSI): 0.310476
+  Parameters: {'d_main': 128, 'd_hidden': 128, 'n_blocks': 4, 'dropout': 0.15819306010382994, 'lr': 0.0015188961842522316, 'weight_decay': 0.023414744848961423, 'batch_size': 32}
+  Best Value (CSI): 0.399115
+  Best Trial: 50
+  Best Parameters: {'d_main': 64, 'd_hidden': 192, 'n_blocks': 5, 'dropout': 0.15327234825163508, 'lr': 0.0021257323880618864, 'weight_decay': 0.06824750948093047, 'batch_size': 32}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.3169411764705883, 1: 1.3169411764705883, 2: 0.6750693523097334} (클래스별 샘플 수: {0: 8500, 1: 8500, 2: 16582})
+  Fold 2 - 클래스별 가중치: {0: 1.3256078431372549, 1: 1.3256078431372549, 2: 0.6705746989624869} (클래스별 샘플 수: {0: 8500, 1: 8500, 2: 16803})
+  Fold 3 - 클래스별 가중치: {0: 1.329921568627451, 1: 1.329921568627451, 2: 0.6683813240308244} (클래스별 샘플 수: {0: 8500, 1: 8500, 2: 16913})
+[I 2025-12-25 10:46:04,230] Trial 56 finished with value: 0.37146497373951365 and parameters: {'d_main': 96, 'd_hidden': 256, 'n_blocks': 3, 'dropout': 0.1332182868638302, 'lr': 0.0010104177071028253, 'weight_decay': 0.0698148511904944, 'batch_size': 256}. Best is trial 50 with value: 0.3991148650568916.
+
+================================================================================
+Trial 56 완료
+  Value (CSI): 0.371465
+  Parameters: {'d_main': 96, 'd_hidden': 256, 'n_blocks': 3, 'dropout': 0.1332182868638302, 'lr': 0.0010104177071028253, 'weight_decay': 0.0698148511904944, 'batch_size': 256}
+  Best Value (CSI): 0.399115
+  Best Trial: 50
+  Best Parameters: {'d_main': 64, 'd_hidden': 192, 'n_blocks': 5, 'dropout': 0.15327234825163508, 'lr': 0.0021257323880618864, 'weight_decay': 0.06824750948093047, 'batch_size': 32}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.3169411764705883, 1: 1.3169411764705883, 2: 0.6750693523097334} (클래스별 샘플 수: {0: 8500, 1: 8500, 2: 16582})
+  Fold 2 - 클래스별 가중치: {0: 1.3256078431372549, 1: 1.3256078431372549, 2: 0.6705746989624869} (클래스별 샘플 수: {0: 8500, 1: 8500, 2: 16803})
+  Fold 3 - 클래스별 가중치: {0: 1.329921568627451, 1: 1.329921568627451, 2: 0.6683813240308244} (클래스별 샘플 수: {0: 8500, 1: 8500, 2: 16913})
+[I 2025-12-25 10:46:40,598] Trial 57 finished with value: 0.38120720064377095 and parameters: {'d_main': 160, 'd_hidden': 128, 'n_blocks': 5, 'dropout': 0.11712804540334501, 'lr': 0.0030187048701160986, 'weight_decay': 0.04396549278199766, 'batch_size': 256}. Best is trial 50 with value: 0.3991148650568916.
+
+================================================================================
+Trial 57 완료
+  Value (CSI): 0.381207
+  Parameters: {'d_main': 160, 'd_hidden': 128, 'n_blocks': 5, 'dropout': 0.11712804540334501, 'lr': 0.0030187048701160986, 'weight_decay': 0.04396549278199766, 'batch_size': 256}
+  Best Value (CSI): 0.399115
+  Best Trial: 50
+  Best Parameters: {'d_main': 64, 'd_hidden': 192, 'n_blocks': 5, 'dropout': 0.15327234825163508, 'lr': 0.0021257323880618864, 'weight_decay': 0.06824750948093047, 'batch_size': 32}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.3169411764705883, 1: 1.3169411764705883, 2: 0.6750693523097334} (클래스별 샘플 수: {0: 8500, 1: 8500, 2: 16582})
+[I 2025-12-25 10:46:53,893] Trial 58 pruned. 
+
+================================================================================
+Trial 58 완료
+  Value (CSI): 0.259644
+  Parameters: {'d_main': 192, 'd_hidden': 192, 'n_blocks': 4, 'dropout': 0.15582012062111483, 'lr': 0.0050824239734123585, 'weight_decay': 0.001852710524566254, 'batch_size': 64}
+  Best Value (CSI): 0.399115
+  Best Trial: 50
+  Best Parameters: {'d_main': 64, 'd_hidden': 192, 'n_blocks': 5, 'dropout': 0.15327234825163508, 'lr': 0.0021257323880618864, 'weight_decay': 0.06824750948093047, 'batch_size': 32}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.3169411764705883, 1: 1.3169411764705883, 2: 0.6750693523097334} (클래스별 샘플 수: {0: 8500, 1: 8500, 2: 16582})
+[I 2025-12-25 10:47:07,075] Trial 59 pruned. 
+
+================================================================================
+Trial 59 완료
+  Value (CSI): 0.320789
+  Parameters: {'d_main': 224, 'd_hidden': 256, 'n_blocks': 4, 'dropout': 0.13936790533204063, 'lr': 0.0003609735140570261, 'weight_decay': 0.026421674665346548, 'batch_size': 128}
+  Best Value (CSI): 0.399115
+  Best Trial: 50
+  Best Parameters: {'d_main': 64, 'd_hidden': 192, 'n_blocks': 5, 'dropout': 0.15327234825163508, 'lr': 0.0021257323880618864, 'weight_decay': 0.06824750948093047, 'batch_size': 32}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.3169411764705883, 1: 1.3169411764705883, 2: 0.6750693523097334} (클래스별 샘플 수: {0: 8500, 1: 8500, 2: 16582})
+[I 2025-12-25 10:47:32,601] Trial 60 pruned. 
+
+================================================================================
+Trial 60 완료
+  Value (CSI): 0.291379
+  Parameters: {'d_main': 64, 'd_hidden': 128, 'n_blocks': 5, 'dropout': 0.18356632922074298, 'lr': 0.0017478760653826847, 'weight_decay': 0.035605492114935085, 'batch_size': 32}
+  Best Value (CSI): 0.399115
+  Best Trial: 50
+  Best Parameters: {'d_main': 64, 'd_hidden': 192, 'n_blocks': 5, 'dropout': 0.15327234825163508, 'lr': 0.0021257323880618864, 'weight_decay': 0.06824750948093047, 'batch_size': 32}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.3169411764705883, 1: 1.3169411764705883, 2: 0.6750693523097334} (클래스별 샘플 수: {0: 8500, 1: 8500, 2: 16582})
+[I 2025-12-25 10:47:40,447] Trial 61 pruned. 
+
+================================================================================
+Trial 61 완료
+  Value (CSI): 0.315141
+  Parameters: {'d_main': 64, 'd_hidden': 128, 'n_blocks': 2, 'dropout': 0.23934231110440768, 'lr': 0.0024629031412798895, 'weight_decay': 0.06763189339518477, 'batch_size': 256}
+  Best Value (CSI): 0.399115
+  Best Trial: 50
+  Best Parameters: {'d_main': 64, 'd_hidden': 192, 'n_blocks': 5, 'dropout': 0.15327234825163508, 'lr': 0.0021257323880618864, 'weight_decay': 0.06824750948093047, 'batch_size': 32}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.3169411764705883, 1: 1.3169411764705883, 2: 0.6750693523097334} (클래스별 샘플 수: {0: 8500, 1: 8500, 2: 16582})
+[I 2025-12-25 10:47:48,947] Trial 62 pruned. 
+
+================================================================================
+Trial 62 완료
+  Value (CSI): 0.299652
+  Parameters: {'d_main': 64, 'd_hidden': 128, 'n_blocks': 3, 'dropout': 0.19923734582816371, 'lr': 0.0020868444234223836, 'weight_decay': 0.05235173976486803, 'batch_size': 256}
+  Best Value (CSI): 0.399115
+  Best Trial: 50
+  Best Parameters: {'d_main': 64, 'd_hidden': 192, 'n_blocks': 5, 'dropout': 0.15327234825163508, 'lr': 0.0021257323880618864, 'weight_decay': 0.06824750948093047, 'batch_size': 32}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.3169411764705883, 1: 1.3169411764705883, 2: 0.6750693523097334} (클래스별 샘플 수: {0: 8500, 1: 8500, 2: 16582})
+[I 2025-12-25 10:47:56,869] Trial 63 pruned. 
+
+================================================================================
+Trial 63 완료
+  Value (CSI): 0.314079
+  Parameters: {'d_main': 96, 'd_hidden': 128, 'n_blocks': 2, 'dropout': 0.21082963872016686, 'lr': 0.0044031147291905244, 'weight_decay': 0.03668958285488595, 'batch_size': 256}
+  Best Value (CSI): 0.399115
+  Best Trial: 50
+  Best Parameters: {'d_main': 64, 'd_hidden': 192, 'n_blocks': 5, 'dropout': 0.15327234825163508, 'lr': 0.0021257323880618864, 'weight_decay': 0.06824750948093047, 'batch_size': 32}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.3169411764705883, 1: 1.3169411764705883, 2: 0.6750693523097334} (클래스별 샘플 수: {0: 8500, 1: 8500, 2: 16582})
+[I 2025-12-25 10:48:01,820] Trial 64 pruned. 
+
+================================================================================
+Trial 64 완료
+  Value (CSI): 0.263464
+  Parameters: {'d_main': 64, 'd_hidden': 128, 'n_blocks': 3, 'dropout': 0.2291651535923204, 'lr': 0.0006256996471644392, 'weight_decay': 0.049939044301450644, 'batch_size': 256}
+  Best Value (CSI): 0.399115
+  Best Trial: 50
+  Best Parameters: {'d_main': 64, 'd_hidden': 192, 'n_blocks': 5, 'dropout': 0.15327234825163508, 'lr': 0.0021257323880618864, 'weight_decay': 0.06824750948093047, 'batch_size': 32}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.3169411764705883, 1: 1.3169411764705883, 2: 0.6750693523097334} (클래스별 샘플 수: {0: 8500, 1: 8500, 2: 16582})
+[I 2025-12-25 10:48:10,598] Trial 65 pruned. 
+
+================================================================================
+Trial 65 완료
+  Value (CSI): 0.315141
+  Parameters: {'d_main': 64, 'd_hidden': 192, 'n_blocks': 4, 'dropout': 0.1740386597875413, 'lr': 0.0013572853802497017, 'weight_decay': 0.0824185461309748, 'batch_size': 256}
+  Best Value (CSI): 0.399115
+  Best Trial: 50
+  Best Parameters: {'d_main': 64, 'd_hidden': 192, 'n_blocks': 5, 'dropout': 0.15327234825163508, 'lr': 0.0021257323880618864, 'weight_decay': 0.06824750948093047, 'batch_size': 32}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.3169411764705883, 1: 1.3169411764705883, 2: 0.6750693523097334} (클래스별 샘플 수: {0: 8500, 1: 8500, 2: 16582})
+[I 2025-12-25 10:48:14,972] Trial 66 pruned. 
+
+================================================================================
+Trial 66 완료
+  Value (CSI): 0.249311
+  Parameters: {'d_main': 64, 'd_hidden': 64, 'n_blocks': 3, 'dropout': 0.2972500723148835, 'lr': 0.0004545162456076582, 'weight_decay': 0.05702822937299325, 'batch_size': 256}
+  Best Value (CSI): 0.399115
+  Best Trial: 50
+  Best Parameters: {'d_main': 64, 'd_hidden': 192, 'n_blocks': 5, 'dropout': 0.15327234825163508, 'lr': 0.0021257323880618864, 'weight_decay': 0.06824750948093047, 'batch_size': 32}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.3169411764705883, 1: 1.3169411764705883, 2: 0.6750693523097334} (클래스별 샘플 수: {0: 8500, 1: 8500, 2: 16582})
+[I 2025-12-25 10:48:23,095] Trial 67 pruned. 
+
+================================================================================
+Trial 67 완료
+  Value (CSI): 0.314991
+  Parameters: {'d_main': 96, 'd_hidden': 128, 'n_blocks': 3, 'dropout': 0.27362874380623387, 'lr': 0.0038103988419880613, 'weight_decay': 0.09788896286805923, 'batch_size': 256}
+  Best Value (CSI): 0.399115
+  Best Trial: 50
+  Best Parameters: {'d_main': 64, 'd_hidden': 192, 'n_blocks': 5, 'dropout': 0.15327234825163508, 'lr': 0.0021257323880618864, 'weight_decay': 0.06824750948093047, 'batch_size': 32}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.3169411764705883, 1: 1.3169411764705883, 2: 0.6750693523097334} (클래스별 샘플 수: {0: 8500, 1: 8500, 2: 16582})
+[I 2025-12-25 10:48:44,812] Trial 68 pruned. 
+
+================================================================================
+Trial 68 완료
+  Value (CSI): 0.270270
+  Parameters: {'d_main': 64, 'd_hidden': 128, 'n_blocks': 4, 'dropout': 0.19437862251476629, 'lr': 0.002555513736898342, 'weight_decay': 0.05940725010140362, 'batch_size': 32}
+  Best Value (CSI): 0.399115
+  Best Trial: 50
+  Best Parameters: {'d_main': 64, 'd_hidden': 192, 'n_blocks': 5, 'dropout': 0.15327234825163508, 'lr': 0.0021257323880618864, 'weight_decay': 0.06824750948093047, 'batch_size': 32}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.3169411764705883, 1: 1.3169411764705883, 2: 0.6750693523097334} (클래스별 샘플 수: {0: 8500, 1: 8500, 2: 16582})
+[I 2025-12-25 10:48:52,573] Trial 69 pruned. 
+
+================================================================================
+Trial 69 완료
+  Value (CSI): 0.302536
+  Parameters: {'d_main': 128, 'd_hidden': 192, 'n_blocks': 2, 'dropout': 0.25091380422037446, 'lr': 0.001836268500181193, 'weight_decay': 0.07960486618535044, 'batch_size': 256}
+  Best Value (CSI): 0.399115
+  Best Trial: 50
+  Best Parameters: {'d_main': 64, 'd_hidden': 192, 'n_blocks': 5, 'dropout': 0.15327234825163508, 'lr': 0.0021257323880618864, 'weight_decay': 0.06824750948093047, 'batch_size': 32}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.3169411764705883, 1: 1.3169411764705883, 2: 0.6750693523097334} (클래스별 샘플 수: {0: 8500, 1: 8500, 2: 16582})
+[I 2025-12-25 10:49:04,882] Trial 70 pruned. 
+
+================================================================================
+Trial 70 완료
+  Value (CSI): 0.295000
+  Parameters: {'d_main': 96, 'd_hidden': 128, 'n_blocks': 4, 'dropout': 0.21066982926244077, 'lr': 0.001148257627887433, 'weight_decay': 0.04261314365207434, 'batch_size': 64}
+  Best Value (CSI): 0.399115
+  Best Trial: 50
+  Best Parameters: {'d_main': 64, 'd_hidden': 192, 'n_blocks': 5, 'dropout': 0.15327234825163508, 'lr': 0.0021257323880618864, 'weight_decay': 0.06824750948093047, 'batch_size': 32}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.3169411764705883, 1: 1.3169411764705883, 2: 0.6750693523097334} (클래스별 샘플 수: {0: 8500, 1: 8500, 2: 16582})
+[I 2025-12-25 10:49:17,153] Trial 71 pruned. 
+
+================================================================================
+Trial 71 완료
+  Value (CSI): 0.302926
+  Parameters: {'d_main': 224, 'd_hidden': 128, 'n_blocks': 4, 'dropout': 0.393440851831177, 'lr': 0.0009251539187595495, 'weight_decay': 0.00104863783214552, 'batch_size': 64}
+  Best Value (CSI): 0.399115
+  Best Trial: 50
+  Best Parameters: {'d_main': 64, 'd_hidden': 192, 'n_blocks': 5, 'dropout': 0.15327234825163508, 'lr': 0.0021257323880618864, 'weight_decay': 0.06824750948093047, 'batch_size': 32}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.3169411764705883, 1: 1.3169411764705883, 2: 0.6750693523097334} (클래스별 샘플 수: {0: 8500, 1: 8500, 2: 16582})
+[I 2025-12-25 10:49:29,726] Trial 72 pruned. 
+
+================================================================================
+Trial 72 완료
+  Value (CSI): 0.303136
+  Parameters: {'d_main': 224, 'd_hidden': 128, 'n_blocks': 4, 'dropout': 0.3715916802254118, 'lr': 0.0009211859480386593, 'weight_decay': 0.0009736160671407746, 'batch_size': 64}
+  Best Value (CSI): 0.399115
+  Best Trial: 50
+  Best Parameters: {'d_main': 64, 'd_hidden': 192, 'n_blocks': 5, 'dropout': 0.15327234825163508, 'lr': 0.0021257323880618864, 'weight_decay': 0.06824750948093047, 'batch_size': 32}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.3169411764705883, 1: 1.3169411764705883, 2: 0.6750693523097334} (클래스별 샘플 수: {0: 8500, 1: 8500, 2: 16582})
+[I 2025-12-25 10:49:42,852] Trial 73 pruned. 
+
+================================================================================
+Trial 73 완료
+  Value (CSI): 0.302876
+  Parameters: {'d_main': 256, 'd_hidden': 128, 'n_blocks': 4, 'dropout': 0.3993920593294619, 'lr': 0.0030760058375423, 'weight_decay': 0.0019876925560191124, 'batch_size': 64}
+  Best Value (CSI): 0.399115
+  Best Trial: 50
+  Best Parameters: {'d_main': 64, 'd_hidden': 192, 'n_blocks': 5, 'dropout': 0.15327234825163508, 'lr': 0.0021257323880618864, 'weight_decay': 0.06824750948093047, 'batch_size': 32}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.3169411764705883, 1: 1.3169411764705883, 2: 0.6750693523097334} (클래스별 샘플 수: {0: 8500, 1: 8500, 2: 16582})
+[I 2025-12-25 10:49:55,755] Trial 74 pruned. 
+
+================================================================================
+Trial 74 완료
+  Value (CSI): 0.281056
+  Parameters: {'d_main': 224, 'd_hidden': 128, 'n_blocks': 4, 'dropout': 0.3687502266813523, 'lr': 0.0014705473249239482, 'weight_decay': 0.002683436641443877, 'batch_size': 64}
+  Best Value (CSI): 0.399115
+  Best Trial: 50
+  Best Parameters: {'d_main': 64, 'd_hidden': 192, 'n_blocks': 5, 'dropout': 0.15327234825163508, 'lr': 0.0021257323880618864, 'weight_decay': 0.06824750948093047, 'batch_size': 32}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.3169411764705883, 1: 1.3169411764705883, 2: 0.6750693523097334} (클래스별 샘플 수: {0: 8500, 1: 8500, 2: 16582})
+  Fold 2 - 클래스별 가중치: {0: 1.3256078431372549, 1: 1.3256078431372549, 2: 0.6705746989624869} (클래스별 샘플 수: {0: 8500, 1: 8500, 2: 16803})
+  Fold 3 - 클래스별 가중치: {0: 1.329921568627451, 1: 1.329921568627451, 2: 0.6683813240308244} (클래스별 샘플 수: {0: 8500, 1: 8500, 2: 16913})
+[I 2025-12-25 10:50:27,527] Trial 75 finished with value: 0.37373360227220814 and parameters: {'d_main': 192, 'd_hidden': 256, 'n_blocks': 4, 'dropout': 0.16852036699010972, 'lr': 0.0007412789666526645, 'weight_decay': 0.032942877994157904, 'batch_size': 256}. Best is trial 50 with value: 0.3991148650568916.
+
+================================================================================
+Trial 75 완료
+  Value (CSI): 0.373734
+  Parameters: {'d_main': 192, 'd_hidden': 256, 'n_blocks': 4, 'dropout': 0.16852036699010972, 'lr': 0.0007412789666526645, 'weight_decay': 0.032942877994157904, 'batch_size': 256}
+  Best Value (CSI): 0.399115
+  Best Trial: 50
+  Best Parameters: {'d_main': 64, 'd_hidden': 192, 'n_blocks': 5, 'dropout': 0.15327234825163508, 'lr': 0.0021257323880618864, 'weight_decay': 0.06824750948093047, 'batch_size': 32}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.3169411764705883, 1: 1.3169411764705883, 2: 0.6750693523097334} (클래스별 샘플 수: {0: 8500, 1: 8500, 2: 16582})
+[I 2025-12-25 10:50:39,120] Trial 76 pruned. 
+
+================================================================================
+Trial 76 완료
+  Value (CSI): 0.303136
+  Parameters: {'d_main': 256, 'd_hidden': 128, 'n_blocks': 3, 'dropout': 0.3762164375802858, 'lr': 0.0011638032515101202, 'weight_decay': 0.016029964840315068, 'batch_size': 128}
+  Best Value (CSI): 0.399115
+  Best Trial: 50
+  Best Parameters: {'d_main': 64, 'd_hidden': 192, 'n_blocks': 5, 'dropout': 0.15327234825163508, 'lr': 0.0021257323880618864, 'weight_decay': 0.06824750948093047, 'batch_size': 32}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.3169411764705883, 1: 1.3169411764705883, 2: 0.6750693523097334} (클래스별 샘플 수: {0: 8500, 1: 8500, 2: 16582})
+  Fold 2 - 클래스별 가중치: {0: 1.3256078431372549, 1: 1.3256078431372549, 2: 0.6705746989624869} (클래스별 샘플 수: {0: 8500, 1: 8500, 2: 16803})
+[I 2025-12-25 10:51:23,921] Trial 77 pruned. 
+
+================================================================================
+Trial 77 완료
+  Value (CSI): 0.384717
+  Parameters: {'d_main': 160, 'd_hidden': 128, 'n_blocks': 5, 'dropout': 0.18673392023736332, 'lr': 0.0019509772169473525, 'weight_decay': 0.08237453773626051, 'batch_size': 64}
+  Best Value (CSI): 0.399115
+  Best Trial: 50
+  Best Parameters: {'d_main': 64, 'd_hidden': 192, 'n_blocks': 5, 'dropout': 0.15327234825163508, 'lr': 0.0021257323880618864, 'weight_decay': 0.06824750948093047, 'batch_size': 32}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.3169411764705883, 1: 1.3169411764705883, 2: 0.6750693523097334} (클래스별 샘플 수: {0: 8500, 1: 8500, 2: 16582})
+  Fold 2 - 클래스별 가중치: {0: 1.3256078431372549, 1: 1.3256078431372549, 2: 0.6705746989624869} (클래스별 샘플 수: {0: 8500, 1: 8500, 2: 16803})
+  Fold 3 - 클래스별 가중치: {0: 1.329921568627451, 1: 1.329921568627451, 2: 0.6683813240308244} (클래스별 샘플 수: {0: 8500, 1: 8500, 2: 16913})
+[I 2025-12-25 10:51:49,062] Trial 78 pruned. 
+
+================================================================================
+Trial 78 완료
+  Value (CSI): 0.339367
+  Parameters: {'d_main': 192, 'd_hidden': 64, 'n_blocks': 4, 'dropout': 0.14980011794738504, 'lr': 0.002616318753905241, 'weight_decay': 0.0011790209865310485, 'batch_size': 256}
+  Best Value (CSI): 0.399115
+  Best Trial: 50
+  Best Parameters: {'d_main': 64, 'd_hidden': 192, 'n_blocks': 5, 'dropout': 0.15327234825163508, 'lr': 0.0021257323880618864, 'weight_decay': 0.06824750948093047, 'batch_size': 32}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.3169411764705883, 1: 1.3169411764705883, 2: 0.6750693523097334} (클래스별 샘플 수: {0: 8500, 1: 8500, 2: 16582})
+[I 2025-12-25 10:52:27,009] Trial 79 pruned. 
+
+================================================================================
+Trial 79 완료
+  Value (CSI): 0.314629
+  Parameters: {'d_main': 192, 'd_hidden': 192, 'n_blocks': 4, 'dropout': 0.3482998372950359, 'lr': 0.0016101741780071962, 'weight_decay': 0.0015529658811561917, 'batch_size': 32}
+  Best Value (CSI): 0.399115
+  Best Trial: 50
+  Best Parameters: {'d_main': 64, 'd_hidden': 192, 'n_blocks': 5, 'dropout': 0.15327234825163508, 'lr': 0.0021257323880618864, 'weight_decay': 0.06824750948093047, 'batch_size': 32}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.3169411764705883, 1: 1.3169411764705883, 2: 0.6750693523097334} (클래스별 샘플 수: {0: 8500, 1: 8500, 2: 16582})
+[I 2025-12-25 10:52:35,178] Trial 80 pruned. 
+
+================================================================================
+Trial 80 완료
+  Value (CSI): 0.308958
+  Parameters: {'d_main': 128, 'd_hidden': 128, 'n_blocks': 3, 'dropout': 0.2636590728798877, 'lr': 0.0022588713283375906, 'weight_decay': 0.0007416673190366454, 'batch_size': 256}
+  Best Value (CSI): 0.399115
+  Best Trial: 50
+  Best Parameters: {'d_main': 64, 'd_hidden': 192, 'n_blocks': 5, 'dropout': 0.15327234825163508, 'lr': 0.0021257323880618864, 'weight_decay': 0.06824750948093047, 'batch_size': 32}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.3169411764705883, 1: 1.3169411764705883, 2: 0.6750693523097334} (클래스별 샘플 수: {0: 8500, 1: 8500, 2: 16582})
+[I 2025-12-25 10:52:43,128] Trial 81 pruned. 
+
+================================================================================
+Trial 81 완료
+  Value (CSI): 0.302655
+  Parameters: {'d_main': 128, 'd_hidden': 256, 'n_blocks': 2, 'dropout': 0.19901938896629273, 'lr': 0.004309866678878766, 'weight_decay': 0.062170482421782663, 'batch_size': 256}
+  Best Value (CSI): 0.399115
+  Best Trial: 50
+  Best Parameters: {'d_main': 64, 'd_hidden': 192, 'n_blocks': 5, 'dropout': 0.15327234825163508, 'lr': 0.0021257323880618864, 'weight_decay': 0.06824750948093047, 'batch_size': 32}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.3169411764705883, 1: 1.3169411764705883, 2: 0.6750693523097334} (클래스별 샘플 수: {0: 8500, 1: 8500, 2: 16582})
+[I 2025-12-25 10:52:50,897] Trial 82 pruned. 
+
+================================================================================
+Trial 82 완료
+  Value (CSI): 0.309783
+  Parameters: {'d_main': 160, 'd_hidden': 256, 'n_blocks': 2, 'dropout': 0.22333499043430177, 'lr': 0.005755188918155663, 'weight_decay': 0.06212492182390605, 'batch_size': 256}
+  Best Value (CSI): 0.399115
+  Best Trial: 50
+  Best Parameters: {'d_main': 64, 'd_hidden': 192, 'n_blocks': 5, 'dropout': 0.15327234825163508, 'lr': 0.0021257323880618864, 'weight_decay': 0.06824750948093047, 'batch_size': 32}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.3169411764705883, 1: 1.3169411764705883, 2: 0.6750693523097334} (클래스별 샘플 수: {0: 8500, 1: 8500, 2: 16582})
+[I 2025-12-25 10:52:55,451] Trial 83 pruned. 
+
+================================================================================
+Trial 83 완료
+  Value (CSI): 0.265879
+  Parameters: {'d_main': 96, 'd_hidden': 256, 'n_blocks': 2, 'dropout': 0.23573420973903098, 'lr': 0.0040309057249031, 'weight_decay': 0.0486525925808665, 'batch_size': 256}
+  Best Value (CSI): 0.399115
+  Best Trial: 50
+  Best Parameters: {'d_main': 64, 'd_hidden': 192, 'n_blocks': 5, 'dropout': 0.15327234825163508, 'lr': 0.0021257323880618864, 'weight_decay': 0.06824750948093047, 'batch_size': 32}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.3169411764705883, 1: 1.3169411764705883, 2: 0.6750693523097334} (클래스별 샘플 수: {0: 8500, 1: 8500, 2: 16582})
+[I 2025-12-25 10:53:03,554] Trial 84 pruned. 
+
+================================================================================
+Trial 84 완료
+  Value (CSI): 0.288815
+  Parameters: {'d_main': 128, 'd_hidden': 256, 'n_blocks': 2, 'dropout': 0.17951721468093498, 'lr': 0.003504755677581347, 'weight_decay': 0.07694261852754754, 'batch_size': 256}
+  Best Value (CSI): 0.399115
+  Best Trial: 50
+  Best Parameters: {'d_main': 64, 'd_hidden': 192, 'n_blocks': 5, 'dropout': 0.15327234825163508, 'lr': 0.0021257323880618864, 'weight_decay': 0.06824750948093047, 'batch_size': 32}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.3169411764705883, 1: 1.3169411764705883, 2: 0.6750693523097334} (클래스별 샘플 수: {0: 8500, 1: 8500, 2: 16582})
+[I 2025-12-25 10:53:20,855] Trial 85 pruned. 
+
+================================================================================
+Trial 85 완료
+  Value (CSI): 0.245333
+  Parameters: {'d_main': 64, 'd_hidden': 256, 'n_blocks': 2, 'dropout': 0.21049379750365418, 'lr': 0.007315461619132211, 'weight_decay': 0.09686950381148796, 'batch_size': 32}
+  Best Value (CSI): 0.399115
+  Best Trial: 50
+  Best Parameters: {'d_main': 64, 'd_hidden': 192, 'n_blocks': 5, 'dropout': 0.15327234825163508, 'lr': 0.0021257323880618864, 'weight_decay': 0.06824750948093047, 'batch_size': 32}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.3169411764705883, 1: 1.3169411764705883, 2: 0.6750693523097334} (클래스별 샘플 수: {0: 8500, 1: 8500, 2: 16582})
+[I 2025-12-25 10:53:25,995] Trial 86 pruned. 
+
+================================================================================
+Trial 86 완료
+  Value (CSI): 0.298951
+  Parameters: {'d_main': 160, 'd_hidden': 256, 'n_blocks': 4, 'dropout': 0.1665783224164815, 'lr': 0.002818071068346511, 'weight_decay': 0.05342759307463519, 'batch_size': 256}
+  Best Value (CSI): 0.399115
+  Best Trial: 50
+  Best Parameters: {'d_main': 64, 'd_hidden': 192, 'n_blocks': 5, 'dropout': 0.15327234825163508, 'lr': 0.0021257323880618864, 'weight_decay': 0.06824750948093047, 'batch_size': 32}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.3169411764705883, 1: 1.3169411764705883, 2: 0.6750693523097334} (클래스별 샘플 수: {0: 8500, 1: 8500, 2: 16582})
+  Fold 2 - 클래스별 가중치: {0: 1.3256078431372549, 1: 1.3256078431372549, 2: 0.6705746989624869} (클래스별 샘플 수: {0: 8500, 1: 8500, 2: 16803})
+  Fold 3 - 클래스별 가중치: {0: 1.329921568627451, 1: 1.329921568627451, 2: 0.6683813240308244} (클래스별 샘플 수: {0: 8500, 1: 8500, 2: 16913})
+[I 2025-12-25 10:53:55,747] Trial 87 finished with value: 0.38622992514289 and parameters: {'d_main': 96, 'd_hidden': 192, 'n_blocks': 3, 'dropout': 0.19380734004419836, 'lr': 0.0034286714602493828, 'weight_decay': 0.03870477819428157, 'batch_size': 256}. Best is trial 50 with value: 0.3991148650568916.
+
+================================================================================
+Trial 87 완료
+  Value (CSI): 0.386230
+  Parameters: {'d_main': 96, 'd_hidden': 192, 'n_blocks': 3, 'dropout': 0.19380734004419836, 'lr': 0.0034286714602493828, 'weight_decay': 0.03870477819428157, 'batch_size': 256}
+  Best Value (CSI): 0.399115
+  Best Trial: 50
+  Best Parameters: {'d_main': 64, 'd_hidden': 192, 'n_blocks': 5, 'dropout': 0.15327234825163508, 'lr': 0.0021257323880618864, 'weight_decay': 0.06824750948093047, 'batch_size': 32}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.3169411764705883, 1: 1.3169411764705883, 2: 0.6750693523097334} (클래스별 샘플 수: {0: 8500, 1: 8500, 2: 16582})
+  Fold 2 - 클래스별 가중치: {0: 1.3256078431372549, 1: 1.3256078431372549, 2: 0.6705746989624869} (클래스별 샘플 수: {0: 8500, 1: 8500, 2: 16803})
+  Fold 3 - 클래스별 가중치: {0: 1.329921568627451, 1: 1.329921568627451, 2: 0.6683813240308244} (클래스별 샘플 수: {0: 8500, 1: 8500, 2: 16913})
+[I 2025-12-25 10:54:23,905] Trial 88 finished with value: 0.38205031167480646 and parameters: {'d_main': 96, 'd_hidden': 192, 'n_blocks': 3, 'dropout': 0.19218872516115634, 'lr': 0.0034292892542343513, 'weight_decay': 0.03731215718685484, 'batch_size': 256}. Best is trial 50 with value: 0.3991148650568916.
+
+================================================================================
+Trial 88 완료
+  Value (CSI): 0.382050
+  Parameters: {'d_main': 96, 'd_hidden': 192, 'n_blocks': 3, 'dropout': 0.19218872516115634, 'lr': 0.0034292892542343513, 'weight_decay': 0.03731215718685484, 'batch_size': 256}
+  Best Value (CSI): 0.399115
+  Best Trial: 50
+  Best Parameters: {'d_main': 64, 'd_hidden': 192, 'n_blocks': 5, 'dropout': 0.15327234825163508, 'lr': 0.0021257323880618864, 'weight_decay': 0.06824750948093047, 'batch_size': 32}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.3169411764705883, 1: 1.3169411764705883, 2: 0.6750693523097334} (클래스별 샘플 수: {0: 8500, 1: 8500, 2: 16582})
+[I 2025-12-25 10:54:45,466] Trial 89 pruned. 
+
+================================================================================
+Trial 89 완료
+  Value (CSI): 0.298246
+  Parameters: {'d_main': 64, 'd_hidden': 192, 'n_blocks': 4, 'dropout': 0.3826550935165921, 'lr': 0.0020387742568004578, 'weight_decay': 0.0301858375267081, 'batch_size': 32}
+  Best Value (CSI): 0.399115
+  Best Trial: 50
+  Best Parameters: {'d_main': 64, 'd_hidden': 192, 'n_blocks': 5, 'dropout': 0.15327234825163508, 'lr': 0.0021257323880618864, 'weight_decay': 0.06824750948093047, 'batch_size': 32}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.3169411764705883, 1: 1.3169411764705883, 2: 0.6750693523097334} (클래스별 샘플 수: {0: 8500, 1: 8500, 2: 16582})
+[I 2025-12-25 10:54:59,393] Trial 90 pruned. 
+
+================================================================================
+Trial 90 완료
+  Value (CSI): 0.304598
+  Parameters: {'d_main': 96, 'd_hidden': 192, 'n_blocks': 5, 'dropout': 0.17956484157307714, 'lr': 0.0014234776430758133, 'weight_decay': 0.0012686179044465494, 'batch_size': 128}
+  Best Value (CSI): 0.399115
+  Best Trial: 50
+  Best Parameters: {'d_main': 64, 'd_hidden': 192, 'n_blocks': 5, 'dropout': 0.15327234825163508, 'lr': 0.0021257323880618864, 'weight_decay': 0.06824750948093047, 'batch_size': 32}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.3169411764705883, 1: 1.3169411764705883, 2: 0.6750693523097334} (클래스별 샘플 수: {0: 8500, 1: 8500, 2: 16582})
+[I 2025-12-25 10:55:07,151] Trial 91 pruned. 
+
+================================================================================
+Trial 91 완료
+  Value (CSI): 0.312950
+  Parameters: {'d_main': 128, 'd_hidden': 192, 'n_blocks': 2, 'dropout': 0.20550749976286584, 'lr': 0.004990187463361563, 'weight_decay': 0.04446944724854915, 'batch_size': 256}
+  Best Value (CSI): 0.399115
+  Best Trial: 50
+  Best Parameters: {'d_main': 64, 'd_hidden': 192, 'n_blocks': 5, 'dropout': 0.15327234825163508, 'lr': 0.0021257323880618864, 'weight_decay': 0.06824750948093047, 'batch_size': 32}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.3169411764705883, 1: 1.3169411764705883, 2: 0.6750693523097334} (클래스별 샘플 수: {0: 8500, 1: 8500, 2: 16582})
+  Fold 2 - 클래스별 가중치: {0: 1.3256078431372549, 1: 1.3256078431372549, 2: 0.6705746989624869} (클래스별 샘플 수: {0: 8500, 1: 8500, 2: 16803})
+  Fold 3 - 클래스별 가중치: {0: 1.329921568627451, 1: 1.329921568627451, 2: 0.6683813240308244} (클래스별 샘플 수: {0: 8500, 1: 8500, 2: 16913})
+[I 2025-12-25 10:55:33,964] Trial 92 finished with value: 0.3861654299300438 and parameters: {'d_main': 96, 'd_hidden': 128, 'n_blocks': 4, 'dropout': 0.18752509238060627, 'lr': 0.003225365758804971, 'weight_decay': 0.06434288907545135, 'batch_size': 256}. Best is trial 50 with value: 0.3991148650568916.
+
+================================================================================
+Trial 92 완료
+  Value (CSI): 0.386165
+  Parameters: {'d_main': 96, 'd_hidden': 128, 'n_blocks': 4, 'dropout': 0.18752509238060627, 'lr': 0.003225365758804971, 'weight_decay': 0.06434288907545135, 'batch_size': 256}
+  Best Value (CSI): 0.399115
+  Best Trial: 50
+  Best Parameters: {'d_main': 64, 'd_hidden': 192, 'n_blocks': 5, 'dropout': 0.15327234825163508, 'lr': 0.0021257323880618864, 'weight_decay': 0.06824750948093047, 'batch_size': 32}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.3169411764705883, 1: 1.3169411764705883, 2: 0.6750693523097334} (클래스별 샘플 수: {0: 8500, 1: 8500, 2: 16582})
+[I 2025-12-25 10:55:42,826] Trial 93 pruned. 
+
+================================================================================
+Trial 93 완료
+  Value (CSI): 0.307971
+  Parameters: {'d_main': 96, 'd_hidden': 128, 'n_blocks': 4, 'dropout': 0.18941975048782195, 'lr': 0.002405507961164702, 'weight_decay': 0.06869273768857732, 'batch_size': 256}
+  Best Value (CSI): 0.399115
+  Best Trial: 50
+  Best Parameters: {'d_main': 64, 'd_hidden': 192, 'n_blocks': 5, 'dropout': 0.15327234825163508, 'lr': 0.0021257323880618864, 'weight_decay': 0.06824750948093047, 'batch_size': 32}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.3169411764705883, 1: 1.3169411764705883, 2: 0.6750693523097334} (클래스별 샘플 수: {0: 8500, 1: 8500, 2: 16582})
+[I 2025-12-25 10:55:51,602] Trial 94 pruned. 
+
+================================================================================
+Trial 94 완료
+  Value (CSI): 0.334646
+  Parameters: {'d_main': 96, 'd_hidden': 128, 'n_blocks': 4, 'dropout': 0.19838281628438045, 'lr': 0.0028996894330121275, 'weight_decay': 0.07854350000952375, 'batch_size': 256}
+  Best Value (CSI): 0.399115
+  Best Trial: 50
+  Best Parameters: {'d_main': 64, 'd_hidden': 192, 'n_blocks': 5, 'dropout': 0.15327234825163508, 'lr': 0.0021257323880618864, 'weight_decay': 0.06824750948093047, 'batch_size': 32}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.3169411764705883, 1: 1.3169411764705883, 2: 0.6750693523097334} (클래스별 샘플 수: {0: 8500, 1: 8500, 2: 16582})
+  Fold 2 - 클래스별 가중치: {0: 1.3256078431372549, 1: 1.3256078431372549, 2: 0.6705746989624869} (클래스별 샘플 수: {0: 8500, 1: 8500, 2: 16803})
+[I 2025-12-25 10:56:09,601] Trial 95 pruned. 
+
+================================================================================
+Trial 95 완료
+  Value (CSI): 0.400657
+  Parameters: {'d_main': 64, 'd_hidden': 128, 'n_blocks': 4, 'dropout': 0.17189500140845693, 'lr': 0.0017296632236915236, 'weight_decay': 0.08679290883377223, 'batch_size': 256}
+  Best Value (CSI): 0.399115
+  Best Trial: 50
+  Best Parameters: {'d_main': 64, 'd_hidden': 192, 'n_blocks': 5, 'dropout': 0.15327234825163508, 'lr': 0.0021257323880618864, 'weight_decay': 0.06824750948093047, 'batch_size': 32}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.3169411764705883, 1: 1.3169411764705883, 2: 0.6750693523097334} (클래스별 샘플 수: {0: 8500, 1: 8500, 2: 16582})
+  Fold 2 - 클래스별 가중치: {0: 1.3256078431372549, 1: 1.3256078431372549, 2: 0.6705746989624869} (클래스별 샘플 수: {0: 8500, 1: 8500, 2: 16803})
+  Fold 3 - 클래스별 가중치: {0: 1.329921568627451, 1: 1.329921568627451, 2: 0.6683813240308244} (클래스별 샘플 수: {0: 8500, 1: 8500, 2: 16913})
+[I 2025-12-25 10:56:34,441] Trial 96 finished with value: 0.3925027975323269 and parameters: {'d_main': 96, 'd_hidden': 128, 'n_blocks': 4, 'dropout': 0.1583979593886063, 'lr': 0.004314228713221431, 'weight_decay': 0.05461399292125453, 'batch_size': 256}. Best is trial 50 with value: 0.3991148650568916.
+
+================================================================================
+Trial 96 완료
+  Value (CSI): 0.392503
+  Parameters: {'d_main': 96, 'd_hidden': 128, 'n_blocks': 4, 'dropout': 0.1583979593886063, 'lr': 0.004314228713221431, 'weight_decay': 0.05461399292125453, 'batch_size': 256}
+  Best Value (CSI): 0.399115
+  Best Trial: 50
+  Best Parameters: {'d_main': 64, 'd_hidden': 192, 'n_blocks': 5, 'dropout': 0.15327234825163508, 'lr': 0.0021257323880618864, 'weight_decay': 0.06824750948093047, 'batch_size': 32}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.3169411764705883, 1: 1.3169411764705883, 2: 0.6750693523097334} (클래스별 샘플 수: {0: 8500, 1: 8500, 2: 16582})
+[I 2025-12-25 10:56:43,256] Trial 97 pruned. 
+
+================================================================================
+Trial 97 완료
+  Value (CSI): 0.286432
+  Parameters: {'d_main': 96, 'd_hidden': 128, 'n_blocks': 4, 'dropout': 0.1531563160633173, 'lr': 0.005815901514299003, 'weight_decay': 0.051293196906924694, 'batch_size': 256}
+  Best Value (CSI): 0.399115
+  Best Trial: 50
+  Best Parameters: {'d_main': 64, 'd_hidden': 192, 'n_blocks': 5, 'dropout': 0.15327234825163508, 'lr': 0.0021257323880618864, 'weight_decay': 0.06824750948093047, 'batch_size': 32}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.3169411764705883, 1: 1.3169411764705883, 2: 0.6750693523097334} (클래스별 샘플 수: {0: 8500, 1: 8500, 2: 16582})
+[I 2025-12-25 10:56:52,103] Trial 98 pruned. 
+
+================================================================================
+Trial 98 완료
+  Value (CSI): 0.321012
+  Parameters: {'d_main': 96, 'd_hidden': 192, 'n_blocks': 4, 'dropout': 0.15676460066833806, 'lr': 0.0033570333619670186, 'weight_decay': 0.06475500413231854, 'batch_size': 256}
+  Best Value (CSI): 0.399115
+  Best Trial: 50
+  Best Parameters: {'d_main': 64, 'd_hidden': 192, 'n_blocks': 5, 'dropout': 0.15327234825163508, 'lr': 0.0021257323880618864, 'weight_decay': 0.06824750948093047, 'batch_size': 32}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.3169411764705883, 1: 1.3169411764705883, 2: 0.6750693523097334} (클래스별 샘플 수: {0: 8500, 1: 8500, 2: 16582})
+  Fold 2 - 클래스별 가중치: {0: 1.3256078431372549, 1: 1.3256078431372549, 2: 0.6705746989624869} (클래스별 샘플 수: {0: 8500, 1: 8500, 2: 16803})
+  Fold 3 - 클래스별 가중치: {0: 1.329921568627451, 1: 1.329921568627451, 2: 0.6683813240308244} (클래스별 샘플 수: {0: 8500, 1: 8500, 2: 16913})
+[I 2025-12-25 10:57:21,754] Trial 99 finished with value: 0.38388991661254934 and parameters: {'d_main': 96, 'd_hidden': 128, 'n_blocks': 4, 'dropout': 0.1628794523741427, 'lr': 0.004630818769419554, 'weight_decay': 0.026322383541567407, 'batch_size': 256}. Best is trial 50 with value: 0.3991148650568916.
+
+================================================================================
+Trial 99 완료
+  Value (CSI): 0.383890
+  Parameters: {'d_main': 96, 'd_hidden': 128, 'n_blocks': 4, 'dropout': 0.1628794523741427, 'lr': 0.004630818769419554, 'weight_decay': 0.026322383541567407, 'batch_size': 256}
+  Best Value (CSI): 0.399115
+  Best Trial: 50
+  Best Parameters: {'d_main': 64, 'd_hidden': 192, 'n_blocks': 5, 'dropout': 0.15327234825163508, 'lr': 0.0021257323880618864, 'weight_decay': 0.06824750948093047, 'batch_size': 32}
+================================================================================
+
+
+최적화 완료.
+Best CSI Score: 0.3991
+Best Hyperparameters: {'d_main': 64, 'd_hidden': 192, 'n_blocks': 5, 'dropout': 0.15327234825163508, 'lr': 0.0021257323880618864, 'weight_decay': 0.06824750948093047, 'batch_size': 32}
+
+최적화 과정 요약:
+  - 총 시도 횟수: 100
+  - 성공한 시도: 100
+  - 최초 CSI: 0.3800
+  - 최종 CSI: 0.3839
+  - 최고 CSI: 0.4007
+  - 최저 CSI: 0.2072
+  - 평균 CSI: 0.3203
+
+최적화 Study 객체가 /workspace/visibility_prediction/Analysis_code/optimization_history/deepgbm_smote_daegu_trials.pkl에 저장되었습니다.
+
+==================================================
+최적화된 하이퍼파라미터로 최종 모델 학습 시작
+==================================================
+최종 모델 학습 시작...
+Fold 1 학습 중...
+  Early stopping at epoch 23, Best CSI: 0.3176
+  Fold 1 학습 완료 (검증 CSI: 0.3176)
+Fold 2 학습 중...
+  Early stopping at epoch 26, Best CSI: 0.4231
+  Fold 2 학습 완료 (검증 CSI: 0.4231)
+Fold 3 학습 중...
+  Early stopping at epoch 18, Best CSI: 0.4168
+  Fold 3 학습 완료 (검증 CSI: 0.4168)
+
+모든 모델 저장 완료: ../save_model/deepgbm_optima/deepgbm_smote_daegu.pkl (총 3개 fold)
+Scaler 저장 완료: ../save_model/deepgbm_optima/scaler/deepgbm_smote_daegu_scaler.pkl (총 3개 fold)
+
+최종 모델 학습 및 저장 완료!
+저장된 모델 경로: ../save_model/deepgbm_optima/deepgbm_smote_daegu.pkl
+
+✓ 완료: deepgbm_smote/deepgbm_smote_daegu.py (소요 시간: 2496초)
+
+----------------------------------------
+실행 중: deepgbm_smote/deepgbm_smote_daejeon.py
+시작 시간: 2025-12-25 10:59:37
+----------------------------------------
+[I 2025-12-25 10:59:38,660] A new study created in memory with name: no-name-22bba392-197f-4a3e-af31-8eebaa82803a
+  Fold 1 - 클래스별 가중치: {0: 1.3100416666666668, 1: 1.3100416666666668, 2: 0.6787341061675626} (클래스별 샘플 수: {0: 8000, 1: 8000, 2: 15441})
+  Fold 2 - 클래스별 가중치: {0: 1.3215416666666666, 1: 1.3215416666666666, 2: 0.6726686602617123} (클래스별 샘플 수: {0: 8000, 1: 8000, 2: 15717})
+  Fold 3 - 클래스별 가중치: {0: 1.3243333333333334, 1: 1.3243333333333334, 2: 0.6712282480148674} (클래스별 샘플 수: {0: 8000, 1: 8000, 2: 15784})
+[I 2025-12-25 11:00:48,730] Trial 0 finished with value: 0.4287732599473563 and parameters: {'d_main': 224, 'd_hidden': 64, 'n_blocks': 2, 'dropout': 0.16464401777790397, 'lr': 5.3782695067300876e-05, 'weight_decay': 0.0234130008776593, 'batch_size': 256}. Best is trial 0 with value: 0.4287732599473563.
+
+================================================================================
+Trial 0 완료
+  Value (CSI): 0.428773
+  Parameters: {'d_main': 224, 'd_hidden': 64, 'n_blocks': 2, 'dropout': 0.16464401777790397, 'lr': 5.3782695067300876e-05, 'weight_decay': 0.0234130008776593, 'batch_size': 256}
+  Best Value (CSI): 0.428773
+  Best Trial: 0
+  Best Parameters: {'d_main': 224, 'd_hidden': 64, 'n_blocks': 2, 'dropout': 0.16464401777790397, 'lr': 5.3782695067300876e-05, 'weight_decay': 0.0234130008776593, 'batch_size': 256}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.3100416666666668, 1: 1.3100416666666668, 2: 0.6787341061675626} (클래스별 샘플 수: {0: 8000, 1: 8000, 2: 15441})
+  Fold 2 - 클래스별 가중치: {0: 1.3215416666666666, 1: 1.3215416666666666, 2: 0.6726686602617123} (클래스별 샘플 수: {0: 8000, 1: 8000, 2: 15717})
+  Fold 3 - 클래스별 가중치: {0: 1.3243333333333334, 1: 1.3243333333333334, 2: 0.6712282480148674} (클래스별 샘플 수: {0: 8000, 1: 8000, 2: 15784})
+[I 2025-12-25 11:01:33,375] Trial 1 finished with value: 0.43942802503868333 and parameters: {'d_main': 64, 'd_hidden': 128, 'n_blocks': 4, 'dropout': 0.3662705454238786, 'lr': 0.00043748998546167114, 'weight_decay': 0.0004612836663478313, 'batch_size': 256}. Best is trial 1 with value: 0.43942802503868333.
+
+================================================================================
+Trial 1 완료
+  Value (CSI): 0.439428
+  Parameters: {'d_main': 64, 'd_hidden': 128, 'n_blocks': 4, 'dropout': 0.3662705454238786, 'lr': 0.00043748998546167114, 'weight_decay': 0.0004612836663478313, 'batch_size': 256}
+  Best Value (CSI): 0.439428
+  Best Trial: 1
+  Best Parameters: {'d_main': 64, 'd_hidden': 128, 'n_blocks': 4, 'dropout': 0.3662705454238786, 'lr': 0.00043748998546167114, 'weight_decay': 0.0004612836663478313, 'batch_size': 256}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.3100416666666668, 1: 1.3100416666666668, 2: 0.6787341061675626} (클래스별 샘플 수: {0: 8000, 1: 8000, 2: 15441})
+  Fold 2 - 클래스별 가중치: {0: 1.3215416666666666, 1: 1.3215416666666666, 2: 0.6726686602617123} (클래스별 샘플 수: {0: 8000, 1: 8000, 2: 15717})
+  Fold 3 - 클래스별 가중치: {0: 1.3243333333333334, 1: 1.3243333333333334, 2: 0.6712282480148674} (클래스별 샘플 수: {0: 8000, 1: 8000, 2: 15784})
+[I 2025-12-25 11:02:33,667] Trial 2 finished with value: 0.4372761639284977 and parameters: {'d_main': 256, 'd_hidden': 192, 'n_blocks': 3, 'dropout': 0.35901159939108807, 'lr': 0.00014768331556955659, 'weight_decay': 0.00012548650420212836, 'batch_size': 128}. Best is trial 1 with value: 0.43942802503868333.
+
+================================================================================
+Trial 2 완료
+  Value (CSI): 0.437276
+  Parameters: {'d_main': 256, 'd_hidden': 192, 'n_blocks': 3, 'dropout': 0.35901159939108807, 'lr': 0.00014768331556955659, 'weight_decay': 0.00012548650420212836, 'batch_size': 128}
+  Best Value (CSI): 0.439428
+  Best Trial: 1
+  Best Parameters: {'d_main': 64, 'd_hidden': 128, 'n_blocks': 4, 'dropout': 0.3662705454238786, 'lr': 0.00043748998546167114, 'weight_decay': 0.0004612836663478313, 'batch_size': 256}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.3100416666666668, 1: 1.3100416666666668, 2: 0.6787341061675626} (클래스별 샘플 수: {0: 8000, 1: 8000, 2: 15441})
+  Fold 2 - 클래스별 가중치: {0: 1.3215416666666666, 1: 1.3215416666666666, 2: 0.6726686602617123} (클래스별 샘플 수: {0: 8000, 1: 8000, 2: 15717})
+  Fold 3 - 클래스별 가중치: {0: 1.3243333333333334, 1: 1.3243333333333334, 2: 0.6712282480148674} (클래스별 샘플 수: {0: 8000, 1: 8000, 2: 15784})
+[I 2025-12-25 11:03:02,020] Trial 3 finished with value: 0.4389940470777424 and parameters: {'d_main': 224, 'd_hidden': 64, 'n_blocks': 3, 'dropout': 0.18788681175636734, 'lr': 0.008993364380459518, 'weight_decay': 0.0002874106814724655, 'batch_size': 256}. Best is trial 1 with value: 0.43942802503868333.
+
+================================================================================
+Trial 3 완료
+  Value (CSI): 0.438994
+  Parameters: {'d_main': 224, 'd_hidden': 64, 'n_blocks': 3, 'dropout': 0.18788681175636734, 'lr': 0.008993364380459518, 'weight_decay': 0.0002874106814724655, 'batch_size': 256}
+  Best Value (CSI): 0.439428
+  Best Trial: 1
+  Best Parameters: {'d_main': 64, 'd_hidden': 128, 'n_blocks': 4, 'dropout': 0.3662705454238786, 'lr': 0.00043748998546167114, 'weight_decay': 0.0004612836663478313, 'batch_size': 256}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.3100416666666668, 1: 1.3100416666666668, 2: 0.6787341061675626} (클래스별 샘플 수: {0: 8000, 1: 8000, 2: 15441})
+  Fold 2 - 클래스별 가중치: {0: 1.3215416666666666, 1: 1.3215416666666666, 2: 0.6726686602617123} (클래스별 샘플 수: {0: 8000, 1: 8000, 2: 15717})
+  Fold 3 - 클래스별 가중치: {0: 1.3243333333333334, 1: 1.3243333333333334, 2: 0.6712282480148674} (클래스별 샘플 수: {0: 8000, 1: 8000, 2: 15784})
+[I 2025-12-25 11:04:03,369] Trial 4 finished with value: 0.4464527362467254 and parameters: {'d_main': 256, 'd_hidden': 64, 'n_blocks': 4, 'dropout': 0.3778682430348451, 'lr': 0.0005233088132224274, 'weight_decay': 0.0005012485686439388, 'batch_size': 128}. Best is trial 4 with value: 0.4464527362467254.
+
+================================================================================
+Trial 4 완료
+  Value (CSI): 0.446453
+  Parameters: {'d_main': 256, 'd_hidden': 64, 'n_blocks': 4, 'dropout': 0.3778682430348451, 'lr': 0.0005233088132224274, 'weight_decay': 0.0005012485686439388, 'batch_size': 128}
+  Best Value (CSI): 0.446453
+  Best Trial: 4
+  Best Parameters: {'d_main': 256, 'd_hidden': 64, 'n_blocks': 4, 'dropout': 0.3778682430348451, 'lr': 0.0005233088132224274, 'weight_decay': 0.0005012485686439388, 'batch_size': 128}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.3100416666666668, 1: 1.3100416666666668, 2: 0.6787341061675626} (클래스별 샘플 수: {0: 8000, 1: 8000, 2: 15441})
+  Fold 2 - 클래스별 가중치: {0: 1.3215416666666666, 1: 1.3215416666666666, 2: 0.6726686602617123} (클래스별 샘플 수: {0: 8000, 1: 8000, 2: 15717})
+  Fold 3 - 클래스별 가중치: {0: 1.3243333333333334, 1: 1.3243333333333334, 2: 0.6712282480148674} (클래스별 샘플 수: {0: 8000, 1: 8000, 2: 15784})
+[I 2025-12-25 11:07:49,679] Trial 5 finished with value: 0.46415327690903346 and parameters: {'d_main': 224, 'd_hidden': 192, 'n_blocks': 3, 'dropout': 0.1930496093640372, 'lr': 0.0061014661404076125, 'weight_decay': 0.004528050765843693, 'batch_size': 32}. Best is trial 5 with value: 0.46415327690903346.
+
+================================================================================
+Trial 5 완료
+  Value (CSI): 0.464153
+  Parameters: {'d_main': 224, 'd_hidden': 192, 'n_blocks': 3, 'dropout': 0.1930496093640372, 'lr': 0.0061014661404076125, 'weight_decay': 0.004528050765843693, 'batch_size': 32}
+  Best Value (CSI): 0.464153
+  Best Trial: 5
+  Best Parameters: {'d_main': 224, 'd_hidden': 192, 'n_blocks': 3, 'dropout': 0.1930496093640372, 'lr': 0.0061014661404076125, 'weight_decay': 0.004528050765843693, 'batch_size': 32}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.3100416666666668, 1: 1.3100416666666668, 2: 0.6787341061675626} (클래스별 샘플 수: {0: 8000, 1: 8000, 2: 15441})
+[I 2025-12-25 11:08:11,159] Trial 6 pruned. 
+
+================================================================================
+Trial 6 완료
+  Value (CSI): 0.341860
+  Parameters: {'d_main': 128, 'd_hidden': 256, 'n_blocks': 6, 'dropout': 0.21951229831134825, 'lr': 0.00026813258895535256, 'weight_decay': 0.008924049742627492, 'batch_size': 64}
+  Best Value (CSI): 0.464153
+  Best Trial: 5
+  Best Parameters: {'d_main': 224, 'd_hidden': 192, 'n_blocks': 3, 'dropout': 0.1930496093640372, 'lr': 0.0061014661404076125, 'weight_decay': 0.004528050765843693, 'batch_size': 32}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.3100416666666668, 1: 1.3100416666666668, 2: 0.6787341061675626} (클래스별 샘플 수: {0: 8000, 1: 8000, 2: 15441})
+[I 2025-12-25 11:08:22,388] Trial 7 pruned. 
+
+================================================================================
+Trial 7 완료
+  Value (CSI): 0.357364
+  Parameters: {'d_main': 256, 'd_hidden': 192, 'n_blocks': 4, 'dropout': 0.29853695731466656, 'lr': 0.0007389119172172103, 'weight_decay': 0.01498410948030983, 'batch_size': 256}
+  Best Value (CSI): 0.464153
+  Best Trial: 5
+  Best Parameters: {'d_main': 224, 'd_hidden': 192, 'n_blocks': 3, 'dropout': 0.1930496093640372, 'lr': 0.0061014661404076125, 'weight_decay': 0.004528050765843693, 'batch_size': 32}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.3100416666666668, 1: 1.3100416666666668, 2: 0.6787341061675626} (클래스별 샘플 수: {0: 8000, 1: 8000, 2: 15441})
+[I 2025-12-25 11:08:33,447] Trial 8 pruned. 
+
+================================================================================
+Trial 8 완료
+  Value (CSI): 0.353016
+  Parameters: {'d_main': 224, 'd_hidden': 64, 'n_blocks': 2, 'dropout': 0.39177796885911254, 'lr': 0.008851023444534076, 'weight_decay': 0.032144744161495035, 'batch_size': 128}
+  Best Value (CSI): 0.464153
+  Best Trial: 5
+  Best Parameters: {'d_main': 224, 'd_hidden': 192, 'n_blocks': 3, 'dropout': 0.1930496093640372, 'lr': 0.0061014661404076125, 'weight_decay': 0.004528050765843693, 'batch_size': 32}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.3100416666666668, 1: 1.3100416666666668, 2: 0.6787341061675626} (클래스별 샘플 수: {0: 8000, 1: 8000, 2: 15441})
+  Fold 2 - 클래스별 가중치: {0: 1.3215416666666666, 1: 1.3215416666666666, 2: 0.6726686602617123} (클래스별 샘플 수: {0: 8000, 1: 8000, 2: 15717})
+  Fold 3 - 클래스별 가중치: {0: 1.3243333333333334, 1: 1.3243333333333334, 2: 0.6712282480148674} (클래스별 샘플 수: {0: 8000, 1: 8000, 2: 15784})
+[I 2025-12-25 11:09:12,780] Trial 9 finished with value: 0.42478663205665873 and parameters: {'d_main': 224, 'd_hidden': 256, 'n_blocks': 6, 'dropout': 0.1146631594730683, 'lr': 0.0004080170931844666, 'weight_decay': 0.001780418371684631, 'batch_size': 256}. Best is trial 5 with value: 0.46415327690903346.
+
+================================================================================
+Trial 9 완료
+  Value (CSI): 0.424787
+  Parameters: {'d_main': 224, 'd_hidden': 256, 'n_blocks': 6, 'dropout': 0.1146631594730683, 'lr': 0.0004080170931844666, 'weight_decay': 0.001780418371684631, 'batch_size': 256}
+  Best Value (CSI): 0.464153
+  Best Trial: 5
+  Best Parameters: {'d_main': 224, 'd_hidden': 192, 'n_blocks': 3, 'dropout': 0.1930496093640372, 'lr': 0.0061014661404076125, 'weight_decay': 0.004528050765843693, 'batch_size': 32}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.3100416666666668, 1: 1.3100416666666668, 2: 0.6787341061675626} (클래스별 샘플 수: {0: 8000, 1: 8000, 2: 15441})
+[I 2025-12-25 11:09:34,665] Trial 10 pruned. 
+
+================================================================================
+Trial 10 완료
+  Value (CSI): 0.266585
+  Parameters: {'d_main': 160, 'd_hidden': 128, 'n_blocks': 5, 'dropout': 0.26430770302866413, 'lr': 1.1722848936261475e-05, 'weight_decay': 0.06683391808636456, 'batch_size': 32}
+  Best Value (CSI): 0.464153
+  Best Trial: 5
+  Best Parameters: {'d_main': 224, 'd_hidden': 192, 'n_blocks': 3, 'dropout': 0.1930496093640372, 'lr': 0.0061014661404076125, 'weight_decay': 0.004528050765843693, 'batch_size': 32}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.3100416666666668, 1: 1.3100416666666668, 2: 0.6787341061675626} (클래스별 샘플 수: {0: 8000, 1: 8000, 2: 15441})
+  Fold 2 - 클래스별 가중치: {0: 1.3215416666666666, 1: 1.3215416666666666, 2: 0.6726686602617123} (클래스별 샘플 수: {0: 8000, 1: 8000, 2: 15717})
+  Fold 3 - 클래스별 가중치: {0: 1.3243333333333334, 1: 1.3243333333333334, 2: 0.6712282480148674} (클래스별 샘플 수: {0: 8000, 1: 8000, 2: 15784})
+[I 2025-12-25 11:12:16,225] Trial 11 finished with value: 0.44932048628614457 and parameters: {'d_main': 160, 'd_hidden': 192, 'n_blocks': 3, 'dropout': 0.29953132854656955, 'lr': 0.002192489709688562, 'weight_decay': 0.0021768122857367925, 'batch_size': 32}. Best is trial 5 with value: 0.46415327690903346.
+
+================================================================================
+Trial 11 완료
+  Value (CSI): 0.449320
+  Parameters: {'d_main': 160, 'd_hidden': 192, 'n_blocks': 3, 'dropout': 0.29953132854656955, 'lr': 0.002192489709688562, 'weight_decay': 0.0021768122857367925, 'batch_size': 32}
+  Best Value (CSI): 0.464153
+  Best Trial: 5
+  Best Parameters: {'d_main': 224, 'd_hidden': 192, 'n_blocks': 3, 'dropout': 0.1930496093640372, 'lr': 0.0061014661404076125, 'weight_decay': 0.004528050765843693, 'batch_size': 32}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.3100416666666668, 1: 1.3100416666666668, 2: 0.6787341061675626} (클래스별 샘플 수: {0: 8000, 1: 8000, 2: 15441})
+  Fold 2 - 클래스별 가중치: {0: 1.3215416666666666, 1: 1.3215416666666666, 2: 0.6726686602617123} (클래스별 샘플 수: {0: 8000, 1: 8000, 2: 15717})
+  Fold 3 - 클래스별 가중치: {0: 1.3243333333333334, 1: 1.3243333333333334, 2: 0.6712282480148674} (클래스별 샘플 수: {0: 8000, 1: 8000, 2: 15784})
+[I 2025-12-25 11:15:43,854] Trial 12 finished with value: 0.4558921609385491 and parameters: {'d_main': 160, 'd_hidden': 192, 'n_blocks': 3, 'dropout': 0.2883440169162035, 'lr': 0.0024078560125422328, 'weight_decay': 0.002100644058644268, 'batch_size': 32}. Best is trial 5 with value: 0.46415327690903346.
+
+================================================================================
+Trial 12 완료
+  Value (CSI): 0.455892
+  Parameters: {'d_main': 160, 'd_hidden': 192, 'n_blocks': 3, 'dropout': 0.2883440169162035, 'lr': 0.0024078560125422328, 'weight_decay': 0.002100644058644268, 'batch_size': 32}
+  Best Value (CSI): 0.464153
+  Best Trial: 5
+  Best Parameters: {'d_main': 224, 'd_hidden': 192, 'n_blocks': 3, 'dropout': 0.1930496093640372, 'lr': 0.0061014661404076125, 'weight_decay': 0.004528050765843693, 'batch_size': 32}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.3100416666666668, 1: 1.3100416666666668, 2: 0.6787341061675626} (클래스별 샘플 수: {0: 8000, 1: 8000, 2: 15441})
+  Fold 2 - 클래스별 가중치: {0: 1.3215416666666666, 1: 1.3215416666666666, 2: 0.6726686602617123} (클래스별 샘플 수: {0: 8000, 1: 8000, 2: 15717})
+  Fold 3 - 클래스별 가중치: {0: 1.3243333333333334, 1: 1.3243333333333334, 2: 0.6712282480148674} (클래스별 샘플 수: {0: 8000, 1: 8000, 2: 15784})
+[I 2025-12-25 11:18:06,924] Trial 13 finished with value: 0.4590607939093762 and parameters: {'d_main': 96, 'd_hidden': 192, 'n_blocks': 3, 'dropout': 0.24029644774353975, 'lr': 0.0027238994605550512, 'weight_decay': 0.006704529092413096, 'batch_size': 32}. Best is trial 5 with value: 0.46415327690903346.
+
+================================================================================
+Trial 13 완료
+  Value (CSI): 0.459061
+  Parameters: {'d_main': 96, 'd_hidden': 192, 'n_blocks': 3, 'dropout': 0.24029644774353975, 'lr': 0.0027238994605550512, 'weight_decay': 0.006704529092413096, 'batch_size': 32}
+  Best Value (CSI): 0.464153
+  Best Trial: 5
+  Best Parameters: {'d_main': 224, 'd_hidden': 192, 'n_blocks': 3, 'dropout': 0.1930496093640372, 'lr': 0.0061014661404076125, 'weight_decay': 0.004528050765843693, 'batch_size': 32}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.3100416666666668, 1: 1.3100416666666668, 2: 0.6787341061675626} (클래스별 샘플 수: {0: 8000, 1: 8000, 2: 15441})
+  Fold 2 - 클래스별 가중치: {0: 1.3215416666666666, 1: 1.3215416666666666, 2: 0.6726686602617123} (클래스별 샘플 수: {0: 8000, 1: 8000, 2: 15717})
+  Fold 3 - 클래스별 가중치: {0: 1.3243333333333334, 1: 1.3243333333333334, 2: 0.6712282480148674} (클래스별 샘플 수: {0: 8000, 1: 8000, 2: 15784})
+[I 2025-12-25 11:19:50,969] Trial 14 finished with value: 0.45021770249691623 and parameters: {'d_main': 64, 'd_hidden': 256, 'n_blocks': 2, 'dropout': 0.22716904696819115, 'lr': 0.0021981559261548093, 'weight_decay': 0.006159398421888917, 'batch_size': 32}. Best is trial 5 with value: 0.46415327690903346.
+
+================================================================================
+Trial 14 완료
+  Value (CSI): 0.450218
+  Parameters: {'d_main': 64, 'd_hidden': 256, 'n_blocks': 2, 'dropout': 0.22716904696819115, 'lr': 0.0021981559261548093, 'weight_decay': 0.006159398421888917, 'batch_size': 32}
+  Best Value (CSI): 0.464153
+  Best Trial: 5
+  Best Parameters: {'d_main': 224, 'd_hidden': 192, 'n_blocks': 3, 'dropout': 0.1930496093640372, 'lr': 0.0061014661404076125, 'weight_decay': 0.004528050765843693, 'batch_size': 32}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.3100416666666668, 1: 1.3100416666666668, 2: 0.6787341061675626} (클래스별 샘플 수: {0: 8000, 1: 8000, 2: 15441})
+  Fold 2 - 클래스별 가중치: {0: 1.3215416666666666, 1: 1.3215416666666666, 2: 0.6726686602617123} (클래스별 샘플 수: {0: 8000, 1: 8000, 2: 15717})
+  Fold 3 - 클래스별 가중치: {0: 1.3243333333333334, 1: 1.3243333333333334, 2: 0.6712282480148674} (클래스별 샘플 수: {0: 8000, 1: 8000, 2: 15784})
+[I 2025-12-25 11:22:46,204] Trial 15 finished with value: 0.45521765457767643 and parameters: {'d_main': 96, 'd_hidden': 128, 'n_blocks': 5, 'dropout': 0.17040805834369976, 'lr': 0.004799765053470751, 'weight_decay': 0.004525435340301081, 'batch_size': 32}. Best is trial 5 with value: 0.46415327690903346.
+
+================================================================================
+Trial 15 완료
+  Value (CSI): 0.455218
+  Parameters: {'d_main': 96, 'd_hidden': 128, 'n_blocks': 5, 'dropout': 0.17040805834369976, 'lr': 0.004799765053470751, 'weight_decay': 0.004525435340301081, 'batch_size': 32}
+  Best Value (CSI): 0.464153
+  Best Trial: 5
+  Best Parameters: {'d_main': 224, 'd_hidden': 192, 'n_blocks': 3, 'dropout': 0.1930496093640372, 'lr': 0.0061014661404076125, 'weight_decay': 0.004528050765843693, 'batch_size': 32}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.3100416666666668, 1: 1.3100416666666668, 2: 0.6787341061675626} (클래스별 샘플 수: {0: 8000, 1: 8000, 2: 15441})
+  Fold 2 - 클래스별 가중치: {0: 1.3215416666666666, 1: 1.3215416666666666, 2: 0.6726686602617123} (클래스별 샘플 수: {0: 8000, 1: 8000, 2: 15717})
+  Fold 3 - 클래스별 가중치: {0: 1.3243333333333334, 1: 1.3243333333333334, 2: 0.6712282480148674} (클래스별 샘플 수: {0: 8000, 1: 8000, 2: 15784})
+[I 2025-12-25 11:24:12,306] Trial 16 finished with value: 0.450080160036941 and parameters: {'d_main': 96, 'd_hidden': 192, 'n_blocks': 3, 'dropout': 0.238832754725644, 'lr': 0.0012632778584606111, 'weight_decay': 0.010263032550019528, 'batch_size': 64}. Best is trial 5 with value: 0.46415327690903346.
+
+================================================================================
+Trial 16 완료
+  Value (CSI): 0.450080
+  Parameters: {'d_main': 96, 'd_hidden': 192, 'n_blocks': 3, 'dropout': 0.238832754725644, 'lr': 0.0012632778584606111, 'weight_decay': 0.010263032550019528, 'batch_size': 64}
+  Best Value (CSI): 0.464153
+  Best Trial: 5
+  Best Parameters: {'d_main': 224, 'd_hidden': 192, 'n_blocks': 3, 'dropout': 0.1930496093640372, 'lr': 0.0061014661404076125, 'weight_decay': 0.004528050765843693, 'batch_size': 32}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.3100416666666668, 1: 1.3100416666666668, 2: 0.6787341061675626} (클래스별 샘플 수: {0: 8000, 1: 8000, 2: 15441})
+[I 2025-12-25 11:24:41,402] Trial 17 pruned. 
+
+================================================================================
+Trial 17 완료
+  Value (CSI): 0.332324
+  Parameters: {'d_main': 192, 'd_hidden': 128, 'n_blocks': 5, 'dropout': 0.19890008968125483, 'lr': 0.004456652058705178, 'weight_decay': 0.004169618999154077, 'batch_size': 32}
+  Best Value (CSI): 0.464153
+  Best Trial: 5
+  Best Parameters: {'d_main': 224, 'd_hidden': 192, 'n_blocks': 3, 'dropout': 0.1930496093640372, 'lr': 0.0061014661404076125, 'weight_decay': 0.004528050765843693, 'batch_size': 32}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.3100416666666668, 1: 1.3100416666666668, 2: 0.6787341061675626} (클래스별 샘플 수: {0: 8000, 1: 8000, 2: 15441})
+[I 2025-12-25 11:25:26,590] Trial 18 pruned. 
+
+================================================================================
+Trial 18 완료
+  Value (CSI): 0.361045
+  Parameters: {'d_main': 128, 'd_hidden': 256, 'n_blocks': 2, 'dropout': 0.13482671764257276, 'lr': 0.0011602292113980582, 'weight_decay': 0.0011256771541441183, 'batch_size': 32}
+  Best Value (CSI): 0.464153
+  Best Trial: 5
+  Best Parameters: {'d_main': 224, 'd_hidden': 192, 'n_blocks': 3, 'dropout': 0.1930496093640372, 'lr': 0.0061014661404076125, 'weight_decay': 0.004528050765843693, 'batch_size': 32}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.3100416666666668, 1: 1.3100416666666668, 2: 0.6787341061675626} (클래스별 샘플 수: {0: 8000, 1: 8000, 2: 15441})
+[I 2025-12-25 11:25:52,502] Trial 19 pruned. 
+
+================================================================================
+Trial 19 완료
+  Value (CSI): 0.329593
+  Parameters: {'d_main': 192, 'd_hidden': 192, 'n_blocks': 3, 'dropout': 0.14591536893010745, 'lr': 0.004770045944671216, 'weight_decay': 0.00465997282724911, 'batch_size': 32}
+  Best Value (CSI): 0.464153
+  Best Trial: 5
+  Best Parameters: {'d_main': 224, 'd_hidden': 192, 'n_blocks': 3, 'dropout': 0.1930496093640372, 'lr': 0.0061014661404076125, 'weight_decay': 0.004528050765843693, 'batch_size': 32}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.3100416666666668, 1: 1.3100416666666668, 2: 0.6787341061675626} (클래스별 샘플 수: {0: 8000, 1: 8000, 2: 15441})
+[I 2025-12-25 11:26:13,382] Trial 20 pruned. 
+
+================================================================================
+Trial 20 완료
+  Value (CSI): 0.320896
+  Parameters: {'d_main': 128, 'd_hidden': 128, 'n_blocks': 4, 'dropout': 0.19042121521325517, 'lr': 0.009616778726178398, 'weight_decay': 0.013895928020587088, 'batch_size': 64}
+  Best Value (CSI): 0.464153
+  Best Trial: 5
+  Best Parameters: {'d_main': 224, 'd_hidden': 192, 'n_blocks': 3, 'dropout': 0.1930496093640372, 'lr': 0.0061014661404076125, 'weight_decay': 0.004528050765843693, 'batch_size': 32}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.3100416666666668, 1: 1.3100416666666668, 2: 0.6787341061675626} (클래스별 샘플 수: {0: 8000, 1: 8000, 2: 15441})
+[I 2025-12-25 11:26:39,883] Trial 21 pruned. 
+
+================================================================================
+Trial 21 완료
+  Value (CSI): 0.329193
+  Parameters: {'d_main': 192, 'd_hidden': 192, 'n_blocks': 3, 'dropout': 0.26501344565236834, 'lr': 0.002503693082844455, 'weight_decay': 0.0027450172833413233, 'batch_size': 32}
+  Best Value (CSI): 0.464153
+  Best Trial: 5
+  Best Parameters: {'d_main': 224, 'd_hidden': 192, 'n_blocks': 3, 'dropout': 0.1930496093640372, 'lr': 0.0061014661404076125, 'weight_decay': 0.004528050765843693, 'batch_size': 32}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.3100416666666668, 1: 1.3100416666666668, 2: 0.6787341061675626} (클래스별 샘플 수: {0: 8000, 1: 8000, 2: 15441})
+  Fold 2 - 클래스별 가중치: {0: 1.3215416666666666, 1: 1.3215416666666666, 2: 0.6726686602617123} (클래스별 샘플 수: {0: 8000, 1: 8000, 2: 15717})
+  Fold 3 - 클래스별 가중치: {0: 1.3243333333333334, 1: 1.3243333333333334, 2: 0.6712282480148674} (클래스별 샘플 수: {0: 8000, 1: 8000, 2: 15784})
+[I 2025-12-25 11:29:12,222] Trial 22 finished with value: 0.44548846075424064 and parameters: {'d_main': 96, 'd_hidden': 192, 'n_blocks': 3, 'dropout': 0.25988553510772683, 'lr': 0.0011458609033561087, 'weight_decay': 0.0014977892689250762, 'batch_size': 32}. Best is trial 5 with value: 0.46415327690903346.
+
+================================================================================
+Trial 22 완료
+  Value (CSI): 0.445488
+  Parameters: {'d_main': 96, 'd_hidden': 192, 'n_blocks': 3, 'dropout': 0.25988553510772683, 'lr': 0.0011458609033561087, 'weight_decay': 0.0014977892689250762, 'batch_size': 32}
+  Best Value (CSI): 0.464153
+  Best Trial: 5
+  Best Parameters: {'d_main': 224, 'd_hidden': 192, 'n_blocks': 3, 'dropout': 0.1930496093640372, 'lr': 0.0061014661404076125, 'weight_decay': 0.004528050765843693, 'batch_size': 32}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.3100416666666668, 1: 1.3100416666666668, 2: 0.6787341061675626} (클래스별 샘플 수: {0: 8000, 1: 8000, 2: 15441})
+[I 2025-12-25 11:29:35,681] Trial 23 pruned. 
+
+================================================================================
+Trial 23 완료
+  Value (CSI): 0.335522
+  Parameters: {'d_main': 160, 'd_hidden': 192, 'n_blocks': 2, 'dropout': 0.2146698513866834, 'lr': 0.003898799612948572, 'weight_decay': 0.0030351850585981924, 'batch_size': 32}
+  Best Value (CSI): 0.464153
+  Best Trial: 5
+  Best Parameters: {'d_main': 224, 'd_hidden': 192, 'n_blocks': 3, 'dropout': 0.1930496093640372, 'lr': 0.0061014661404076125, 'weight_decay': 0.004528050765843693, 'batch_size': 32}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.3100416666666668, 1: 1.3100416666666668, 2: 0.6787341061675626} (클래스별 샘플 수: {0: 8000, 1: 8000, 2: 15441})
+[I 2025-12-25 11:30:25,903] Trial 24 pruned. 
+
+================================================================================
+Trial 24 완료
+  Value (CSI): 0.358590
+  Parameters: {'d_main': 160, 'd_hidden': 256, 'n_blocks': 3, 'dropout': 0.2837194030872841, 'lr': 0.0025624004315054046, 'weight_decay': 0.000939462763311808, 'batch_size': 32}
+  Best Value (CSI): 0.464153
+  Best Trial: 5
+  Best Parameters: {'d_main': 224, 'd_hidden': 192, 'n_blocks': 3, 'dropout': 0.1930496093640372, 'lr': 0.0061014661404076125, 'weight_decay': 0.004528050765843693, 'batch_size': 32}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.3100416666666668, 1: 1.3100416666666668, 2: 0.6787341061675626} (클래스별 샘플 수: {0: 8000, 1: 8000, 2: 15441})
+[I 2025-12-25 11:31:17,217] Trial 25 pruned. 
+
+================================================================================
+Trial 25 완료
+  Value (CSI): 0.361702
+  Parameters: {'d_main': 128, 'd_hidden': 192, 'n_blocks': 4, 'dropout': 0.2369603115227768, 'lr': 0.0015004466317156111, 'weight_decay': 0.005684584203533478, 'batch_size': 32}
+  Best Value (CSI): 0.464153
+  Best Trial: 5
+  Best Parameters: {'d_main': 224, 'd_hidden': 192, 'n_blocks': 3, 'dropout': 0.1930496093640372, 'lr': 0.0061014661404076125, 'weight_decay': 0.004528050765843693, 'batch_size': 32}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.3100416666666668, 1: 1.3100416666666668, 2: 0.6787341061675626} (클래스별 샘플 수: {0: 8000, 1: 8000, 2: 15441})
+[I 2025-12-25 11:31:42,409] Trial 26 pruned. 
+
+================================================================================
+Trial 26 완료
+  Value (CSI): 0.335349
+  Parameters: {'d_main': 192, 'd_hidden': 128, 'n_blocks': 3, 'dropout': 0.3281919193754264, 'lr': 0.003653084787960292, 'weight_decay': 0.002593753982817319, 'batch_size': 32}
+  Best Value (CSI): 0.464153
+  Best Trial: 5
+  Best Parameters: {'d_main': 224, 'd_hidden': 192, 'n_blocks': 3, 'dropout': 0.1930496093640372, 'lr': 0.0061014661404076125, 'weight_decay': 0.004528050765843693, 'batch_size': 32}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.3100416666666668, 1: 1.3100416666666668, 2: 0.6787341061675626} (클래스별 샘플 수: {0: 8000, 1: 8000, 2: 15441})
+[I 2025-12-25 11:32:10,335] Trial 27 pruned. 
+
+================================================================================
+Trial 27 완료
+  Value (CSI): 0.339498
+  Parameters: {'d_main': 96, 'd_hidden': 192, 'n_blocks': 4, 'dropout': 0.24238681164453107, 'lr': 0.006222971843370453, 'weight_decay': 0.007060284530140196, 'batch_size': 32}
+  Best Value (CSI): 0.464153
+  Best Trial: 5
+  Best Parameters: {'d_main': 224, 'd_hidden': 192, 'n_blocks': 3, 'dropout': 0.1930496093640372, 'lr': 0.0061014661404076125, 'weight_decay': 0.004528050765843693, 'batch_size': 32}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.3100416666666668, 1: 1.3100416666666668, 2: 0.6787341061675626} (클래스별 샘플 수: {0: 8000, 1: 8000, 2: 15441})
+  Fold 2 - 클래스별 가중치: {0: 1.3215416666666666, 1: 1.3215416666666666, 2: 0.6726686602617123} (클래스별 샘플 수: {0: 8000, 1: 8000, 2: 15717})
+  Fold 3 - 클래스별 가중치: {0: 1.3243333333333334, 1: 1.3243333333333334, 2: 0.6712282480148674} (클래스별 샘플 수: {0: 8000, 1: 8000, 2: 15784})
+[I 2025-12-25 11:33:06,088] Trial 28 finished with value: 0.45695609299860057 and parameters: {'d_main': 64, 'd_hidden': 256, 'n_blocks': 2, 'dropout': 0.20752713665735453, 'lr': 0.006648083425661159, 'weight_decay': 0.0036996148116303145, 'batch_size': 128}. Best is trial 5 with value: 0.46415327690903346.
+
+================================================================================
+Trial 28 완료
+  Value (CSI): 0.456956
+  Parameters: {'d_main': 64, 'd_hidden': 256, 'n_blocks': 2, 'dropout': 0.20752713665735453, 'lr': 0.006648083425661159, 'weight_decay': 0.0036996148116303145, 'batch_size': 128}
+  Best Value (CSI): 0.464153
+  Best Trial: 5
+  Best Parameters: {'d_main': 224, 'd_hidden': 192, 'n_blocks': 3, 'dropout': 0.1930496093640372, 'lr': 0.0061014661404076125, 'weight_decay': 0.004528050765843693, 'batch_size': 32}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.3100416666666668, 1: 1.3100416666666668, 2: 0.6787341061675626} (클래스별 샘플 수: {0: 8000, 1: 8000, 2: 15441})
+[I 2025-12-25 11:33:24,872] Trial 29 pruned. 
+
+================================================================================
+Trial 29 완료
+  Value (CSI): 0.365926
+  Parameters: {'d_main': 64, 'd_hidden': 256, 'n_blocks': 2, 'dropout': 0.17500847616967957, 'lr': 0.0064828596420271525, 'weight_decay': 0.021483667146751494, 'batch_size': 128}
+  Best Value (CSI): 0.464153
+  Best Trial: 5
+  Best Parameters: {'d_main': 224, 'd_hidden': 192, 'n_blocks': 3, 'dropout': 0.1930496093640372, 'lr': 0.0061014661404076125, 'weight_decay': 0.004528050765843693, 'batch_size': 32}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.3100416666666668, 1: 1.3100416666666668, 2: 0.6787341061675626} (클래스별 샘플 수: {0: 8000, 1: 8000, 2: 15441})
+  Fold 2 - 클래스별 가중치: {0: 1.3215416666666666, 1: 1.3215416666666666, 2: 0.6726686602617123} (클래스별 샘플 수: {0: 8000, 1: 8000, 2: 15717})
+  Fold 3 - 클래스별 가중치: {0: 1.3243333333333334, 1: 1.3243333333333334, 2: 0.6712282480148674} (클래스별 샘플 수: {0: 8000, 1: 8000, 2: 15784})
+[I 2025-12-25 11:34:07,378] Trial 30 finished with value: 0.4576487043782602 and parameters: {'d_main': 64, 'd_hidden': 256, 'n_blocks': 2, 'dropout': 0.20847655448123484, 'lr': 0.0064290897331499425, 'weight_decay': 0.011555372169890296, 'batch_size': 128}. Best is trial 5 with value: 0.46415327690903346.
+
+================================================================================
+Trial 30 완료
+  Value (CSI): 0.457649
+  Parameters: {'d_main': 64, 'd_hidden': 256, 'n_blocks': 2, 'dropout': 0.20847655448123484, 'lr': 0.0064290897331499425, 'weight_decay': 0.011555372169890296, 'batch_size': 128}
+  Best Value (CSI): 0.464153
+  Best Trial: 5
+  Best Parameters: {'d_main': 224, 'd_hidden': 192, 'n_blocks': 3, 'dropout': 0.1930496093640372, 'lr': 0.0061014661404076125, 'weight_decay': 0.004528050765843693, 'batch_size': 32}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.3100416666666668, 1: 1.3100416666666668, 2: 0.6787341061675626} (클래스별 샘플 수: {0: 8000, 1: 8000, 2: 15441})
+[I 2025-12-25 11:34:14,485] Trial 31 pruned. 
+
+================================================================================
+Trial 31 완료
+  Value (CSI): 0.325243
+  Parameters: {'d_main': 64, 'd_hidden': 256, 'n_blocks': 2, 'dropout': 0.2144761396440545, 'lr': 0.009869734354514928, 'weight_decay': 0.008767107652312225, 'batch_size': 128}
+  Best Value (CSI): 0.464153
+  Best Trial: 5
+  Best Parameters: {'d_main': 224, 'd_hidden': 192, 'n_blocks': 3, 'dropout': 0.1930496093640372, 'lr': 0.0061014661404076125, 'weight_decay': 0.004528050765843693, 'batch_size': 32}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.3100416666666668, 1: 1.3100416666666668, 2: 0.6787341061675626} (클래스별 샘플 수: {0: 8000, 1: 8000, 2: 15441})
+[I 2025-12-25 11:34:21,456] Trial 32 pruned. 
+
+================================================================================
+Trial 32 완료
+  Value (CSI): 0.342249
+  Parameters: {'d_main': 64, 'd_hidden': 256, 'n_blocks': 2, 'dropout': 0.20540971482821843, 'lr': 0.006254686839228225, 'weight_decay': 0.003624028731083136, 'batch_size': 128}
+  Best Value (CSI): 0.464153
+  Best Trial: 5
+  Best Parameters: {'d_main': 224, 'd_hidden': 192, 'n_blocks': 3, 'dropout': 0.1930496093640372, 'lr': 0.0061014661404076125, 'weight_decay': 0.004528050765843693, 'batch_size': 32}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.3100416666666668, 1: 1.3100416666666668, 2: 0.6787341061675626} (클래스별 샘플 수: {0: 8000, 1: 8000, 2: 15441})
+[I 2025-12-25 11:34:39,695] Trial 33 pruned. 
+
+================================================================================
+Trial 33 완료
+  Value (CSI): 0.363290
+  Parameters: {'d_main': 64, 'd_hidden': 256, 'n_blocks': 2, 'dropout': 0.1630728535843246, 'lr': 0.003392239594994088, 'weight_decay': 0.006853525517551923, 'batch_size': 128}
+  Best Value (CSI): 0.464153
+  Best Trial: 5
+  Best Parameters: {'d_main': 224, 'd_hidden': 192, 'n_blocks': 3, 'dropout': 0.1930496093640372, 'lr': 0.0061014661404076125, 'weight_decay': 0.004528050765843693, 'batch_size': 32}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.3100416666666668, 1: 1.3100416666666668, 2: 0.6787341061675626} (클래스별 샘플 수: {0: 8000, 1: 8000, 2: 15441})
+  Fold 2 - 클래스별 가중치: {0: 1.3215416666666666, 1: 1.3215416666666666, 2: 0.6726686602617123} (클래스별 샘플 수: {0: 8000, 1: 8000, 2: 15717})
+  Fold 3 - 클래스별 가중치: {0: 1.3243333333333334, 1: 1.3243333333333334, 2: 0.6712282480148674} (클래스별 샘플 수: {0: 8000, 1: 8000, 2: 15784})
+[I 2025-12-25 11:35:39,061] Trial 34 finished with value: 0.4546940689347913 and parameters: {'d_main': 96, 'd_hidden': 256, 'n_blocks': 2, 'dropout': 0.1854106130576178, 'lr': 0.005944171350580241, 'weight_decay': 0.012324520059844184, 'batch_size': 128}. Best is trial 5 with value: 0.46415327690903346.
+
+================================================================================
+Trial 34 완료
+  Value (CSI): 0.454694
+  Parameters: {'d_main': 96, 'd_hidden': 256, 'n_blocks': 2, 'dropout': 0.1854106130576178, 'lr': 0.005944171350580241, 'weight_decay': 0.012324520059844184, 'batch_size': 128}
+  Best Value (CSI): 0.464153
+  Best Trial: 5
+  Best Parameters: {'d_main': 224, 'd_hidden': 192, 'n_blocks': 3, 'dropout': 0.1930496093640372, 'lr': 0.0061014661404076125, 'weight_decay': 0.004528050765843693, 'batch_size': 32}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.3100416666666668, 1: 1.3100416666666668, 2: 0.6787341061675626} (클래스별 샘플 수: {0: 8000, 1: 8000, 2: 15441})
+[I 2025-12-25 11:35:51,318] Trial 35 pruned. 
+
+================================================================================
+Trial 35 완료
+  Value (CSI): 0.359769
+  Parameters: {'d_main': 64, 'd_hidden': 256, 'n_blocks': 2, 'dropout': 0.20791294064872518, 'lr': 0.00359180464405028, 'weight_decay': 0.005002850528828287, 'batch_size': 128}
+  Best Value (CSI): 0.464153
+  Best Trial: 5
+  Best Parameters: {'d_main': 224, 'd_hidden': 192, 'n_blocks': 3, 'dropout': 0.1930496093640372, 'lr': 0.0061014661404076125, 'weight_decay': 0.004528050765843693, 'batch_size': 32}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.3100416666666668, 1: 1.3100416666666668, 2: 0.6787341061675626} (클래스별 샘플 수: {0: 8000, 1: 8000, 2: 15441})
+[I 2025-12-25 11:35:58,260] Trial 36 pruned. 
+
+================================================================================
+Trial 36 완료
+  Value (CSI): 0.301266
+  Parameters: {'d_main': 96, 'd_hidden': 256, 'n_blocks': 3, 'dropout': 0.23408406089299583, 'lr': 0.007013687675567585, 'weight_decay': 0.02085664152593502, 'batch_size': 128}
+  Best Value (CSI): 0.464153
+  Best Trial: 5
+  Best Parameters: {'d_main': 224, 'd_hidden': 192, 'n_blocks': 3, 'dropout': 0.1930496093640372, 'lr': 0.0061014661404076125, 'weight_decay': 0.004528050765843693, 'batch_size': 32}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.3100416666666668, 1: 1.3100416666666668, 2: 0.6787341061675626} (클래스별 샘플 수: {0: 8000, 1: 8000, 2: 15441})
+[I 2025-12-25 11:36:02,897] Trial 37 pruned. 
+
+================================================================================
+Trial 37 완료
+  Value (CSI): 0.331176
+  Parameters: {'d_main': 64, 'd_hidden': 192, 'n_blocks': 2, 'dropout': 0.1962358753441096, 'lr': 0.0008154462754522754, 'weight_decay': 0.003353684673968479, 'batch_size': 256}
+  Best Value (CSI): 0.464153
+  Best Trial: 5
+  Best Parameters: {'d_main': 224, 'd_hidden': 192, 'n_blocks': 3, 'dropout': 0.1930496093640372, 'lr': 0.0061014661404076125, 'weight_decay': 0.004528050765843693, 'batch_size': 32}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.3100416666666668, 1: 1.3100416666666668, 2: 0.6787341061675626} (클래스별 샘플 수: {0: 8000, 1: 8000, 2: 15441})
+[I 2025-12-25 11:36:15,088] Trial 38 pruned. 
+
+================================================================================
+Trial 38 완료
+  Value (CSI): 0.339860
+  Parameters: {'d_main': 256, 'd_hidden': 64, 'n_blocks': 4, 'dropout': 0.22301188011372783, 'lr': 0.0018537431023315574, 'weight_decay': 0.010952343895864471, 'batch_size': 64}
+  Best Value (CSI): 0.464153
+  Best Trial: 5
+  Best Parameters: {'d_main': 224, 'd_hidden': 192, 'n_blocks': 3, 'dropout': 0.1930496093640372, 'lr': 0.0061014661404076125, 'weight_decay': 0.004528050765843693, 'batch_size': 32}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.3100416666666668, 1: 1.3100416666666668, 2: 0.6787341061675626} (클래스별 샘플 수: {0: 8000, 1: 8000, 2: 15441})
+[I 2025-12-25 11:36:22,355] Trial 39 pruned. 
+
+================================================================================
+Trial 39 완료
+  Value (CSI): 0.352787
+  Parameters: {'d_main': 96, 'd_hidden': 192, 'n_blocks': 3, 'dropout': 0.2530331080654246, 'lr': 0.009554565587104914, 'weight_decay': 0.00800069385201141, 'batch_size': 128}
+  Best Value (CSI): 0.464153
+  Best Trial: 5
+  Best Parameters: {'d_main': 224, 'd_hidden': 192, 'n_blocks': 3, 'dropout': 0.1930496093640372, 'lr': 0.0061014661404076125, 'weight_decay': 0.004528050765843693, 'batch_size': 32}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.3100416666666668, 1: 1.3100416666666668, 2: 0.6787341061675626} (클래스별 샘플 수: {0: 8000, 1: 8000, 2: 15441})
+[I 2025-12-25 11:36:27,262] Trial 40 pruned. 
+
+================================================================================
+Trial 40 완료
+  Value (CSI): 0.347458
+  Parameters: {'d_main': 224, 'd_hidden': 256, 'n_blocks': 2, 'dropout': 0.18181692798021262, 'lr': 0.0030272837497173563, 'weight_decay': 0.030001565866496334, 'batch_size': 256}
+  Best Value (CSI): 0.464153
+  Best Trial: 5
+  Best Parameters: {'d_main': 224, 'd_hidden': 192, 'n_blocks': 3, 'dropout': 0.1930496093640372, 'lr': 0.0061014661404076125, 'weight_decay': 0.004528050765843693, 'batch_size': 32}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.3100416666666668, 1: 1.3100416666666668, 2: 0.6787341061675626} (클래스별 샘플 수: {0: 8000, 1: 8000, 2: 15441})
+  Fold 2 - 클래스별 가중치: {0: 1.3215416666666666, 1: 1.3215416666666666, 2: 0.6726686602617123} (클래스별 샘플 수: {0: 8000, 1: 8000, 2: 15717})
+  Fold 3 - 클래스별 가중치: {0: 1.3243333333333334, 1: 1.3243333333333334, 2: 0.6712282480148674} (클래스별 샘플 수: {0: 8000, 1: 8000, 2: 15784})
+[I 2025-12-25 11:37:37,515] Trial 41 finished with value: 0.443036958131292 and parameters: {'d_main': 128, 'd_hidden': 192, 'n_blocks': 3, 'dropout': 0.20313276033881345, 'lr': 0.0017909733652901674, 'weight_decay': 0.001947621770568733, 'batch_size': 128}. Best is trial 5 with value: 0.46415327690903346.
+
+================================================================================
+Trial 41 완료
+  Value (CSI): 0.443037
+  Parameters: {'d_main': 128, 'd_hidden': 192, 'n_blocks': 3, 'dropout': 0.20313276033881345, 'lr': 0.0017909733652901674, 'weight_decay': 0.001947621770568733, 'batch_size': 128}
+  Best Value (CSI): 0.464153
+  Best Trial: 5
+  Best Parameters: {'d_main': 224, 'd_hidden': 192, 'n_blocks': 3, 'dropout': 0.1930496093640372, 'lr': 0.0061014661404076125, 'weight_decay': 0.004528050765843693, 'batch_size': 32}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.3100416666666668, 1: 1.3100416666666668, 2: 0.6787341061675626} (클래스별 샘플 수: {0: 8000, 1: 8000, 2: 15441})
+[I 2025-12-25 11:37:51,161] Trial 42 pruned. 
+
+================================================================================
+Trial 42 완료
+  Value (CSI): 0.352985
+  Parameters: {'d_main': 64, 'd_hidden': 192, 'n_blocks': 3, 'dropout': 0.22530020228353814, 'lr': 0.002872181716308711, 'weight_decay': 0.0030965078610407813, 'batch_size': 128}
+  Best Value (CSI): 0.464153
+  Best Trial: 5
+  Best Parameters: {'d_main': 224, 'd_hidden': 192, 'n_blocks': 3, 'dropout': 0.1930496093640372, 'lr': 0.0061014661404076125, 'weight_decay': 0.004528050765843693, 'batch_size': 32}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.3100416666666668, 1: 1.3100416666666668, 2: 0.6787341061675626} (클래스별 샘플 수: {0: 8000, 1: 8000, 2: 15441})
+[I 2025-12-25 11:38:15,944] Trial 43 pruned. 
+
+================================================================================
+Trial 43 완료
+  Value (CSI): 0.333809
+  Parameters: {'d_main': 256, 'd_hidden': 192, 'n_blocks': 4, 'dropout': 0.2470934028182155, 'lr': 0.005100973575190262, 'weight_decay': 0.006036122928405448, 'batch_size': 32}
+  Best Value (CSI): 0.464153
+  Best Trial: 5
+  Best Parameters: {'d_main': 224, 'd_hidden': 192, 'n_blocks': 3, 'dropout': 0.1930496093640372, 'lr': 0.0061014661404076125, 'weight_decay': 0.004528050765843693, 'batch_size': 32}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.3100416666666668, 1: 1.3100416666666668, 2: 0.6787341061675626} (클래스별 샘플 수: {0: 8000, 1: 8000, 2: 15441})
+[I 2025-12-25 11:38:28,936] Trial 44 pruned. 
+
+================================================================================
+Trial 44 완료
+  Value (CSI): 0.352209
+  Parameters: {'d_main': 96, 'd_hidden': 128, 'n_blocks': 3, 'dropout': 0.21970754113779406, 'lr': 0.006760236768559722, 'weight_decay': 0.016092669452126115, 'batch_size': 64}
+  Best Value (CSI): 0.464153
+  Best Trial: 5
+  Best Parameters: {'d_main': 224, 'd_hidden': 192, 'n_blocks': 3, 'dropout': 0.1930496093640372, 'lr': 0.0061014661404076125, 'weight_decay': 0.004528050765843693, 'batch_size': 32}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.3100416666666668, 1: 1.3100416666666668, 2: 0.6787341061675626} (클래스별 샘플 수: {0: 8000, 1: 8000, 2: 15441})
+[I 2025-12-25 11:38:48,542] Trial 45 pruned. 
+
+================================================================================
+Trial 45 완료
+  Value (CSI): 0.345015
+  Parameters: {'d_main': 64, 'd_hidden': 192, 'n_blocks': 2, 'dropout': 0.2709966629780014, 'lr': 0.0044831705807178495, 'weight_decay': 0.0023482843196448015, 'batch_size': 32}
+  Best Value (CSI): 0.464153
+  Best Trial: 5
+  Best Parameters: {'d_main': 224, 'd_hidden': 192, 'n_blocks': 3, 'dropout': 0.1930496093640372, 'lr': 0.0061014661404076125, 'weight_decay': 0.004528050765843693, 'batch_size': 32}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.3100416666666668, 1: 1.3100416666666668, 2: 0.6787341061675626} (클래스별 샘플 수: {0: 8000, 1: 8000, 2: 15441})
+  Fold 2 - 클래스별 가중치: {0: 1.3215416666666666, 1: 1.3215416666666666, 2: 0.6726686602617123} (클래스별 샘플 수: {0: 8000, 1: 8000, 2: 15717})
+  Fold 3 - 클래스별 가중치: {0: 1.3243333333333334, 1: 1.3243333333333334, 2: 0.6712282480148674} (클래스별 샘플 수: {0: 8000, 1: 8000, 2: 15784})
+[I 2025-12-25 11:39:13,152] Trial 46 finished with value: 0.4330390639403226 and parameters: {'d_main': 224, 'd_hidden': 256, 'n_blocks': 4, 'dropout': 0.24941063176146577, 'lr': 0.002450335495027332, 'weight_decay': 0.004012034828780417, 'batch_size': 256}. Best is trial 5 with value: 0.46415327690903346.
+
+================================================================================
+Trial 46 완료
+  Value (CSI): 0.433039
+  Parameters: {'d_main': 224, 'd_hidden': 256, 'n_blocks': 4, 'dropout': 0.24941063176146577, 'lr': 0.002450335495027332, 'weight_decay': 0.004012034828780417, 'batch_size': 256}
+  Best Value (CSI): 0.464153
+  Best Trial: 5
+  Best Parameters: {'d_main': 224, 'd_hidden': 192, 'n_blocks': 3, 'dropout': 0.1930496093640372, 'lr': 0.0061014661404076125, 'weight_decay': 0.004528050765843693, 'batch_size': 32}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.3100416666666668, 1: 1.3100416666666668, 2: 0.6787341061675626} (클래스별 샘플 수: {0: 8000, 1: 8000, 2: 15441})
+[I 2025-12-25 11:39:36,714] Trial 47 pruned. 
+
+================================================================================
+Trial 47 완료
+  Value (CSI): 0.352941
+  Parameters: {'d_main': 160, 'd_hidden': 192, 'n_blocks': 3, 'dropout': 0.19158419250585093, 'lr': 0.0017537510132058962, 'weight_decay': 0.008915809048351384, 'batch_size': 32}
+  Best Value (CSI): 0.464153
+  Best Trial: 5
+  Best Parameters: {'d_main': 224, 'd_hidden': 192, 'n_blocks': 3, 'dropout': 0.1930496093640372, 'lr': 0.0061014661404076125, 'weight_decay': 0.004528050765843693, 'batch_size': 32}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.3100416666666668, 1: 1.3100416666666668, 2: 0.6787341061675626} (클래스별 샘플 수: {0: 8000, 1: 8000, 2: 15441})
+[I 2025-12-25 11:39:48,079] Trial 48 pruned. 
+
+================================================================================
+Trial 48 완료
+  Value (CSI): 0.350453
+  Parameters: {'d_main': 192, 'd_hidden': 128, 'n_blocks': 3, 'dropout': 0.16456425784858197, 'lr': 0.007304822933018429, 'weight_decay': 0.0017434226207284598, 'batch_size': 128}
+  Best Value (CSI): 0.464153
+  Best Trial: 5
+  Best Parameters: {'d_main': 224, 'd_hidden': 192, 'n_blocks': 3, 'dropout': 0.1930496093640372, 'lr': 0.0061014661404076125, 'weight_decay': 0.004528050765843693, 'batch_size': 32}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.3100416666666668, 1: 1.3100416666666668, 2: 0.6787341061675626} (클래스별 샘플 수: {0: 8000, 1: 8000, 2: 15441})
+[I 2025-12-25 11:40:15,502] Trial 49 pruned. 
+
+================================================================================
+Trial 49 완료
+  Value (CSI): 0.345966
+  Parameters: {'d_main': 128, 'd_hidden': 256, 'n_blocks': 5, 'dropout': 0.22935504589674793, 'lr': 0.004469269310128671, 'weight_decay': 0.005358166891792854, 'batch_size': 32}
+  Best Value (CSI): 0.464153
+  Best Trial: 5
+  Best Parameters: {'d_main': 224, 'd_hidden': 192, 'n_blocks': 3, 'dropout': 0.1930496093640372, 'lr': 0.0061014661404076125, 'weight_decay': 0.004528050765843693, 'batch_size': 32}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.3100416666666668, 1: 1.3100416666666668, 2: 0.6787341061675626} (클래스별 샘플 수: {0: 8000, 1: 8000, 2: 15441})
+[I 2025-12-25 11:41:10,878] Trial 50 pruned. 
+
+================================================================================
+Trial 50 완료
+  Value (CSI): 0.367534
+  Parameters: {'d_main': 64, 'd_hidden': 192, 'n_blocks': 2, 'dropout': 0.2790091485122156, 'lr': 0.0031747912755973073, 'weight_decay': 0.0007131009578992205, 'batch_size': 32}
+  Best Value (CSI): 0.464153
+  Best Trial: 5
+  Best Parameters: {'d_main': 224, 'd_hidden': 192, 'n_blocks': 3, 'dropout': 0.1930496093640372, 'lr': 0.0061014661404076125, 'weight_decay': 0.004528050765843693, 'batch_size': 32}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.3100416666666668, 1: 1.3100416666666668, 2: 0.6787341061675626} (클래스별 샘플 수: {0: 8000, 1: 8000, 2: 15441})
+[I 2025-12-25 11:41:38,294] Trial 51 pruned. 
+
+================================================================================
+Trial 51 완료
+  Value (CSI): 0.338731
+  Parameters: {'d_main': 96, 'd_hidden': 128, 'n_blocks': 5, 'dropout': 0.1738458116064515, 'lr': 0.004661870352050287, 'weight_decay': 0.004258755018686358, 'batch_size': 32}
+  Best Value (CSI): 0.464153
+  Best Trial: 5
+  Best Parameters: {'d_main': 224, 'd_hidden': 192, 'n_blocks': 3, 'dropout': 0.1930496093640372, 'lr': 0.0061014661404076125, 'weight_decay': 0.004528050765843693, 'batch_size': 32}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.3100416666666668, 1: 1.3100416666666668, 2: 0.6787341061675626} (클래스별 샘플 수: {0: 8000, 1: 8000, 2: 15441})
+[I 2025-12-25 11:42:05,151] Trial 52 pruned. 
+
+================================================================================
+Trial 52 완료
+  Value (CSI): 0.317479
+  Parameters: {'d_main': 96, 'd_hidden': 128, 'n_blocks': 5, 'dropout': 0.15155836157132863, 'lr': 0.00786786521682219, 'weight_decay': 0.002254732141895047, 'batch_size': 32}
+  Best Value (CSI): 0.464153
+  Best Trial: 5
+  Best Parameters: {'d_main': 224, 'd_hidden': 192, 'n_blocks': 3, 'dropout': 0.1930496093640372, 'lr': 0.0061014661404076125, 'weight_decay': 0.004528050765843693, 'batch_size': 32}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.3100416666666668, 1: 1.3100416666666668, 2: 0.6787341061675626} (클래스별 샘플 수: {0: 8000, 1: 8000, 2: 15441})
+[I 2025-12-25 11:42:33,318] Trial 53 pruned. 
+
+================================================================================
+Trial 53 완료
+  Value (CSI): 0.350136
+  Parameters: {'d_main': 128, 'd_hidden': 64, 'n_blocks': 6, 'dropout': 0.2012592864399289, 'lr': 0.005354897885305355, 'weight_decay': 0.00376099327801976, 'batch_size': 32}
+  Best Value (CSI): 0.464153
+  Best Trial: 5
+  Best Parameters: {'d_main': 224, 'd_hidden': 192, 'n_blocks': 3, 'dropout': 0.1930496093640372, 'lr': 0.0061014661404076125, 'weight_decay': 0.004528050765843693, 'batch_size': 32}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.3100416666666668, 1: 1.3100416666666668, 2: 0.6787341061675626} (클래스별 샘플 수: {0: 8000, 1: 8000, 2: 15441})
+[I 2025-12-25 11:43:26,873] Trial 54 pruned. 
+
+================================================================================
+Trial 54 완료
+  Value (CSI): 0.339190
+  Parameters: {'d_main': 160, 'd_hidden': 128, 'n_blocks': 6, 'dropout': 0.21055821430788133, 'lr': 0.002291031858456491, 'weight_decay': 0.006278448060485363, 'batch_size': 32}
+  Best Value (CSI): 0.464153
+  Best Trial: 5
+  Best Parameters: {'d_main': 224, 'd_hidden': 192, 'n_blocks': 3, 'dropout': 0.1930496093640372, 'lr': 0.0061014661404076125, 'weight_decay': 0.004528050765843693, 'batch_size': 32}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.3100416666666668, 1: 1.3100416666666668, 2: 0.6787341061675626} (클래스별 샘플 수: {0: 8000, 1: 8000, 2: 15441})
+[I 2025-12-25 11:43:52,366] Trial 55 pruned. 
+
+================================================================================
+Trial 55 완료
+  Value (CSI): 0.329268
+  Parameters: {'d_main': 96, 'd_hidden': 192, 'n_blocks': 4, 'dropout': 0.1732185532873094, 'lr': 0.007979696891563215, 'weight_decay': 0.001418995098208098, 'batch_size': 32}
+  Best Value (CSI): 0.464153
+  Best Trial: 5
+  Best Parameters: {'d_main': 224, 'd_hidden': 192, 'n_blocks': 3, 'dropout': 0.1930496093640372, 'lr': 0.0061014661404076125, 'weight_decay': 0.004528050765843693, 'batch_size': 32}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.3100416666666668, 1: 1.3100416666666668, 2: 0.6787341061675626} (클래스별 샘플 수: {0: 8000, 1: 8000, 2: 15441})
+[I 2025-12-25 11:44:05,192] Trial 56 pruned. 
+
+================================================================================
+Trial 56 완료
+  Value (CSI): 0.325255
+  Parameters: {'d_main': 128, 'd_hidden': 128, 'n_blocks': 3, 'dropout': 0.23343600736047893, 'lr': 0.0038169882874503, 'weight_decay': 0.010267663720787495, 'batch_size': 64}
+  Best Value (CSI): 0.464153
+  Best Trial: 5
+  Best Parameters: {'d_main': 224, 'd_hidden': 192, 'n_blocks': 3, 'dropout': 0.1930496093640372, 'lr': 0.0061014661404076125, 'weight_decay': 0.004528050765843693, 'batch_size': 32}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.3100416666666668, 1: 1.3100416666666668, 2: 0.6787341061675626} (클래스별 샘플 수: {0: 8000, 1: 8000, 2: 15441})
+  Fold 2 - 클래스별 가중치: {0: 1.3215416666666666, 1: 1.3215416666666666, 2: 0.6726686602617123} (클래스별 샘플 수: {0: 8000, 1: 8000, 2: 15717})
+  Fold 3 - 클래스별 가중치: {0: 1.3243333333333334, 1: 1.3243333333333334, 2: 0.6712282480148674} (클래스별 샘플 수: {0: 8000, 1: 8000, 2: 15784})
+[I 2025-12-25 11:46:55,831] Trial 57 finished with value: 0.45552788001050887 and parameters: {'d_main': 64, 'd_hidden': 128, 'n_blocks': 5, 'dropout': 0.1890947598044475, 'lr': 0.002800512833212468, 'weight_decay': 0.004146883806976406, 'batch_size': 32}. Best is trial 5 with value: 0.46415327690903346.
+
+================================================================================
+Trial 57 완료
+  Value (CSI): 0.455528
+  Parameters: {'d_main': 64, 'd_hidden': 128, 'n_blocks': 5, 'dropout': 0.1890947598044475, 'lr': 0.002800512833212468, 'weight_decay': 0.004146883806976406, 'batch_size': 32}
+  Best Value (CSI): 0.464153
+  Best Trial: 5
+  Best Parameters: {'d_main': 224, 'd_hidden': 192, 'n_blocks': 3, 'dropout': 0.1930496093640372, 'lr': 0.0061014661404076125, 'weight_decay': 0.004528050765843693, 'batch_size': 32}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.3100416666666668, 1: 1.3100416666666668, 2: 0.6787341061675626} (클래스별 샘플 수: {0: 8000, 1: 8000, 2: 15441})
+  Fold 2 - 클래스별 가중치: {0: 1.3215416666666666, 1: 1.3215416666666666, 2: 0.6726686602617123} (클래스별 샘플 수: {0: 8000, 1: 8000, 2: 15717})
+  Fold 3 - 클래스별 가중치: {0: 1.3243333333333334, 1: 1.3243333333333334, 2: 0.6712282480148674} (클래스별 샘플 수: {0: 8000, 1: 8000, 2: 15784})
+[I 2025-12-25 11:47:32,172] Trial 58 finished with value: 0.4470015495134916 and parameters: {'d_main': 64, 'd_hidden': 192, 'n_blocks': 4, 'dropout': 0.21870407910281478, 'lr': 0.002829387947576689, 'weight_decay': 0.0026736144020761826, 'batch_size': 256}. Best is trial 5 with value: 0.46415327690903346.
+
+================================================================================
+Trial 58 완료
+  Value (CSI): 0.447002
+  Parameters: {'d_main': 64, 'd_hidden': 192, 'n_blocks': 4, 'dropout': 0.21870407910281478, 'lr': 0.002829387947576689, 'weight_decay': 0.0026736144020761826, 'batch_size': 256}
+  Best Value (CSI): 0.464153
+  Best Trial: 5
+  Best Parameters: {'d_main': 224, 'd_hidden': 192, 'n_blocks': 3, 'dropout': 0.1930496093640372, 'lr': 0.0061014661404076125, 'weight_decay': 0.004528050765843693, 'batch_size': 32}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.3100416666666668, 1: 1.3100416666666668, 2: 0.6787341061675626} (클래스별 샘플 수: {0: 8000, 1: 8000, 2: 15441})
+[I 2025-12-25 11:48:00,471] Trial 59 pruned. 
+
+================================================================================
+Trial 59 완료
+  Value (CSI): 0.337569
+  Parameters: {'d_main': 64, 'd_hidden': 128, 'n_blocks': 6, 'dropout': 0.19326120920997386, 'lr': 0.0002941093342961994, 'weight_decay': 0.007459303152888276, 'batch_size': 32}
+  Best Value (CSI): 0.464153
+  Best Trial: 5
+  Best Parameters: {'d_main': 224, 'd_hidden': 192, 'n_blocks': 3, 'dropout': 0.1930496093640372, 'lr': 0.0061014661404076125, 'weight_decay': 0.004528050765843693, 'batch_size': 32}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.3100416666666668, 1: 1.3100416666666668, 2: 0.6787341061675626} (클래스별 샘플 수: {0: 8000, 1: 8000, 2: 15441})
+[I 2025-12-25 11:48:14,329] Trial 60 pruned. 
+
+================================================================================
+Trial 60 완료
+  Value (CSI): 0.351824
+  Parameters: {'d_main': 192, 'd_hidden': 256, 'n_blocks': 3, 'dropout': 0.18302293346770607, 'lr': 0.0013892957753101677, 'weight_decay': 0.005308267424195553, 'batch_size': 128}
+  Best Value (CSI): 0.464153
+  Best Trial: 5
+  Best Parameters: {'d_main': 224, 'd_hidden': 192, 'n_blocks': 3, 'dropout': 0.1930496093640372, 'lr': 0.0061014661404076125, 'weight_decay': 0.004528050765843693, 'batch_size': 32}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.3100416666666668, 1: 1.3100416666666668, 2: 0.6787341061675626} (클래스별 샘플 수: {0: 8000, 1: 8000, 2: 15441})
+[I 2025-12-25 11:48:55,341] Trial 61 pruned. 
+
+================================================================================
+Trial 61 완료
+  Value (CSI): 0.337093
+  Parameters: {'d_main': 96, 'd_hidden': 128, 'n_blocks': 5, 'dropout': 0.19978358570179253, 'lr': 0.005320679563522986, 'weight_decay': 0.004657898219946525, 'batch_size': 32}
+  Best Value (CSI): 0.464153
+  Best Trial: 5
+  Best Parameters: {'d_main': 224, 'd_hidden': 192, 'n_blocks': 3, 'dropout': 0.1930496093640372, 'lr': 0.0061014661404076125, 'weight_decay': 0.004528050765843693, 'batch_size': 32}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.3100416666666668, 1: 1.3100416666666668, 2: 0.6787341061675626} (클래스별 샘플 수: {0: 8000, 1: 8000, 2: 15441})
+[I 2025-12-25 11:49:22,352] Trial 62 pruned. 
+
+================================================================================
+Trial 62 완료
+  Value (CSI): 0.335719
+  Parameters: {'d_main': 64, 'd_hidden': 64, 'n_blocks': 5, 'dropout': 0.21572356050889546, 'lr': 0.003982246201964759, 'weight_decay': 0.003143982132961233, 'batch_size': 32}
+  Best Value (CSI): 0.464153
+  Best Trial: 5
+  Best Parameters: {'d_main': 224, 'd_hidden': 192, 'n_blocks': 3, 'dropout': 0.1930496093640372, 'lr': 0.0061014661404076125, 'weight_decay': 0.004528050765843693, 'batch_size': 32}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.3100416666666668, 1: 1.3100416666666668, 2: 0.6787341061675626} (클래스별 샘플 수: {0: 8000, 1: 8000, 2: 15441})
+[I 2025-12-25 11:49:48,798] Trial 63 pruned. 
+
+================================================================================
+Trial 63 완료
+  Value (CSI): 0.348539
+  Parameters: {'d_main': 64, 'd_hidden': 128, 'n_blocks': 5, 'dropout': 0.15738597168003315, 'lr': 0.008561903314313035, 'weight_decay': 0.004176031834527413, 'batch_size': 32}
+  Best Value (CSI): 0.464153
+  Best Trial: 5
+  Best Parameters: {'d_main': 224, 'd_hidden': 192, 'n_blocks': 3, 'dropout': 0.1930496093640372, 'lr': 0.0061014661404076125, 'weight_decay': 0.004528050765843693, 'batch_size': 32}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.3100416666666668, 1: 1.3100416666666668, 2: 0.6787341061675626} (클래스별 샘플 수: {0: 8000, 1: 8000, 2: 15441})
+  Fold 2 - 클래스별 가중치: {0: 1.3215416666666666, 1: 1.3215416666666666, 2: 0.6726686602617123} (클래스별 샘플 수: {0: 8000, 1: 8000, 2: 15717})
+  Fold 3 - 클래스별 가중치: {0: 1.3243333333333334, 1: 1.3243333333333334, 2: 0.6712282480148674} (클래스별 샘플 수: {0: 8000, 1: 8000, 2: 15784})
+[I 2025-12-25 11:53:25,033] Trial 64 finished with value: 0.4482118702368421 and parameters: {'d_main': 96, 'd_hidden': 128, 'n_blocks': 5, 'dropout': 0.17678192143218122, 'lr': 0.0022176080675088954, 'weight_decay': 0.0078111186836251345, 'batch_size': 32}. Best is trial 5 with value: 0.46415327690903346.
+
+================================================================================
+Trial 64 완료
+  Value (CSI): 0.448212
+  Parameters: {'d_main': 96, 'd_hidden': 128, 'n_blocks': 5, 'dropout': 0.17678192143218122, 'lr': 0.0022176080675088954, 'weight_decay': 0.0078111186836251345, 'batch_size': 32}
+  Best Value (CSI): 0.464153
+  Best Trial: 5
+  Best Parameters: {'d_main': 224, 'd_hidden': 192, 'n_blocks': 3, 'dropout': 0.1930496093640372, 'lr': 0.0061014661404076125, 'weight_decay': 0.004528050765843693, 'batch_size': 32}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.3100416666666668, 1: 1.3100416666666668, 2: 0.6787341061675626} (클래스별 샘플 수: {0: 8000, 1: 8000, 2: 15441})
+[I 2025-12-25 11:53:47,954] Trial 65 pruned. 
+
+================================================================================
+Trial 65 완료
+  Value (CSI): 0.354098
+  Parameters: {'d_main': 64, 'd_hidden': 192, 'n_blocks': 2, 'dropout': 0.19058249322876564, 'lr': 0.0035050284517651785, 'weight_decay': 0.002374798499092826, 'batch_size': 32}
+  Best Value (CSI): 0.464153
+  Best Trial: 5
+  Best Parameters: {'d_main': 224, 'd_hidden': 192, 'n_blocks': 3, 'dropout': 0.1930496093640372, 'lr': 0.0061014661404076125, 'weight_decay': 0.004528050765843693, 'batch_size': 32}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.3100416666666668, 1: 1.3100416666666668, 2: 0.6787341061675626} (클래스별 샘플 수: {0: 8000, 1: 8000, 2: 15441})
+[I 2025-12-25 11:53:57,005] Trial 66 pruned. 
+
+================================================================================
+Trial 66 완료
+  Value (CSI): 0.341033
+  Parameters: {'d_main': 256, 'd_hidden': 128, 'n_blocks': 5, 'dropout': 0.1366424458797351, 'lr': 0.005716132836874952, 'weight_decay': 0.003356258347098875, 'batch_size': 128}
+  Best Value (CSI): 0.464153
+  Best Trial: 5
+  Best Parameters: {'d_main': 224, 'd_hidden': 192, 'n_blocks': 3, 'dropout': 0.1930496093640372, 'lr': 0.0061014661404076125, 'weight_decay': 0.004528050765843693, 'batch_size': 32}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.3100416666666668, 1: 1.3100416666666668, 2: 0.6787341061675626} (클래스별 샘플 수: {0: 8000, 1: 8000, 2: 15441})
+[I 2025-12-25 11:54:19,272] Trial 67 pruned. 
+
+================================================================================
+Trial 67 완료
+  Value (CSI): 0.260606
+  Parameters: {'d_main': 96, 'd_hidden': 256, 'n_blocks': 2, 'dropout': 0.2414531781231318, 'lr': 0.009842510675304493, 'weight_decay': 0.006302270537569458, 'batch_size': 32}
+  Best Value (CSI): 0.464153
+  Best Trial: 5
+  Best Parameters: {'d_main': 224, 'd_hidden': 192, 'n_blocks': 3, 'dropout': 0.1930496093640372, 'lr': 0.0061014661404076125, 'weight_decay': 0.004528050765843693, 'batch_size': 32}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.3100416666666668, 1: 1.3100416666666668, 2: 0.6787341061675626} (클래스별 샘플 수: {0: 8000, 1: 8000, 2: 15441})
+[I 2025-12-25 11:54:44,075] Trial 68 pruned. 
+
+================================================================================
+Trial 68 완료
+  Value (CSI): 0.334223
+  Parameters: {'d_main': 192, 'd_hidden': 192, 'n_blocks': 4, 'dropout': 0.20568725178632613, 'lr': 0.0029490630309926555, 'weight_decay': 0.013192103437245917, 'batch_size': 32}
+  Best Value (CSI): 0.464153
+  Best Trial: 5
+  Best Parameters: {'d_main': 224, 'd_hidden': 192, 'n_blocks': 3, 'dropout': 0.1930496093640372, 'lr': 0.0061014661404076125, 'weight_decay': 0.004528050765843693, 'batch_size': 32}
+================================================================================
+
+  Fold 1 - 클래스별 가���치: {0: 1.3100416666666668, 1: 1.3100416666666668, 2: 0.6787341061675626} (클래스별 샘플 수: {0: 8000, 1: 8000, 2: 15441})
+[I 2025-12-25 11:55:07,800] Trial 69 pruned. 
+
+================================================================================
+Trial 69 완료
+  Value (CSI): 0.350384
+  Parameters: {'d_main': 160, 'd_hidden': 256, 'n_blocks': 3, 'dropout': 0.16764956155777316, 'lr': 0.0009833878522420164, 'weight_decay': 0.004723031273642582, 'batch_size': 64}
+  Best Value (CSI): 0.464153
+  Best Trial: 5
+  Best Parameters: {'d_main': 224, 'd_hidden': 192, 'n_blocks': 3, 'dropout': 0.1930496093640372, 'lr': 0.0061014661404076125, 'weight_decay': 0.004528050765843693, 'batch_size': 32}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.3100416666666668, 1: 1.3100416666666668, 2: 0.6787341061675626} (클래스별 샘플 수: {0: 8000, 1: 8000, 2: 15441})
+[I 2025-12-25 11:55:35,106] Trial 70 pruned. 
+
+================================================================================
+Trial 70 완료
+  Value (CSI): 0.373441
+  Parameters: {'d_main': 64, 'd_hidden': 128, 'n_blocks': 2, 'dropout': 0.2594181600680446, 'lr': 0.00415797873685806, 'weight_decay': 0.010626535689528652, 'batch_size': 128}
+  Best Value (CSI): 0.464153
+  Best Trial: 5
+  Best Parameters: {'d_main': 224, 'd_hidden': 192, 'n_blocks': 3, 'dropout': 0.1930496093640372, 'lr': 0.0061014661404076125, 'weight_decay': 0.004528050765843693, 'batch_size': 32}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.3100416666666668, 1: 1.3100416666666668, 2: 0.6787341061675626} (클래스별 샘플 수: {0: 8000, 1: 8000, 2: 15441})
+[I 2025-12-25 11:55:41,682] Trial 71 pruned. 
+
+================================================================================
+Trial 71 완료
+  Value (CSI): 0.354037
+  Parameters: {'d_main': 96, 'd_hidden': 256, 'n_blocks': 2, 'dropout': 0.18639269227142652, 'lr': 0.005552836755870471, 'weight_decay': 0.011791491862484753, 'batch_size': 128}
+  Best Value (CSI): 0.464153
+  Best Trial: 5
+  Best Parameters: {'d_main': 224, 'd_hidden': 192, 'n_blocks': 3, 'dropout': 0.1930496093640372, 'lr': 0.0061014661404076125, 'weight_decay': 0.004528050765843693, 'batch_size': 32}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.3100416666666668, 1: 1.3100416666666668, 2: 0.6787341061675626} (클래스별 샘플 수: {0: 8000, 1: 8000, 2: 15441})
+  Fold 2 - 클래스별 가중치: {0: 1.3215416666666666, 1: 1.3215416666666666, 2: 0.6726686602617123} (클래스별 샘플 수: {0: 8000, 1: 8000, 2: 15717})
+  Fold 3 - 클래스별 가중치: {0: 1.3243333333333334, 1: 1.3243333333333334, 2: 0.6712282480148674} (클래스별 샘플 수: {0: 8000, 1: 8000, 2: 15784})
+[I 2025-12-25 11:56:36,858] Trial 72 finished with value: 0.4498004002076441 and parameters: {'d_main': 128, 'd_hidden': 256, 'n_blocks': 2, 'dropout': 0.182080509484167, 'lr': 0.006324992275277196, 'weight_decay': 0.008340269604431572, 'batch_size': 128}. Best is trial 5 with value: 0.46415327690903346.
+
+================================================================================
+Trial 72 완료
+  Value (CSI): 0.449800
+  Parameters: {'d_main': 128, 'd_hidden': 256, 'n_blocks': 2, 'dropout': 0.182080509484167, 'lr': 0.006324992275277196, 'weight_decay': 0.008340269604431572, 'batch_size': 128}
+  Best Value (CSI): 0.464153
+  Best Trial: 5
+  Best Parameters: {'d_main': 224, 'd_hidden': 192, 'n_blocks': 3, 'dropout': 0.1930496093640372, 'lr': 0.0061014661404076125, 'weight_decay': 0.004528050765843693, 'batch_size': 32}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.3100416666666668, 1: 1.3100416666666668, 2: 0.6787341061675626} (클래스별 샘플 수: {0: 8000, 1: 8000, 2: 15441})
+  Fold 2 - 클래스별 가중치: {0: 1.3215416666666666, 1: 1.3215416666666666, 2: 0.6726686602617123} (클래스별 샘플 수: {0: 8000, 1: 8000, 2: 15717})
+  Fold 3 - 클래스별 가중치: {0: 1.3243333333333334, 1: 1.3243333333333334, 2: 0.6712282480148674} (클래스별 샘플 수: {0: 8000, 1: 8000, 2: 15784})
+[I 2025-12-25 11:57:27,958] Trial 73 finished with value: 0.45814751492735084 and parameters: {'d_main': 96, 'd_hidden': 256, 'n_blocks': 2, 'dropout': 0.1964230067052286, 'lr': 0.007531173473681538, 'weight_decay': 0.016414646949729786, 'batch_size': 128}. Best is trial 5 with value: 0.46415327690903346.
+
+================================================================================
+Trial 73 완료
+  Value (CSI): 0.458148
+  Parameters: {'d_main': 96, 'd_hidden': 256, 'n_blocks': 2, 'dropout': 0.1964230067052286, 'lr': 0.007531173473681538, 'weight_decay': 0.016414646949729786, 'batch_size': 128}
+  Best Value (CSI): 0.464153
+  Best Trial: 5
+  Best Parameters: {'d_main': 224, 'd_hidden': 192, 'n_blocks': 3, 'dropout': 0.1930496093640372, 'lr': 0.0061014661404076125, 'weight_decay': 0.004528050765843693, 'batch_size': 32}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.3100416666666668, 1: 1.3100416666666668, 2: 0.6787341061675626} (클래스별 샘플 수: {0: 8000, 1: 8000, 2: 15441})
+[I 2025-12-25 11:57:34,503] Trial 74 pruned. 
+
+================================================================================
+Trial 74 완료
+  Value (CSI): 0.353119
+  Parameters: {'d_main': 96, 'd_hidden': 256, 'n_blocks': 2, 'dropout': 0.22845477905884504, 'lr': 0.0077074987340415, 'weight_decay': 0.016380702397955277, 'batch_size': 128}
+  Best Value (CSI): 0.464153
+  Best Trial: 5
+  Best Parameters: {'d_main': 224, 'd_hidden': 192, 'n_blocks': 3, 'dropout': 0.1930496093640372, 'lr': 0.0061014661404076125, 'weight_decay': 0.004528050765843693, 'batch_size': 32}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.3100416666666668, 1: 1.3100416666666668, 2: 0.6787341061675626} (클래스별 샘플 수: {0: 8000, 1: 8000, 2: 15441})
+[I 2025-12-25 11:58:02,855] Trial 75 pruned. 
+
+================================================================================
+Trial 75 완료
+  Value (CSI): 0.371253
+  Parameters: {'d_main': 64, 'd_hidden': 256, 'n_blocks': 2, 'dropout': 0.1973827827381889, 'lr': 0.004793715972101929, 'weight_decay': 0.002829405483209596, 'batch_size': 128}
+  Best Value (CSI): 0.464153
+  Best Trial: 5
+  Best Parameters: {'d_main': 224, 'd_hidden': 192, 'n_blocks': 3, 'dropout': 0.1930496093640372, 'lr': 0.0061014661404076125, 'weight_decay': 0.004528050765843693, 'batch_size': 32}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.3100416666666668, 1: 1.3100416666666668, 2: 0.6787341061675626} (클래스별 샘플 수: {0: 8000, 1: 8000, 2: 15441})
+[I 2025-12-25 11:58:24,971] Trial 76 pruned. 
+
+================================================================================
+Trial 76 완료
+  Value (CSI): 0.278278
+  Parameters: {'d_main': 224, 'd_hidden': 256, 'n_blocks': 3, 'dropout': 0.20971550373485742, 'lr': 0.007028727463383145, 'weight_decay': 0.0036265829279168186, 'batch_size': 32}
+  Best Value (CSI): 0.464153
+  Best Trial: 5
+  Best Parameters: {'d_main': 224, 'd_hidden': 192, 'n_blocks': 3, 'dropout': 0.1930496093640372, 'lr': 0.0061014661404076125, 'weight_decay': 0.004528050765843693, 'batch_size': 32}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.3100416666666668, 1: 1.3100416666666668, 2: 0.6787341061675626} (클래스별 샘플 수: {0: 8000, 1: 8000, 2: 15441})
+  Fold 2 - 클래스별 가중치: {0: 1.3215416666666666, 1: 1.3215416666666666, 2: 0.6726686602617123} (클래스별 샘플 수: {0: 8000, 1: 8000, 2: 15717})
+  Fold 3 - 클래스별 가중치: {0: 1.3243333333333334, 1: 1.3243333333333334, 2: 0.6712282480148674} (클래스별 샘플 수: {0: 8000, 1: 8000, 2: 15784})
+[I 2025-12-25 11:59:20,481] Trial 77 finished with value: 0.44899634001890026 and parameters: {'d_main': 96, 'd_hidden': 192, 'n_blocks': 3, 'dropout': 0.22375199904803117, 'lr': 0.003700404292216207, 'weight_decay': 0.006255204856161227, 'batch_size': 128}. Best is trial 5 with value: 0.46415327690903346.
+
+================================================================================
+Trial 77 완료
+  Value (CSI): 0.448996
+  Parameters: {'d_main': 96, 'd_hidden': 192, 'n_blocks': 3, 'dropout': 0.22375199904803117, 'lr': 0.003700404292216207, 'weight_decay': 0.006255204856161227, 'batch_size': 128}
+  Best Value (CSI): 0.464153
+  Best Trial: 5
+  Best Parameters: {'d_main': 224, 'd_hidden': 192, 'n_blocks': 3, 'dropout': 0.1930496093640372, 'lr': 0.0061014661404076125, 'weight_decay': 0.004528050765843693, 'batch_size': 32}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.3100416666666668, 1: 1.3100416666666668, 2: 0.6787341061675626} (클래스별 샘플 수: {0: 8000, 1: 8000, 2: 15441})
+  Fold 2 - 클래스별 가중치: {0: 1.3215416666666666, 1: 1.3215416666666666, 2: 0.6726686602617123} (클래스별 샘플 수: {0: 8000, 1: 8000, 2: 15717})
+  Fold 3 - 클래스별 가중치: {0: 1.3243333333333334, 1: 1.3243333333333334, 2: 0.6712282480148674} (클래스별 샘플 수: {0: 8000, 1: 8000, 2: 15784})
+[I 2025-12-25 11:59:53,251] Trial 78 finished with value: 0.4418361120969623 and parameters: {'d_main': 128, 'd_hidden': 192, 'n_blocks': 2, 'dropout': 0.21136184090995408, 'lr': 0.001980360107396802, 'weight_decay': 0.009362751757232907, 'batch_size': 256}. Best is trial 5 with value: 0.46415327690903346.
+
+================================================================================
+Trial 78 완료
+  Value (CSI): 0.441836
+  Parameters: {'d_main': 128, 'd_hidden': 192, 'n_blocks': 2, 'dropout': 0.21136184090995408, 'lr': 0.001980360107396802, 'weight_decay': 0.009362751757232907, 'batch_size': 256}
+  Best Value (CSI): 0.464153
+  Best Trial: 5
+  Best Parameters: {'d_main': 224, 'd_hidden': 192, 'n_blocks': 3, 'dropout': 0.1930496093640372, 'lr': 0.0061014661404076125, 'weight_decay': 0.004528050765843693, 'batch_size': 32}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.3100416666666668, 1: 1.3100416666666668, 2: 0.6787341061675626} (클래스별 샘플 수: {0: 8000, 1: 8000, 2: 15441})
+[I 2025-12-25 12:00:15,000] Trial 79 pruned. 
+
+================================================================================
+Trial 79 완료
+  Value (CSI): 0.333333
+  Parameters: {'d_main': 64, 'd_hidden': 256, 'n_blocks': 3, 'dropout': 0.19191890280626206, 'lr': 0.001602764832593769, 'weight_decay': 0.004876867367354813, 'batch_size': 32}
+  Best Value (CSI): 0.464153
+  Best Trial: 5
+  Best Parameters: {'d_main': 224, 'd_hidden': 192, 'n_blocks': 3, 'dropout': 0.1930496093640372, 'lr': 0.0061014661404076125, 'weight_decay': 0.004528050765843693, 'batch_size': 32}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.3100416666666668, 1: 1.3100416666666668, 2: 0.6787341061675626} (클래스별 샘플 수: {0: 8000, 1: 8000, 2: 15441})
+[I 2025-12-25 12:00:25,337] Trial 80 pruned. 
+
+================================================================================
+Trial 80 완료
+  Value (CSI): 0.362810
+  Parameters: {'d_main': 64, 'd_hidden': 192, 'n_blocks': 2, 'dropout': 0.23662650318562192, 'lr': 0.003030007584684654, 'weight_decay': 0.0019446964292920308, 'batch_size': 128}
+  Best Value (CSI): 0.464153
+  Best Trial: 5
+  Best Parameters: {'d_main': 224, 'd_hidden': 192, 'n_blocks': 3, 'dropout': 0.1930496093640372, 'lr': 0.0061014661404076125, 'weight_decay': 0.004528050765843693, 'batch_size': 32}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.3100416666666668, 1: 1.3100416666666668, 2: 0.6787341061675626} (클래스별 샘플 수: {0: 8000, 1: 8000, 2: 15441})
+[I 2025-12-25 12:00:32,484] Trial 81 pruned. 
+
+================================================================================
+Trial 81 완료
+  Value (CSI): 0.356183
+  Parameters: {'d_main': 96, 'd_hidden': 256, 'n_blocks': 2, 'dropout': 0.17713196668865303, 'lr': 0.005924189291163754, 'weight_decay': 0.01362333111677131, 'batch_size': 128}
+  Best Value (CSI): 0.464153
+  Best Trial: 5
+  Best Parameters: {'d_main': 224, 'd_hidden': 192, 'n_blocks': 3, 'dropout': 0.1930496093640372, 'lr': 0.0061014661404076125, 'weight_decay': 0.004528050765843693, 'batch_size': 32}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.3100416666666668, 1: 1.3100416666666668, 2: 0.6787341061675626} (클래스별 샘플 수: {0: 8000, 1: 8000, 2: 15441})
+[I 2025-12-25 12:00:39,041] Trial 82 pruned. 
+
+================================================================================
+Trial 82 완료
+  Value (CSI): 0.345164
+  Parameters: {'d_main': 96, 'd_hidden': 256, 'n_blocks': 2, 'dropout': 0.1853404265408541, 'lr': 0.00840328237817287, 'weight_decay': 0.016184733774346035, 'batch_size': 128}
+  Best Value (CSI): 0.464153
+  Best Trial: 5
+  Best Parameters: {'d_main': 224, 'd_hidden': 192, 'n_blocks': 3, 'dropout': 0.1930496093640372, 'lr': 0.0061014661404076125, 'weight_decay': 0.004528050765843693, 'batch_size': 32}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.3100416666666668, 1: 1.3100416666666668, 2: 0.6787341061675626} (클래스별 샘플 수: {0: 8000, 1: 8000, 2: 15441})
+[I 2025-12-25 12:00:45,993] Trial 83 pruned. 
+
+================================================================================
+Trial 83 완료
+  Value (CSI): 0.345752
+  Parameters: {'d_main': 96, 'd_hidden': 256, 'n_blocks': 2, 'dropout': 0.20092416197218269, 'lr': 0.0047954688515489735, 'weight_decay': 0.005369326006888547, 'batch_size': 128}
+  Best Value (CSI): 0.464153
+  Best Trial: 5
+  Best Parameters: {'d_main': 224, 'd_hidden': 192, 'n_blocks': 3, 'dropout': 0.1930496093640372, 'lr': 0.0061014661404076125, 'weight_decay': 0.004528050765843693, 'batch_size': 32}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.3100416666666668, 1: 1.3100416666666668, 2: 0.6787341061675626} (클래스별 샘플 수: {0: 8000, 1: 8000, 2: 15441})
+[I 2025-12-25 12:00:52,948] Trial 84 pruned. 
+
+================================================================================
+Trial 84 완료
+  Value (CSI): 0.348958
+  Parameters: {'d_main': 96, 'd_hidden': 256, 'n_blocks': 2, 'dropout': 0.16248448474713734, 'lr': 0.00562578861307767, 'weight_decay': 0.007267009986342066, 'batch_size': 128}
+  Best Value (CSI): 0.464153
+  Best Trial: 5
+  Best Parameters: {'d_main': 224, 'd_hidden': 192, 'n_blocks': 3, 'dropout': 0.1930496093640372, 'lr': 0.0061014661404076125, 'weight_decay': 0.004528050765843693, 'batch_size': 32}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.3100416666666668, 1: 1.3100416666666668, 2: 0.6787341061675626} (클래스별 샘플 수: {0: 8000, 1: 8000, 2: 15441})
+[I 2025-12-25 12:01:16,311] Trial 85 pruned. 
+
+================================================================================
+Trial 85 완료
+  Value (CSI): 0.332677
+  Parameters: {'d_main': 128, 'd_hidden': 256, 'n_blocks': 3, 'dropout': 0.2146430825350196, 'lr': 0.006471457422795512, 'weight_decay': 0.009543411671566011, 'batch_size': 32}
+  Best Value (CSI): 0.464153
+  Best Trial: 5
+  Best Parameters: {'d_main': 224, 'd_hidden': 192, 'n_blocks': 3, 'dropout': 0.1930496093640372, 'lr': 0.0061014661404076125, 'weight_decay': 0.004528050765843693, 'batch_size': 32}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.3100416666666668, 1: 1.3100416666666668, 2: 0.6787341061675626} (클래스별 샘플 수: {0: 8000, 1: 8000, 2: 15441})
+[I 2025-12-25 12:01:27,019] Trial 86 pruned. 
+
+================================================================================
+Trial 86 완료
+  Value (CSI): 0.341772
+  Parameters: {'d_main': 64, 'd_hidden': 128, 'n_blocks': 2, 'dropout': 0.19792032858341166, 'lr': 0.00252938785707992, 'weight_decay': 0.004001573498499421, 'batch_size': 128}
+  Best Value (CSI): 0.464153
+  Best Trial: 5
+  Best Parameters: {'d_main': 224, 'd_hidden': 192, 'n_blocks': 3, 'dropout': 0.1930496093640372, 'lr': 0.0061014661404076125, 'weight_decay': 0.004528050765843693, 'batch_size': 32}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.3100416666666668, 1: 1.3100416666666668, 2: 0.6787341061675626} (클래스별 샘플 수: {0: 8000, 1: 8000, 2: 15441})
+[I 2025-12-25 12:01:41,719] Trial 87 pruned. 
+
+================================================================================
+Trial 87 완료
+  Value (CSI): 0.354344
+  Parameters: {'d_main': 224, 'd_hidden': 256, 'n_blocks': 4, 'dropout': 0.20593001842542305, 'lr': 0.004210621317758699, 'weight_decay': 0.0028008873466056714, 'batch_size': 64}
+  Best Value (CSI): 0.464153
+  Best Trial: 5
+  Best Parameters: {'d_main': 224, 'd_hidden': 192, 'n_blocks': 3, 'dropout': 0.1930496093640372, 'lr': 0.0061014661404076125, 'weight_decay': 0.004528050765843693, 'batch_size': 32}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.3100416666666668, 1: 1.3100416666666668, 2: 0.6787341061675626} (클래스별 샘플 수: {0: 8000, 1: 8000, 2: 15441})
+  Fold 2 - 클래스별 가중치: {0: 1.3215416666666666, 1: 1.3215416666666666, 2: 0.6726686602617123} (클래스별 샘플 수: {0: 8000, 1: 8000, 2: 15717})
+  Fold 3 - 클래스별 가중치: {0: 1.3243333333333334, 1: 1.3243333333333334, 2: 0.6712282480148674} (클래스별 샘플 수: {0: 8000, 1: 8000, 2: 15784})
+[I 2025-12-25 12:05:05,367] Trial 88 finished with value: 0.46119960988324543 and parameters: {'d_main': 64, 'd_hidden': 192, 'n_blocks': 2, 'dropout': 0.17105717985983282, 'lr': 0.007226644578533335, 'weight_decay': 0.007070930382314022, 'batch_size': 32}. Best is trial 5 with value: 0.46415327690903346.
+
+================================================================================
+Trial 88 완료
+  Value (CSI): 0.461200
+  Parameters: {'d_main': 64, 'd_hidden': 192, 'n_blocks': 2, 'dropout': 0.17105717985983282, 'lr': 0.007226644578533335, 'weight_decay': 0.007070930382314022, 'batch_size': 32}
+  Best Value (CSI): 0.464153
+  Best Trial: 5
+  Best Parameters: {'d_main': 224, 'd_hidden': 192, 'n_blocks': 3, 'dropout': 0.1930496093640372, 'lr': 0.0061014661404076125, 'weight_decay': 0.004528050765843693, 'batch_size': 32}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.3100416666666668, 1: 1.3100416666666668, 2: 0.6787341061675626} (클래스별 샘플 수: {0: 8000, 1: 8000, 2: 15441})
+[I 2025-12-25 12:05:28,187] Trial 89 pruned. 
+
+================================================================================
+Trial 89 완료
+  Value (CSI): 0.330195
+  Parameters: {'d_main': 64, 'd_hidden': 192, 'n_blocks': 3, 'dropout': 0.22050772997154244, 'lr': 0.00852303376220635, 'weight_decay': 0.007158189696259026, 'batch_size': 32}
+  Best Value (CSI): 0.464153
+  Best Trial: 5
+  Best Parameters: {'d_main': 224, 'd_hidden': 192, 'n_blocks': 3, 'dropout': 0.1930496093640372, 'lr': 0.0061014661404076125, 'weight_decay': 0.004528050765843693, 'batch_size': 32}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.3100416666666668, 1: 1.3100416666666668, 2: 0.6787341061675626} (클래스별 샘플 수: {0: 8000, 1: 8000, 2: 15441})
+[I 2025-12-25 12:05:55,740] Trial 90 pruned. 
+
+================================================================================
+Trial 90 완료
+  Value (CSI): 0.312576
+  Parameters: {'d_main': 64, 'd_hidden': 192, 'n_blocks': 5, 'dropout': 0.14973733932025876, 'lr': 0.009855836603599998, 'weight_decay': 0.005589509162587524, 'batch_size': 32}
+  Best Value (CSI): 0.464153
+  Best Trial: 5
+  Best Parameters: {'d_main': 224, 'd_hidden': 192, 'n_blocks': 3, 'dropout': 0.1930496093640372, 'lr': 0.0061014661404076125, 'weight_decay': 0.004528050765843693, 'batch_size': 32}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.3100416666666668, 1: 1.3100416666666668, 2: 0.6787341061675626} (클래스별 샘플 수: {0: 8000, 1: 8000, 2: 15441})
+[I 2025-12-25 12:06:16,570] Trial 91 pruned. 
+
+================================================================================
+Trial 91 완료
+  Value (CSI): 0.339635
+  Parameters: {'d_main': 64, 'd_hidden': 192, 'n_blocks': 2, 'dropout': 0.1673948542392079, 'lr': 0.0072624705065743155, 'weight_decay': 0.01182054162556331, 'batch_size': 32}
+  Best Value (CSI): 0.464153
+  Best Trial: 5
+  Best Parameters: {'d_main': 224, 'd_hidden': 192, 'n_blocks': 3, 'dropout': 0.1930496093640372, 'lr': 0.0061014661404076125, 'weight_decay': 0.004528050765843693, 'batch_size': 32}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.3100416666666668, 1: 1.3100416666666668, 2: 0.6787341061675626} (클래스별 샘플 수: {0: 8000, 1: 8000, 2: 15441})
+[I 2025-12-25 12:06:36,793] Trial 92 pruned. 
+
+================================================================================
+Trial 92 완료
+  Value (CSI): 0.343313
+  Parameters: {'d_main': 64, 'd_hidden': 192, 'n_blocks': 2, 'dropout': 0.188002506013144, 'lr': 0.004975098178220747, 'weight_decay': 0.019870892589361668, 'batch_size': 32}
+  Best Value (CSI): 0.464153
+  Best Trial: 5
+  Best Parameters: {'d_main': 224, 'd_hidden': 192, 'n_blocks': 3, 'dropout': 0.1930496093640372, 'lr': 0.0061014661404076125, 'weight_decay': 0.004528050765843693, 'batch_size': 32}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.3100416666666668, 1: 1.3100416666666668, 2: 0.6787341061675626} (클래스별 샘플 수: {0: 8000, 1: 8000, 2: 15441})
+  Fold 2 - 클래스별 가중치: {0: 1.3215416666666666, 1: 1.3215416666666666, 2: 0.6726686602617123} (클래스별 샘플 수: {0: 8000, 1: 8000, 2: 15717})
+  Fold 3 - 클래스별 가중치: {0: 1.3243333333333334, 1: 1.3243333333333334, 2: 0.6712282480148674} (클래스별 샘플 수: {0: 8000, 1: 8000, 2: 15784})
+[I 2025-12-25 12:10:08,003] Trial 93 finished with value: 0.4603462838521056 and parameters: {'d_main': 96, 'd_hidden': 192, 'n_blocks': 2, 'dropout': 0.17960496871610754, 'lr': 0.0065183527010523, 'weight_decay': 0.008796525765394041, 'batch_size': 32}. Best is trial 5 with value: 0.46415327690903346.
+
+================================================================================
+Trial 93 완료
+  Value (CSI): 0.460346
+  Parameters: {'d_main': 96, 'd_hidden': 192, 'n_blocks': 2, 'dropout': 0.17960496871610754, 'lr': 0.0065183527010523, 'weight_decay': 0.008796525765394041, 'batch_size': 32}
+  Best Value (CSI): 0.464153
+  Best Trial: 5
+  Best Parameters: {'d_main': 224, 'd_hidden': 192, 'n_blocks': 3, 'dropout': 0.1930496093640372, 'lr': 0.0061014661404076125, 'weight_decay': 0.004528050765843693, 'batch_size': 32}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.3100416666666668, 1: 1.3100416666666668, 2: 0.6787341061675626} (클래스별 샘플 수: {0: 8000, 1: 8000, 2: 15441})
+  Fold 2 - 클래스별 가중치: {0: 1.3215416666666666, 1: 1.3215416666666666, 2: 0.6726686602617123} (클래스별 샘플 수: {0: 8000, 1: 8000, 2: 15717})
+  Fold 3 - 클래스별 가중치: {0: 1.3243333333333334, 1: 1.3243333333333334, 2: 0.6712282480148674} (클래스별 샘플 수: {0: 8000, 1: 8000, 2: 15784})
+[I 2025-12-25 12:12:59,032] Trial 94 finished with value: 0.45546321227986236 and parameters: {'d_main': 96, 'd_hidden': 192, 'n_blocks': 2, 'dropout': 0.17239987866417447, 'lr': 0.003443645285752852, 'weight_decay': 0.0042998443856354564, 'batch_size': 32}. Best is trial 5 with value: 0.46415327690903346.
+
+================================================================================
+Trial 94 완료
+  Value (CSI): 0.455463
+  Parameters: {'d_main': 96, 'd_hidden': 192, 'n_blocks': 2, 'dropout': 0.17239987866417447, 'lr': 0.003443645285752852, 'weight_decay': 0.0042998443856354564, 'batch_size': 32}
+  Best Value (CSI): 0.464153
+  Best Trial: 5
+  Best Parameters: {'d_main': 224, 'd_hidden': 192, 'n_blocks': 3, 'dropout': 0.1930496093640372, 'lr': 0.0061014661404076125, 'weight_decay': 0.004528050765843693, 'batch_size': 32}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.3100416666666668, 1: 1.3100416666666668, 2: 0.6787341061675626} (클래스별 샘플 수: {0: 8000, 1: 8000, 2: 15441})
+  Fold 2 - 클래스별 가중치: {0: 1.3215416666666666, 1: 1.3215416666666666, 2: 0.6726686602617123} (클래스별 샘플 수: {0: 8000, 1: 8000, 2: 15717})
+  Fold 3 - 클래스별 가중치: {0: 1.3243333333333334, 1: 1.3243333333333334, 2: 0.6712282480148674} (클래스별 샘플 수: {0: 8000, 1: 8000, 2: 15784})
+[I 2025-12-25 12:15:24,853] Trial 95 finished with value: 0.4669846754411795 and parameters: {'d_main': 128, 'd_hidden': 192, 'n_blocks': 2, 'dropout': 0.17471030464369763, 'lr': 0.0034006630423833845, 'weight_decay': 0.008657423885357477, 'batch_size': 32}. Best is trial 95 with value: 0.4669846754411795.
+
+================================================================================
+Trial 95 완료
+  Value (CSI): 0.466985
+  Parameters: {'d_main': 128, 'd_hidden': 192, 'n_blocks': 2, 'dropout': 0.17471030464369763, 'lr': 0.0034006630423833845, 'weight_decay': 0.008657423885357477, 'batch_size': 32}
+  Best Value (CSI): 0.466985
+  Best Trial: 95
+  Best Parameters: {'d_main': 128, 'd_hidden': 192, 'n_blocks': 2, 'dropout': 0.17471030464369763, 'lr': 0.0034006630423833845, 'weight_decay': 0.008657423885357477, 'batch_size': 32}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.3100416666666668, 1: 1.3100416666666668, 2: 0.6787341061675626} (클래스별 샘플 수: {0: 8000, 1: 8000, 2: 15441})
+[I 2025-12-25 12:15:46,040] Trial 96 pruned. 
+
+================================================================================
+Trial 96 완료
+  Value (CSI): 0.323333
+  Parameters: {'d_main': 160, 'd_hidden': 192, 'n_blocks': 2, 'dropout': 0.19461520314981415, 'lr': 0.007371849161676959, 'weight_decay': 0.00877978892157631, 'batch_size': 32}
+  Best Value (CSI): 0.466985
+  Best Trial: 95
+  Best Parameters: {'d_main': 128, 'd_hidden': 192, 'n_blocks': 2, 'dropout': 0.17471030464369763, 'lr': 0.0034006630423833845, 'weight_decay': 0.008657423885357477, 'batch_size': 32}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.3100416666666668, 1: 1.3100416666666668, 2: 0.6787341061675626} (클래스별 샘플 수: {0: 8000, 1: 8000, 2: 15441})
+[I 2025-12-25 12:16:25,693] Trial 97 pruned. 
+
+================================================================================
+Trial 97 완료
+  Value (CSI): 0.359630
+  Parameters: {'d_main': 128, 'd_hidden': 192, 'n_blocks': 2, 'dropout': 0.18049856378608434, 'lr': 0.004174085995783068, 'weight_decay': 0.006593902148589155, 'batch_size': 32}
+  Best Value (CSI): 0.466985
+  Best Trial: 95
+  Best Parameters: {'d_main': 128, 'd_hidden': 192, 'n_blocks': 2, 'dropout': 0.17471030464369763, 'lr': 0.0034006630423833845, 'weight_decay': 0.008657423885357477, 'batch_size': 32}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.3100416666666668, 1: 1.3100416666666668, 2: 0.6787341061675626} (클래스별 샘플 수: {0: 8000, 1: 8000, 2: 15441})
+[I 2025-12-25 12:16:46,807] Trial 98 pruned. 
+
+================================================================================
+Trial 98 완료
+  Value (CSI): 0.332163
+  Parameters: {'d_main': 160, 'd_hidden': 192, 'n_blocks': 2, 'dropout': 0.15881131999315357, 'lr': 0.006112260286283692, 'weight_decay': 0.010468592539733972, 'batch_size': 32}
+  Best Value (CSI): 0.466985
+  Best Trial: 95
+  Best Parameters: {'d_main': 128, 'd_hidden': 192, 'n_blocks': 2, 'dropout': 0.17471030464369763, 'lr': 0.0034006630423833845, 'weight_decay': 0.008657423885357477, 'batch_size': 32}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.3100416666666668, 1: 1.3100416666666668, 2: 0.6787341061675626} (클래스별 샘플 수: {0: 8000, 1: 8000, 2: 15441})
+[I 2025-12-25 12:17:17,944] Trial 99 pruned. 
+
+================================================================================
+Trial 99 완료
+  Value (CSI): 0.357030
+  Parameters: {'d_main': 128, 'd_hidden': 192, 'n_blocks': 2, 'dropout': 0.1788120081388533, 'lr': 0.0026368736089580763, 'weight_decay': 0.008502286246445091, 'batch_size': 32}
+  Best Value (CSI): 0.466985
+  Best Trial: 95
+  Best Parameters: {'d_main': 128, 'd_hidden': 192, 'n_blocks': 2, 'dropout': 0.17471030464369763, 'lr': 0.0034006630423833845, 'weight_decay': 0.008657423885357477, 'batch_size': 32}
+================================================================================
+
+
+최적화 완료.
+Best CSI Score: 0.4670
+Best Hyperparameters: {'d_main': 128, 'd_hidden': 192, 'n_blocks': 2, 'dropout': 0.17471030464369763, 'lr': 0.0034006630423833845, 'weight_decay': 0.008657423885357477, 'batch_size': 32}
+
+최적화 과정 요약:
+  - 총 시도 횟수: 100
+  - 성공한 시도: 100
+  - 최초 CSI: 0.4288
+  - 최종 CSI: 0.3570
+  - 최고 CSI: 0.4670
+  - 최저 CSI: 0.2606
+  - 평균 CSI: 0.3734
+
+최적화 Study 객체가 /workspace/visibility_prediction/Analysis_code/optimization_history/deepgbm_smote_daejeon_trials.pkl에 저장되었습니다.
+
+==================================================
+최적화된 하이퍼파라미터로 최종 모델 학습 시작
+==================================================
+최종 모델 학습 시작...
+Fold 1 학습 중...
+  Early stopping at epoch 50, Best CSI: 0.3871
+  Fold 1 학습 완료 (검증 CSI: 0.3871)
+Fold 2 학습 중...
+  Early stopping at epoch 31, Best CSI: 0.4808
+  Fold 2 학습 완료 (검증 CSI: 0.4808)
+Fold 3 학습 중...
+  Early stopping at epoch 30, Best CSI: 0.4924
+  Fold 3 학습 완료 (검증 CSI: 0.4924)
+
+모든 모델 저장 완료: ../save_model/deepgbm_optima/deepgbm_smote_daejeon.pkl (총 3개 fold)
+Scaler 저장 완료: ../save_model/deepgbm_optima/scaler/deepgbm_smote_daejeon_scaler.pkl (총 3개 fold)
+
+최종 모델 학습 및 저장 완료!
+저장된 모델 경로: ../save_model/deepgbm_optima/deepgbm_smote_daejeon.pkl
+
+✓ 완료: deepgbm_smote/deepgbm_smote_daejeon.py (소요 시간: 4870초)
+
+----------------------------------------
+실행 중: deepgbm_smote/deepgbm_smote_gwangju.py
+시작 시간: 2025-12-25 12:20:47
+----------------------------------------
+[I 2025-12-25 12:20:49,071] A new study created in memory with name: no-name-ec26a4e4-e72b-46c9-ac48-3f15ac965752
+  Fold 1 - 클래스별 가중치: {0: 1.3205, 1: 1.3205, 2: 0.6732092786133062} (클래스별 샘플 수: {0: 8000, 1: 8000, 2: 15692})
+  Fold 2 - 클래스별 가중치: {0: 1.3233333333333333, 1: 1.3233333333333333, 2: 0.6717428087986463} (클래스별 샘플 수: {0: 8000, 1: 8000, 2: 15760})
+  Fold 3 - 클래스별 가중치: {0: 1.299764705882353, 1: 1.299764705882353, 2: 0.6843409316154608} (클래스별 샘플 수: {0: 8500, 1: 8500, 2: 16144})
+[I 2025-12-25 12:22:17,631] Trial 0 finished with value: 0.44218897323156653 and parameters: {'d_main': 224, 'd_hidden': 256, 'n_blocks': 2, 'dropout': 0.3030898844927862, 'lr': 0.001955058837564275, 'weight_decay': 0.007447648959980482, 'batch_size': 64}. Best is trial 0 with value: 0.44218897323156653.
+
+================================================================================
+Trial 0 완료
+  Value (CSI): 0.442189
+  Parameters: {'d_main': 224, 'd_hidden': 256, 'n_blocks': 2, 'dropout': 0.3030898844927862, 'lr': 0.001955058837564275, 'weight_decay': 0.007447648959980482, 'batch_size': 64}
+  Best Value (CSI): 0.442189
+  Best Trial: 0
+  Best Parameters: {'d_main': 224, 'd_hidden': 256, 'n_blocks': 2, 'dropout': 0.3030898844927862, 'lr': 0.001955058837564275, 'weight_decay': 0.007447648959980482, 'batch_size': 64}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.3205, 1: 1.3205, 2: 0.6732092786133062} (클래스별 샘플 수: {0: 8000, 1: 8000, 2: 15692})
+  Fold 2 - 클래스별 가중치: {0: 1.3233333333333333, 1: 1.3233333333333333, 2: 0.6717428087986463} (클래스별 샘플 수: {0: 8000, 1: 8000, 2: 15760})
+  Fold 3 - 클래스별 가중치: {0: 1.299764705882353, 1: 1.299764705882353, 2: 0.6843409316154608} (클래스별 샘플 수: {0: 8500, 1: 8500, 2: 16144})
+[I 2025-12-25 12:26:11,534] Trial 1 finished with value: 0.43655507319270415 and parameters: {'d_main': 192, 'd_hidden': 256, 'n_blocks': 6, 'dropout': 0.28072538881292963, 'lr': 0.00019506747991079865, 'weight_decay': 0.00019063955505826884, 'batch_size': 32}. Best is trial 0 with value: 0.44218897323156653.
+
+================================================================================
+Trial 1 완료
+  Value (CSI): 0.436555
+  Parameters: {'d_main': 192, 'd_hidden': 256, 'n_blocks': 6, 'dropout': 0.28072538881292963, 'lr': 0.00019506747991079865, 'weight_decay': 0.00019063955505826884, 'batch_size': 32}
+  Best Value (CSI): 0.442189
+  Best Trial: 0
+  Best Parameters: {'d_main': 224, 'd_hidden': 256, 'n_blocks': 2, 'dropout': 0.3030898844927862, 'lr': 0.001955058837564275, 'weight_decay': 0.007447648959980482, 'batch_size': 64}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.3205, 1: 1.3205, 2: 0.6732092786133062} (클래스별 샘플 수: {0: 8000, 1: 8000, 2: 15692})
+  Fold 2 - 클래스별 가중치: {0: 1.3233333333333333, 1: 1.3233333333333333, 2: 0.6717428087986463} (클래스별 샘플 수: {0: 8000, 1: 8000, 2: 15760})
+  Fold 3 - 클래스별 가중치: {0: 1.299764705882353, 1: 1.299764705882353, 2: 0.6843409316154608} (클래스별 샘플 수: {0: 8500, 1: 8500, 2: 16144})
+[I 2025-12-25 12:27:20,761] Trial 2 finished with value: 0.44575071722001636 and parameters: {'d_main': 256, 'd_hidden': 256, 'n_blocks': 6, 'dropout': 0.31872263749219437, 'lr': 0.005765858986062639, 'weight_decay': 0.018240178593739387, 'batch_size': 128}. Best is trial 2 with value: 0.44575071722001636.
+
+================================================================================
+Trial 2 완료
+  Value (CSI): 0.445751
+  Parameters: {'d_main': 256, 'd_hidden': 256, 'n_blocks': 6, 'dropout': 0.31872263749219437, 'lr': 0.005765858986062639, 'weight_decay': 0.018240178593739387, 'batch_size': 128}
+  Best Value (CSI): 0.445751
+  Best Trial: 2
+  Best Parameters: {'d_main': 256, 'd_hidden': 256, 'n_blocks': 6, 'dropout': 0.31872263749219437, 'lr': 0.005765858986062639, 'weight_decay': 0.018240178593739387, 'batch_size': 128}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.3205, 1: 1.3205, 2: 0.6732092786133062} (클래스별 샘플 수: {0: 8000, 1: 8000, 2: 15692})
+  Fold 2 - 클래스별 가중치: {0: 1.3233333333333333, 1: 1.3233333333333333, 2: 0.6717428087986463} (클래스별 샘플 수: {0: 8000, 1: 8000, 2: 15760})
+  Fold 3 - 클래스별 가중치: {0: 1.299764705882353, 1: 1.299764705882353, 2: 0.6843409316154608} (클래스별 샘플 수: {0: 8500, 1: 8500, 2: 16144})
+[I 2025-12-25 12:29:37,887] Trial 3 finished with value: 0.364202816387301 and parameters: {'d_main': 64, 'd_hidden': 256, 'n_blocks': 5, 'dropout': 0.2599678020912778, 'lr': 1.2773225158265967e-05, 'weight_decay': 0.0182755801465914, 'batch_size': 128}. Best is trial 2 with value: 0.44575071722001636.
+
+================================================================================
+Trial 3 완료
+  Value (CSI): 0.364203
+  Parameters: {'d_main': 64, 'd_hidden': 256, 'n_blocks': 5, 'dropout': 0.2599678020912778, 'lr': 1.2773225158265967e-05, 'weight_decay': 0.0182755801465914, 'batch_size': 128}
+  Best Value (CSI): 0.445751
+  Best Trial: 2
+  Best Parameters: {'d_main': 256, 'd_hidden': 256, 'n_blocks': 6, 'dropout': 0.31872263749219437, 'lr': 0.005765858986062639, 'weight_decay': 0.018240178593739387, 'batch_size': 128}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.3205, 1: 1.3205, 2: 0.6732092786133062} (클래스별 샘플 수: {0: 8000, 1: 8000, 2: 15692})
+  Fold 2 - 클래스별 가중치: {0: 1.3233333333333333, 1: 1.3233333333333333, 2: 0.6717428087986463} (클래스별 샘플 수: {0: 8000, 1: 8000, 2: 15760})
+  Fold 3 - 클래스별 가중치: {0: 1.299764705882353, 1: 1.299764705882353, 2: 0.6843409316154608} (클래스별 샘플 수: {0: 8500, 1: 8500, 2: 16144})
+[I 2025-12-25 12:30:40,835] Trial 4 finished with value: 0.45804386918458945 and parameters: {'d_main': 160, 'd_hidden': 64, 'n_blocks': 2, 'dropout': 0.1698480826585593, 'lr': 0.0003762961039889282, 'weight_decay': 0.0014343061148430866, 'batch_size': 64}. Best is trial 4 with value: 0.45804386918458945.
+
+================================================================================
+Trial 4 완료
+  Value (CSI): 0.458044
+  Parameters: {'d_main': 160, 'd_hidden': 64, 'n_blocks': 2, 'dropout': 0.1698480826585593, 'lr': 0.0003762961039889282, 'weight_decay': 0.0014343061148430866, 'batch_size': 64}
+  Best Value (CSI): 0.458044
+  Best Trial: 4
+  Best Parameters: {'d_main': 160, 'd_hidden': 64, 'n_blocks': 2, 'dropout': 0.1698480826585593, 'lr': 0.0003762961039889282, 'weight_decay': 0.0014343061148430866, 'batch_size': 64}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.3205, 1: 1.3205, 2: 0.6732092786133062} (클래스별 샘플 수: {0: 8000, 1: 8000, 2: 15692})
+[I 2025-12-25 12:30:44,737] Trial 5 pruned. 
+
+================================================================================
+Trial 5 완료
+  Value (CSI): 0.357026
+  Parameters: {'d_main': 64, 'd_hidden': 256, 'n_blocks': 2, 'dropout': 0.2824434571547936, 'lr': 0.00015670744978832889, 'weight_decay': 0.08038633816580291, 'batch_size': 256}
+  Best Value (CSI): 0.458044
+  Best Trial: 4
+  Best Parameters: {'d_main': 160, 'd_hidden': 64, 'n_blocks': 2, 'dropout': 0.1698480826585593, 'lr': 0.0003762961039889282, 'weight_decay': 0.0014343061148430866, 'batch_size': 64}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.3205, 1: 1.3205, 2: 0.6732092786133062} (클래스별 샘플 수: {0: 8000, 1: 8000, 2: 15692})
+[I 2025-12-25 12:31:25,625] Trial 6 pruned. 
+
+================================================================================
+Trial 6 완료
+  Value (CSI): 0.397371
+  Parameters: {'d_main': 256, 'd_hidden': 64, 'n_blocks': 4, 'dropout': 0.27571736806746655, 'lr': 0.0010484358638395426, 'weight_decay': 0.0014591343137277972, 'batch_size': 32}
+  Best Value (CSI): 0.458044
+  Best Trial: 4
+  Best Parameters: {'d_main': 160, 'd_hidden': 64, 'n_blocks': 2, 'dropout': 0.1698480826585593, 'lr': 0.0003762961039889282, 'weight_decay': 0.0014343061148430866, 'batch_size': 64}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.3205, 1: 1.3205, 2: 0.6732092786133062} (클래스별 샘플 수: {0: 8000, 1: 8000, 2: 15692})
+[I 2025-12-25 12:31:37,547] Trial 7 pruned. 
+
+================================================================================
+Trial 7 완료
+  Value (CSI): 0.350637
+  Parameters: {'d_main': 128, 'd_hidden': 256, 'n_blocks': 5, 'dropout': 0.1323548103129416, 'lr': 0.009863808126161649, 'weight_decay': 0.02961603019697385, 'batch_size': 64}
+  Best Value (CSI): 0.458044
+  Best Trial: 4
+  Best Parameters: {'d_main': 160, 'd_hidden': 64, 'n_blocks': 2, 'dropout': 0.1698480826585593, 'lr': 0.0003762961039889282, 'weight_decay': 0.0014343061148430866, 'batch_size': 64}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.3205, 1: 1.3205, 2: 0.6732092786133062} (클래스별 샘플 수: {0: 8000, 1: 8000, 2: 15692})
+  Fold 2 - 클래스별 가중치: {0: 1.3233333333333333, 1: 1.3233333333333333, 2: 0.6717428087986463} (클래스별 샘플 수: {0: 8000, 1: 8000, 2: 15760})
+  Fold 3 - 클래스별 가중치: {0: 1.299764705882353, 1: 1.299764705882353, 2: 0.6843409316154608} (클래스별 샘플 수: {0: 8500, 1: 8500, 2: 16144})
+[I 2025-12-25 12:32:17,711] Trial 8 finished with value: 0.44338262491522884 and parameters: {'d_main': 64, 'd_hidden': 64, 'n_blocks': 4, 'dropout': 0.1466867870538984, 'lr': 0.001693818291573039, 'weight_decay': 0.039070272763145356, 'batch_size': 256}. Best is trial 4 with value: 0.45804386918458945.
+
+================================================================================
+Trial 8 완료
+  Value (CSI): 0.443383
+  Parameters: {'d_main': 64, 'd_hidden': 64, 'n_blocks': 4, 'dropout': 0.1466867870538984, 'lr': 0.001693818291573039, 'weight_decay': 0.039070272763145356, 'batch_size': 256}
+  Best Value (CSI): 0.458044
+  Best Trial: 4
+  Best Parameters: {'d_main': 160, 'd_hidden': 64, 'n_blocks': 2, 'dropout': 0.1698480826585593, 'lr': 0.0003762961039889282, 'weight_decay': 0.0014343061148430866, 'batch_size': 64}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.3205, 1: 1.3205, 2: 0.6732092786133062} (클래스별 샘플 수: {0: 8000, 1: 8000, 2: 15692})
+[I 2025-12-25 12:32:42,329] Trial 9 pruned. 
+
+================================================================================
+Trial 9 완료
+  Value (CSI): 0.379451
+  Parameters: {'d_main': 256, 'd_hidden': 256, 'n_blocks': 6, 'dropout': 0.25868285339204555, 'lr': 0.000928154608033677, 'weight_decay': 0.02948261057108364, 'batch_size': 32}
+  Best Value (CSI): 0.458044
+  Best Trial: 4
+  Best Parameters: {'d_main': 160, 'd_hidden': 64, 'n_blocks': 2, 'dropout': 0.1698480826585593, 'lr': 0.0003762961039889282, 'weight_decay': 0.0014343061148430866, 'batch_size': 64}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.3205, 1: 1.3205, 2: 0.6732092786133062} (클래스별 샘플 수: {0: 8000, 1: 8000, 2: 15692})
+[I 2025-12-25 12:32:52,027] Trial 10 pruned. 
+
+================================================================================
+Trial 10 완료
+  Value (CSI): 0.380863
+  Parameters: {'d_main': 128, 'd_hidden': 128, 'n_blocks': 3, 'dropout': 0.397876564892657, 'lr': 0.00012189586374027731, 'weight_decay': 0.0016572999032519328, 'batch_size': 64}
+  Best Value (CSI): 0.458044
+  Best Trial: 4
+  Best Parameters: {'d_main': 160, 'd_hidden': 64, 'n_blocks': 2, 'dropout': 0.1698480826585593, 'lr': 0.0003762961039889282, 'weight_decay': 0.0014343061148430866, 'batch_size': 64}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.3205, 1: 1.3205, 2: 0.6732092786133062} (클래스별 샘플 수: {0: 8000, 1: 8000, 2: 15692})
+[I 2025-12-25 12:33:05,029] Trial 11 pruned. 
+
+================================================================================
+Trial 11 완료
+  Value (CSI): 0.402340
+  Parameters: {'d_main': 160, 'd_hidden': 128, 'n_blocks': 3, 'dropout': 0.18877635217160305, 'lr': 0.009420850370487378, 'weight_decay': 0.004689016033794637, 'batch_size': 128}
+  Best Value (CSI): 0.458044
+  Best Trial: 4
+  Best Parameters: {'d_main': 160, 'd_hidden': 64, 'n_blocks': 2, 'dropout': 0.1698480826585593, 'lr': 0.0003762961039889282, 'weight_decay': 0.0014343061148430866, 'batch_size': 64}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.3205, 1: 1.3205, 2: 0.6732092786133062} (클래스별 샘플 수: {0: 8000, 1: 8000, 2: 15692})
+[I 2025-12-25 12:33:11,948] Trial 12 pruned. 
+
+================================================================================
+Trial 12 완료
+  Value (CSI): 0.361607
+  Parameters: {'d_main': 192, 'd_hidden': 192, 'n_blocks': 5, 'dropout': 0.19197043210099302, 'lr': 0.0033567629580377374, 'weight_decay': 0.0006487956948535049, 'batch_size': 128}
+  Best Value (CSI): 0.458044
+  Best Trial: 4
+  Best Parameters: {'d_main': 160, 'd_hidden': 64, 'n_blocks': 2, 'dropout': 0.1698480826585593, 'lr': 0.0003762961039889282, 'weight_decay': 0.0014343061148430866, 'batch_size': 64}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.3205, 1: 1.3205, 2: 0.6732092786133062} (클래스별 샘플 수: {0: 8000, 1: 8000, 2: 15692})
+[I 2025-12-25 12:33:17,980] Trial 13 pruned. 
+
+================================================================================
+Trial 13 완료
+  Value (CSI): 0.390335
+  Parameters: {'d_main': 128, 'd_hidden': 192, 'n_blocks': 3, 'dropout': 0.10232034266447343, 'lr': 0.0004991189116664977, 'weight_decay': 0.007215354339295886, 'batch_size': 128}
+  Best Value (CSI): 0.458044
+  Best Trial: 4
+  Best Parameters: {'d_main': 160, 'd_hidden': 64, 'n_blocks': 2, 'dropout': 0.1698480826585593, 'lr': 0.0003762961039889282, 'weight_decay': 0.0014343061148430866, 'batch_size': 64}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.3205, 1: 1.3205, 2: 0.6732092786133062} (클래스별 샘플 수: {0: 8000, 1: 8000, 2: 15692})
+  Fold 2 - 클래스별 가중치: {0: 1.3233333333333333, 1: 1.3233333333333333, 2: 0.6717428087986463} (클래스별 샘플 수: {0: 8000, 1: 8000, 2: 15760})
+  Fold 3 - 클래스별 가중치: {0: 1.299764705882353, 1: 1.299764705882353, 2: 0.6843409316154608} (클래스별 샘플 수: {0: 8500, 1: 8500, 2: 16144})
+[I 2025-12-25 12:35:12,234] Trial 14 finished with value: 0.4448563605723827 and parameters: {'d_main': 192, 'd_hidden': 128, 'n_blocks': 6, 'dropout': 0.3212320171864835, 'lr': 0.0004158136526403668, 'weight_decay': 0.01261756477739757, 'batch_size': 64}. Best is trial 4 with value: 0.45804386918458945.
+
+================================================================================
+Trial 14 완료
+  Value (CSI): 0.444856
+  Parameters: {'d_main': 192, 'd_hidden': 128, 'n_blocks': 6, 'dropout': 0.3212320171864835, 'lr': 0.0004158136526403668, 'weight_decay': 0.01261756477739757, 'batch_size': 64}
+  Best Value (CSI): 0.458044
+  Best Trial: 4
+  Best Parameters: {'d_main': 160, 'd_hidden': 64, 'n_blocks': 2, 'dropout': 0.1698480826585593, 'lr': 0.0003762961039889282, 'weight_decay': 0.0014343061148430866, 'batch_size': 64}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.3205, 1: 1.3205, 2: 0.6732092786133062} (클래스별 샘플 수: {0: 8000, 1: 8000, 2: 15692})
+[I 2025-12-25 12:35:17,969] Trial 15 pruned. 
+
+================================================================================
+Trial 15 완료
+  Value (CSI): 0.393626
+  Parameters: {'d_main': 160, 'd_hidden': 192, 'n_blocks': 2, 'dropout': 0.2157998865972745, 'lr': 0.003976186418327894, 'weight_decay': 0.002785121778424057, 'batch_size': 128}
+  Best Value (CSI): 0.458044
+  Best Trial: 4
+  Best Parameters: {'d_main': 160, 'd_hidden': 64, 'n_blocks': 2, 'dropout': 0.1698480826585593, 'lr': 0.0003762961039889282, 'weight_decay': 0.0014343061148430866, 'batch_size': 64}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.3205, 1: 1.3205, 2: 0.6732092786133062} (클래스별 샘플 수: {0: 8000, 1: 8000, 2: 15692})
+[I 2025-12-25 12:35:28,528] Trial 16 pruned. 
+
+================================================================================
+Trial 16 완료
+  Value (CSI): 0.363636
+  Parameters: {'d_main': 224, 'd_hidden': 64, 'n_blocks': 4, 'dropout': 0.33622072821687193, 'lr': 4.572717291142988e-05, 'weight_decay': 0.0005132750914645513, 'batch_size': 64}
+  Best Value (CSI): 0.458044
+  Best Trial: 4
+  Best Parameters: {'d_main': 160, 'd_hidden': 64, 'n_blocks': 2, 'dropout': 0.1698480826585593, 'lr': 0.0003762961039889282, 'weight_decay': 0.0014343061148430866, 'batch_size': 64}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.3205, 1: 1.3205, 2: 0.6732092786133062} (클래스별 샘플 수: {0: 8000, 1: 8000, 2: 15692})
+  Fold 2 - 클래스별 가중치: {0: 1.3233333333333333, 1: 1.3233333333333333, 2: 0.6717428087986463} (클래스별 샘플 수: {0: 8000, 1: 8000, 2: 15760})
+  Fold 3 - 클래스별 가중치: {0: 1.299764705882353, 1: 1.299764705882353, 2: 0.6843409316154608} (클래스별 샘플 수: {0: 8500, 1: 8500, 2: 16144})
+[I 2025-12-25 12:36:01,194] Trial 17 finished with value: 0.44405593432187024 and parameters: {'d_main': 96, 'd_hidden': 128, 'n_blocks': 3, 'dropout': 0.21995920351595014, 'lr': 0.0005590895255450863, 'weight_decay': 0.0032059344595958264, 'batch_size': 256}. Best is trial 4 with value: 0.45804386918458945.
+
+================================================================================
+Trial 17 완료
+  Value (CSI): 0.444056
+  Parameters: {'d_main': 96, 'd_hidden': 128, 'n_blocks': 3, 'dropout': 0.21995920351595014, 'lr': 0.0005590895255450863, 'weight_decay': 0.0032059344595958264, 'batch_size': 256}
+  Best Value (CSI): 0.458044
+  Best Trial: 4
+  Best Parameters: {'d_main': 160, 'd_hidden': 64, 'n_blocks': 2, 'dropout': 0.1698480826585593, 'lr': 0.0003762961039889282, 'weight_decay': 0.0014343061148430866, 'batch_size': 64}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.3205, 1: 1.3205, 2: 0.6732092786133062} (클래스별 샘플 수: {0: 8000, 1: 8000, 2: 15692})
+[I 2025-12-25 12:36:12,963] Trial 18 pruned. 
+
+================================================================================
+Trial 18 완료
+  Value (CSI): 0.334542
+  Parameters: {'d_main': 224, 'd_hidden': 192, 'n_blocks': 5, 'dropout': 0.23229299411420037, 'lr': 0.0037171675682189233, 'weight_decay': 0.01308022895298601, 'batch_size': 64}
+  Best Value (CSI): 0.458044
+  Best Trial: 4
+  Best Parameters: {'d_main': 160, 'd_hidden': 64, 'n_blocks': 2, 'dropout': 0.1698480826585593, 'lr': 0.0003762961039889282, 'weight_decay': 0.0014343061148430866, 'batch_size': 64}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.3205, 1: 1.3205, 2: 0.6732092786133062} (클래스별 샘플 수: {0: 8000, 1: 8000, 2: 15692})
+[I 2025-12-25 12:36:18,326] Trial 19 pruned. 
+
+================================================================================
+Trial 19 완료
+  Value (CSI): 0.388278
+  Parameters: {'d_main': 160, 'd_hidden': 64, 'n_blocks': 2, 'dropout': 0.34969917964574393, 'lr': 0.0003324217131663012, 'weight_decay': 0.09447790675681712, 'batch_size': 128}
+  Best Value (CSI): 0.458044
+  Best Trial: 4
+  Best Parameters: {'d_main': 160, 'd_hidden': 64, 'n_blocks': 2, 'dropout': 0.1698480826585593, 'lr': 0.0003762961039889282, 'weight_decay': 0.0014343061148430866, 'batch_size': 64}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.3205, 1: 1.3205, 2: 0.6732092786133062} (클래스별 샘플 수: {0: 8000, 1: 8000, 2: 15692})
+[I 2025-12-25 12:36:30,639] Trial 20 pruned. 
+
+================================================================================
+Trial 20 완료
+  Value (CSI): 0.370175
+  Parameters: {'d_main': 96, 'd_hidden': 128, 'n_blocks': 6, 'dropout': 0.18574763414817527, 'lr': 8.28744620523519e-05, 'weight_decay': 0.00011524648126209329, 'batch_size': 64}
+  Best Value (CSI): 0.458044
+  Best Trial: 4
+  Best Parameters: {'d_main': 160, 'd_hidden': 64, 'n_blocks': 2, 'dropout': 0.1698480826585593, 'lr': 0.0003762961039889282, 'weight_decay': 0.0014343061148430866, 'batch_size': 64}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.3205, 1: 1.3205, 2: 0.6732092786133062} (클래스별 샘플 수: {0: 8000, 1: 8000, 2: 15692})
+  Fold 2 - 클래스별 가중치: {0: 1.3233333333333333, 1: 1.3233333333333333, 2: 0.6717428087986463} (클래스별 샘플 수: {0: 8000, 1: 8000, 2: 15760})
+  Fold 3 - 클래스별 가중치: {0: 1.299764705882353, 1: 1.299764705882353, 2: 0.6843409316154608} (클래스별 샘플 수: {0: 8500, 1: 8500, 2: 16144})
+[I 2025-12-25 12:37:54,077] Trial 21 finished with value: 0.44884203929252187 and parameters: {'d_main': 192, 'd_hidden': 128, 'n_blocks': 6, 'dropout': 0.3165197572801948, 'lr': 0.0003137129275690668, 'weight_decay': 0.012893229372231772, 'batch_size': 64}. Best is trial 4 with value: 0.45804386918458945.
+
+================================================================================
+Trial 21 완료
+  Value (CSI): 0.448842
+  Parameters: {'d_main': 192, 'd_hidden': 128, 'n_blocks': 6, 'dropout': 0.3165197572801948, 'lr': 0.0003137129275690668, 'weight_decay': 0.012893229372231772, 'batch_size': 64}
+  Best Value (CSI): 0.458044
+  Best Trial: 4
+  Best Parameters: {'d_main': 160, 'd_hidden': 64, 'n_blocks': 2, 'dropout': 0.1698480826585593, 'lr': 0.0003762961039889282, 'weight_decay': 0.0014343061148430866, 'batch_size': 64}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.3205, 1: 1.3205, 2: 0.6732092786133062} (클래스별 샘플 수: {0: 8000, 1: 8000, 2: 15692})
+  Fold 2 - 클래스별 가중치: {0: 1.3233333333333333, 1: 1.3233333333333333, 2: 0.6717428087986463} (클래스별 샘플 수: {0: 8000, 1: 8000, 2: 15760})
+  Fold 3 - 클래스별 가중치: {0: 1.299764705882353, 1: 1.299764705882353, 2: 0.6843409316154608} (클래스별 샘플 수: {0: 8500, 1: 8500, 2: 16144})
+[I 2025-12-25 12:39:09,407] Trial 22 finished with value: 0.44993767614289487 and parameters: {'d_main': 256, 'd_hidden': 64, 'n_blocks': 6, 'dropout': 0.36135229303584626, 'lr': 0.0006716038989574651, 'weight_decay': 0.007626557531969339, 'batch_size': 64}. Best is trial 4 with value: 0.45804386918458945.
+
+================================================================================
+Trial 22 완료
+  Value (CSI): 0.449938
+  Parameters: {'d_main': 256, 'd_hidden': 64, 'n_blocks': 6, 'dropout': 0.36135229303584626, 'lr': 0.0006716038989574651, 'weight_decay': 0.007626557531969339, 'batch_size': 64}
+  Best Value (CSI): 0.458044
+  Best Trial: 4
+  Best Parameters: {'d_main': 160, 'd_hidden': 64, 'n_blocks': 2, 'dropout': 0.1698480826585593, 'lr': 0.0003762961039889282, 'weight_decay': 0.0014343061148430866, 'batch_size': 64}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.3205, 1: 1.3205, 2: 0.6732092786133062} (클래스별 샘플 수: {0: 8000, 1: 8000, 2: 15692})
+[I 2025-12-25 12:39:21,055] Trial 23 pruned. 
+
+================================================================================
+Trial 23 완료
+  Value (CSI): 0.382883
+  Parameters: {'d_main': 192, 'd_hidden': 64, 'n_blocks': 5, 'dropout': 0.3668349517722456, 'lr': 0.0002532158426220643, 'weight_decay': 0.005138341316519868, 'batch_size': 64}
+  Best Value (CSI): 0.458044
+  Best Trial: 4
+  Best Parameters: {'d_main': 160, 'd_hidden': 64, 'n_blocks': 2, 'dropout': 0.1698480826585593, 'lr': 0.0003762961039889282, 'weight_decay': 0.0014343061148430866, 'batch_size': 64}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.3205, 1: 1.3205, 2: 0.6732092786133062} (클래스별 샘플 수: {0: 8000, 1: 8000, 2: 15692})
+  Fold 2 - 클래스별 가중치: {0: 1.3233333333333333, 1: 1.3233333333333333, 2: 0.6717428087986463} (클래스별 샘플 수: {0: 8000, 1: 8000, 2: 15760})
+  Fold 3 - 클래스별 가중치: {0: 1.299764705882353, 1: 1.299764705882353, 2: 0.6843409316154608} (클래스별 샘플 수: {0: 8500, 1: 8500, 2: 16144})
+[I 2025-12-25 12:41:04,196] Trial 24 finished with value: 0.44762756332419773 and parameters: {'d_main': 224, 'd_hidden': 64, 'n_blocks': 6, 'dropout': 0.3613222573739081, 'lr': 0.000742476614635606, 'weight_decay': 0.008776835146842056, 'batch_size': 64}. Best is trial 4 with value: 0.45804386918458945.
+
+================================================================================
+Trial 24 완료
+  Value (CSI): 0.447628
+  Parameters: {'d_main': 224, 'd_hidden': 64, 'n_blocks': 6, 'dropout': 0.3613222573739081, 'lr': 0.000742476614635606, 'weight_decay': 0.008776835146842056, 'batch_size': 64}
+  Best Value (CSI): 0.458044
+  Best Trial: 4
+  Best Parameters: {'d_main': 160, 'd_hidden': 64, 'n_blocks': 2, 'dropout': 0.1698480826585593, 'lr': 0.0003762961039889282, 'weight_decay': 0.0014343061148430866, 'batch_size': 64}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.3205, 1: 1.3205, 2: 0.6732092786133062} (클래스별 샘플 수: {0: 8000, 1: 8000, 2: 15692})
+[I 2025-12-25 12:41:26,813] Trial 25 pruned. 
+
+================================================================================
+Trial 25 완료
+  Value (CSI): 0.401361
+  Parameters: {'d_main': 192, 'd_hidden': 64, 'n_blocks': 4, 'dropout': 0.3820463488273737, 'lr': 0.0002979274348337873, 'weight_decay': 0.0035471358368307383, 'batch_size': 64}
+  Best Value (CSI): 0.458044
+  Best Trial: 4
+  Best Parameters: {'d_main': 160, 'd_hidden': 64, 'n_blocks': 2, 'dropout': 0.1698480826585593, 'lr': 0.0003762961039889282, 'weight_decay': 0.0014343061148430866, 'batch_size': 64}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.3205, 1: 1.3205, 2: 0.6732092786133062} (클래스별 샘플 수: {0: 8000, 1: 8000, 2: 15692})
+  Fold 2 - 클래스별 가중치: {0: 1.3233333333333333, 1: 1.3233333333333333, 2: 0.6717428087986463} (클래스별 샘플 수: {0: 8000, 1: 8000, 2: 15760})
+  Fold 3 - 클래스별 가중치: {0: 1.299764705882353, 1: 1.299764705882353, 2: 0.6843409316154608} (클래스별 샘플 수: {0: 8500, 1: 8500, 2: 16144})
+[I 2025-12-25 12:42:34,025] Trial 26 finished with value: 0.4478794825014267 and parameters: {'d_main': 160, 'd_hidden': 128, 'n_blocks': 5, 'dropout': 0.3320569099601034, 'lr': 0.0006549553175406609, 'weight_decay': 0.0019449875979163313, 'batch_size': 64}. Best is trial 4 with value: 0.45804386918458945.
+
+================================================================================
+Trial 26 완료
+  Value (CSI): 0.447879
+  Parameters: {'d_main': 160, 'd_hidden': 128, 'n_blocks': 5, 'dropout': 0.3320569099601034, 'lr': 0.0006549553175406609, 'weight_decay': 0.0019449875979163313, 'batch_size': 64}
+  Best Value (CSI): 0.458044
+  Best Trial: 4
+  Best Parameters: {'d_main': 160, 'd_hidden': 64, 'n_blocks': 2, 'dropout': 0.1698480826585593, 'lr': 0.0003762961039889282, 'weight_decay': 0.0014343061148430866, 'batch_size': 64}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.3205, 1: 1.3205, 2: 0.6732092786133062} (클래스별 샘플 수: {0: 8000, 1: 8000, 2: 15692})
+  Fold 2 - 클래스별 가중치: {0: 1.3233333333333333, 1: 1.3233333333333333, 2: 0.6717428087986463} (클래스별 샘플 수: {0: 8000, 1: 8000, 2: 15760})
+  Fold 3 - 클래스별 가중치: {0: 1.299764705882353, 1: 1.299764705882353, 2: 0.6843409316154608} (클래스별 샘플 수: {0: 8500, 1: 8500, 2: 16144})
+[I 2025-12-25 12:43:45,525] Trial 27 finished with value: 0.44074694078978016 and parameters: {'d_main': 256, 'd_hidden': 64, 'n_blocks': 6, 'dropout': 0.2984721699901297, 'lr': 0.0014463125185893945, 'weight_decay': 0.006484942864968747, 'batch_size': 64}. Best is trial 4 with value: 0.45804386918458945.
+
+================================================================================
+Trial 27 완료
+  Value (CSI): 0.440747
+  Parameters: {'d_main': 256, 'd_hidden': 64, 'n_blocks': 6, 'dropout': 0.2984721699901297, 'lr': 0.0014463125185893945, 'weight_decay': 0.006484942864968747, 'batch_size': 64}
+  Best Value (CSI): 0.458044
+  Best Trial: 4
+  Best Parameters: {'d_main': 160, 'd_hidden': 64, 'n_blocks': 2, 'dropout': 0.1698480826585593, 'lr': 0.0003762961039889282, 'weight_decay': 0.0014343061148430866, 'batch_size': 64}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.3205, 1: 1.3205, 2: 0.6732092786133062} (클래스별 샘플 수: {0: 8000, 1: 8000, 2: 15692})
+[I 2025-12-25 12:44:07,114] Trial 28 pruned. 
+
+================================================================================
+Trial 28 완료
+  Value (CSI): 0.382189
+  Parameters: {'d_main': 224, 'd_hidden': 128, 'n_blocks': 5, 'dropout': 0.35184872866342254, 'lr': 0.0003409568220534784, 'weight_decay': 0.011757530065296522, 'batch_size': 64}
+  Best Value (CSI): 0.458044
+  Best Trial: 4
+  Best Parameters: {'d_main': 160, 'd_hidden': 64, 'n_blocks': 2, 'dropout': 0.1698480826585593, 'lr': 0.0003762961039889282, 'weight_decay': 0.0014343061148430866, 'batch_size': 64}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.3205, 1: 1.3205, 2: 0.6732092786133062} (클래스별 샘플 수: {0: 8000, 1: 8000, 2: 15692})
+[I 2025-12-25 12:44:29,001] Trial 29 pruned. 
+
+================================================================================
+Trial 29 완료
+  Value (CSI): 0.381853
+  Parameters: {'d_main': 128, 'd_hidden': 64, 'n_blocks': 4, 'dropout': 0.31356906706092436, 'lr': 0.0013612452517498593, 'weight_decay': 0.008558702111249799, 'batch_size': 64}
+  Best Value (CSI): 0.458044
+  Best Trial: 4
+  Best Parameters: {'d_main': 160, 'd_hidden': 64, 'n_blocks': 2, 'dropout': 0.1698480826585593, 'lr': 0.0003762961039889282, 'weight_decay': 0.0014343061148430866, 'batch_size': 64}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.3205, 1: 1.3205, 2: 0.6732092786133062} (클래스별 샘플 수: {0: 8000, 1: 8000, 2: 15692})
+  Fold 2 - 클래스별 가중치: {0: 1.3233333333333333, 1: 1.3233333333333333, 2: 0.6717428087986463} (클래스별 샘플 수: {0: 8000, 1: 8000, 2: 15760})
+  Fold 3 - 클래스별 가중치: {0: 1.299764705882353, 1: 1.299764705882353, 2: 0.6843409316154608} (클래스별 샘플 수: {0: 8500, 1: 8500, 2: 16144})
+[I 2025-12-25 12:45:29,588] Trial 30 finished with value: 0.4535129106138909 and parameters: {'d_main': 192, 'd_hidden': 128, 'n_blocks': 2, 'dropout': 0.29700362350170323, 'lr': 0.0007363919989189423, 'weight_decay': 0.004711887406818941, 'batch_size': 64}. Best is trial 4 with value: 0.45804386918458945.
+
+================================================================================
+Trial 30 완료
+  Value (CSI): 0.453513
+  Parameters: {'d_main': 192, 'd_hidden': 128, 'n_blocks': 2, 'dropout': 0.29700362350170323, 'lr': 0.0007363919989189423, 'weight_decay': 0.004711887406818941, 'batch_size': 64}
+  Best Value (CSI): 0.458044
+  Best Trial: 4
+  Best Parameters: {'d_main': 160, 'd_hidden': 64, 'n_blocks': 2, 'dropout': 0.1698480826585593, 'lr': 0.0003762961039889282, 'weight_decay': 0.0014343061148430866, 'batch_size': 64}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.3205, 1: 1.3205, 2: 0.6732092786133062} (클래스별 샘플 수: {0: 8000, 1: 8000, 2: 15692})
+  Fold 2 - 클래스별 가중치: {0: 1.3233333333333333, 1: 1.3233333333333333, 2: 0.6717428087986463} (클래스별 샘플 수: {0: 8000, 1: 8000, 2: 15760})
+  Fold 3 - 클래스별 가중치: {0: 1.299764705882353, 1: 1.299764705882353, 2: 0.6843409316154608} (클래스별 샘플 수: {0: 8500, 1: 8500, 2: 16144})
+[I 2025-12-25 12:46:36,301] Trial 31 finished with value: 0.4529614322785312 and parameters: {'d_main': 192, 'd_hidden': 128, 'n_blocks': 2, 'dropout': 0.30710707937759785, 'lr': 0.0008021223027181391, 'weight_decay': 0.005094542798401313, 'batch_size': 64}. Best is trial 4 with value: 0.45804386918458945.
+
+================================================================================
+Trial 31 완료
+  Value (CSI): 0.452961
+  Parameters: {'d_main': 192, 'd_hidden': 128, 'n_blocks': 2, 'dropout': 0.30710707937759785, 'lr': 0.0008021223027181391, 'weight_decay': 0.005094542798401313, 'batch_size': 64}
+  Best Value (CSI): 0.458044
+  Best Trial: 4
+  Best Parameters: {'d_main': 160, 'd_hidden': 64, 'n_blocks': 2, 'dropout': 0.1698480826585593, 'lr': 0.0003762961039889282, 'weight_decay': 0.0014343061148430866, 'batch_size': 64}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.3205, 1: 1.3205, 2: 0.6732092786133062} (클래스별 샘플 수: {0: 8000, 1: 8000, 2: 15692})
+[I 2025-12-25 12:46:52,806] Trial 32 pruned. 
+
+================================================================================
+Trial 32 완료
+  Value (CSI): 0.387931
+  Parameters: {'d_main': 160, 'd_hidden': 128, 'n_blocks': 2, 'dropout': 0.2938728066629516, 'lr': 0.0008939917564680358, 'weight_decay': 0.004472859985448667, 'batch_size': 64}
+  Best Value (CSI): 0.458044
+  Best Trial: 4
+  Best Parameters: {'d_main': 160, 'd_hidden': 64, 'n_blocks': 2, 'dropout': 0.1698480826585593, 'lr': 0.0003762961039889282, 'weight_decay': 0.0014343061148430866, 'batch_size': 64}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.3205, 1: 1.3205, 2: 0.6732092786133062} (클래스별 샘플 수: {0: 8000, 1: 8000, 2: 15692})
+[I 2025-12-25 12:47:08,987] Trial 33 pruned. 
+
+================================================================================
+Trial 33 완료
+  Value (CSI): 0.368829
+  Parameters: {'d_main': 192, 'd_hidden': 64, 'n_blocks': 2, 'dropout': 0.2897814922671426, 'lr': 0.0020872558870075764, 'weight_decay': 0.0027463609432431153, 'batch_size': 32}
+  Best Value (CSI): 0.458044
+  Best Trial: 4
+  Best Parameters: {'d_main': 160, 'd_hidden': 64, 'n_blocks': 2, 'dropout': 0.1698480826585593, 'lr': 0.0003762961039889282, 'weight_decay': 0.0014343061148430866, 'batch_size': 64}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.3205, 1: 1.3205, 2: 0.6732092786133062} (클래스별 샘플 수: {0: 8000, 1: 8000, 2: 15692})
+  Fold 2 - 클래스별 가중치: {0: 1.3233333333333333, 1: 1.3233333333333333, 2: 0.6717428087986463} (클래스별 샘플 수: {0: 8000, 1: 8000, 2: 15760})
+  Fold 3 - 클래스별 가중치: {0: 1.299764705882353, 1: 1.299764705882353, 2: 0.6843409316154608} (클래스별 샘플 수: {0: 8500, 1: 8500, 2: 16144})
+[I 2025-12-25 12:48:04,700] Trial 34 finished with value: 0.44645788505724493 and parameters: {'d_main': 224, 'd_hidden': 128, 'n_blocks': 2, 'dropout': 0.26815753306866824, 'lr': 0.0005098439495092957, 'weight_decay': 0.0011716491688531176, 'batch_size': 64}. Best is trial 4 with value: 0.45804386918458945.
+
+================================================================================
+Trial 34 완료
+  Value (CSI): 0.446458
+  Parameters: {'d_main': 224, 'd_hidden': 128, 'n_blocks': 2, 'dropout': 0.26815753306866824, 'lr': 0.0005098439495092957, 'weight_decay': 0.0011716491688531176, 'batch_size': 64}
+  Best Value (CSI): 0.458044
+  Best Trial: 4
+  Best Parameters: {'d_main': 160, 'd_hidden': 64, 'n_blocks': 2, 'dropout': 0.1698480826585593, 'lr': 0.0003762961039889282, 'weight_decay': 0.0014343061148430866, 'batch_size': 64}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.3205, 1: 1.3205, 2: 0.6732092786133062} (클래스별 샘플 수: {0: 8000, 1: 8000, 2: 15692})
+[I 2025-12-25 12:48:08,729] Trial 35 pruned. 
+
+================================================================================
+Trial 35 완료
+  Value (CSI): 0.391869
+  Parameters: {'d_main': 224, 'd_hidden': 192, 'n_blocks': 3, 'dropout': 0.30396070762963723, 'lr': 0.0007052445990521698, 'weight_decay': 0.00509409530027027, 'batch_size': 256}
+  Best Value (CSI): 0.458044
+  Best Trial: 4
+  Best Parameters: {'d_main': 160, 'd_hidden': 64, 'n_blocks': 2, 'dropout': 0.1698480826585593, 'lr': 0.0003762961039889282, 'weight_decay': 0.0014343061148430866, 'batch_size': 64}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.3205, 1: 1.3205, 2: 0.6732092786133062} (클래스별 샘플 수: {0: 8000, 1: 8000, 2: 15692})
+[I 2025-12-25 12:48:17,256] Trial 36 pruned. 
+
+================================================================================
+Trial 36 완료
+  Value (CSI): 0.384550
+  Parameters: {'d_main': 256, 'd_hidden': 64, 'n_blocks': 2, 'dropout': 0.25213140590038885, 'lr': 0.00020598237345580123, 'weight_decay': 0.002319356828956063, 'batch_size': 64}
+  Best Value (CSI): 0.458044
+  Best Trial: 4
+  Best Parameters: {'d_main': 160, 'd_hidden': 64, 'n_blocks': 2, 'dropout': 0.1698480826585593, 'lr': 0.0003762961039889282, 'weight_decay': 0.0014343061148430866, 'batch_size': 64}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.3205, 1: 1.3205, 2: 0.6732092786133062} (클래스별 샘플 수: {0: 8000, 1: 8000, 2: 15692})
+[I 2025-12-25 12:48:49,524] Trial 37 pruned. 
+
+================================================================================
+Trial 37 완료
+  Value (CSI): 0.377131
+  Parameters: {'d_main': 160, 'd_hidden': 128, 'n_blocks': 3, 'dropout': 0.2835469248431385, 'lr': 0.0010805932045774413, 'weight_decay': 0.0031362691458226145, 'batch_size': 32}
+  Best Value (CSI): 0.458044
+  Best Trial: 4
+  Best Parameters: {'d_main': 160, 'd_hidden': 64, 'n_blocks': 2, 'dropout': 0.1698480826585593, 'lr': 0.0003762961039889282, 'weight_decay': 0.0014343061148430866, 'batch_size': 64}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.3205, 1: 1.3205, 2: 0.6732092786133062} (클래스별 샘플 수: {0: 8000, 1: 8000, 2: 15692})
+[I 2025-12-25 12:48:58,119] Trial 38 pruned. 
+
+================================================================================
+Trial 38 완료
+  Value (CSI): 0.380389
+  Parameters: {'d_main': 192, 'd_hidden': 64, 'n_blocks': 2, 'dropout': 0.2682535329198042, 'lr': 0.0023341164646031465, 'weight_decay': 0.0011412438050227664, 'batch_size': 64}
+  Best Value (CSI): 0.458044
+  Best Trial: 4
+  Best Parameters: {'d_main': 160, 'd_hidden': 64, 'n_blocks': 2, 'dropout': 0.1698480826585593, 'lr': 0.0003762961039889282, 'weight_decay': 0.0014343061148430866, 'batch_size': 64}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.3205, 1: 1.3205, 2: 0.6732092786133062} (클래스별 샘플 수: {0: 8000, 1: 8000, 2: 15692})
+[I 2025-12-25 12:49:01,851] Trial 39 pruned. 
+
+================================================================================
+Trial 39 완료
+  Value (CSI): 0.369600
+  Parameters: {'d_main': 96, 'd_hidden': 64, 'n_blocks': 2, 'dropout': 0.3297146681604942, 'lr': 0.0011952712590815805, 'weight_decay': 0.006226098219278781, 'batch_size': 256}
+  Best Value (CSI): 0.458044
+  Best Trial: 4
+  Best Parameters: {'d_main': 160, 'd_hidden': 64, 'n_blocks': 2, 'dropout': 0.1698480826585593, 'lr': 0.0003762961039889282, 'weight_decay': 0.0014343061148430866, 'batch_size': 64}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.3205, 1: 1.3205, 2: 0.6732092786133062} (클래스별 샘플 수: {0: 8000, 1: 8000, 2: 15692})
+  Fold 2 - 클래스별 가중치: {0: 1.3233333333333333, 1: 1.3233333333333333, 2: 0.6717428087986463} (클래스별 샘플 수: {0: 8000, 1: 8000, 2: 15760})
+  Fold 3 - 클래스별 가중치: {0: 1.299764705882353, 1: 1.299764705882353, 2: 0.6843409316154608} (클래스별 샘플 수: {0: 8500, 1: 8500, 2: 16144})
+[I 2025-12-25 12:50:17,284] Trial 40 finished with value: 0.44742080457167804 and parameters: {'d_main': 128, 'd_hidden': 128, 'n_blocks': 3, 'dropout': 0.27827984694928637, 'lr': 0.0004998661263842745, 'weight_decay': 0.008975335493183818, 'batch_size': 64}. Best is trial 4 with value: 0.45804386918458945.
+
+================================================================================
+Trial 40 완료
+  Value (CSI): 0.447421
+  Parameters: {'d_main': 128, 'd_hidden': 128, 'n_blocks': 3, 'dropout': 0.27827984694928637, 'lr': 0.0004998661263842745, 'weight_decay': 0.008975335493183818, 'batch_size': 64}
+  Best Value (CSI): 0.458044
+  Best Trial: 4
+  Best Parameters: {'d_main': 160, 'd_hidden': 64, 'n_blocks': 2, 'dropout': 0.1698480826585593, 'lr': 0.0003762961039889282, 'weight_decay': 0.0014343061148430866, 'batch_size': 64}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.3205, 1: 1.3205, 2: 0.6732092786133062} (클래스별 샘플 수: {0: 8000, 1: 8000, 2: 15692})
+  Fold 2 - 클래스별 가중치: {0: 1.3233333333333333, 1: 1.3233333333333333, 2: 0.6717428087986463} (클래스별 샘플 수: {0: 8000, 1: 8000, 2: 15760})
+  Fold 3 - 클래스별 가중치: {0: 1.299764705882353, 1: 1.299764705882353, 2: 0.6843409316154608} (클래스별 샘플 수: {0: 8500, 1: 8500, 2: 16144})
+[I 2025-12-25 12:51:34,483] Trial 41 pruned. 
+
+================================================================================
+Trial 41 완료
+  Value (CSI): 0.440278
+  Parameters: {'d_main': 192, 'd_hidden': 128, 'n_blocks': 6, 'dropout': 0.3092793619797802, 'lr': 0.00035532563501533754, 'weight_decay': 0.015498264845155546, 'batch_size': 64}
+  Best Value (CSI): 0.458044
+  Best Trial: 4
+  Best Parameters: {'d_main': 160, 'd_hidden': 64, 'n_blocks': 2, 'dropout': 0.1698480826585593, 'lr': 0.0003762961039889282, 'weight_decay': 0.0014343061148430866, 'batch_size': 64}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.3205, 1: 1.3205, 2: 0.6732092786133062} (클래스별 샘플 수: {0: 8000, 1: 8000, 2: 15692})
+[I 2025-12-25 12:51:51,605] Trial 42 pruned. 
+
+================================================================================
+Trial 42 완료
+  Value (CSI): 0.393657
+  Parameters: {'d_main': 192, 'd_hidden': 128, 'n_blocks': 2, 'dropout': 0.30361986077978304, 'lr': 0.0006861817478236086, 'weight_decay': 0.022203276784917035, 'batch_size': 64}
+  Best Value (CSI): 0.458044
+  Best Trial: 4
+  Best Parameters: {'d_main': 160, 'd_hidden': 64, 'n_blocks': 2, 'dropout': 0.1698480826585593, 'lr': 0.0003762961039889282, 'weight_decay': 0.0014343061148430866, 'batch_size': 64}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.3205, 1: 1.3205, 2: 0.6732092786133062} (클래스별 샘플 수: {0: 8000, 1: 8000, 2: 15692})
+[I 2025-12-25 12:52:04,016] Trial 43 pruned. 
+
+================================================================================
+Trial 43 완료
+  Value (CSI): 0.371292
+  Parameters: {'d_main': 160, 'd_hidden': 192, 'n_blocks': 6, 'dropout': 0.31984884980701733, 'lr': 0.00021710282120668617, 'weight_decay': 0.0038272910096189758, 'batch_size': 64}
+  Best Value (CSI): 0.458044
+  Best Trial: 4
+  Best Parameters: {'d_main': 160, 'd_hidden': 64, 'n_blocks': 2, 'dropout': 0.1698480826585593, 'lr': 0.0003762961039889282, 'weight_decay': 0.0014343061148430866, 'batch_size': 64}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.3205, 1: 1.3205, 2: 0.6732092786133062} (클래스별 샘플 수: {0: 8000, 1: 8000, 2: 15692})
+[I 2025-12-25 12:52:20,427] Trial 44 pruned. 
+
+================================================================================
+Trial 44 완료
+  Value (CSI): 0.397143
+  Parameters: {'d_main': 256, 'd_hidden': 128, 'n_blocks': 2, 'dropout': 0.34184828000455625, 'lr': 0.0009370546192129732, 'weight_decay': 0.02008250148924776, 'batch_size': 32}
+  Best Value (CSI): 0.458044
+  Best Trial: 4
+  Best Parameters: {'d_main': 160, 'd_hidden': 64, 'n_blocks': 2, 'dropout': 0.1698480826585593, 'lr': 0.0003762961039889282, 'weight_decay': 0.0014343061148430866, 'batch_size': 64}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.3205, 1: 1.3205, 2: 0.6732092786133062} (클래스별 샘플 수: {0: 8000, 1: 8000, 2: 15692})
+[I 2025-12-25 12:52:39,326] Trial 45 pruned. 
+
+================================================================================
+Trial 45 완료
+  Value (CSI): 0.394291
+  Parameters: {'d_main': 192, 'd_hidden': 128, 'n_blocks': 3, 'dropout': 0.32413081234112273, 'lr': 0.00040949542706099405, 'weight_decay': 0.0069924847530983825, 'batch_size': 64}
+  Best Value (CSI): 0.458044
+  Best Trial: 4
+  Best Parameters: {'d_main': 160, 'd_hidden': 64, 'n_blocks': 2, 'dropout': 0.1698480826585593, 'lr': 0.0003762961039889282, 'weight_decay': 0.0014343061148430866, 'batch_size': 64}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.3205, 1: 1.3205, 2: 0.6732092786133062} (클래스별 샘플 수: {0: 8000, 1: 8000, 2: 15692})
+[I 2025-12-25 12:52:50,015] Trial 46 pruned. 
+
+================================================================================
+Trial 46 완료
+  Value (CSI): 0.392483
+  Parameters: {'d_main': 160, 'd_hidden': 64, 'n_blocks': 4, 'dropout': 0.2858855772968885, 'lr': 0.00013979590316330156, 'weight_decay': 0.010063637242493383, 'batch_size': 64}
+  Best Value (CSI): 0.458044
+  Best Trial: 4
+  Best Parameters: {'d_main': 160, 'd_hidden': 64, 'n_blocks': 2, 'dropout': 0.1698480826585593, 'lr': 0.0003762961039889282, 'weight_decay': 0.0014343061148430866, 'batch_size': 64}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.3205, 1: 1.3205, 2: 0.6732092786133062} (클래스별 샘플 수: {0: 8000, 1: 8000, 2: 15692})
+[I 2025-12-25 12:52:58,662] Trial 47 pruned. 
+
+================================================================================
+Trial 47 완료
+  Value (CSI): 0.394858
+  Parameters: {'d_main': 128, 'd_hidden': 192, 'n_blocks': 2, 'dropout': 0.3375144664343513, 'lr': 0.0016859769065375196, 'weight_decay': 0.05245867429439613, 'batch_size': 64}
+  Best Value (CSI): 0.458044
+  Best Trial: 4
+  Best Parameters: {'d_main': 160, 'd_hidden': 64, 'n_blocks': 2, 'dropout': 0.1698480826585593, 'lr': 0.0003762961039889282, 'weight_decay': 0.0014343061148430866, 'batch_size': 64}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.3205, 1: 1.3205, 2: 0.6732092786133062} (클래스별 샘플 수: {0: 8000, 1: 8000, 2: 15692})
+[I 2025-12-25 12:53:07,219] Trial 48 pruned. 
+
+================================================================================
+Trial 48 완료
+  Value (CSI): 0.401987
+  Parameters: {'d_main': 192, 'd_hidden': 128, 'n_blocks': 6, 'dropout': 0.31408638115981524, 'lr': 0.0002566479910049154, 'weight_decay': 0.01454334700945019, 'batch_size': 256}
+  Best Value (CSI): 0.458044
+  Best Trial: 4
+  Best Parameters: {'d_main': 160, 'd_hidden': 64, 'n_blocks': 2, 'dropout': 0.1698480826585593, 'lr': 0.0003762961039889282, 'weight_decay': 0.0014343061148430866, 'batch_size': 64}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.3205, 1: 1.3205, 2: 0.6732092786133062} (클래스별 샘플 수: {0: 8000, 1: 8000, 2: 15692})
+  Fold 2 - 클래스별 가중치: {0: 1.3233333333333333, 1: 1.3233333333333333, 2: 0.6717428087986463} (클래스별 샘플 수: {0: 8000, 1: 8000, 2: 15760})
+[I 2025-12-25 12:53:50,987] Trial 49 pruned. 
+
+================================================================================
+Trial 49 완료
+  Value (CSI): 0.436782
+  Parameters: {'d_main': 224, 'd_hidden': 64, 'n_blocks': 5, 'dropout': 0.26842232578815695, 'lr': 0.0004424002785522765, 'weight_decay': 0.006060002915360702, 'batch_size': 64}
+  Best Value (CSI): 0.458044
+  Best Trial: 4
+  Best Parameters: {'d_main': 160, 'd_hidden': 64, 'n_blocks': 2, 'dropout': 0.1698480826585593, 'lr': 0.0003762961039889282, 'weight_decay': 0.0014343061148430866, 'batch_size': 64}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.3205, 1: 1.3205, 2: 0.6732092786133062} (클래스별 샘플 수: {0: 8000, 1: 8000, 2: 15692})
+[I 2025-12-25 12:53:56,996] Trial 50 pruned. 
+
+================================================================================
+Trial 50 완료
+  Value (CSI): 0.384276
+  Parameters: {'d_main': 160, 'd_hidden': 128, 'n_blocks': 3, 'dropout': 0.24876317372435752, 'lr': 0.0008412416602305427, 'weight_decay': 0.003945062130563805, 'batch_size': 128}
+  Best Value (CSI): 0.458044
+  Best Trial: 4
+  Best Parameters: {'d_main': 160, 'd_hidden': 64, 'n_blocks': 2, 'dropout': 0.1698480826585593, 'lr': 0.0003762961039889282, 'weight_decay': 0.0014343061148430866, 'batch_size': 64}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.3205, 1: 1.3205, 2: 0.6732092786133062} (클래스별 샘플 수: {0: 8000, 1: 8000, 2: 15692})
+[I 2025-12-25 12:54:08,816] Trial 51 pruned. 
+
+================================================================================
+Trial 51 완료
+  Value (CSI): 0.394810
+  Parameters: {'d_main': 160, 'd_hidden': 128, 'n_blocks': 5, 'dropout': 0.32962022265060825, 'lr': 0.0006115928538703145, 'weight_decay': 0.001982207954512991, 'batch_size': 64}
+  Best Value (CSI): 0.458044
+  Best Trial: 4
+  Best Parameters: {'d_main': 160, 'd_hidden': 64, 'n_blocks': 2, 'dropout': 0.1698480826585593, 'lr': 0.0003762961039889282, 'weight_decay': 0.0014343061148430866, 'batch_size': 64}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.3205, 1: 1.3205, 2: 0.6732092786133062} (클래스별 샘플 수: {0: 8000, 1: 8000, 2: 15692})
+  Fold 2 - 클래스별 가중치: {0: 1.3233333333333333, 1: 1.3233333333333333, 2: 0.6717428087986463} (클래스별 샘플 수: {0: 8000, 1: 8000, 2: 15760})
+  Fold 3 - 클래스별 가중치: {0: 1.299764705882353, 1: 1.299764705882353, 2: 0.6843409316154608} (클래스별 샘플 수: {0: 8500, 1: 8500, 2: 16144})
+[I 2025-12-25 12:55:23,206] Trial 52 finished with value: 0.4468819910822286 and parameters: {'d_main': 160, 'd_hidden': 128, 'n_blocks': 5, 'dropout': 0.3467177526430348, 'lr': 0.0006123189722460588, 'weight_decay': 0.0016421838356256698, 'batch_size': 64}. Best is trial 4 with value: 0.45804386918458945.
+
+================================================================================
+Trial 52 완료
+  Value (CSI): 0.446882
+  Parameters: {'d_main': 160, 'd_hidden': 128, 'n_blocks': 5, 'dropout': 0.3467177526430348, 'lr': 0.0006123189722460588, 'weight_decay': 0.0016421838356256698, 'batch_size': 64}
+  Best Value (CSI): 0.458044
+  Best Trial: 4
+  Best Parameters: {'d_main': 160, 'd_hidden': 64, 'n_blocks': 2, 'dropout': 0.1698480826585593, 'lr': 0.0003762961039889282, 'weight_decay': 0.0014343061148430866, 'batch_size': 64}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.3205, 1: 1.3205, 2: 0.6732092786133062} (클래스별 샘플 수: {0: 8000, 1: 8000, 2: 15692})
+  Fold 2 - 클래스별 가중치: {0: 1.3233333333333333, 1: 1.3233333333333333, 2: 0.6717428087986463} (클래스별 샘플 수: {0: 8000, 1: 8000, 2: 15760})
+  Fold 3 - 클래스별 가중치: {0: 1.299764705882353, 1: 1.299764705882353, 2: 0.6843409316154608} (클래스별 샘플 수: {0: 8500, 1: 8500, 2: 16144})
+[I 2025-12-25 12:56:29,865] Trial 53 finished with value: 0.4452100573976905 and parameters: {'d_main': 192, 'd_hidden': 128, 'n_blocks': 6, 'dropout': 0.33245343440855685, 'lr': 0.001154534910680273, 'weight_decay': 0.0022861359729042454, 'batch_size': 64}. Best is trial 4 with value: 0.45804386918458945.
+
+================================================================================
+Trial 53 완료
+  Value (CSI): 0.445210
+  Parameters: {'d_main': 192, 'd_hidden': 128, 'n_blocks': 6, 'dropout': 0.33245343440855685, 'lr': 0.001154534910680273, 'weight_decay': 0.0022861359729042454, 'batch_size': 64}
+  Best Value (CSI): 0.458044
+  Best Trial: 4
+  Best Parameters: {'d_main': 160, 'd_hidden': 64, 'n_blocks': 2, 'dropout': 0.1698480826585593, 'lr': 0.0003762961039889282, 'weight_decay': 0.0014343061148430866, 'batch_size': 64}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.3205, 1: 1.3205, 2: 0.6732092786133062} (클래스별 샘플 수: {0: 8000, 1: 8000, 2: 15692})
+[I 2025-12-25 12:56:42,353] Trial 54 pruned. 
+
+================================================================================
+Trial 54 완료
+  Value (CSI): 0.393458
+  Parameters: {'d_main': 128, 'd_hidden': 192, 'n_blocks': 6, 'dropout': 0.29856790084179835, 'lr': 0.00042272631197288644, 'weight_decay': 0.01120232524453897, 'batch_size': 64}
+  Best Value (CSI): 0.458044
+  Best Trial: 4
+  Best Parameters: {'d_main': 160, 'd_hidden': 64, 'n_blocks': 2, 'dropout': 0.1698480826585593, 'lr': 0.0003762961039889282, 'weight_decay': 0.0014343061148430866, 'batch_size': 64}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.3205, 1: 1.3205, 2: 0.6732092786133062} (클래스별 샘플 수: {0: 8000, 1: 8000, 2: 15692})
+[I 2025-12-25 12:56:54,979] Trial 55 pruned. 
+
+================================================================================
+Trial 55 완료
+  Value (CSI): 0.368682
+  Parameters: {'d_main': 224, 'd_hidden': 128, 'n_blocks': 6, 'dropout': 0.35916871420238616, 'lr': 0.0007724142389849759, 'weight_decay': 0.004242090504899397, 'batch_size': 64}
+  Best Value (CSI): 0.458044
+  Best Trial: 4
+  Best Parameters: {'d_main': 160, 'd_hidden': 64, 'n_blocks': 2, 'dropout': 0.1698480826585593, 'lr': 0.0003762961039889282, 'weight_decay': 0.0014343061148430866, 'batch_size': 64}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.3205, 1: 1.3205, 2: 0.6732092786133062} (클래스별 샘플 수: {0: 8000, 1: 8000, 2: 15692})
+[I 2025-12-25 12:57:35,184] Trial 56 pruned. 
+
+================================================================================
+Trial 56 완료
+  Value (CSI): 0.378490
+  Parameters: {'d_main': 160, 'd_hidden': 256, 'n_blocks': 5, 'dropout': 0.3175312631472569, 'lr': 0.0005951803646420242, 'weight_decay': 0.005469728922735565, 'batch_size': 32}
+  Best Value (CSI): 0.458044
+  Best Trial: 4
+  Best Parameters: {'d_main': 160, 'd_hidden': 64, 'n_blocks': 2, 'dropout': 0.1698480826585593, 'lr': 0.0003762961039889282, 'weight_decay': 0.0014343061148430866, 'batch_size': 64}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.3205, 1: 1.3205, 2: 0.6732092786133062} (클래스별 샘플 수: {0: 8000, 1: 8000, 2: 15692})
+[I 2025-12-25 12:57:57,398] Trial 57 pruned. 
+
+================================================================================
+Trial 57 완료
+  Value (CSI): 0.409002
+  Parameters: {'d_main': 192, 'd_hidden': 64, 'n_blocks': 5, 'dropout': 0.3662254522846362, 'lr': 0.00025802019513211427, 'weight_decay': 0.008128287239617473, 'batch_size': 64}
+  Best Value (CSI): 0.458044
+  Best Trial: 4
+  Best Parameters: {'d_main': 160, 'd_hidden': 64, 'n_blocks': 2, 'dropout': 0.1698480826585593, 'lr': 0.0003762961039889282, 'weight_decay': 0.0014343061148430866, 'batch_size': 64}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.3205, 1: 1.3205, 2: 0.6732092786133062} (클래스별 샘플 수: {0: 8000, 1: 8000, 2: 15692})
+[I 2025-12-25 12:58:17,308] Trial 58 pruned. 
+
+================================================================================
+Trial 58 완료
+  Value (CSI): 0.400387
+  Parameters: {'d_main': 160, 'd_hidden': 128, 'n_blocks': 4, 'dropout': 0.37608582436963994, 'lr': 0.000364920401451748, 'weight_decay': 0.002844443368716279, 'batch_size': 64}
+  Best Value (CSI): 0.458044
+  Best Trial: 4
+  Best Parameters: {'d_main': 160, 'd_hidden': 64, 'n_blocks': 2, 'dropout': 0.1698480826585593, 'lr': 0.0003762961039889282, 'weight_decay': 0.0014343061148430866, 'batch_size': 64}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.3205, 1: 1.3205, 2: 0.6732092786133062} (클래스별 샘플 수: {0: 8000, 1: 8000, 2: 15692})
+[I 2025-12-25 12:58:27,761] Trial 59 pruned. 
+
+================================================================================
+Trial 59 완료
+  Value (CSI): 0.407202
+  Parameters: {'d_main': 256, 'd_hidden': 192, 'n_blocks': 2, 'dropout': 0.3521475087396897, 'lr': 0.00017612218264484892, 'weight_decay': 0.010671700300238155, 'batch_size': 128}
+  Best Value (CSI): 0.458044
+  Best Trial: 4
+  Best Parameters: {'d_main': 160, 'd_hidden': 64, 'n_blocks': 2, 'dropout': 0.1698480826585593, 'lr': 0.0003762961039889282, 'weight_decay': 0.0014343061148430866, 'batch_size': 64}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.3205, 1: 1.3205, 2: 0.6732092786133062} (��래스별 샘플 수: {0: 8000, 1: 8000, 2: 15692})
+[I 2025-12-25 12:58:51,118] Trial 60 pruned. 
+
+================================================================================
+Trial 60 완료
+  Value (CSI): 0.385565
+  Parameters: {'d_main': 128, 'd_hidden': 64, 'n_blocks': 6, 'dropout': 0.296093316157962, 'lr': 0.0010175659101703122, 'weight_decay': 0.007215360960390544, 'batch_size': 64}
+  Best Value (CSI): 0.458044
+  Best Trial: 4
+  Best Parameters: {'d_main': 160, 'd_hidden': 64, 'n_blocks': 2, 'dropout': 0.1698480826585593, 'lr': 0.0003762961039889282, 'weight_decay': 0.0014343061148430866, 'batch_size': 64}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.3205, 1: 1.3205, 2: 0.6732092786133062} (클래스별 샘플 수: {0: 8000, 1: 8000, 2: 15692})
+[I 2025-12-25 12:59:14,733] Trial 61 pruned. 
+
+================================================================================
+Trial 61 완료
+  Value (CSI): 0.387755
+  Parameters: {'d_main': 224, 'd_hidden': 64, 'n_blocks': 6, 'dropout': 0.33873169120694124, 'lr': 0.0007639371978429725, 'weight_decay': 0.005179110190075277, 'batch_size': 64}
+  Best Value (CSI): 0.458044
+  Best Trial: 4
+  Best Parameters: {'d_main': 160, 'd_hidden': 64, 'n_blocks': 2, 'dropout': 0.1698480826585593, 'lr': 0.0003762961039889282, 'weight_decay': 0.0014343061148430866, 'batch_size': 64}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.3205, 1: 1.3205, 2: 0.6732092786133062} (클래스별 샘플 수: {0: 8000, 1: 8000, 2: 15692})
+[I 2025-12-25 12:59:37,858] Trial 62 pruned. 
+
+================================================================================
+Trial 62 완료
+  Value (CSI): 0.409266
+  Parameters: {'d_main': 224, 'd_hidden': 64, 'n_blocks': 6, 'dropout': 0.32449997476713527, 'lr': 0.0005888623668986277, 'weight_decay': 0.00890726065273608, 'batch_size': 64}
+  Best Value (CSI): 0.458044
+  Best Trial: 4
+  Best Parameters: {'d_main': 160, 'd_hidden': 64, 'n_blocks': 2, 'dropout': 0.1698480826585593, 'lr': 0.0003762961039889282, 'weight_decay': 0.0014343061148430866, 'batch_size': 64}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.3205, 1: 1.3205, 2: 0.6732092786133062} (클래스별 샘플 수: {0: 8000, 1: 8000, 2: 15692})
+[I 2025-12-25 13:00:01,409] Trial 63 pruned. 
+
+================================================================================
+Trial 63 완료
+  Value (CSI): 0.394167
+  Parameters: {'d_main': 256, 'd_hidden': 64, 'n_blocks': 6, 'dropout': 0.3434587439063985, 'lr': 0.00045936188096764615, 'weight_decay': 0.003847531025210179, 'batch_size': 64}
+  Best Value (CSI): 0.458044
+  Best Trial: 4
+  Best Parameters: {'d_main': 160, 'd_hidden': 64, 'n_blocks': 2, 'dropout': 0.1698480826585593, 'lr': 0.0003762961039889282, 'weight_decay': 0.0014343061148430866, 'batch_size': 64}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.3205, 1: 1.3205, 2: 0.6732092786133062} (클래스별 샘플 수: {0: 8000, 1: 8000, 2: 15692})
+[I 2025-12-25 13:00:23,285] Trial 64 pruned. 
+
+================================================================================
+Trial 64 완료
+  Value (CSI): 0.405697
+  Parameters: {'d_main': 224, 'd_hidden': 64, 'n_blocks': 5, 'dropout': 0.3931561224174617, 'lr': 0.00030238344699819793, 'weight_decay': 0.01640944067131828, 'batch_size': 64}
+  Best Value (CSI): 0.458044
+  Best Trial: 4
+  Best Parameters: {'d_main': 160, 'd_hidden': 64, 'n_blocks': 2, 'dropout': 0.1698480826585593, 'lr': 0.0003762961039889282, 'weight_decay': 0.0014343061148430866, 'batch_size': 64}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.3205, 1: 1.3205, 2: 0.6732092786133062} (클래스별 샘플 수: {0: 8000, 1: 8000, 2: 15692})
+  Fold 2 - 클래스별 가중치: {0: 1.3233333333333333, 1: 1.3233333333333333, 2: 0.6717428087986463} (클래스별 샘플 수: {0: 8000, 1: 8000, 2: 15760})
+  Fold 3 - 클래스별 가중치: {0: 1.299764705882353, 1: 1.299764705882353, 2: 0.6843409316154608} (클래스별 샘플 수: {0: 8500, 1: 8500, 2: 16144})
+[I 2025-12-25 13:01:43,353] Trial 65 finished with value: 0.44631979818124196 and parameters: {'d_main': 192, 'd_hidden': 128, 'n_blocks': 6, 'dropout': 0.35934992882251976, 'lr': 0.0007648642749050024, 'weight_decay': 0.012692251882808972, 'batch_size': 64}. Best is trial 4 with value: 0.45804386918458945.
+
+================================================================================
+Trial 65 완료
+  Value (CSI): 0.446320
+  Parameters: {'d_main': 192, 'd_hidden': 128, 'n_blocks': 6, 'dropout': 0.35934992882251976, 'lr': 0.0007648642749050024, 'weight_decay': 0.012692251882808972, 'batch_size': 64}
+  Best Value (CSI): 0.458044
+  Best Trial: 4
+  Best Parameters: {'d_main': 160, 'd_hidden': 64, 'n_blocks': 2, 'dropout': 0.1698480826585593, 'lr': 0.0003762961039889282, 'weight_decay': 0.0014343061148430866, 'batch_size': 64}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.3205, 1: 1.3205, 2: 0.6732092786133062} (클래스별 샘플 수: {0: 8000, 1: 8000, 2: 15692})
+[I 2025-12-25 13:01:47,901] Trial 66 pruned. 
+
+================================================================================
+Trial 66 완료
+  Value (CSI): 0.392887
+  Parameters: {'d_main': 224, 'd_hidden': 64, 'n_blocks': 6, 'dropout': 0.3131320827461861, 'lr': 0.0014304844779285753, 'weight_decay': 0.007497280684585532, 'batch_size': 256}
+  Best Value (CSI): 0.458044
+  Best Trial: 4
+  Best Parameters: {'d_main': 160, 'd_hidden': 64, 'n_blocks': 2, 'dropout': 0.1698480826585593, 'lr': 0.0003762961039889282, 'weight_decay': 0.0014343061148430866, 'batch_size': 64}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.3205, 1: 1.3205, 2: 0.6732092786133062} (클래스별 샘플 수: {0: 8000, 1: 8000, 2: 15692})
+[I 2025-12-25 13:02:03,747] Trial 67 pruned. 
+
+================================================================================
+Trial 67 완료
+  Value (CSI): 0.401835
+  Parameters: {'d_main': 256, 'd_hidden': 64, 'n_blocks': 2, 'dropout': 0.375346075393719, 'lr': 0.0005156838619160703, 'weight_decay': 0.004919512146674691, 'batch_size': 64}
+  Best Value (CSI): 0.458044
+  Best Trial: 4
+  Best Parameters: {'d_main': 160, 'd_hidden': 64, 'n_blocks': 2, 'dropout': 0.1698480826585593, 'lr': 0.0003762961039889282, 'weight_decay': 0.0014343061148430866, 'batch_size': 64}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.3205, 1: 1.3205, 2: 0.6732092786133062} (클래스별 샘플 수: {0: 8000, 1: 8000, 2: 15692})
+  Fold 2 - 클래스별 가중치: {0: 1.3233333333333333, 1: 1.3233333333333333, 2: 0.6717428087986463} (클래스별 샘플 수: {0: 8000, 1: 8000, 2: 15760})
+[I 2025-12-25 13:02:50,895] Trial 68 pruned. 
+
+================================================================================
+Trial 68 완료
+  Value (CSI): 0.455708
+  Parameters: {'d_main': 192, 'd_hidden': 128, 'n_blocks': 5, 'dropout': 0.3094610643909057, 'lr': 0.0009269062257519986, 'weight_decay': 0.0032885658001533726, 'batch_size': 64}
+  Best Value (CSI): 0.458044
+  Best Trial: 4
+  Best Parameters: {'d_main': 160, 'd_hidden': 64, 'n_blocks': 2, 'dropout': 0.1698480826585593, 'lr': 0.0003762961039889282, 'weight_decay': 0.0014343061148430866, 'batch_size': 64}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.3205, 1: 1.3205, 2: 0.6732092786133062} (클래스별 샘플 수: {0: 8000, 1: 8000, 2: 15692})
+[I 2025-12-25 13:03:07,239] Trial 69 pruned. 
+
+================================================================================
+Trial 69 완료
+  Value (CSI): 0.388889
+  Parameters: {'d_main': 160, 'd_hidden': 64, 'n_blocks': 2, 'dropout': 0.3333631414503363, 'lr': 0.0012236962794381554, 'weight_decay': 0.0011728390524270332, 'batch_size': 64}
+  Best Value (CSI): 0.458044
+  Best Trial: 4
+  Best Parameters: {'d_main': 160, 'd_hidden': 64, 'n_blocks': 2, 'dropout': 0.1698480826585593, 'lr': 0.0003762961039889282, 'weight_decay': 0.0014343061148430866, 'batch_size': 64}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.3205, 1: 1.3205, 2: 0.6732092786133062} (클래스별 샘플 수: {0: 8000, 1: 8000, 2: 15692})
+[I 2025-12-25 13:03:50,638] Trial 70 pruned. 
+
+================================================================================
+Trial 70 완료
+  Value (CSI): 0.404361
+  Parameters: {'d_main': 192, 'd_hidden': 128, 'n_blocks': 6, 'dropout': 0.3543026416498448, 'lr': 0.0006839639600248091, 'weight_decay': 0.006108864951673952, 'batch_size': 32}
+  Best Value (CSI): 0.458044
+  Best Trial: 4
+  Best Parameters: {'d_main': 160, 'd_hidden': 64, 'n_blocks': 2, 'dropout': 0.1698480826585593, 'lr': 0.0003762961039889282, 'weight_decay': 0.0014343061148430866, 'batch_size': 64}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.3205, 1: 1.3205, 2: 0.6732092786133062} (클래스별 샘플 수: {0: 8000, 1: 8000, 2: 15692})
+[I 2025-12-25 13:04:08,691] Trial 71 pruned. 
+
+================================================================================
+Trial 71 완료
+  Value (CSI): 0.395615
+  Parameters: {'d_main': 96, 'd_hidden': 128, 'n_blocks': 3, 'dropout': 0.2924271957310219, 'lr': 0.0004888502678903594, 'weight_decay': 0.008791052009003831, 'batch_size': 64}
+  Best Value (CSI): 0.458044
+  Best Trial: 4
+  Best Parameters: {'d_main': 160, 'd_hidden': 64, 'n_blocks': 2, 'dropout': 0.1698480826585593, 'lr': 0.0003762961039889282, 'weight_decay': 0.0014343061148430866, 'batch_size': 64}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.3205, 1: 1.3205, 2: 0.6732092786133062} (클래스별 샘플 수: {0: 8000, 1: 8000, 2: 15692})
+[I 2025-12-25 13:04:26,848] Trial 72 pruned. 
+
+================================================================================
+Trial 72 완료
+  Value (CSI): 0.404050
+  Parameters: {'d_main': 128, 'd_hidden': 128, 'n_blocks': 3, 'dropout': 0.281958176792086, 'lr': 0.00033621501305853185, 'weight_decay': 0.009426090166760352, 'batch_size': 64}
+  Best Value (CSI): 0.458044
+  Best Trial: 4
+  Best Parameters: {'d_main': 160, 'd_hidden': 64, 'n_blocks': 2, 'dropout': 0.1698480826585593, 'lr': 0.0003762961039889282, 'weight_decay': 0.0014343061148430866, 'batch_size': 64}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.3205, 1: 1.3205, 2: 0.6732092786133062} (클래스별 샘플 수: {0: 8000, 1: 8000, 2: 15692})
+[I 2025-12-25 13:04:42,934] Trial 73 pruned. 
+
+================================================================================
+Trial 73 완료
+  Value (CSI): 0.401810
+  Parameters: {'d_main': 64, 'd_hidden': 128, 'n_blocks': 2, 'dropout': 0.14824207637207454, 'lr': 0.0005385393184223331, 'weight_decay': 0.013426865328246934, 'batch_size': 64}
+  Best Value (CSI): 0.458044
+  Best Trial: 4
+  Best Parameters: {'d_main': 160, 'd_hidden': 64, 'n_blocks': 2, 'dropout': 0.1698480826585593, 'lr': 0.0003762961039889282, 'weight_decay': 0.0014343061148430866, 'batch_size': 64}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.3205, 1: 1.3205, 2: 0.6732092786133062} (클래스별 샘플 수: {0: 8000, 1: 8000, 2: 15692})
+  Fold 2 - 클래스별 가중치: {0: 1.3233333333333333, 1: 1.3233333333333333, 2: 0.6717428087986463} (클래스별 샘플 수: {0: 8000, 1: 8000, 2: 15760})
+  Fold 3 - 클래스별 가중치: {0: 1.299764705882353, 1: 1.299764705882353, 2: 0.6843409316154608} (클래스별 샘플 수: {0: 8500, 1: 8500, 2: 16144})
+[I 2025-12-25 13:05:58,748] Trial 74 finished with value: 0.453204577546142 and parameters: {'d_main': 128, 'd_hidden': 128, 'n_blocks': 2, 'dropout': 0.2757017961350162, 'lr': 0.0008696408873587868, 'weight_decay': 0.006905596007502906, 'batch_size': 64}. Best is trial 4 with value: 0.45804386918458945.
+
+================================================================================
+Trial 74 완료
+  Value (CSI): 0.453205
+  Parameters: {'d_main': 128, 'd_hidden': 128, 'n_blocks': 2, 'dropout': 0.2757017961350162, 'lr': 0.0008696408873587868, 'weight_decay': 0.006905596007502906, 'batch_size': 64}
+  Best Value (CSI): 0.458044
+  Best Trial: 4
+  Best Parameters: {'d_main': 160, 'd_hidden': 64, 'n_blocks': 2, 'dropout': 0.1698480826585593, 'lr': 0.0003762961039889282, 'weight_decay': 0.0014343061148430866, 'batch_size': 64}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.3205, 1: 1.3205, 2: 0.6732092786133062} (클래스별 샘플 수: {0: 8000, 1: 8000, 2: 15692})
+[I 2025-12-25 13:06:15,512] Trial 75 pruned. 
+
+================================================================================
+Trial 75 완료
+  Value (CSI): 0.404255
+  Parameters: {'d_main': 160, 'd_hidden': 128, 'n_blocks': 2, 'dropout': 0.30262218003171565, 'lr': 0.0007856305419497532, 'weight_decay': 0.0045416130024549875, 'batch_size': 64}
+  Best Value (CSI): 0.458044
+  Best Trial: 4
+  Best Parameters: {'d_main': 160, 'd_hidden': 64, 'n_blocks': 2, 'dropout': 0.1698480826585593, 'lr': 0.0003762961039889282, 'weight_decay': 0.0014343061148430866, 'batch_size': 64}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.3205, 1: 1.3205, 2: 0.6732092786133062} (클래스별 샘플 수: {0: 8000, 1: 8000, 2: 15692})
+[I 2025-12-25 13:06:25,655] Trial 76 pruned. 
+
+================================================================================
+Trial 76 완료
+  Value (CSI): 0.403493
+  Parameters: {'d_main': 192, 'd_hidden': 64, 'n_blocks': 2, 'dropout': 0.32160793120272935, 'lr': 0.0010957419821704239, 'weight_decay': 0.005867393297833387, 'batch_size': 128}
+  Best Value (CSI): 0.458044
+  Best Trial: 4
+  Best Parameters: {'d_main': 160, 'd_hidden': 64, 'n_blocks': 2, 'dropout': 0.1698480826585593, 'lr': 0.0003762961039889282, 'weight_decay': 0.0014343061148430866, 'batch_size': 64}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.3205, 1: 1.3205, 2: 0.6732092786133062} (클래스별 샘플 수: {0: 8000, 1: 8000, 2: 15692})
+  Fold 2 - 클래스별 가중치: {0: 1.3233333333333333, 1: 1.3233333333333333, 2: 0.6717428087986463} (클래스별 샘플 수: {0: 8000, 1: 8000, 2: 15760})
+[I 2025-12-25 13:06:59,653] Trial 77 pruned. 
+
+================================================================================
+Trial 77 완료
+  Value (CSI): 0.447049
+  Parameters: {'d_main': 224, 'd_hidden': 128, 'n_blocks': 2, 'dropout': 0.2873932704649612, 'lr': 0.0009163973357109387, 'weight_decay': 0.00692941390297169, 'batch_size': 64}
+  Best Value (CSI): 0.458044
+  Best Trial: 4
+  Best Parameters: {'d_main': 160, 'd_hidden': 64, 'n_blocks': 2, 'dropout': 0.1698480826585593, 'lr': 0.0003762961039889282, 'weight_decay': 0.0014343061148430866, 'batch_size': 64}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.3205, 1: 1.3205, 2: 0.6732092786133062} (클래스별 샘플 수: {0: 8000, 1: 8000, 2: 15692})
+  Fold 2 - 클래스별 가중치: {0: 1.3233333333333333, 1: 1.3233333333333333, 2: 0.6717428087986463} (클래스별 샘플 수: {0: 8000, 1: 8000, 2: 15760})
+  Fold 3 - 클래스별 가중치: {0: 1.299764705882353, 1: 1.299764705882353, 2: 0.6843409316154608} (클래스별 샘플 수: {0: 8500, 1: 8500, 2: 16144})
+[I 2025-12-25 13:08:04,080] Trial 78 finished with value: 0.451396736975014 and parameters: {'d_main': 96, 'd_hidden': 192, 'n_blocks': 4, 'dropout': 0.2774312063550167, 'lr': 0.0017172531167077474, 'weight_decay': 0.011404894937525997, 'batch_size': 64}. Best is trial 4 with value: 0.45804386918458945.
+
+================================================================================
+Trial 78 완료
+  Value (CSI): 0.451397
+  Parameters: {'d_main': 96, 'd_hidden': 192, 'n_blocks': 4, 'dropout': 0.2774312063550167, 'lr': 0.0017172531167077474, 'weight_decay': 0.011404894937525997, 'batch_size': 64}
+  Best Value (CSI): 0.458044
+  Best Trial: 4
+  Best Parameters: {'d_main': 160, 'd_hidden': 64, 'n_blocks': 2, 'dropout': 0.1698480826585593, 'lr': 0.0003762961039889282, 'weight_decay': 0.0014343061148430866, 'batch_size': 64}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.3205, 1: 1.3205, 2: 0.6732092786133062} (클래스별 샘플 수: {0: 8000, 1: 8000, 2: 15692})
+[I 2025-12-25 13:08:08,302] Trial 79 pruned. 
+
+================================================================================
+Trial 79 완료
+  Value (CSI): 0.372093
+  Parameters: {'d_main': 96, 'd_hidden': 192, 'n_blocks': 4, 'dropout': 0.2754335957144859, 'lr': 0.0024807060044943663, 'weight_decay': 0.01785623431781284, 'batch_size': 256}
+  Best Value (CSI): 0.458044
+  Best Trial: 4
+  Best Parameters: {'d_main': 160, 'd_hidden': 64, 'n_blocks': 2, 'dropout': 0.1698480826585593, 'lr': 0.0003762961039889282, 'weight_decay': 0.0014343061148430866, 'batch_size': 64}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.3205, 1: 1.3205, 2: 0.6732092786133062} (클래스별 샘플 수: {0: 8000, 1: 8000, 2: 15692})
+[I 2025-12-25 13:08:28,257] Trial 80 pruned. 
+
+================================================================================
+Trial 80 완료
+  Value (CSI): 0.379243
+  Parameters: {'d_main': 96, 'd_hidden': 192, 'n_blocks': 4, 'dropout': 0.3031890975608758, 'lr': 0.0018715260456711623, 'weight_decay': 0.010302398930144377, 'batch_size': 64}
+  Best Value (CSI): 0.458044
+  Best Trial: 4
+  Best Parameters: {'d_main': 160, 'd_hidden': 64, 'n_blocks': 2, 'dropout': 0.1698480826585593, 'lr': 0.0003762961039889282, 'weight_decay': 0.0014343061148430866, 'batch_size': 64}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.3205, 1: 1.3205, 2: 0.6732092786133062} (클래스별 샘플 수: {0: 8000, 1: 8000, 2: 15692})
+[I 2025-12-25 13:08:44,325] Trial 81 pruned. 
+
+================================================================================
+Trial 81 완료
+  Value (CSI): 0.395122
+  Parameters: {'d_main': 64, 'd_hidden': 192, 'n_blocks': 2, 'dropout': 0.2900360478017097, 'lr': 0.0016493047763866445, 'weight_decay': 0.012285335649839772, 'batch_size': 64}
+  Best Value (CSI): 0.458044
+  Best Trial: 4
+  Best Parameters: {'d_main': 160, 'd_hidden': 64, 'n_blocks': 2, 'dropout': 0.1698480826585593, 'lr': 0.0003762961039889282, 'weight_decay': 0.0014343061148430866, 'batch_size': 64}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.3205, 1: 1.3205, 2: 0.6732092786133062} (클래스별 샘플 수: {0: 8000, 1: 8000, 2: 15692})
+[I 2025-12-25 13:09:00,441] Trial 82 pruned. 
+
+================================================================================
+Trial 82 완료
+  Value (CSI): 0.403151
+  Parameters: {'d_main': 128, 'd_hidden': 192, 'n_blocks': 2, 'dropout': 0.2747262233393889, 'lr': 0.0014109641583037195, 'weight_decay': 0.007933666453623348, 'batch_size': 64}
+  Best Value (CSI): 0.458044
+  Best Trial: 4
+  Best Parameters: {'d_main': 160, 'd_hidden': 64, 'n_blocks': 2, 'dropout': 0.1698480826585593, 'lr': 0.0003762961039889282, 'weight_decay': 0.0014343061148430866, 'batch_size': 64}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.3205, 1: 1.3205, 2: 0.6732092786133062} (클래스별 샘플 수: {0: 8000, 1: 8000, 2: 15692})
+  Fold 2 - 클래스별 가중치: {0: 1.3233333333333333, 1: 1.3233333333333333, 2: 0.6717428087986463} (클래스별 샘플 수: {0: 8000, 1: 8000, 2: 15760})
+  Fold 3 - 클래스별 가중치: {0: 1.299764705882353, 1: 1.299764705882353, 2: 0.6843409316154608} (클래스별 샘플 수: {0: 8500, 1: 8500, 2: 16144})
+[I 2025-12-25 13:10:29,717] Trial 83 finished with value: 0.4452273981923434 and parameters: {'d_main': 96, 'd_hidden': 256, 'n_blocks': 6, 'dropout': 0.26332940221823825, 'lr': 0.0006639517563753639, 'weight_decay': 0.025302135803708964, 'batch_size': 64}. Best is trial 4 with value: 0.45804386918458945.
+
+================================================================================
+Trial 83 완료
+  Value (CSI): 0.445227
+  Parameters: {'d_main': 96, 'd_hidden': 256, 'n_blocks': 6, 'dropout': 0.26332940221823825, 'lr': 0.0006639517563753639, 'weight_decay': 0.025302135803708964, 'batch_size': 64}
+  Best Value (CSI): 0.458044
+  Best Trial: 4
+  Best Parameters: {'d_main': 160, 'd_hidden': 64, 'n_blocks': 2, 'dropout': 0.1698480826585593, 'lr': 0.0003762961039889282, 'weight_decay': 0.0014343061148430866, 'batch_size': 64}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.3205, 1: 1.3205, 2: 0.6732092786133062} (클래스별 샘플 수: {0: 8000, 1: 8000, 2: 15692})
+[I 2025-12-25 13:10:46,025] Trial 84 pruned. 
+
+================================================================================
+Trial 84 완료
+  Value (CSI): 0.404630
+  Parameters: {'d_main': 128, 'd_hidden': 128, 'n_blocks': 2, 'dropout': 0.30730922645665276, 'lr': 0.0003965161940822661, 'weight_decay': 0.016227474548902856, 'batch_size': 64}
+  Best Value (CSI): 0.458044
+  Best Trial: 4
+  Best Parameters: {'d_main': 160, 'd_hidden': 64, 'n_blocks': 2, 'dropout': 0.1698480826585593, 'lr': 0.0003762961039889282, 'weight_decay': 0.0014343061148430866, 'batch_size': 64}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.3205, 1: 1.3205, 2: 0.6732092786133062} (클래스별 샘플 수: {0: 8000, 1: 8000, 2: 15692})
+[I 2025-12-25 13:11:09,875] Trial 85 pruned. 
+
+================================================================================
+Trial 85 완료
+  Value (CSI): 0.383495
+  Parameters: {'d_main': 160, 'd_hidden': 128, 'n_blocks': 6, 'dropout': 0.32621579285498103, 'lr': 0.0010389803503562834, 'weight_decay': 0.0035719874358489815, 'batch_size': 64}
+  Best Value (CSI): 0.458044
+  Best Trial: 4
+  Best Parameters: {'d_main': 160, 'd_hidden': 64, 'n_blocks': 2, 'dropout': 0.1698480826585593, 'lr': 0.0003762961039889282, 'weight_decay': 0.0014343061148430866, 'batch_size': 64}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.3205, 1: 1.3205, 2: 0.6732092786133062} (클래스별 샘플 수: {0: 8000, 1: 8000, 2: 15692})
+[I 2025-12-25 13:11:27,905] Trial 86 pruned. 
+
+================================================================================
+Trial 86 완료
+  Value (CSI): 0.395973
+  Parameters: {'d_main': 192, 'd_hidden': 64, 'n_blocks': 3, 'dropout': 0.34372848358798946, 'lr': 0.0008985426267477046, 'weight_decay': 0.004420770615157944, 'batch_size': 64}
+  Best Value (CSI): 0.458044
+  Best Trial: 4
+  Best Parameters: {'d_main': 160, 'd_hidden': 64, 'n_blocks': 2, 'dropout': 0.1698480826585593, 'lr': 0.0003762961039889282, 'weight_decay': 0.0014343061148430866, 'batch_size': 64}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.3205, 1: 1.3205, 2: 0.6732092786133062} (클래스별 샘플 수: {0: 8000, 1: 8000, 2: 15692})
+  Fold 2 - 클래스별 가중치: {0: 1.3233333333333333, 1: 1.3233333333333333, 2: 0.6717428087986463} (클래스별 샘플 수: {0: 8000, 1: 8000, 2: 15760})
+  Fold 3 - 클래스별 가중치: {0: 1.299764705882353, 1: 1.299764705882353, 2: 0.6843409316154608} (클래스별 샘플 수: {0: 8500, 1: 8500, 2: 16144})
+[I 2025-12-25 13:12:34,143] Trial 87 pruned. 
+
+================================================================================
+Trial 87 완료
+  Value (CSI): 0.446524
+  Parameters: {'d_main': 256, 'd_hidden': 128, 'n_blocks': 5, 'dropout': 0.31625093636559537, 'lr': 0.0012521978854270583, 'weight_decay': 0.01093760192270259, 'batch_size': 64}
+  Best Value (CSI): 0.458044
+  Best Trial: 4
+  Best Parameters: {'d_main': 160, 'd_hidden': 64, 'n_blocks': 2, 'dropout': 0.1698480826585593, 'lr': 0.0003762961039889282, 'weight_decay': 0.0014343061148430866, 'batch_size': 64}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.3205, 1: 1.3205, 2: 0.6732092786133062} (클래스별 샘플 수: {0: 8000, 1: 8000, 2: 15692})
+[I 2025-12-25 13:12:50,530] Trial 88 pruned. 
+
+================================================================================
+Trial 88 완료
+  Value (CSI): 0.394340
+  Parameters: {'d_main': 160, 'd_hidden': 128, 'n_blocks': 2, 'dropout': 0.2512575941687539, 'lr': 0.0005575411103507515, 'weight_decay': 0.006618260740670107, 'batch_size': 32}
+  Best Value (CSI): 0.458044
+  Best Trial: 4
+  Best Parameters: {'d_main': 160, 'd_hidden': 64, 'n_blocks': 2, 'dropout': 0.1698480826585593, 'lr': 0.0003762961039889282, 'weight_decay': 0.0014343061148430866, 'batch_size': 64}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.3205, 1: 1.3205, 2: 0.6732092786133062} (클래스별 샘플 수: {0: 8000, 1: 8000, 2: 15692})
+  Fold 2 - 클래스별 가중치: {0: 1.3233333333333333, 1: 1.3233333333333333, 2: 0.6717428087986463} (클래스별 샘플 수: {0: 8000, 1: 8000, 2: 15760})
+  Fold 3 - 클래스별 가중치: {0: 1.299764705882353, 1: 1.299764705882353, 2: 0.6843409316154608} (클래스별 샘플 수: {0: 8500, 1: 8500, 2: 16144})
+[I 2025-12-25 13:14:02,844] Trial 89 finished with value: 0.44499309911441637 and parameters: {'d_main': 192, 'd_hidden': 192, 'n_blocks': 3, 'dropout': 0.29472089970257903, 'lr': 0.0006876009521136475, 'weight_decay': 0.0026352446617291967, 'batch_size': 64}. Best is trial 4 with value: 0.45804386918458945.
+
+================================================================================
+Trial 89 완료
+  Value (CSI): 0.444993
+  Parameters: {'d_main': 192, 'd_hidden': 192, 'n_blocks': 3, 'dropout': 0.29472089970257903, 'lr': 0.0006876009521136475, 'weight_decay': 0.0026352446617291967, 'batch_size': 64}
+  Best Value (CSI): 0.458044
+  Best Trial: 4
+  Best Parameters: {'d_main': 160, 'd_hidden': 64, 'n_blocks': 2, 'dropout': 0.1698480826585593, 'lr': 0.0003762961039889282, 'weight_decay': 0.0014343061148430866, 'batch_size': 64}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.3205, 1: 1.3205, 2: 0.6732092786133062} (클래스별 샘플 수: {0: 8000, 1: 8000, 2: 15692})
+[I 2025-12-25 13:14:09,567] Trial 90 pruned. 
+
+================================================================================
+Trial 90 완료
+  Value (CSI): 0.384342
+  Parameters: {'d_main': 64, 'd_hidden': 64, 'n_blocks': 5, 'dropout': 0.3349255354326314, 'lr': 0.0004288089190368402, 'weight_decay': 0.008137769465740834, 'batch_size': 128}
+  Best Value (CSI): 0.458044
+  Best Trial: 4
+  Best Parameters: {'d_main': 160, 'd_hidden': 64, 'n_blocks': 2, 'dropout': 0.1698480826585593, 'lr': 0.0003762961039889282, 'weight_decay': 0.0014343061148430866, 'batch_size': 64}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.3205, 1: 1.3205, 2: 0.6732092786133062} (클래스별 샘플 수: {0: 8000, 1: 8000, 2: 15692})
+  Fold 2 - 클래스별 가중치: {0: 1.3233333333333333, 1: 1.3233333333333333, 2: 0.6717428087986463} (클래스별 샘플 수: {0: 8000, 1: 8000, 2: 15760})
+  Fold 3 - 클래스별 가중치: {0: 1.299764705882353, 1: 1.299764705882353, 2: 0.6843409316154608} (클래스별 샘플 수: {0: 8500, 1: 8500, 2: 16144})
+[I 2025-12-25 13:15:17,450] Trial 91 finished with value: 0.4424558565091475 and parameters: {'d_main': 128, 'd_hidden': 128, 'n_blocks': 4, 'dropout': 0.2821070050399821, 'lr': 0.00048305461591210264, 'weight_decay': 0.014252289600816268, 'batch_size': 64}. Best is trial 4 with value: 0.45804386918458945.
+
+================================================================================
+Trial 91 완료
+  Value (CSI): 0.442456
+  Parameters: {'d_main': 128, 'd_hidden': 128, 'n_blocks': 4, 'dropout': 0.2821070050399821, 'lr': 0.00048305461591210264, 'weight_decay': 0.014252289600816268, 'batch_size': 64}
+  Best Value (CSI): 0.458044
+  Best Trial: 4
+  Best Parameters: {'d_main': 160, 'd_hidden': 64, 'n_blocks': 2, 'dropout': 0.1698480826585593, 'lr': 0.0003762961039889282, 'weight_decay': 0.0014343061148430866, 'batch_size': 64}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.3205, 1: 1.3205, 2: 0.6732092786133062} (클래스별 샘플 수: {0: 8000, 1: 8000, 2: 15692})
+[I 2025-12-25 13:15:26,093] Trial 92 pruned. 
+
+================================================================================
+Trial 92 완료
+  Value (CSI): 0.394195
+  Parameters: {'d_main': 128, 'd_hidden': 128, 'n_blocks': 2, 'dropout': 0.2566664560922411, 'lr': 0.000373875832199835, 'weight_decay': 0.005600118215416452, 'batch_size': 64}
+  Best Value (CSI): 0.458044
+  Best Trial: 4
+  Best Parameters: {'d_main': 160, 'd_hidden': 64, 'n_blocks': 2, 'dropout': 0.1698480826585593, 'lr': 0.0003762961039889282, 'weight_decay': 0.0014343061148430866, 'batch_size': 64}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.3205, 1: 1.3205, 2: 0.6732092786133062} (클래스별 샘플 수: {0: 8000, 1: 8000, 2: 15692})
+  Fold 2 - 클래스별 가중치: {0: 1.3233333333333333, 1: 1.3233333333333333, 2: 0.6717428087986463} (클래스별 샘플 수: {0: 8000, 1: 8000, 2: 15760})
+  Fold 3 - 클래스별 가중치: {0: 1.299764705882353, 1: 1.299764705882353, 2: 0.6843409316154608} (클래스별 샘플 수: {0: 8500, 1: 8500, 2: 16144})
+[I 2025-12-25 13:16:33,474] Trial 93 finished with value: 0.44543734556448883 and parameters: {'d_main': 160, 'd_hidden': 128, 'n_blocks': 4, 'dropout': 0.27343220508292815, 'lr': 0.0006313921286729982, 'weight_decay': 0.008746902450829092, 'batch_size': 64}. Best is trial 4 with value: 0.45804386918458945.
+
+================================================================================
+Trial 93 완료
+  Value (CSI): 0.445437
+  Parameters: {'d_main': 160, 'd_hidden': 128, 'n_blocks': 4, 'dropout': 0.27343220508292815, 'lr': 0.0006313921286729982, 'weight_decay': 0.008746902450829092, 'batch_size': 64}
+  Best Value (CSI): 0.458044
+  Best Trial: 4
+  Best Parameters: {'d_main': 160, 'd_hidden': 64, 'n_blocks': 2, 'dropout': 0.1698480826585593, 'lr': 0.0003762961039889282, 'weight_decay': 0.0014343061148430866, 'batch_size': 64}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.3205, 1: 1.3205, 2: 0.6732092786133062} (클래스별 샘플 수: {0: 8000, 1: 8000, 2: 15692})
+  Fold 2 - 클래스별 가중치: {0: 1.3233333333333333, 1: 1.3233333333333333, 2: 0.6717428087986463} (클래스별 샘플 수: {0: 8000, 1: 8000, 2: 15760})
+  Fold 3 - 클래스별 가중치: {0: 1.299764705882353, 1: 1.299764705882353, 2: 0.6843409316154608} (클래스별 샘플 수: {0: 8500, 1: 8500, 2: 16144})
+[I 2025-12-25 13:17:32,626] Trial 94 finished with value: 0.45367666201068 and parameters: {'d_main': 96, 'd_hidden': 128, 'n_blocks': 3, 'dropout': 0.27964191118005544, 'lr': 0.000799688009872337, 'weight_decay': 0.009892487939565426, 'batch_size': 64}. Best is trial 4 with value: 0.45804386918458945.
+
+================================================================================
+Trial 94 완료
+  Value (CSI): 0.453677
+  Parameters: {'d_main': 96, 'd_hidden': 128, 'n_blocks': 3, 'dropout': 0.27964191118005544, 'lr': 0.000799688009872337, 'weight_decay': 0.009892487939565426, 'batch_size': 64}
+  Best Value (CSI): 0.458044
+  Best Trial: 4
+  Best Parameters: {'d_main': 160, 'd_hidden': 64, 'n_blocks': 2, 'dropout': 0.1698480826585593, 'lr': 0.0003762961039889282, 'weight_decay': 0.0014343061148430866, 'batch_size': 64}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.3205, 1: 1.3205, 2: 0.6732092786133062} (클래스별 샘플 수: {0: 8000, 1: 8000, 2: 15692})
+  Fold 2 - 클래스별 가중치: {0: 1.3233333333333333, 1: 1.3233333333333333, 2: 0.6717428087986463} (클래스별 샘플 수: {0: 8000, 1: 8000, 2: 15760})
+[I 2025-12-25 13:18:05,456] Trial 95 pruned. 
+
+================================================================================
+Trial 95 완료
+  Value (CSI): 0.448751
+  Parameters: {'d_main': 96, 'd_hidden': 128, 'n_blocks': 2, 'dropout': 0.2871907389180207, 'lr': 0.0007936422477586058, 'weight_decay': 0.010653754247890024, 'batch_size': 64}
+  Best Value (CSI): 0.458044
+  Best Trial: 4
+  Best Parameters: {'d_main': 160, 'd_hidden': 64, 'n_blocks': 2, 'dropout': 0.1698480826585593, 'lr': 0.0003762961039889282, 'weight_decay': 0.0014343061148430866, 'batch_size': 64}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.3205, 1: 1.3205, 2: 0.6732092786133062} (클래스별 샘플 수: {0: 8000, 1: 8000, 2: 15692})
+[I 2025-12-25 13:18:23,680] Trial 96 pruned. 
+
+================================================================================
+Trial 96 완료
+  Value (CSI): 0.394444
+  Parameters: {'d_main': 96, 'd_hidden': 128, 'n_blocks': 3, 'dropout': 0.30780551871181067, 'lr': 0.0009974876317695378, 'weight_decay': 0.019722085272954097, 'batch_size': 64}
+  Best Value (CSI): 0.458044
+  Best Trial: 4
+  Best Parameters: {'d_main': 160, 'd_hidden': 64, 'n_blocks': 2, 'dropout': 0.1698480826585593, 'lr': 0.0003762961039889282, 'weight_decay': 0.0014343061148430866, 'batch_size': 64}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.3205, 1: 1.3205, 2: 0.6732092786133062} (클래스별 샘플 수: {0: 8000, 1: 8000, 2: 15692})
+  Fold 2 - 클래스별 가중치: {0: 1.3233333333333333, 1: 1.3233333333333333, 2: 0.6717428087986463} (클래스별 샘플 수: {0: 8000, 1: 8000, 2: 15760})
+[I 2025-12-25 13:18:52,851] Trial 97 pruned. 
+
+================================================================================
+Trial 97 완료
+  Value (CSI): 0.443500
+  Parameters: {'d_main': 192, 'd_hidden': 128, 'n_blocks': 2, 'dropout': 0.3013910134250278, 'lr': 0.0008624441911632399, 'weight_decay': 0.005074384371044865, 'batch_size': 64}
+  Best Value (CSI): 0.458044
+  Best Trial: 4
+  Best Parameters: {'d_main': 160, 'd_hidden': 64, 'n_blocks': 2, 'dropout': 0.1698480826585593, 'lr': 0.0003762961039889282, 'weight_decay': 0.0014343061148430866, 'batch_size': 64}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.3205, 1: 1.3205, 2: 0.6732092786133062} (클래스별 샘플 수: {0: 8000, 1: 8000, 2: 15692})
+  Fold 2 - 클래스별 가중치: {0: 1.3233333333333333, 1: 1.3233333333333333, 2: 0.6717428087986463} (클래스별 샘플 수: {0: 8000, 1: 8000, 2: 15760})
+[I 2025-12-25 13:19:38,756] Trial 98 pruned. 
+
+================================================================================
+Trial 98 완료
+  Value (CSI): 0.446696
+  Parameters: {'d_main': 224, 'd_hidden': 64, 'n_blocks': 6, 'dropout': 0.24167261815124635, 'lr': 0.0005652645884763109, 'weight_decay': 0.006730693309143569, 'batch_size': 64}
+  Best Value (CSI): 0.458044
+  Best Trial: 4
+  Best Parameters: {'d_main': 160, 'd_hidden': 64, 'n_blocks': 2, 'dropout': 0.1698480826585593, 'lr': 0.0003762961039889282, 'weight_decay': 0.0014343061148430866, 'batch_size': 64}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.3205, 1: 1.3205, 2: 0.6732092786133062} (클래스별 샘플 수: {0: 8000, 1: 8000, 2: 15692})
+[I 2025-12-25 13:19:46,642] Trial 99 pruned. 
+
+================================================================================
+Trial 99 완료
+  Value (CSI): 0.390639
+  Parameters: {'d_main': 96, 'd_hidden': 128, 'n_blocks': 4, 'dropout': 0.2643060097575511, 'lr': 0.0011347345893885192, 'weight_decay': 0.012336978488023544, 'batch_size': 256}
+  Best Value (CSI): 0.458044
+  Best Trial: 4
+  Best Parameters: {'d_main': 160, 'd_hidden': 64, 'n_blocks': 2, 'dropout': 0.1698480826585593, 'lr': 0.0003762961039889282, 'weight_decay': 0.0014343061148430866, 'batch_size': 64}
+================================================================================
+
+
+최적화 완료.
+Best CSI Score: 0.4580
+Best Hyperparameters: {'d_main': 160, 'd_hidden': 64, 'n_blocks': 2, 'dropout': 0.1698480826585593, 'lr': 0.0003762961039889282, 'weight_decay': 0.0014343061148430866, 'batch_size': 64}
+
+최적화 과정 요약:
+  - 총 시도 횟수: 100
+  - 성공한 시도: 100
+  - 최초 CSI: 0.4422
+  - 최종 CSI: 0.3906
+  - 최고 CSI: 0.4580
+  - 최저 CSI: 0.3345
+  - 평균 CSI: 0.4079
+
+최적화 Study 객체가 /workspace/visibility_prediction/Analysis_code/optimization_history/deepgbm_smote_gwangju_trials.pkl에 저장되었습니다.
+
+==================================================
+최적화된 하이퍼파라미터로 최종 모델 학습 시작
+==================================================
+최종 모델 학습 시작...
+Fold 1 학습 중...
+  Early stopping at epoch 28, Best CSI: 0.4120
+  Fold 1 학습 완료 (검증 CSI: 0.4120)
+Fold 2 학습 중...
+  Early stopping at epoch 23, Best CSI: 0.4670
+  Fold 2 학습 완료 (검증 CSI: 0.4670)
+Fold 3 학습 중...
+  Early stopping at epoch 32, Best CSI: 0.4646
+  Fold 3 학습 완료 (검증 CSI: 0.4646)
+
+모든 모델 저장 완료: ../save_model/deepgbm_optima/deepgbm_smote_gwangju.pkl (총 3개 fold)
+Scaler 저장 완료: ../save_model/deepgbm_optima/scaler/deepgbm_smote_gwangju_scaler.pkl (총 3개 fold)
+
+최종 모델 학습 및 저장 완료!
+저장된 모델 경로: ../save_model/deepgbm_optima/deepgbm_smote_gwangju.pkl
+
+✓ 완료: deepgbm_smote/deepgbm_smote_gwangju.py (소요 시간: 3605초)
+
+----------------------------------------
+실행 중: deepgbm_smote/deepgbm_smote_incheon.py
+시작 시간: 2025-12-25 13:20:52
+----------------------------------------
+[I 2025-12-25 13:20:53,409] A new study created in memory with name: no-name-5345f514-53a7-4c32-89be-386daec718ee
+  Fold 1 - 클래스별 가중치: {0: 1.313511111111111, 1: 1.313511111111111, 2: 0.6768814987861298} (클래스별 샘플 수: {0: 7500, 1: 7500, 2: 14554})
+  Fold 2 - 클래스별 가중치: {0: 1.3172, 1: 1.3172, 2: 0.6749333879893421} (클래스별 샘플 수: {0: 7500, 1: 7500, 2: 14637})
+  Fold 3 - 클래스별 가중치: {0: 1.3153333333333332, 1: 1.3153333333333332, 2: 0.6759164097293594} (클래스별 샘플 수: {0: 7500, 1: 7500, 2: 14595})
+[I 2025-12-25 13:21:38,314] Trial 0 finished with value: 0.5288806849603345 and parameters: {'d_main': 128, 'd_hidden': 192, 'n_blocks': 6, 'dropout': 0.13019815005255592, 'lr': 0.0017111913942698992, 'weight_decay': 0.03207567445544088, 'batch_size': 128}. Best is trial 0 with value: 0.5288806849603345.
+
+================================================================================
+Trial 0 완료
+  Value (CSI): 0.528881
+  Parameters: {'d_main': 128, 'd_hidden': 192, 'n_blocks': 6, 'dropout': 0.13019815005255592, 'lr': 0.0017111913942698992, 'weight_decay': 0.03207567445544088, 'batch_size': 128}
+  Best Value (CSI): 0.528881
+  Best Trial: 0
+  Best Parameters: {'d_main': 128, 'd_hidden': 192, 'n_blocks': 6, 'dropout': 0.13019815005255592, 'lr': 0.0017111913942698992, 'weight_decay': 0.03207567445544088, 'batch_size': 128}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.313511111111111, 1: 1.313511111111111, 2: 0.6768814987861298} (클래스별 샘플 수: {0: 7500, 1: 7500, 2: 14554})
+  Fold 2 - 클래스별 가중치: {0: 1.3172, 1: 1.3172, 2: 0.6749333879893421} (클래스별 샘플 수: {0: 7500, 1: 7500, 2: 14637})
+  Fold 3 - 클래스별 가중치: {0: 1.3153333333333332, 1: 1.3153333333333332, 2: 0.6759164097293594} (클래스별 샘플 수: {0: 7500, 1: 7500, 2: 14595})
+[I 2025-12-25 13:25:00,626] Trial 1 finished with value: 0.5049464584116119 and parameters: {'d_main': 256, 'd_hidden': 128, 'n_blocks': 4, 'dropout': 0.13496565457563842, 'lr': 1.4291888571586994e-05, 'weight_decay': 0.0014397268969090545, 'batch_size': 32}. Best is trial 0 with value: 0.5288806849603345.
+
+================================================================================
+Trial 1 완료
+  Value (CSI): 0.504946
+  Parameters: {'d_main': 256, 'd_hidden': 128, 'n_blocks': 4, 'dropout': 0.13496565457563842, 'lr': 1.4291888571586994e-05, 'weight_decay': 0.0014397268969090545, 'batch_size': 32}
+  Best Value (CSI): 0.528881
+  Best Trial: 0
+  Best Parameters: {'d_main': 128, 'd_hidden': 192, 'n_blocks': 6, 'dropout': 0.13019815005255592, 'lr': 0.0017111913942698992, 'weight_decay': 0.03207567445544088, 'batch_size': 128}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.313511111111111, 1: 1.313511111111111, 2: 0.6768814987861298} (클래스별 샘플 수: {0: 7500, 1: 7500, 2: 14554})
+  Fold 2 - 클래스별 가중치: {0: 1.3172, 1: 1.3172, 2: 0.6749333879893421} (클래스별 샘플 수: {0: 7500, 1: 7500, 2: 14637})
+  Fold 3 - 클래스별 가중치: {0: 1.3153333333333332, 1: 1.3153333333333332, 2: 0.6759164097293594} (클래스별 샘플 수: {0: 7500, 1: 7500, 2: 14595})
+[I 2025-12-25 13:27:37,216] Trial 2 finished with value: 0.4906676060590651 and parameters: {'d_main': 128, 'd_hidden': 256, 'n_blocks': 2, 'dropout': 0.271471092682458, 'lr': 1.086354640232579e-05, 'weight_decay': 0.0015198639876740406, 'batch_size': 64}. Best is trial 0 with value: 0.5288806849603345.
+
+================================================================================
+Trial 2 완료
+  Value (CSI): 0.490668
+  Parameters: {'d_main': 128, 'd_hidden': 256, 'n_blocks': 2, 'dropout': 0.271471092682458, 'lr': 1.086354640232579e-05, 'weight_decay': 0.0015198639876740406, 'batch_size': 64}
+  Best Value (CSI): 0.528881
+  Best Trial: 0
+  Best Parameters: {'d_main': 128, 'd_hidden': 192, 'n_blocks': 6, 'dropout': 0.13019815005255592, 'lr': 0.0017111913942698992, 'weight_decay': 0.03207567445544088, 'batch_size': 128}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.313511111111111, 1: 1.313511111111111, 2: 0.6768814987861298} (클래스별 샘플 수: {0: 7500, 1: 7500, 2: 14554})
+  Fold 2 - 클래스별 가중치: {0: 1.3172, 1: 1.3172, 2: 0.6749333879893421} (클래스별 샘플 수: {0: 7500, 1: 7500, 2: 14637})
+  Fold 3 - 클래스별 가중치: {0: 1.3153333333333332, 1: 1.3153333333333332, 2: 0.6759164097293594} (클래스별 샘플 수: {0: 7500, 1: 7500, 2: 14595})
+[I 2025-12-25 13:28:46,189] Trial 3 finished with value: 0.5060383859826026 and parameters: {'d_main': 64, 'd_hidden': 192, 'n_blocks': 3, 'dropout': 0.1349734305933428, 'lr': 8.682885475954621e-05, 'weight_decay': 0.04149528028889058, 'batch_size': 128}. Best is trial 0 with value: 0.5288806849603345.
+
+================================================================================
+Trial 3 완료
+  Value (CSI): 0.506038
+  Parameters: {'d_main': 64, 'd_hidden': 192, 'n_blocks': 3, 'dropout': 0.1349734305933428, 'lr': 8.682885475954621e-05, 'weight_decay': 0.04149528028889058, 'batch_size': 128}
+  Best Value (CSI): 0.528881
+  Best Trial: 0
+  Best Parameters: {'d_main': 128, 'd_hidden': 192, 'n_blocks': 6, 'dropout': 0.13019815005255592, 'lr': 0.0017111913942698992, 'weight_decay': 0.03207567445544088, 'batch_size': 128}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.313511111111111, 1: 1.313511111111111, 2: 0.6768814987861298} (클래스별 샘플 수: {0: 7500, 1: 7500, 2: 14554})
+  Fold 2 - 클래스별 가중치: {0: 1.3172, 1: 1.3172, 2: 0.6749333879893421} (클래스별 샘플 수: {0: 7500, 1: 7500, 2: 14637})
+  Fold 3 - 클래스별 가중치: {0: 1.3153333333333332, 1: 1.3153333333333332, 2: 0.6759164097293594} (클래스별 샘플 수: {0: 7500, 1: 7500, 2: 14595})
+[I 2025-12-25 13:30:31,377] Trial 4 finished with value: 0.4917046580420097 and parameters: {'d_main': 96, 'd_hidden': 128, 'n_blocks': 6, 'dropout': 0.38285211488438053, 'lr': 2.465355833449838e-05, 'weight_decay': 0.008143695976343924, 'batch_size': 256}. Best is trial 0 with value: 0.5288806849603345.
+
+================================================================================
+Trial 4 완료
+  Value (CSI): 0.491705
+  Parameters: {'d_main': 96, 'd_hidden': 128, 'n_blocks': 6, 'dropout': 0.38285211488438053, 'lr': 2.465355833449838e-05, 'weight_decay': 0.008143695976343924, 'batch_size': 256}
+  Best Value (CSI): 0.528881
+  Best Trial: 0
+  Best Parameters: {'d_main': 128, 'd_hidden': 192, 'n_blocks': 6, 'dropout': 0.13019815005255592, 'lr': 0.0017111913942698992, 'weight_decay': 0.03207567445544088, 'batch_size': 128}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.313511111111111, 1: 1.313511111111111, 2: 0.6768814987861298} (클래스별 샘플 수: {0: 7500, 1: 7500, 2: 14554})
+  Fold 2 - 클래스별 가중치: {0: 1.3172, 1: 1.3172, 2: 0.6749333879893421} (클래스별 샘플 수: {0: 7500, 1: 7500, 2: 14637})
+  Fold 3 - 클래스별 가중치: {0: 1.3153333333333332, 1: 1.3153333333333332, 2: 0.6759164097293594} (클래스별 샘플 수: {0: 7500, 1: 7500, 2: 14595})
+[I 2025-12-25 13:31:05,904] Trial 5 finished with value: 0.5248410667586786 and parameters: {'d_main': 256, 'd_hidden': 128, 'n_blocks': 3, 'dropout': 0.10560193269379775, 'lr': 0.00016352788876529878, 'weight_decay': 0.05256224532351117, 'batch_size': 256}. Best is trial 0 with value: 0.5288806849603345.
+
+================================================================================
+Trial 5 완료
+  Value (CSI): 0.524841
+  Parameters: {'d_main': 256, 'd_hidden': 128, 'n_blocks': 3, 'dropout': 0.10560193269379775, 'lr': 0.00016352788876529878, 'weight_decay': 0.05256224532351117, 'batch_size': 256}
+  Best Value (CSI): 0.528881
+  Best Trial: 0
+  Best Parameters: {'d_main': 128, 'd_hidden': 192, 'n_blocks': 6, 'dropout': 0.13019815005255592, 'lr': 0.0017111913942698992, 'weight_decay': 0.03207567445544088, 'batch_size': 128}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.313511111111111, 1: 1.313511111111111, 2: 0.6768814987861298} (클래스별 샘플 수: {0: 7500, 1: 7500, 2: 14554})
+  Fold 2 - 클래스별 가중치: {0: 1.3172, 1: 1.3172, 2: 0.6749333879893421} (클래스별 샘플 수: {0: 7500, 1: 7500, 2: 14637})
+  Fold 3 - 클래스별 가중치: {0: 1.3153333333333332, 1: 1.3153333333333332, 2: 0.6759164097293594} (클래스별 샘플 수: {0: 7500, 1: 7500, 2: 14595})
+[I 2025-12-25 13:32:06,776] Trial 6 finished with value: 0.5209065799149006 and parameters: {'d_main': 160, 'd_hidden': 128, 'n_blocks': 4, 'dropout': 0.11628478098203561, 'lr': 0.0001492848265557852, 'weight_decay': 0.0001685578955279736, 'batch_size': 128}. Best is trial 0 with value: 0.5288806849603345.
+
+================================================================================
+Trial 6 완료
+  Value (CSI): 0.520907
+  Parameters: {'d_main': 160, 'd_hidden': 128, 'n_blocks': 4, 'dropout': 0.11628478098203561, 'lr': 0.0001492848265557852, 'weight_decay': 0.0001685578955279736, 'batch_size': 128}
+  Best Value (CSI): 0.528881
+  Best Trial: 0
+  Best Parameters: {'d_main': 128, 'd_hidden': 192, 'n_blocks': 6, 'dropout': 0.13019815005255592, 'lr': 0.0017111913942698992, 'weight_decay': 0.03207567445544088, 'batch_size': 128}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.313511111111111, 1: 1.313511111111111, 2: 0.6768814987861298} (클래스별 샘플 수: {0: 7500, 1: 7500, 2: 14554})
+[I 2025-12-25 13:32:17,118] Trial 7 pruned. 
+
+================================================================================
+Trial 7 완료
+  Value (CSI): 0.405635
+  Parameters: {'d_main': 256, 'd_hidden': 64, 'n_blocks': 5, 'dropout': 0.23680933861323059, 'lr': 1.576029032544915e-05, 'weight_decay': 0.0007211798655465211, 'batch_size': 64}
+  Best Value (CSI): 0.528881
+  Best Trial: 0
+  Best Parameters: {'d_main': 128, 'd_hidden': 192, 'n_blocks': 6, 'dropout': 0.13019815005255592, 'lr': 0.0017111913942698992, 'weight_decay': 0.03207567445544088, 'batch_size': 128}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.313511111111111, 1: 1.313511111111111, 2: 0.6768814987861298} (클래스별 샘플 수: {0: 7500, 1: 7500, 2: 14554})
+  Fold 2 - 클래스별 가중치: {0: 1.3172, 1: 1.3172, 2: 0.6749333879893421} (클래스별 샘플 수: {0: 7500, 1: 7500, 2: 14637})
+  Fold 3 - 클래스별 가중치: {0: 1.3153333333333332, 1: 1.3153333333333332, 2: 0.6759164097293594} (클래스별 샘플 수: {0: 7500, 1: 7500, 2: 14595})
+[I 2025-12-25 13:32:53,149] Trial 8 finished with value: 0.5483885776901485 and parameters: {'d_main': 96, 'd_hidden': 64, 'n_blocks': 5, 'dropout': 0.392769565148829, 'lr': 0.0014778518768326881, 'weight_decay': 0.05615490031554831, 'batch_size': 256}. Best is trial 8 with value: 0.5483885776901485.
+
+================================================================================
+Trial 8 완료
+  Value (CSI): 0.548389
+  Parameters: {'d_main': 96, 'd_hidden': 64, 'n_blocks': 5, 'dropout': 0.392769565148829, 'lr': 0.0014778518768326881, 'weight_decay': 0.05615490031554831, 'batch_size': 256}
+  Best Value (CSI): 0.548389
+  Best Trial: 8
+  Best Parameters: {'d_main': 96, 'd_hidden': 64, 'n_blocks': 5, 'dropout': 0.392769565148829, 'lr': 0.0014778518768326881, 'weight_decay': 0.05615490031554831, 'batch_size': 256}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.313511111111111, 1: 1.313511111111111, 2: 0.6768814987861298} (클래스별 샘플 수: {0: 7500, 1: 7500, 2: 14554})
+[I 2025-12-25 13:33:18,374] Trial 9 pruned. 
+
+================================================================================
+Trial 9 완료
+  Value (CSI): 0.495383
+  Parameters: {'d_main': 224, 'd_hidden': 64, 'n_blocks': 5, 'dropout': 0.14442526096231215, 'lr': 4.385886370968864e-05, 'weight_decay': 0.0403428287809734, 'batch_size': 128}
+  Best Value (CSI): 0.548389
+  Best Trial: 8
+  Best Parameters: {'d_main': 96, 'd_hidden': 64, 'n_blocks': 5, 'dropout': 0.392769565148829, 'lr': 0.0014778518768326881, 'weight_decay': 0.05615490031554831, 'batch_size': 256}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.313511111111111, 1: 1.313511111111111, 2: 0.6768814987861298} (클래스별 샘플 수: {0: 7500, 1: 7500, 2: 14554})
+  Fold 2 - 클래스별 가중치: {0: 1.3172, 1: 1.3172, 2: 0.6749333879893421} (클래스별 샘플 수: {0: 7500, 1: 7500, 2: 14637})
+  Fold 3 - 클래스별 가중치: {0: 1.3153333333333332, 1: 1.3153333333333332, 2: 0.6759164097293594} (클래스별 샘플 수: {0: 7500, 1: 7500, 2: 14595})
+[I 2025-12-25 13:33:55,959] Trial 10 finished with value: 0.5530162000533873 and parameters: {'d_main': 64, 'd_hidden': 64, 'n_blocks': 5, 'dropout': 0.3896760245898689, 'lr': 0.008394441820755244, 'weight_decay': 0.006973187213110583, 'batch_size': 256}. Best is trial 10 with value: 0.5530162000533873.
+
+================================================================================
+Trial 10 완료
+  Value (CSI): 0.553016
+  Parameters: {'d_main': 64, 'd_hidden': 64, 'n_blocks': 5, 'dropout': 0.3896760245898689, 'lr': 0.008394441820755244, 'weight_decay': 0.006973187213110583, 'batch_size': 256}
+  Best Value (CSI): 0.553016
+  Best Trial: 10
+  Best Parameters: {'d_main': 64, 'd_hidden': 64, 'n_blocks': 5, 'dropout': 0.3896760245898689, 'lr': 0.008394441820755244, 'weight_decay': 0.006973187213110583, 'batch_size': 256}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.313511111111111, 1: 1.313511111111111, 2: 0.6768814987861298} (클래스별 샘플 수: {0: 7500, 1: 7500, 2: 14554})
+  Fold 2 - 클래스별 가중치: {0: 1.3172, 1: 1.3172, 2: 0.6749333879893421} (클래스별 샘플 수: {0: 7500, 1: 7500, 2: 14637})
+  Fold 3 - 클래스별 가중치: {0: 1.3153333333333332, 1: 1.3153333333333332, 2: 0.6759164097293594} (클래스별 샘플 수: {0: 7500, 1: 7500, 2: 14595})
+[I 2025-12-25 13:34:27,848] Trial 11 finished with value: 0.5525590785026059 and parameters: {'d_main': 64, 'd_hidden': 64, 'n_blocks': 5, 'dropout': 0.39959974330443243, 'lr': 0.0095096065717139, 'weight_decay': 0.01001916699114309, 'batch_size': 256}. Best is trial 10 with value: 0.5530162000533873.
+
+================================================================================
+Trial 11 완료
+  Value (CSI): 0.552559
+  Parameters: {'d_main': 64, 'd_hidden': 64, 'n_blocks': 5, 'dropout': 0.39959974330443243, 'lr': 0.0095096065717139, 'weight_decay': 0.01001916699114309, 'batch_size': 256}
+  Best Value (CSI): 0.553016
+  Best Trial: 10
+  Best Parameters: {'d_main': 64, 'd_hidden': 64, 'n_blocks': 5, 'dropout': 0.3896760245898689, 'lr': 0.008394441820755244, 'weight_decay': 0.006973187213110583, 'batch_size': 256}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.313511111111111, 1: 1.313511111111111, 2: 0.6768814987861298} (클래스별 샘플 수: {0: 7500, 1: 7500, 2: 14554})
+  Fold 2 - 클래스별 가중치: {0: 1.3172, 1: 1.3172, 2: 0.6749333879893421} (클래스별 샘플 수: {0: 7500, 1: 7500, 2: 14637})
+  Fold 3 - 클래스별 가중치: {0: 1.3153333333333332, 1: 1.3153333333333332, 2: 0.6759164097293594} (클래스별 샘플 수: {0: 7500, 1: 7500, 2: 14595})
+[I 2025-12-25 13:34:58,272] Trial 12 finished with value: 0.54352511804275 and parameters: {'d_main': 64, 'd_hidden': 64, 'n_blocks': 5, 'dropout': 0.35773761444124325, 'lr': 0.008686495473035837, 'weight_decay': 0.007759768653904916, 'batch_size': 256}. Best is trial 10 with value: 0.5530162000533873.
+
+================================================================================
+Trial 12 완료
+  Value (CSI): 0.543525
+  Parameters: {'d_main': 64, 'd_hidden': 64, 'n_blocks': 5, 'dropout': 0.35773761444124325, 'lr': 0.008686495473035837, 'weight_decay': 0.007759768653904916, 'batch_size': 256}
+  Best Value (CSI): 0.553016
+  Best Trial: 10
+  Best Parameters: {'d_main': 64, 'd_hidden': 64, 'n_blocks': 5, 'dropout': 0.3896760245898689, 'lr': 0.008394441820755244, 'weight_decay': 0.006973187213110583, 'batch_size': 256}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.313511111111111, 1: 1.313511111111111, 2: 0.6768814987861298} (클래스별 샘플 수: {0: 7500, 1: 7500, 2: 14554})
+  Fold 2 - 클래스별 가중치: {0: 1.3172, 1: 1.3172, 2: 0.6749333879893421} (클래스별 샘플 수: {0: 7500, 1: 7500, 2: 14637})
+  Fold 3 - 클래스별 가중치: {0: 1.3153333333333332, 1: 1.3153333333333332, 2: 0.6759164097293594} (클래스별 샘플 수: {0: 7500, 1: 7500, 2: 14595})
+[I 2025-12-25 13:35:32,424] Trial 13 finished with value: 0.5525550793206873 and parameters: {'d_main': 64, 'd_hidden': 64, 'n_blocks': 6, 'dropout': 0.3380484909232751, 'lr': 0.009818054972668985, 'weight_decay': 0.007395520844885814, 'batch_size': 256}. Best is trial 10 with value: 0.5530162000533873.
+
+================================================================================
+Trial 13 완료
+  Value (CSI): 0.552555
+  Parameters: {'d_main': 64, 'd_hidden': 64, 'n_blocks': 6, 'dropout': 0.3380484909232751, 'lr': 0.009818054972668985, 'weight_decay': 0.007395520844885814, 'batch_size': 256}
+  Best Value (CSI): 0.553016
+  Best Trial: 10
+  Best Parameters: {'d_main': 64, 'd_hidden': 64, 'n_blocks': 5, 'dropout': 0.3896760245898689, 'lr': 0.008394441820755244, 'weight_decay': 0.006973187213110583, 'batch_size': 256}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.313511111111111, 1: 1.313511111111111, 2: 0.6768814987861298} (클래스별 샘플 수: {0: 7500, 1: 7500, 2: 14554})
+  Fold 2 - 클래스별 가중치: {0: 1.3172, 1: 1.3172, 2: 0.6749333879893421} (클래스별 샘플 수: {0: 7500, 1: 7500, 2: 14637})
+  Fold 3 - 클래스별 가중치: {0: 1.3153333333333332, 1: 1.3153333333333332, 2: 0.6759164097293594} (클래스별 샘플 수: {0: 7500, 1: 7500, 2: 14595})
+[I 2025-12-25 13:37:52,146] Trial 14 finished with value: 0.5480862609987603 and parameters: {'d_main': 192, 'd_hidden': 256, 'n_blocks': 4, 'dropout': 0.3270364344661163, 'lr': 0.0033711105829348, 'weight_decay': 0.01786704315123361, 'batch_size': 32}. Best is trial 10 with value: 0.5530162000533873.
+
+================================================================================
+Trial 14 완료
+  Value (CSI): 0.548086
+  Parameters: {'d_main': 192, 'd_hidden': 256, 'n_blocks': 4, 'dropout': 0.3270364344661163, 'lr': 0.0033711105829348, 'weight_decay': 0.01786704315123361, 'batch_size': 32}
+  Best Value (CSI): 0.553016
+  Best Trial: 10
+  Best Parameters: {'d_main': 64, 'd_hidden': 64, 'n_blocks': 5, 'dropout': 0.3896760245898689, 'lr': 0.008394441820755244, 'weight_decay': 0.006973187213110583, 'batch_size': 256}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.313511111111111, 1: 1.313511111111111, 2: 0.6768814987861298} (클래스별 샘플 수: {0: 7500, 1: 7500, 2: 14554})
+[I 2025-12-25 13:38:02,255] Trial 15 pruned. 
+
+================================================================================
+Trial 15 완료
+  Value (CSI): 0.512965
+  Parameters: {'d_main': 96, 'd_hidden': 64, 'n_blocks': 5, 'dropout': 0.38604142581900763, 'lr': 0.000834151259394319, 'weight_decay': 0.003914260788420277, 'batch_size': 256}
+  Best Value (CSI): 0.553016
+  Best Trial: 10
+  Best Parameters: {'d_main': 64, 'd_hidden': 64, 'n_blocks': 5, 'dropout': 0.3896760245898689, 'lr': 0.008394441820755244, 'weight_decay': 0.006973187213110583, 'batch_size': 256}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.313511111111111, 1: 1.313511111111111, 2: 0.6768814987861298} (클래스별 샘플 수: {0: 7500, 1: 7500, 2: 14554})
+  Fold 2 - 클래스별 가중치: {0: 1.3172, 1: 1.3172, 2: 0.6749333879893421} (클래스별 샘플 수: {0: 7500, 1: 7500, 2: 14637})
+  Fold 3 - 클래스별 가중치: {0: 1.3153333333333332, 1: 1.3153333333333332, 2: 0.6759164097293594} (클래스별 샘플 수: {0: 7500, 1: 7500, 2: 14595})
+[I 2025-12-25 13:38:30,239] Trial 16 finished with value: 0.55220459385759 and parameters: {'d_main': 128, 'd_hidden': 192, 'n_blocks': 3, 'dropout': 0.3956480333479846, 'lr': 0.0042568769936931015, 'weight_decay': 0.01443341855849047, 'batch_size': 256}. Best is trial 10 with value: 0.5530162000533873.
+
+================================================================================
+Trial 16 완료
+  Value (CSI): 0.552205
+  Parameters: {'d_main': 128, 'd_hidden': 192, 'n_blocks': 3, 'dropout': 0.3956480333479846, 'lr': 0.0042568769936931015, 'weight_decay': 0.01443341855849047, 'batch_size': 256}
+  Best Value (CSI): 0.553016
+  Best Trial: 10
+  Best Parameters: {'d_main': 64, 'd_hidden': 64, 'n_blocks': 5, 'dropout': 0.3896760245898689, 'lr': 0.008394441820755244, 'weight_decay': 0.006973187213110583, 'batch_size': 256}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.313511111111111, 1: 1.313511111111111, 2: 0.6768814987861298} (클래스별 샘플 수: {0: 7500, 1: 7500, 2: 14554})
+[I 2025-12-25 13:38:35,235] Trial 17 pruned. 
+
+================================================================================
+Trial 17 완료
+  Value (CSI): 0.489723
+  Parameters: {'d_main': 160, 'd_hidden': 128, 'n_blocks': 6, 'dropout': 0.3126214816576463, 'lr': 0.0007335863099701944, 'weight_decay': 0.09598619992155015, 'batch_size': 256}
+  Best Value (CSI): 0.553016
+  Best Trial: 10
+  Best Parameters: {'d_main': 64, 'd_hidden': 64, 'n_blocks': 5, 'dropout': 0.3896760245898689, 'lr': 0.008394441820755244, 'weight_decay': 0.006973187213110583, 'batch_size': 256}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.313511111111111, 1: 1.313511111111111, 2: 0.6768814987861298} (클래스별 샘플 수: {0: 7500, 1: 7500, 2: 14554})
+  Fold 2 - 클래스별 가중치: {0: 1.3172, 1: 1.3172, 2: 0.6749333879893421} (클래스별 샘플 수: {0: 7500, 1: 7500, 2: 14637})
+  Fold 3 - 클래스별 가중치: {0: 1.3153333333333332, 1: 1.3153333333333332, 2: 0.6759164097293594} (클래스별 샘플 수: {0: 7500, 1: 7500, 2: 14595})
+[I 2025-12-25 13:40:05,878] Trial 18 finished with value: 0.5535288395204495 and parameters: {'d_main': 64, 'd_hidden': 64, 'n_blocks': 5, 'dropout': 0.3581056250305848, 'lr': 0.004459240130445109, 'weight_decay': 0.003630474051287576, 'batch_size': 64}. Best is trial 18 with value: 0.5535288395204495.
+
+================================================================================
+Trial 18 완료
+  Value (CSI): 0.553529
+  Parameters: {'d_main': 64, 'd_hidden': 64, 'n_blocks': 5, 'dropout': 0.3581056250305848, 'lr': 0.004459240130445109, 'weight_decay': 0.003630474051287576, 'batch_size': 64}
+  Best Value (CSI): 0.553529
+  Best Trial: 18
+  Best Parameters: {'d_main': 64, 'd_hidden': 64, 'n_blocks': 5, 'dropout': 0.3581056250305848, 'lr': 0.004459240130445109, 'weight_decay': 0.003630474051287576, 'batch_size': 64}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.313511111111111, 1: 1.313511111111111, 2: 0.6768814987861298} (클래스별 샘플 수: {0: 7500, 1: 7500, 2: 14554})
+  Fold 2 - 클래스별 가중치: {0: 1.3172, 1: 1.3172, 2: 0.6749333879893421} (클래스별 샘플 수: {0: 7500, 1: 7500, 2: 14637})
+  Fold 3 - 클래스별 가중치: {0: 1.3153333333333332, 1: 1.3153333333333332, 2: 0.6759164097293594} (클래스별 샘플 수: {0: 7500, 1: 7500, 2: 14595})
+[I 2025-12-25 13:41:17,487] Trial 19 finished with value: 0.5561378414721172 and parameters: {'d_main': 96, 'd_hidden': 128, 'n_blocks': 4, 'dropout': 0.3586534716330606, 'lr': 0.003900235486039173, 'weight_decay': 0.0041126507262302155, 'batch_size': 64}. Best is trial 19 with value: 0.5561378414721172.
+
+================================================================================
+Trial 19 완료
+  Value (CSI): 0.556138
+  Parameters: {'d_main': 96, 'd_hidden': 128, 'n_blocks': 4, 'dropout': 0.3586534716330606, 'lr': 0.003900235486039173, 'weight_decay': 0.0041126507262302155, 'batch_size': 64}
+  Best Value (CSI): 0.556138
+  Best Trial: 19
+  Best Parameters: {'d_main': 96, 'd_hidden': 128, 'n_blocks': 4, 'dropout': 0.3586534716330606, 'lr': 0.003900235486039173, 'weight_decay': 0.0041126507262302155, 'batch_size': 64}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.313511111111111, 1: 1.313511111111111, 2: 0.6768814987861298} (클래스별 샘플 수: {0: 7500, 1: 7500, 2: 14554})
+  Fold 2 - 클래스별 가중치: {0: 1.3172, 1: 1.3172, 2: 0.6749333879893421} (클래스별 샘플 수: {0: 7500, 1: 7500, 2: 14637})
+  Fold 3 - 클래스별 가중치: {0: 1.3153333333333332, 1: 1.3153333333333332, 2: 0.6759164097293594} (클래스별 샘플 수: {0: 7500, 1: 7500, 2: 14595})
+[I 2025-12-25 13:42:25,591] Trial 20 finished with value: 0.5492234396625131 and parameters: {'d_main': 96, 'd_hidden': 128, 'n_blocks': 2, 'dropout': 0.353252133334309, 'lr': 0.000470093150982225, 'weight_decay': 0.003256639970124781, 'batch_size': 64}. Best is trial 19 with value: 0.5561378414721172.
+
+================================================================================
+Trial 20 완료
+  Value (CSI): 0.549223
+  Parameters: {'d_main': 96, 'd_hidden': 128, 'n_blocks': 2, 'dropout': 0.353252133334309, 'lr': 0.000470093150982225, 'weight_decay': 0.003256639970124781, 'batch_size': 64}
+  Best Value (CSI): 0.556138
+  Best Trial: 19
+  Best Parameters: {'d_main': 96, 'd_hidden': 128, 'n_blocks': 4, 'dropout': 0.3586534716330606, 'lr': 0.003900235486039173, 'weight_decay': 0.0041126507262302155, 'batch_size': 64}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.313511111111111, 1: 1.313511111111111, 2: 0.6768814987861298} (클래스별 샘플 수: {0: 7500, 1: 7500, 2: 14554})
+  Fold 2 - 클래스별 가중치: {0: 1.3172, 1: 1.3172, 2: 0.6749333879893421} (클래스별 샘플 수: {0: 7500, 1: 7500, 2: 14637})
+  Fold 3 - 클래스별 가중치: {0: 1.3153333333333332, 1: 1.3153333333333332, 2: 0.6759164097293594} (클래스별 샘플 수: {0: 7500, 1: 7500, 2: 14595})
+[I 2025-12-25 13:43:32,259] Trial 21 finished with value: 0.5489011456122262 and parameters: {'d_main': 64, 'd_hidden': 64, 'n_blocks': 4, 'dropout': 0.3559476683850265, 'lr': 0.005146921783446939, 'weight_decay': 0.004623667516538521, 'batch_size': 64}. Best is trial 19 with value: 0.5561378414721172.
+
+================================================================================
+Trial 21 완료
+  Value (CSI): 0.548901
+  Parameters: {'d_main': 64, 'd_hidden': 64, 'n_blocks': 4, 'dropout': 0.3559476683850265, 'lr': 0.005146921783446939, 'weight_decay': 0.004623667516538521, 'batch_size': 64}
+  Best Value (CSI): 0.556138
+  Best Trial: 19
+  Best Parameters: {'d_main': 96, 'd_hidden': 128, 'n_blocks': 4, 'dropout': 0.3586534716330606, 'lr': 0.003900235486039173, 'weight_decay': 0.0041126507262302155, 'batch_size': 64}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.313511111111111, 1: 1.313511111111111, 2: 0.6768814987861298} (클래스별 샘플 수: {0: 7500, 1: 7500, 2: 14554})
+  Fold 2 - 클래스별 가중치: {0: 1.3172, 1: 1.3172, 2: 0.6749333879893421} (클래스별 샘플 수: {0: 7500, 1: 7500, 2: 14637})
+  Fold 3 - 클래스별 가중치: {0: 1.3153333333333332, 1: 1.3153333333333332, 2: 0.6759164097293594} (클래스별 샘플 수: {0: 7500, 1: 7500, 2: 14595})
+[I 2025-12-25 13:44:47,537] Trial 22 finished with value: 0.5443467271299186 and parameters: {'d_main': 96, 'd_hidden': 128, 'n_blocks': 4, 'dropout': 0.31087625586636114, 'lr': 0.0024903207721008003, 'weight_decay': 0.0019917835008676607, 'batch_size': 64}. Best is trial 19 with value: 0.5561378414721172.
+
+================================================================================
+Trial 22 완료
+  Value (CSI): 0.544347
+  Parameters: {'d_main': 96, 'd_hidden': 128, 'n_blocks': 4, 'dropout': 0.31087625586636114, 'lr': 0.0024903207721008003, 'weight_decay': 0.0019917835008676607, 'batch_size': 64}
+  Best Value (CSI): 0.556138
+  Best Trial: 19
+  Best Parameters: {'d_main': 96, 'd_hidden': 128, 'n_blocks': 4, 'dropout': 0.3586534716330606, 'lr': 0.003900235486039173, 'weight_decay': 0.0041126507262302155, 'batch_size': 64}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.313511111111111, 1: 1.313511111111111, 2: 0.6768814987861298} (클래스별 샘플 수: {0: 7500, 1: 7500, 2: 14554})
+  Fold 2 - 클래스별 가중치: {0: 1.3172, 1: 1.3172, 2: 0.6749333879893421} (클래스별 샘플 수: {0: 7500, 1: 7500, 2: 14637})
+  Fold 3 - 클래스별 가중치: {0: 1.3153333333333332, 1: 1.3153333333333332, 2: 0.6759164097293594} (클래스별 샘플 수: {0: 7500, 1: 7500, 2: 14595})
+[I 2025-12-25 13:46:01,793] Trial 23 pruned. 
+
+================================================================================
+Trial 23 완료
+  Value (CSI): 0.518452
+  Parameters: {'d_main': 128, 'd_hidden': 64, 'n_blocks': 5, 'dropout': 0.36688835706536216, 'lr': 0.0050609927006253184, 'weight_decay': 0.004937800788087662, 'batch_size': 64}
+  Best Value (CSI): 0.556138
+  Best Trial: 19
+  Best Parameters: {'d_main': 96, 'd_hidden': 128, 'n_blocks': 4, 'dropout': 0.3586534716330606, 'lr': 0.003900235486039173, 'weight_decay': 0.0041126507262302155, 'batch_size': 64}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.313511111111111, 1: 1.313511111111111, 2: 0.6768814987861298} (클래스별 샘플 수: {0: 7500, 1: 7500, 2: 14554})
+  Fold 2 - 클래스별 가중치: {0: 1.3172, 1: 1.3172, 2: 0.6749333879893421} (클래스별 샘플 수: {0: 7500, 1: 7500, 2: 14637})
+  Fold 3 - 클래스별 가중치: {0: 1.3153333333333332, 1: 1.3153333333333332, 2: 0.6759164097293594} (클래스별 샘플 수: {0: 7500, 1: 7500, 2: 14595})
+[I 2025-12-25 13:47:06,033] Trial 24 finished with value: 0.552454520872199 and parameters: {'d_main': 64, 'd_hidden': 192, 'n_blocks': 3, 'dropout': 0.3685878921718711, 'lr': 0.0016919294608933506, 'weight_decay': 0.017899173230388032, 'batch_size': 64}. Best is trial 19 with value: 0.5561378414721172.
+
+================================================================================
+Trial 24 완료
+  Value (CSI): 0.552455
+  Parameters: {'d_main': 64, 'd_hidden': 192, 'n_blocks': 3, 'dropout': 0.3685878921718711, 'lr': 0.0016919294608933506, 'weight_decay': 0.017899173230388032, 'batch_size': 64}
+  Best Value (CSI): 0.556138
+  Best Trial: 19
+  Best Parameters: {'d_main': 96, 'd_hidden': 128, 'n_blocks': 4, 'dropout': 0.3586534716330606, 'lr': 0.003900235486039173, 'weight_decay': 0.0041126507262302155, 'batch_size': 64}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.313511111111111, 1: 1.313511111111111, 2: 0.6768814987861298} (클래스별 샘플 수: {0: 7500, 1: 7500, 2: 14554})
+  Fold 2 - 클래스별 가중치: {0: 1.3172, 1: 1.3172, 2: 0.6749333879893421} (클래스별 샘플 수: {0: 7500, 1: 7500, 2: 14637})
+  Fold 3 - 클래스별 가중치: {0: 1.3153333333333332, 1: 1.3153333333333332, 2: 0.6759164097293594} (클래스별 샘플 수: {0: 7500, 1: 7500, 2: 14595})
+[I 2025-12-25 13:47:55,368] Trial 25 finished with value: 0.5479248115878822 and parameters: {'d_main': 96, 'd_hidden': 128, 'n_blocks': 4, 'dropout': 0.29511814307663975, 'lr': 0.002732041234363212, 'weight_decay': 0.0023392342126760837, 'batch_size': 64}. Best is trial 19 with value: 0.5561378414721172.
+
+================================================================================
+Trial 25 완료
+  Value (CSI): 0.547925
+  Parameters: {'d_main': 96, 'd_hidden': 128, 'n_blocks': 4, 'dropout': 0.29511814307663975, 'lr': 0.002732041234363212, 'weight_decay': 0.0023392342126760837, 'batch_size': 64}
+  Best Value (CSI): 0.556138
+  Best Trial: 19
+  Best Parameters: {'d_main': 96, 'd_hidden': 128, 'n_blocks': 4, 'dropout': 0.3586534716330606, 'lr': 0.003900235486039173, 'weight_decay': 0.0041126507262302155, 'batch_size': 64}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.313511111111111, 1: 1.313511111111111, 2: 0.6768814987861298} (클래스별 샘플 수: {0: 7500, 1: 7500, 2: 14554})
+[I 2025-12-25 13:48:15,204] Trial 26 pruned. 
+
+================================================================================
+Trial 26 완료
+  Value (CSI): 0.438745
+  Parameters: {'d_main': 64, 'd_hidden': 64, 'n_blocks': 5, 'dropout': 0.335545460783242, 'lr': 0.00616823661802727, 'weight_decay': 0.0009533077125998719, 'batch_size': 32}
+  Best Value (CSI): 0.556138
+  Best Trial: 19
+  Best Parameters: {'d_main': 96, 'd_hidden': 128, 'n_blocks': 4, 'dropout': 0.3586534716330606, 'lr': 0.003900235486039173, 'weight_decay': 0.0041126507262302155, 'batch_size': 64}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.313511111111111, 1: 1.313511111111111, 2: 0.6768814987861298} (클래스별 샘플 수: {0: 7500, 1: 7500, 2: 14554})
+[I 2025-12-25 13:48:46,064] Trial 27 pruned. 
+
+================================================================================
+Trial 27 완료
+  Value (CSI): 0.516072
+  Parameters: {'d_main': 96, 'd_hidden': 64, 'n_blocks': 6, 'dropout': 0.37367646371113195, 'lr': 0.0033687362562177395, 'weight_decay': 0.003179715254923748, 'batch_size': 64}
+  Best Value (CSI): 0.556138
+  Best Trial: 19
+  Best Parameters: {'d_main': 96, 'd_hidden': 128, 'n_blocks': 4, 'dropout': 0.3586534716330606, 'lr': 0.003900235486039173, 'weight_decay': 0.0041126507262302155, 'batch_size': 64}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.313511111111111, 1: 1.313511111111111, 2: 0.6768814987861298} (클래스별 샘플 수: {0: 7500, 1: 7500, 2: 14554})
+[I 2025-12-25 13:48:56,959] Trial 28 pruned. 
+
+================================================================================
+Trial 28 완료
+  Value (CSI): 0.456500
+  Parameters: {'d_main': 192, 'd_hidden': 128, 'n_blocks': 5, 'dropout': 0.3490824981284713, 'lr': 0.00585461397740787, 'weight_decay': 0.005385772391598644, 'batch_size': 64}
+  Best Value (CSI): 0.556138
+  Best Trial: 19
+  Best Parameters: {'d_main': 96, 'd_hidden': 128, 'n_blocks': 4, 'dropout': 0.3586534716330606, 'lr': 0.003900235486039173, 'weight_decay': 0.0041126507262302155, 'batch_size': 64}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.313511111111111, 1: 1.313511111111111, 2: 0.6768814987861298} (클래스별 샘플 수: {0: 7500, 1: 7500, 2: 14554})
+  Fold 2 - 클래스별 가중치: {0: 1.3172, 1: 1.3172, 2: 0.6749333879893421} (클래스별 샘플 수: {0: 7500, 1: 7500, 2: 14637})
+  Fold 3 - 클래스별 가중치: {0: 1.3153333333333332, 1: 1.3153333333333332, 2: 0.6759164097293594} (클래스별 샘플 수: {0: 7500, 1: 7500, 2: 14595})
+[I 2025-12-25 13:51:10,895] Trial 29 finished with value: 0.5640599235240535 and parameters: {'d_main': 128, 'd_hidden': 192, 'n_blocks': 4, 'dropout': 0.3785345227219112, 'lr': 0.0018955834640803318, 'weight_decay': 0.02389399379756967, 'batch_size': 32}. Best is trial 29 with value: 0.5640599235240535.
+
+================================================================================
+Trial 29 완료
+  Value (CSI): 0.564060
+  Parameters: {'d_main': 128, 'd_hidden': 192, 'n_blocks': 4, 'dropout': 0.3785345227219112, 'lr': 0.0018955834640803318, 'weight_decay': 0.02389399379756967, 'batch_size': 32}
+  Best Value (CSI): 0.564060
+  Best Trial: 29
+  Best Parameters: {'d_main': 128, 'd_hidden': 192, 'n_blocks': 4, 'dropout': 0.3785345227219112, 'lr': 0.0018955834640803318, 'weight_decay': 0.02389399379756967, 'batch_size': 32}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.313511111111111, 1: 1.313511111111111, 2: 0.6768814987861298} (클래스별 샘플 수: {0: 7500, 1: 7500, 2: 14554})
+  Fold 2 - 클래스별 가중치: {0: 1.3172, 1: 1.3172, 2: 0.6749333879893421} (클래스별 샘플 수: {0: 7500, 1: 7500, 2: 14637})
+  Fold 3 - 클래스별 가중치: {0: 1.3153333333333332, 1: 1.3153333333333332, 2: 0.6759164097293594} (클래스별 샘플 수: {0: 7500, 1: 7500, 2: 14595})
+[I 2025-12-25 13:52:46,203] Trial 30 finished with value: 0.5478498546599913 and parameters: {'d_main': 128, 'd_hidden': 192, 'n_blocks': 3, 'dropout': 0.32794093630662263, 'lr': 0.0020558171474186963, 'weight_decay': 0.017399550832494545, 'batch_size': 32}. Best is trial 29 with value: 0.5640599235240535.
+
+================================================================================
+Trial 30 완료
+  Value (CSI): 0.547850
+  Parameters: {'d_main': 128, 'd_hidden': 192, 'n_blocks': 3, 'dropout': 0.32794093630662263, 'lr': 0.0020558171474186963, 'weight_decay': 0.017399550832494545, 'batch_size': 32}
+  Best Value (CSI): 0.564060
+  Best Trial: 29
+  Best Parameters: {'d_main': 128, 'd_hidden': 192, 'n_blocks': 4, 'dropout': 0.3785345227219112, 'lr': 0.0018955834640803318, 'weight_decay': 0.02389399379756967, 'batch_size': 32}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.313511111111111, 1: 1.313511111111111, 2: 0.6768814987861298} (클래스별 샘플 수: {0: 7500, 1: 7500, 2: 14554})
+  Fold 2 - 클래스별 가중치: {0: 1.3172, 1: 1.3172, 2: 0.6749333879893421} (클래스별 샘플 수: {0: 7500, 1: 7500, 2: 14637})
+  Fold 3 - 클래스별 가중치: {0: 1.3153333333333332, 1: 1.3153333333333332, 2: 0.6759164097293594} (클래스별 샘플 수: {0: 7500, 1: 7500, 2: 14595})
+[I 2025-12-25 13:54:53,116] Trial 31 finished with value: 0.5522002837681764 and parameters: {'d_main': 128, 'd_hidden': 192, 'n_blocks': 4, 'dropout': 0.3732880637756076, 'lr': 0.0013491278163157271, 'weight_decay': 0.02496238119486242, 'batch_size': 32}. Best is trial 29 with value: 0.5640599235240535.
+
+================================================================================
+Trial 31 완료
+  Value (CSI): 0.552200
+  Parameters: {'d_main': 128, 'd_hidden': 192, 'n_blocks': 4, 'dropout': 0.3732880637756076, 'lr': 0.0013491278163157271, 'weight_decay': 0.02496238119486242, 'batch_size': 32}
+  Best Value (CSI): 0.564060
+  Best Trial: 29
+  Best Parameters: {'d_main': 128, 'd_hidden': 192, 'n_blocks': 4, 'dropout': 0.3785345227219112, 'lr': 0.0018955834640803318, 'weight_decay': 0.02389399379756967, 'batch_size': 32}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.313511111111111, 1: 1.313511111111111, 2: 0.6768814987861298} (클래스별 샘플 수: {0: 7500, 1: 7500, 2: 14554})
+  Fold 2 - 클래스별 가중치: {0: 1.3172, 1: 1.3172, 2: 0.6749333879893421} (클래스별 샘플 수: {0: 7500, 1: 7500, 2: 14637})
+  Fold 3 - 클래스별 가중치: {0: 1.3153333333333332, 1: 1.3153333333333332, 2: 0.6759164097293594} (클래스별 샘플 수: {0: 7500, 1: 7500, 2: 14595})
+[I 2025-12-25 13:57:31,086] Trial 32 pruned. 
+
+================================================================================
+Trial 32 완료
+  Value (CSI): 0.513465
+  Parameters: {'d_main': 96, 'd_hidden': 256, 'n_blocks': 4, 'dropout': 0.39790592714453904, 'lr': 0.003488696479210172, 'weight_decay': 0.011861274346108935, 'batch_size': 32}
+  Best Value (CSI): 0.564060
+  Best Trial: 29
+  Best Parameters: {'d_main': 128, 'd_hidden': 192, 'n_blocks': 4, 'dropout': 0.3785345227219112, 'lr': 0.0018955834640803318, 'weight_decay': 0.02389399379756967, 'batch_size': 32}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.313511111111111, 1: 1.313511111111111, 2: 0.6768814987861298} (클래스별 샘플 수: {0: 7500, 1: 7500, 2: 14554})
+[I 2025-12-25 13:57:53,838] Trial 33 pruned. 
+
+================================================================================
+Trial 33 완료
+  Value (CSI): 0.419551
+  Parameters: {'d_main': 128, 'd_hidden': 192, 'n_blocks': 4, 'dropout': 0.37959923756038877, 'lr': 0.006502954468002988, 'weight_decay': 0.006480308925305888, 'batch_size': 32}
+  Best Value (CSI): 0.564060
+  Best Trial: 29
+  Best Parameters: {'d_main': 128, 'd_hidden': 192, 'n_blocks': 4, 'dropout': 0.3785345227219112, 'lr': 0.0018955834640803318, 'weight_decay': 0.02389399379756967, 'batch_size': 32}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.313511111111111, 1: 1.313511111111111, 2: 0.6768814987861298} (클래스별 샘플 수: {0: 7500, 1: 7500, 2: 14554})
+  Fold 2 - 클래스별 가중치: {0: 1.3172, 1: 1.3172, 2: 0.6749333879893421} (클래스별 샘플 수: {0: 7500, 1: 7500, 2: 14637})
+  Fold 3 - 클래스별 가중치: {0: 1.3153333333333332, 1: 1.3153333333333332, 2: 0.6759164097293594} (클래스별 샘플 수: {0: 7500, 1: 7500, 2: 14595})
+[I 2025-12-25 13:59:37,114] Trial 34 finished with value: 0.5528343930964836 and parameters: {'d_main': 64, 'd_hidden': 192, 'n_blocks': 4, 'dropout': 0.3529584858893925, 'lr': 0.0024676277938387742, 'weight_decay': 0.02652292541496655, 'batch_size': 64}. Best is trial 29 with value: 0.5640599235240535.
+
+================================================================================
+Trial 34 완료
+  Value (CSI): 0.552834
+  Parameters: {'d_main': 64, 'd_hidden': 192, 'n_blocks': 4, 'dropout': 0.3529584858893925, 'lr': 0.0024676277938387742, 'weight_decay': 0.02652292541496655, 'batch_size': 64}
+  Best Value (CSI): 0.564060
+  Best Trial: 29
+  Best Parameters: {'d_main': 128, 'd_hidden': 192, 'n_blocks': 4, 'dropout': 0.3785345227219112, 'lr': 0.0018955834640803318, 'weight_decay': 0.02389399379756967, 'batch_size': 32}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.313511111111111, 1: 1.313511111111111, 2: 0.6768814987861298} (클래스별 샘플 수: {0: 7500, 1: 7500, 2: 14554})
+[I 2025-12-25 13:59:47,301] Trial 35 pruned. 
+
+================================================================================
+Trial 35 완료
+  Value (CSI): 0.501031
+  Parameters: {'d_main': 160, 'd_hidden': 256, 'n_blocks': 6, 'dropout': 0.36972502768561877, 'lr': 0.0039670702238082485, 'weight_decay': 0.010976358434624292, 'batch_size': 128}
+  Best Value (CSI): 0.564060
+  Best Trial: 29
+  Best Parameters: {'d_main': 128, 'd_hidden': 192, 'n_blocks': 4, 'dropout': 0.3785345227219112, 'lr': 0.0018955834640803318, 'weight_decay': 0.02389399379756967, 'batch_size': 32}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.313511111111111, 1: 1.313511111111111, 2: 0.6768814987861298} (클래스별 샘플 수: {0: 7500, 1: 7500, 2: 14554})
+[I 2025-12-25 14:00:12,527] Trial 36 pruned. 
+
+================================================================================
+Trial 36 완료
+  Value (CSI): 0.359069
+  Parameters: {'d_main': 96, 'd_hidden': 128, 'n_blocks': 5, 'dropout': 0.38244724440876426, 'lr': 0.006902862951144316, 'weight_decay': 0.005937086278317264, 'batch_size': 32}
+  Best Value (CSI): 0.564060
+  Best Trial: 29
+  Best Parameters: {'d_main': 128, 'd_hidden': 192, 'n_blocks': 4, 'dropout': 0.3785345227219112, 'lr': 0.0018955834640803318, 'weight_decay': 0.02389399379756967, 'batch_size': 32}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.313511111111111, 1: 1.313511111111111, 2: 0.6768814987861298} (클래스별 샘플 수: {0: 7500, 1: 7500, 2: 14554})
+  Fold 2 - 클래스별 가중치: {0: 1.3172, 1: 1.3172, 2: 0.6749333879893421} (클래스별 샘플 수: {0: 7500, 1: 7500, 2: 14637})
+  Fold 3 - 클래스별 가중치: {0: 1.3153333333333332, 1: 1.3153333333333332, 2: 0.6759164097293594} (클래스별 샘플 수: {0: 7500, 1: 7500, 2: 14595})
+[I 2025-12-25 14:01:48,909] Trial 37 finished with value: 0.5457052655937307 and parameters: {'d_main': 64, 'd_hidden': 128, 'n_blocks': 3, 'dropout': 0.3428361178990439, 'lr': 0.0012289721900373563, 'weight_decay': 0.002686868828393289, 'batch_size': 64}. Best is trial 29 with value: 0.5640599235240535.
+
+================================================================================
+Trial 37 완료
+  Value (CSI): 0.545705
+  Parameters: {'d_main': 64, 'd_hidden': 128, 'n_blocks': 3, 'dropout': 0.3428361178990439, 'lr': 0.0012289721900373563, 'weight_decay': 0.002686868828393289, 'batch_size': 64}
+  Best Value (CSI): 0.564060
+  Best Trial: 29
+  Best Parameters: {'d_main': 128, 'd_hidden': 192, 'n_blocks': 4, 'dropout': 0.3785345227219112, 'lr': 0.0018955834640803318, 'weight_decay': 0.02389399379756967, 'batch_size': 32}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.313511111111111, 1: 1.313511111111111, 2: 0.6768814987861298} (클래스별 샘플 수: {0: 7500, 1: 7500, 2: 14554})
+[I 2025-12-25 14:01:59,275] Trial 38 pruned. 
+
+================================================================================
+Trial 38 완료
+  Value (CSI): 0.499716
+  Parameters: {'d_main': 128, 'd_hidden': 128, 'n_blocks': 4, 'dropout': 0.3661573321752806, 'lr': 0.0019910838828712217, 'weight_decay': 0.009125766108972038, 'batch_size': 128}
+  Best Value (CSI): 0.564060
+  Best Trial: 29
+  Best Parameters: {'d_main': 128, 'd_hidden': 192, 'n_blocks': 4, 'dropout': 0.3785345227219112, 'lr': 0.0018955834640803318, 'weight_decay': 0.02389399379756967, 'batch_size': 32}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.313511111111111, 1: 1.313511111111111, 2: 0.6768814987861298} (클래스별 샘플 수: {0: 7500, 1: 7500, 2: 14554})
+  Fold 2 - 클래스별 가중치: {0: 1.3172, 1: 1.3172, 2: 0.6749333879893421} (클래스별 샘플 수: {0: 7500, 1: 7500, 2: 14637})
+[I 2025-12-25 14:03:35,694] Trial 39 pruned. 
+
+================================================================================
+Trial 39 완료
+  Value (CSI): 0.550350
+  Parameters: {'d_main': 96, 'd_hidden': 192, 'n_blocks': 3, 'dropout': 0.3999742112094783, 'lr': 0.0048947479413759334, 'weight_decay': 0.0015183841006861105, 'batch_size': 32}
+  Best Value (CSI): 0.564060
+  Best Trial: 29
+  Best Parameters: {'d_main': 128, 'd_hidden': 192, 'n_blocks': 4, 'dropout': 0.3785345227219112, 'lr': 0.0018955834640803318, 'weight_decay': 0.02389399379756967, 'batch_size': 32}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.313511111111111, 1: 1.313511111111111, 2: 0.6768814987861298} (클래스별 샘플 수: {0: 7500, 1: 7500, 2: 14554})
+  Fold 2 - 클래스별 가중치: {0: 1.3172, 1: 1.3172, 2: 0.6749333879893421} (클래스별 샘플 수: {0: 7500, 1: 7500, 2: 14637})
+[I 2025-12-25 14:04:30,577] Trial 40 pruned. 
+
+================================================================================
+Trial 40 완료
+  Value (CSI): 0.564860
+  Parameters: {'d_main': 64, 'd_hidden': 64, 'n_blocks': 5, 'dropout': 0.2680399457495293, 'lr': 0.002888010607345406, 'weight_decay': 0.004441982581824427, 'batch_size': 64}
+  Best Value (CSI): 0.564060
+  Best Trial: 29
+  Best Parameters: {'d_main': 128, 'd_hidden': 192, 'n_blocks': 4, 'dropout': 0.3785345227219112, 'lr': 0.0018955834640803318, 'weight_decay': 0.02389399379756967, 'batch_size': 32}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.313511111111111, 1: 1.313511111111111, 2: 0.6768814987861298} (클래스별 샘플 수: {0: 7500, 1: 7500, 2: 14554})
+  Fold 2 - 클래스별 가중치: {0: 1.3172, 1: 1.3172, 2: 0.6749333879893421} (클래스별 샘플 수: {0: 7500, 1: 7500, 2: 14637})
+  Fold 3 - 클래스별 가중치: {0: 1.3153333333333332, 1: 1.3153333333333332, 2: 0.6759164097293594} (클래스별 샘플 수: {0: 7500, 1: 7500, 2: 14595})
+[I 2025-12-25 14:05:53,241] Trial 41 finished with value: 0.5454088844771653 and parameters: {'d_main': 64, 'd_hidden': 192, 'n_blocks': 4, 'dropout': 0.35247532313456237, 'lr': 0.00217226541792598, 'weight_decay': 0.02985937516126587, 'batch_size': 64}. Best is trial 29 with value: 0.5640599235240535.
+
+================================================================================
+Trial 41 완료
+  Value (CSI): 0.545409
+  Parameters: {'d_main': 64, 'd_hidden': 192, 'n_blocks': 4, 'dropout': 0.35247532313456237, 'lr': 0.00217226541792598, 'weight_decay': 0.02985937516126587, 'batch_size': 64}
+  Best Value (CSI): 0.564060
+  Best Trial: 29
+  Best Parameters: {'d_main': 128, 'd_hidden': 192, 'n_blocks': 4, 'dropout': 0.3785345227219112, 'lr': 0.0018955834640803318, 'weight_decay': 0.02389399379756967, 'batch_size': 32}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.313511111111111, 1: 1.313511111111111, 2: 0.6768814987861298} (클래스별 샘플 수: {0: 7500, 1: 7500, 2: 14554})
+[I 2025-12-25 14:06:17,862] Trial 42 pruned. 
+
+================================================================================
+Trial 42 완료
+  Value (CSI): 0.532147
+  Parameters: {'d_main': 64, 'd_hidden': 192, 'n_blocks': 4, 'dropout': 0.3827140645995263, 'lr': 0.004047406851457327, 'weight_decay': 0.026087537072840717, 'batch_size': 64}
+  Best Value (CSI): 0.564060
+  Best Trial: 29
+  Best Parameters: {'d_main': 128, 'd_hidden': 192, 'n_blocks': 4, 'dropout': 0.3785345227219112, 'lr': 0.0018955834640803318, 'weight_decay': 0.02389399379756967, 'batch_size': 32}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.313511111111111, 1: 1.313511111111111, 2: 0.6768814987861298} (클래스별 샘플 수: {0: 7500, 1: 7500, 2: 14554})
+  Fold 2 - 클래스별 가중치: {0: 1.3172, 1: 1.3172, 2: 0.6749333879893421} (클래스별 샘플 수: {0: 7500, 1: 7500, 2: 14637})
+[I 2025-12-25 14:07:11,732] Trial 43 pruned. 
+
+================================================================================
+Trial 43 완료
+  Value (CSI): 0.569887
+  Parameters: {'d_main': 96, 'd_hidden': 256, 'n_blocks': 4, 'dropout': 0.3456976133552634, 'lr': 0.007912675132818445, 'weight_decay': 0.012851317097398141, 'batch_size': 64}
+  Best Value (CSI): 0.564060
+  Best Trial: 29
+  Best Parameters: {'d_main': 128, 'd_hidden': 192, 'n_blocks': 4, 'dropout': 0.3785345227219112, 'lr': 0.0018955834640803318, 'weight_decay': 0.02389399379756967, 'batch_size': 32}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.313511111111111, 1: 1.313511111111111, 2: 0.6768814987861298} (클래스별 샘플 수: {0: 7500, 1: 7500, 2: 14554})
+[I 2025-12-25 14:07:37,509] Trial 44 pruned. 
+
+================================================================================
+Trial 44 완료
+  Value (CSI): 0.546115
+  Parameters: {'d_main': 64, 'd_hidden': 192, 'n_blocks': 4, 'dropout': 0.3636027021253773, 'lr': 0.009832716160164017, 'weight_decay': 0.03973804437835329, 'batch_size': 64}
+  Best Value (CSI): 0.564060
+  Best Trial: 29
+  Best Parameters: {'d_main': 128, 'd_hidden': 192, 'n_blocks': 4, 'dropout': 0.3785345227219112, 'lr': 0.0018955834640803318, 'weight_decay': 0.02389399379756967, 'batch_size': 32}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.313511111111111, 1: 1.313511111111111, 2: 0.6768814987861298} (클래스별 샘플 수: {0: 7500, 1: 7500, 2: 14554})
+  Fold 2 - 클래스별 가중치: {0: 1.3172, 1: 1.3172, 2: 0.6749333879893421} (클래스별 샘플 수: {0: 7500, 1: 7500, 2: 14637})
+  Fold 3 - 클래스별 가중치: {0: 1.3153333333333332, 1: 1.3153333333333332, 2: 0.6759164097293594} (클래스별 샘플 수: {0: 7500, 1: 7500, 2: 14595})
+[I 2025-12-25 14:08:06,566] Trial 45 finished with value: 0.5498447507355956 and parameters: {'d_main': 64, 'd_hidden': 192, 'n_blocks': 5, 'dropout': 0.3868834636534955, 'lr': 0.002665761049139668, 'weight_decay': 0.008881044502256942, 'batch_size': 256}. Best is trial 29 with value: 0.5640599235240535.
+
+================================================================================
+Trial 45 완료
+  Value (CSI): 0.549845
+  Parameters: {'d_main': 64, 'd_hidden': 192, 'n_blocks': 5, 'dropout': 0.3868834636534955, 'lr': 0.002665761049139668, 'weight_decay': 0.008881044502256942, 'batch_size': 256}
+  Best Value (CSI): 0.564060
+  Best Trial: 29
+  Best Parameters: {'d_main': 128, 'd_hidden': 192, 'n_blocks': 4, 'dropout': 0.3785345227219112, 'lr': 0.0018955834640803318, 'weight_decay': 0.02389399379756967, 'batch_size': 32}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.313511111111111, 1: 1.313511111111111, 2: 0.6768814987861298} (클래스별 샘플 수: {0: 7500, 1: 7500, 2: 14554})
+  Fold 2 - 클래스별 가중치: {0: 1.3172, 1: 1.3172, 2: 0.6749333879893421} (클래스별 샘플 수: {0: 7500, 1: 7500, 2: 14637})
+  Fold 3 - 클래스별 가중치: {0: 1.3153333333333332, 1: 1.3153333333333332, 2: 0.6759164097293594} (클래스별 샘플 수: {0: 7500, 1: 7500, 2: 14595})
+[I 2025-12-25 14:08:54,978] Trial 46 finished with value: 0.5519662468290093 and parameters: {'d_main': 96, 'd_hidden': 64, 'n_blocks': 5, 'dropout': 0.3308522318278813, 'lr': 0.007086353755203787, 'weight_decay': 0.024327623141549785, 'batch_size': 128}. Best is trial 29 with value: 0.5640599235240535.
+
+================================================================================
+Trial 46 완료
+  Value (CSI): 0.551966
+  Parameters: {'d_main': 96, 'd_hidden': 64, 'n_blocks': 5, 'dropout': 0.3308522318278813, 'lr': 0.007086353755203787, 'weight_decay': 0.024327623141549785, 'batch_size': 128}
+  Best Value (CSI): 0.564060
+  Best Trial: 29
+  Best Parameters: {'d_main': 128, 'd_hidden': 192, 'n_blocks': 4, 'dropout': 0.3785345227219112, 'lr': 0.0018955834640803318, 'weight_decay': 0.02389399379756967, 'batch_size': 32}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.313511111111111, 1: 1.313511111111111, 2: 0.6768814987861298} (클래스별 샘플 수: {0: 7500, 1: 7500, 2: 14554})
+[I 2025-12-25 14:08:59,765] Trial 47 pruned. 
+
+================================================================================
+Trial 47 완료
+  Value (CSI): 0.514161
+  Parameters: {'d_main': 64, 'd_hidden': 192, 'n_blocks': 4, 'dropout': 0.38318899277382856, 'lr': 0.0016815446652921617, 'weight_decay': 0.007412400101452919, 'batch_size': 256}
+  Best Value (CSI): 0.564060
+  Best Trial: 29
+  Best Parameters: {'d_main': 128, 'd_hidden': 192, 'n_blocks': 4, 'dropout': 0.3785345227219112, 'lr': 0.0018955834640803318, 'weight_decay': 0.02389399379756967, 'batch_size': 32}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.313511111111111, 1: 1.313511111111111, 2: 0.6768814987861298} (클래스별 샘플 수: {0: 7500, 1: 7500, 2: 14554})
+  Fold 2 - 클래스별 가중치: {0: 1.3172, 1: 1.3172, 2: 0.6749333879893421} (클래스별 샘플 수: {0: 7500, 1: 7500, 2: 14637})
+  Fold 3 - 클래스별 가중치: {0: 1.3153333333333332, 1: 1.3153333333333332, 2: 0.6759164097293594} (클래스별 샘플 수: {0: 7500, 1: 7500, 2: 14595})
+[I 2025-12-25 14:09:54,404] Trial 48 finished with value: 0.544412972466544 and parameters: {'d_main': 96, 'd_hidden': 128, 'n_blocks': 3, 'dropout': 0.35507122987621503, 'lr': 0.0011403902025806793, 'weight_decay': 0.00398886035832696, 'batch_size': 64}. Best is trial 29 with value: 0.5640599235240535.
+
+================================================================================
+Trial 48 완료
+  Value (CSI): 0.544413
+  Parameters: {'d_main': 96, 'd_hidden': 128, 'n_blocks': 3, 'dropout': 0.35507122987621503, 'lr': 0.0011403902025806793, 'weight_decay': 0.00398886035832696, 'batch_size': 64}
+  Best Value (CSI): 0.564060
+  Best Trial: 29
+  Best Parameters: {'d_main': 128, 'd_hidden': 192, 'n_blocks': 4, 'dropout': 0.3785345227219112, 'lr': 0.0018955834640803318, 'weight_decay': 0.02389399379756967, 'batch_size': 32}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.313511111111111, 1: 1.313511111111111, 2: 0.6768814987861298} (클래스별 샘플 수: {0: 7500, 1: 7500, 2: 14554})
+  Fold 2 - 클래스별 가중치: {0: 1.3172, 1: 1.3172, 2: 0.6749333879893421} (클래스별 샘플 수: {0: 7500, 1: 7500, 2: 14637})
+  Fold 3 - 클래스별 가중치: {0: 1.3153333333333332, 1: 1.3153333333333332, 2: 0.6759164097293594} (클래스별 샘플 수: {0: 7500, 1: 7500, 2: 14595})
+[I 2025-12-25 14:10:21,991] Trial 49 pruned. 
+
+================================================================================
+Trial 49 완료
+  Value (CSI): 0.515909
+  Parameters: {'d_main': 128, 'd_hidden': 64, 'n_blocks': 5, 'dropout': 0.34327637298727015, 'lr': 0.004466272380864732, 'weight_decay': 0.04977494450435723, 'batch_size': 256}
+  Best Value (CSI): 0.564060
+  Best Trial: 29
+  Best Parameters: {'d_main': 128, 'd_hidden': 192, 'n_blocks': 4, 'dropout': 0.3785345227219112, 'lr': 0.0018955834640803318, 'weight_decay': 0.02389399379756967, 'batch_size': 32}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.313511111111111, 1: 1.313511111111111, 2: 0.6768814987861298} (클래스별 샘플 수: {0: 7500, 1: 7500, 2: 14554})
+  Fold 2 - 클래스별 가중치: {0: 1.3172, 1: 1.3172, 2: 0.6749333879893421} (클래스별 샘플 수: {0: 7500, 1: 7500, 2: 14637})
+  Fold 3 - 클래스별 가중치: {0: 1.3153333333333332, 1: 1.3153333333333332, 2: 0.6759164097293594} (클래스별 샘플 수: {0: 7500, 1: 7500, 2: 14595})
+[I 2025-12-25 14:11:15,885] Trial 50 finished with value: 0.5519336276168777 and parameters: {'d_main': 64, 'd_hidden': 128, 'n_blocks': 2, 'dropout': 0.3169443450654049, 'lr': 0.0029899387277342207, 'weight_decay': 0.016145708176385692, 'batch_size': 64}. Best is trial 29 with value: 0.5640599235240535.
+
+================================================================================
+Trial 50 완료
+  Value (CSI): 0.551934
+  Parameters: {'d_main': 64, 'd_hidden': 128, 'n_blocks': 2, 'dropout': 0.3169443450654049, 'lr': 0.0029899387277342207, 'weight_decay': 0.016145708176385692, 'batch_size': 64}
+  Best Value (CSI): 0.564060
+  Best Trial: 29
+  Best Parameters: {'d_main': 128, 'd_hidden': 192, 'n_blocks': 4, 'dropout': 0.3785345227219112, 'lr': 0.0018955834640803318, 'weight_decay': 0.02389399379756967, 'batch_size': 32}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.313511111111111, 1: 1.313511111111111, 2: 0.6768814987861298} (클래스별 샘플 수: {0: 7500, 1: 7500, 2: 14554})
+[I 2025-12-25 14:11:25,999] Trial 51 pruned. 
+
+================================================================================
+Trial 51 완료
+  Value (CSI): 0.554251
+  Parameters: {'d_main': 64, 'd_hidden': 64, 'n_blocks': 5, 'dropout': 0.39550994042982823, 'lr': 0.008035381634864645, 'weight_decay': 0.010719853687970016, 'batch_size': 256}
+  Best Value (CSI): 0.564060
+  Best Trial: 29
+  Best Parameters: {'d_main': 128, 'd_hidden': 192, 'n_blocks': 4, 'dropout': 0.3785345227219112, 'lr': 0.0018955834640803318, 'weight_decay': 0.02389399379756967, 'batch_size': 32}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.313511111111111, 1: 1.313511111111111, 2: 0.6768814987861298} (클래스별 샘플 수: {0: 7500, 1: 7500, 2: 14554})
+  Fold 2 - 클래스별 가중치: {0: 1.3172, 1: 1.3172, 2: 0.6749333879893421} (클래스별 샘플 수: {0: 7500, 1: 7500, 2: 14637})
+  Fold 3 - 클래스별 가중치: {0: 1.3153333333333332, 1: 1.3153333333333332, 2: 0.6759164097293594} (클래스별 샘플 수: {0: 7500, 1: 7500, 2: 14595})
+[I 2025-12-25 14:11:58,212] Trial 52 finished with value: 0.5580988083995089 and parameters: {'d_main': 64, 'd_hidden': 64, 'n_blocks': 5, 'dropout': 0.38886965934744144, 'lr': 0.00930129788993002, 'weight_decay': 0.006641191391996269, 'batch_size': 256}. Best is trial 29 with value: 0.5640599235240535.
+
+================================================================================
+Trial 52 완료
+  Value (CSI): 0.558099
+  Parameters: {'d_main': 64, 'd_hidden': 64, 'n_blocks': 5, 'dropout': 0.38886965934744144, 'lr': 0.00930129788993002, 'weight_decay': 0.006641191391996269, 'batch_size': 256}
+  Best Value (CSI): 0.564060
+  Best Trial: 29
+  Best Parameters: {'d_main': 128, 'd_hidden': 192, 'n_blocks': 4, 'dropout': 0.3785345227219112, 'lr': 0.0018955834640803318, 'weight_decay': 0.02389399379756967, 'batch_size': 32}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.313511111111111, 1: 1.313511111111111, 2: 0.6768814987861298} (클래스별 샘플 수: {0: 7500, 1: 7500, 2: 14554})
+  Fold 2 - 클래스별 가중치: {0: 1.3172, 1: 1.3172, 2: 0.6749333879893421} (클래스별 샘플 수: {0: 7500, 1: 7500, 2: 14637})
+[I 2025-12-25 14:12:16,926] Trial 53 pruned. 
+
+================================================================================
+Trial 53 완료
+  Value (CSI): 0.563059
+  Parameters: {'d_main': 64, 'd_hidden': 64, 'n_blocks': 6, 'dropout': 0.36219567248026807, 'lr': 0.005105009118340125, 'weight_decay': 0.0063706645229347604, 'batch_size': 256}
+  Best Value (CSI): 0.564060
+  Best Trial: 29
+  Best Parameters: {'d_main': 128, 'd_hidden': 192, 'n_blocks': 4, 'dropout': 0.3785345227219112, 'lr': 0.0018955834640803318, 'weight_decay': 0.02389399379756967, 'batch_size': 32}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.313511111111111, 1: 1.313511111111111, 2: 0.6768814987861298} (클래스별 샘플 수: {0: 7500, 1: 7500, 2: 14554})
+  Fold 2 - 클래스별 가중치: {0: 1.3172, 1: 1.3172, 2: 0.6749333879893421} (클래스별 샘플 수: {0: 7500, 1: 7500, 2: 14637})
+  Fold 3 - 클래스별 가중치: {0: 1.3153333333333332, 1: 1.3153333333333332, 2: 0.6759164097293594} (클래스별 샘플 수: {0: 7500, 1: 7500, 2: 14595})
+[I 2025-12-25 14:12:41,365] Trial 54 finished with value: 0.5500388933814969 and parameters: {'d_main': 96, 'd_hidden': 64, 'n_blocks': 5, 'dropout': 0.37761657955649447, 'lr': 0.006461972739285352, 'weight_decay': 0.001866272678243917, 'batch_size': 256}. Best is trial 29 with value: 0.5640599235240535.
+
+================================================================================
+Trial 54 완료
+  Value (CSI): 0.550039
+  Parameters: {'d_main': 96, 'd_hidden': 64, 'n_blocks': 5, 'dropout': 0.37761657955649447, 'lr': 0.006461972739285352, 'weight_decay': 0.001866272678243917, 'batch_size': 256}
+  Best Value (CSI): 0.564060
+  Best Trial: 29
+  Best Parameters: {'d_main': 128, 'd_hidden': 192, 'n_blocks': 4, 'dropout': 0.3785345227219112, 'lr': 0.0018955834640803318, 'weight_decay': 0.02389399379756967, 'batch_size': 32}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.313511111111111, 1: 1.313511111111111, 2: 0.6768814987861298} (클래스별 샘플 수: {0: 7500, 1: 7500, 2: 14554})
+  Fold 2 - 클래스별 가중치: {0: 1.3172, 1: 1.3172, 2: 0.6749333879893421} (클래스별 샘플 수: {0: 7500, 1: 7500, 2: 14637})
+[I 2025-12-25 14:12:57,608] Trial 55 pruned. 
+
+================================================================================
+Trial 55 완료
+  Value (CSI): 0.564006
+  Parameters: {'d_main': 64, 'd_hidden': 64, 'n_blocks': 4, 'dropout': 0.3886341945037289, 'lr': 0.009828485802816663, 'weight_decay': 0.0036837821810642686, 'batch_size': 256}
+  Best Value (CSI): 0.564060
+  Best Trial: 29
+  Best Parameters: {'d_main': 128, 'd_hidden': 192, 'n_blocks': 4, 'dropout': 0.3785345227219112, 'lr': 0.0018955834640803318, 'weight_decay': 0.02389399379756967, 'batch_size': 32}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.313511111111111, 1: 1.313511111111111, 2: 0.6768814987861298} (클래스별 샘플 수: {0: 7500, 1: 7500, 2: 14554})
+[I 2025-12-25 14:13:02,001] Trial 56 pruned. 
+
+================================================================================
+Trial 56 완료
+  Value (CSI): 0.524721
+  Parameters: {'d_main': 160, 'd_hidden': 64, 'n_blocks': 5, 'dropout': 0.36026911139579065, 'lr': 0.004205604832834483, 'weight_decay': 0.002547574025627072, 'batch_size': 256}
+  Best Value (CSI): 0.564060
+  Best Trial: 29
+  Best Parameters: {'d_main': 128, 'd_hidden': 192, 'n_blocks': 4, 'dropout': 0.3785345227219112, 'lr': 0.0018955834640803318, 'weight_decay': 0.02389399379756967, 'batch_size': 32}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.313511111111111, 1: 1.313511111111111, 2: 0.6768814987861298} (클래스별 샘플 수: {0: 7500, 1: 7500, 2: 14554})
+  Fold 2 - 클래스별 가중치: {0: 1.3172, 1: 1.3172, 2: 0.6749333879893421} (클래스별 샘플 수: {0: 7500, 1: 7500, 2: 14637})
+[I 2025-12-25 14:13:41,401] Trial 57 pruned. 
+
+================================================================================
+Trial 57 완료
+  Value (CSI): 0.565347
+  Parameters: {'d_main': 96, 'd_hidden': 64, 'n_blocks': 4, 'dropout': 0.3762492856231148, 'lr': 0.002331599977200593, 'weight_decay': 0.020905972622629394, 'batch_size': 64}
+  Best Value (CSI): 0.564060
+  Best Trial: 29
+  Best Parameters: {'d_main': 128, 'd_hidden': 192, 'n_blocks': 4, 'dropout': 0.3785345227219112, 'lr': 0.0018955834640803318, 'weight_decay': 0.02389399379756967, 'batch_size': 32}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.313511111111111, 1: 1.313511111111111, 2: 0.6768814987861298} (클래스별 샘플 수: {0: 7500, 1: 7500, 2: 14554})
+  Fold 2 - 클래스별 가중치: {0: 1.3172, 1: 1.3172, 2: 0.6749333879893421} (클래스별 샘플 수: {0: 7500, 1: 7500, 2: 14637})
+  Fold 3 - 클래스별 가중치: {0: 1.3153333333333332, 1: 1.3153333333333332, 2: 0.6759164097293594} (클래스별 샘플 수: {0: 7500, 1: 7500, 2: 14595})
+[I 2025-12-25 14:15:40,819] Trial 58 finished with value: 0.5524205749520328 and parameters: {'d_main': 64, 'd_hidden': 192, 'n_blocks': 6, 'dropout': 0.3382724584314224, 'lr': 0.005383393598097932, 'weight_decay': 0.00741297289454602, 'batch_size': 32}. Best is trial 29 with value: 0.5640599235240535.
+
+================================================================================
+Trial 58 완료
+  Value (CSI): 0.552421
+  Parameters: {'d_main': 64, 'd_hidden': 192, 'n_blocks': 6, 'dropout': 0.3382724584314224, 'lr': 0.005383393598097932, 'weight_decay': 0.00741297289454602, 'batch_size': 32}
+  Best Value (CSI): 0.564060
+  Best Trial: 29
+  Best Parameters: {'d_main': 128, 'd_hidden': 192, 'n_blocks': 4, 'dropout': 0.3785345227219112, 'lr': 0.0018955834640803318, 'weight_decay': 0.02389399379756967, 'batch_size': 32}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.313511111111111, 1: 1.313511111111111, 2: 0.6768814987861298} (클래스별 샘플 수: {0: 7500, 1: 7500, 2: 14554})
+  Fold 2 - 클래스별 가중치: {0: 1.3172, 1: 1.3172, 2: 0.6749333879893421} (클래스별 샘플 수: {0: 7500, 1: 7500, 2: 14637})
+  Fold 3 - 클래스별 가중치: {0: 1.3153333333333332, 1: 1.3153333333333332, 2: 0.6759164097293594} (클래스별 샘플 수: {0: 7500, 1: 7500, 2: 14595})
+[I 2025-12-25 14:16:12,445] Trial 59 finished with value: 0.5571828225762477 and parameters: {'d_main': 96, 'd_hidden': 128, 'n_blocks': 4, 'dropout': 0.38875942829059945, 'lr': 0.003515599290779117, 'weight_decay': 0.014727104464215258, 'batch_size': 128}. Best is trial 29 with value: 0.5640599235240535.
+
+================================================================================
+Trial 59 완료
+  Value (CSI): 0.557183
+  Parameters: {'d_main': 96, 'd_hidden': 128, 'n_blocks': 4, 'dropout': 0.38875942829059945, 'lr': 0.003515599290779117, 'weight_decay': 0.014727104464215258, 'batch_size': 128}
+  Best Value (CSI): 0.564060
+  Best Trial: 29
+  Best Parameters: {'d_main': 128, 'd_hidden': 192, 'n_blocks': 4, 'dropout': 0.3785345227219112, 'lr': 0.0018955834640803318, 'weight_decay': 0.02389399379756967, 'batch_size': 32}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.313511111111111, 1: 1.313511111111111, 2: 0.6768814987861298} (클래스별 샘플 수: {0: 7500, 1: 7500, 2: 14554})
+  Fold 2 - 클래스별 가중치: {0: 1.3172, 1: 1.3172, 2: 0.6749333879893421} (클래스별 샘플 수: {0: 7500, 1: 7500, 2: 14637})
+  Fold 3 - 클래스별 가중치: {0: 1.3153333333333332, 1: 1.3153333333333332, 2: 0.6759164097293594} (클래스별 샘플 수: {0: 7500, 1: 7500, 2: 14595})
+[I 2025-12-25 14:16:55,544] Trial 60 finished with value: 0.5556229300695238 and parameters: {'d_main': 128, 'd_hidden': 128, 'n_blocks': 5, 'dropout': 0.39215001441199926, 'lr': 0.003533980615245225, 'weight_decay': 0.005246264861585461, 'batch_size': 128}. Best is trial 29 with value: 0.5640599235240535.
+
+================================================================================
+Trial 60 완료
+  Value (CSI): 0.555623
+  Parameters: {'d_main': 128, 'd_hidden': 128, 'n_blocks': 5, 'dropout': 0.39215001441199926, 'lr': 0.003533980615245225, 'weight_decay': 0.005246264861585461, 'batch_size': 128}
+  Best Value (CSI): 0.564060
+  Best Trial: 29
+  Best Parameters: {'d_main': 128, 'd_hidden': 192, 'n_blocks': 4, 'dropout': 0.3785345227219112, 'lr': 0.0018955834640803318, 'weight_decay': 0.02389399379756967, 'batch_size': 32}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.313511111111111, 1: 1.313511111111111, 2: 0.6768814987861298} (클래스별 샘플 수: {0: 7500, 1: 7500, 2: 14554})
+  Fold 2 - 클래스별 가중치: {0: 1.3172, 1: 1.3172, 2: 0.6749333879893421} (클래스별 샘플 수: {0: 7500, 1: 7500, 2: 14637})
+  Fold 3 - 클래스별 가중치: {0: 1.3153333333333332, 1: 1.3153333333333332, 2: 0.6759164097293594} (클래스별 샘플 수: {0: 7500, 1: 7500, 2: 14595})
+[I 2025-12-25 14:17:42,777] Trial 61 finished with value: 0.5500971828189395 and parameters: {'d_main': 160, 'd_hidden': 128, 'n_blocks': 5, 'dropout': 0.39919320123923957, 'lr': 0.0032806641128551627, 'weight_decay': 0.005553899927124503, 'batch_size': 128}. Best is trial 29 with value: 0.5640599235240535.
+
+================================================================================
+Trial 61 완료
+  Value (CSI): 0.550097
+  Parameters: {'d_main': 160, 'd_hidden': 128, 'n_blocks': 5, 'dropout': 0.39919320123923957, 'lr': 0.0032806641128551627, 'weight_decay': 0.005553899927124503, 'batch_size': 128}
+  Best Value (CSI): 0.564060
+  Best Trial: 29
+  Best Parameters: {'d_main': 128, 'd_hidden': 192, 'n_blocks': 4, 'dropout': 0.3785345227219112, 'lr': 0.0018955834640803318, 'weight_decay': 0.02389399379756967, 'batch_size': 32}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.313511111111111, 1: 1.313511111111111, 2: 0.6768814987861298} (클래스별 샘플 수: {0: 7500, 1: 7500, 2: 14554})
+[I 2025-12-25 14:17:56,221] Trial 62 pruned. 
+
+================================================================================
+Trial 62 완료
+  Value (CSI): 0.544126
+  Parameters: {'d_main': 128, 'd_hidden': 128, 'n_blocks': 5, 'dropout': 0.3903671965335468, 'lr': 0.008119165067412344, 'weight_decay': 0.014752823024071111, 'batch_size': 128}
+  Best Value (CSI): 0.564060
+  Best Trial: 29
+  Best Parameters: {'d_main': 128, 'd_hidden': 192, 'n_blocks': 4, 'dropout': 0.3785345227219112, 'lr': 0.0018955834640803318, 'weight_decay': 0.02389399379756967, 'batch_size': 32}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.313511111111111, 1: 1.313511111111111, 2: 0.6768814987861298} (클래스별 샘플 수: {0: 7500, 1: 7500, 2: 14554})
+  Fold 2 - 클래스별 가중치: {0: 1.3172, 1: 1.3172, 2: 0.6749333879893421} (클래스별 샘플 수: {0: 7500, 1: 7500, 2: 14637})
+  Fold 3 - 클래스별 가중치: {0: 1.3153333333333332, 1: 1.3153333333333332, 2: 0.6759164097293594} (클래스별 샘플 수: {0: 7500, 1: 7500, 2: 14595})
+[I 2025-12-25 14:18:35,107] Trial 63 finished with value: 0.5506699399557876 and parameters: {'d_main': 128, 'd_hidden': 128, 'n_blocks': 5, 'dropout': 0.37207690588797177, 'lr': 0.005708102116451483, 'weight_decay': 0.008958128873315282, 'batch_size': 128}. Best is trial 29 with value: 0.5640599235240535.
+
+================================================================================
+Trial 63 완료
+  Value (CSI): 0.550670
+  Parameters: {'d_main': 128, 'd_hidden': 128, 'n_blocks': 5, 'dropout': 0.37207690588797177, 'lr': 0.005708102116451483, 'weight_decay': 0.008958128873315282, 'batch_size': 128}
+  Best Value (CSI): 0.564060
+  Best Trial: 29
+  Best Parameters: {'d_main': 128, 'd_hidden': 192, 'n_blocks': 4, 'dropout': 0.3785345227219112, 'lr': 0.0018955834640803318, 'weight_decay': 0.02389399379756967, 'batch_size': 32}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.313511111111111, 1: 1.313511111111111, 2: 0.6768814987861298} (클래스별 샘플 수: {0: 7500, 1: 7500, 2: 14554})
+[I 2025-12-25 14:18:43,158] Trial 64 pruned. 
+
+================================================================================
+Trial 64 완료
+  Value (CSI): 0.509508
+  Parameters: {'d_main': 192, 'd_hidden': 128, 'n_blocks': 6, 'dropout': 0.38852339843328487, 'lr': 0.00356228170594514, 'weight_decay': 0.004373072694131, 'batch_size': 128}
+  Best Value (CSI): 0.564060
+  Best Trial: 29
+  Best Parameters: {'d_main': 128, 'd_hidden': 192, 'n_blocks': 4, 'dropout': 0.3785345227219112, 'lr': 0.0018955834640803318, 'weight_decay': 0.02389399379756967, 'batch_size': 32}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.313511111111111, 1: 1.313511111111111, 2: 0.6768814987861298} (클래스별 샘플 수: {0: 7500, 1: 7500, 2: 14554})
+  Fold 2 - 클래스별 가중치: {0: 1.3172, 1: 1.3172, 2: 0.6749333879893421} (클래스별 샘플 수: {0: 7500, 1: 7500, 2: 14637})
+  Fold 3 - 클래스별 가중치: {0: 1.3153333333333332, 1: 1.3153333333333332, 2: 0.6759164097293594} (클래스별 샘플 수: {0: 7500, 1: 7500, 2: 14595})
+[I 2025-12-25 14:19:18,201] Trial 65 pruned. 
+
+================================================================================
+Trial 65 완료
+  Value (CSI): 0.512605
+  Parameters: {'d_main': 96, 'd_hidden': 128, 'n_blocks': 5, 'dropout': 0.3753267740699764, 'lr': 0.007684446191623141, 'weight_decay': 0.0033234710610171763, 'batch_size': 128}
+  Best Value (CSI): 0.564060
+  Best Trial: 29
+  Best Parameters: {'d_main': 128, 'd_hidden': 192, 'n_blocks': 4, 'dropout': 0.3785345227219112, 'lr': 0.0018955834640803318, 'weight_decay': 0.02389399379756967, 'batch_size': 32}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.313511111111111, 1: 1.313511111111111, 2: 0.6768814987861298} (클래스별 샘플 수: {0: 7500, 1: 7500, 2: 14554})
+[I 2025-12-25 14:19:23,939] Trial 66 pruned. 
+
+================================================================================
+Trial 66 완료
+  Value (CSI): 0.509944
+  Parameters: {'d_main': 128, 'd_hidden': 64, 'n_blocks': 4, 'dropout': 0.3628747748390071, 'lr': 0.004525622084747493, 'weight_decay': 0.012823303513662105, 'batch_size': 128}
+  Best Value (CSI): 0.564060
+  Best Trial: 29
+  Best Parameters: {'d_main': 128, 'd_hidden': 192, 'n_blocks': 4, 'dropout': 0.3785345227219112, 'lr': 0.0018955834640803318, 'weight_decay': 0.02389399379756967, 'batch_size': 32}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.313511111111111, 1: 1.313511111111111, 2: 0.6768814987861298} (클래스별 샘플 수: {0: 7500, 1: 7500, 2: 14554})
+[I 2025-12-25 14:19:30,441] Trial 67 pruned. 
+
+================================================================================
+Trial 67 완료
+  Value (CSI): 0.505505
+  Parameters: {'d_main': 160, 'd_hidden': 128, 'n_blocks': 5, 'dropout': 0.3916318516689186, 'lr': 0.005898191678374707, 'weight_decay': 0.006462987343363901, 'batch_size': 128}
+  Best Value (CSI): 0.564060
+  Best Trial: 29
+  Best Parameters: {'d_main': 128, 'd_hidden': 192, 'n_blocks': 4, 'dropout': 0.3785345227219112, 'lr': 0.0018955834640803318, 'weight_decay': 0.02389399379756967, 'batch_size': 32}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.313511111111111, 1: 1.313511111111111, 2: 0.6768814987861298} (클래스별 샘플 수: {0: 7500, 1: 7500, 2: 14554})
+  Fold 2 - 클래스별 가중치: {0: 1.3172, 1: 1.3172, 2: 0.6749333879893421} (클래스별 샘플 수: {0: 7500, 1: 7500, 2: 14637})
+  Fold 3 - 클래스별 가중치: {0: 1.3153333333333332, 1: 1.3153333333333332, 2: 0.6759164097293594} (클래스별 샘플 수: {0: 7500, 1: 7500, 2: 14595})
+[I 2025-12-25 14:20:05,263] Trial 68 finished with value: 0.5481964727831011 and parameters: {'d_main': 96, 'd_hidden': 64, 'n_blocks': 4, 'dropout': 0.38289836771293767, 'lr': 0.003802368890787154, 'weight_decay': 0.005386581492503432, 'batch_size': 128}. Best is trial 29 with value: 0.5640599235240535.
+
+================================================================================
+Trial 68 완료
+  Value (CSI): 0.548196
+  Parameters: {'d_main': 96, 'd_hidden': 64, 'n_blocks': 4, 'dropout': 0.38289836771293767, 'lr': 0.003802368890787154, 'weight_decay': 0.005386581492503432, 'batch_size': 128}
+  Best Value (CSI): 0.564060
+  Best Trial: 29
+  Best Parameters: {'d_main': 128, 'd_hidden': 192, 'n_blocks': 4, 'dropout': 0.3785345227219112, 'lr': 0.0018955834640803318, 'weight_decay': 0.02389399379756967, 'batch_size': 32}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.313511111111111, 1: 1.313511111111111, 2: 0.6768814987861298} (클래스별 샘플 수: {0: 7500, 1: 7500, 2: 14554})
+  Fold 2 - 클래스별 가중치: {0: 1.3172, 1: 1.3172, 2: 0.6749333879893421} (클래스별 샘플 수: {0: 7500, 1: 7500, 2: 14637})
+  Fold 3 - 클래스별 가중치: {0: 1.3153333333333332, 1: 1.3153333333333332, 2: 0.6759164097293594} (클래스별 샘플 수: {0: 7500, 1: 7500, 2: 14595})
+[I 2025-12-25 14:22:10,653] Trial 69 finished with value: 0.5468490828361315 and parameters: {'d_main': 128, 'd_hidden': 128, 'n_blocks': 5, 'dropout': 0.3700830091667097, 'lr': 0.002015021881225428, 'weight_decay': 0.01002184684087424, 'batch_size': 32}. Best is trial 29 with value: 0.5640599235240535.
+
+================================================================================
+Trial 69 완료
+  Value (CSI): 0.546849
+  Parameters: {'d_main': 128, 'd_hidden': 128, 'n_blocks': 5, 'dropout': 0.3700830091667097, 'lr': 0.002015021881225428, 'weight_decay': 0.01002184684087424, 'batch_size': 32}
+  Best Value (CSI): 0.564060
+  Best Trial: 29
+  Best Parameters: {'d_main': 128, 'd_hidden': 192, 'n_blocks': 4, 'dropout': 0.3785345227219112, 'lr': 0.0018955834640803318, 'weight_decay': 0.02389399379756967, 'batch_size': 32}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.313511111111111, 1: 1.313511111111111, 2: 0.6768814987861298} (클래스별 샘플 수: {0: 7500, 1: 7500, 2: 14554})
+[I 2025-12-25 14:22:15,419] Trial 70 pruned. 
+
+================================================================================
+Trial 70 완료
+  Value (CSI): 0.492894
+  Parameters: {'d_main': 256, 'd_hidden': 128, 'n_blocks': 4, 'dropout': 0.3492403724879569, 'lr': 0.0029595309414597562, 'weight_decay': 0.0028635370044332222, 'batch_size': 256}
+  Best Value (CSI): 0.564060
+  Best Trial: 29
+  Best Parameters: {'d_main': 128, 'd_hidden': 192, 'n_blocks': 4, 'dropout': 0.3785345227219112, 'lr': 0.0018955834640803318, 'weight_decay': 0.02389399379756967, 'batch_size': 32}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.313511111111111, 1: 1.313511111111111, 2: 0.6768814987861298} (클래스별 샘플 수: {0: 7500, 1: 7500, 2: 14554})
+  Fold 2 - 클래스별 가중치: {0: 1.3172, 1: 1.3172, 2: 0.6749333879893421} (클래스별 샘플 수: {0: 7500, 1: 7500, 2: 14637})
+  Fold 3 - 클래스별 가중치: {0: 1.3153333333333332, 1: 1.3153333333333332, 2: 0.6759164097293594} (클래스별 샘플 수: {0: 7500, 1: 7500, 2: 14595})
+[I 2025-12-25 14:23:12,795] Trial 71 finished with value: 0.5501255721330461 and parameters: {'d_main': 224, 'd_hidden': 192, 'n_blocks': 4, 'dropout': 0.3617835944975803, 'lr': 0.0026179651186102938, 'weight_decay': 0.018324115030386556, 'batch_size': 64}. Best is trial 29 with value: 0.5640599235240535.
+
+================================================================================
+Trial 71 완료
+  Value (CSI): 0.550126
+  Parameters: {'d_main': 224, 'd_hidden': 192, 'n_blocks': 4, 'dropout': 0.3617835944975803, 'lr': 0.0026179651186102938, 'weight_decay': 0.018324115030386556, 'batch_size': 64}
+  Best Value (CSI): 0.564060
+  Best Trial: 29
+  Best Parameters: {'d_main': 128, 'd_hidden': 192, 'n_blocks': 4, 'dropout': 0.3785345227219112, 'lr': 0.0018955834640803318, 'weight_decay': 0.02389399379756967, 'batch_size': 32}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.313511111111111, 1: 1.313511111111111, 2: 0.6768814987861298} (클래스별 샘플 수: {0: 7500, 1: 7500, 2: 14554})
+  Fold 2 - 클래스별 가중치: {0: 1.3172, 1: 1.3172, 2: 0.6749333879893421} (클래스별 샘플 수: {0: 7500, 1: 7500, 2: 14637})
+  Fold 3 - 클래스별 가중치: {0: 1.3153333333333332, 1: 1.3153333333333332, 2: 0.6759164097293594} (클래스별 샘플 수: {0: 7500, 1: 7500, 2: 14595})
+[I 2025-12-25 14:24:07,659] Trial 72 pruned. 
+
+================================================================================
+Trial 72 완료
+  Value (CSI): 0.525995
+  Parameters: {'d_main': 64, 'd_hidden': 192, 'n_blocks': 4, 'dropout': 0.3562329868588043, 'lr': 0.0016458957656892061, 'weight_decay': 0.004405760466724258, 'batch_size': 64}
+  Best Value (CSI): 0.564060
+  Best Trial: 29
+  Best Parameters: {'d_main': 128, 'd_hidden': 192, 'n_blocks': 4, 'dropout': 0.3785345227219112, 'lr': 0.0018955834640803318, 'weight_decay': 0.02389399379756967, 'batch_size': 32}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.313511111111111, 1: 1.313511111111111, 2: 0.6768814987861298} (클래스별 샘플 수: {0: 7500, 1: 7500, 2: 14554})
+[I 2025-12-25 14:24:13,612] Trial 73 pruned. 
+
+================================================================================
+Trial 73 완료
+  Value (CSI): 0.506297
+  Parameters: {'d_main': 96, 'd_hidden': 192, 'n_blocks': 4, 'dropout': 0.3762135278919068, 'lr': 0.0045787447331704706, 'weight_decay': 0.00789835169592414, 'batch_size': 128}
+  Best Value (CSI): 0.564060
+  Best Trial: 29
+  Best Parameters: {'d_main': 128, 'd_hidden': 192, 'n_blocks': 4, 'dropout': 0.3785345227219112, 'lr': 0.0018955834640803318, 'weight_decay': 0.02389399379756967, 'batch_size': 32}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.313511111111111, 1: 1.313511111111111, 2: 0.6768814987861298} (클래스별 샘플 수: {0: 7500, 1: 7500, 2: 14554})
+[I 2025-12-25 14:24:30,308] Trial 74 pruned. 
+
+================================================================================
+Trial 74 완료
+  Value (CSI): 0.514983
+  Parameters: {'d_main': 64, 'd_hidden': 64, 'n_blocks': 4, 'dropout': 0.38583816837406404, 'lr': 0.00652599468168578, 'weight_decay': 0.013473080129332647, 'batch_size': 32}
+  Best Value (CSI): 0.564060
+  Best Trial: 29
+  Best Parameters: {'d_main': 128, 'd_hidden': 192, 'n_blocks': 4, 'dropout': 0.3785345227219112, 'lr': 0.0018955834640803318, 'weight_decay': 0.02389399379756967, 'batch_size': 32}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.313511111111111, 1: 1.313511111111111, 2: 0.6768814987861298} (클래스별 샘플 수: {0: 7500, 1: 7500, 2: 14554})
+[I 2025-12-25 14:24:48,613] Trial 75 pruned. 
+
+================================================================================
+Trial 75 완료
+  Value (CSI): 0.524958
+  Parameters: {'d_main': 64, 'd_hidden': 256, 'n_blocks': 3, 'dropout': 0.3989489345079227, 'lr': 0.0035136390343059047, 'weight_decay': 0.03204945328199728, 'batch_size': 64}
+  Best Value (CSI): 0.564060
+  Best Trial: 29
+  Best Parameters: {'d_main': 128, 'd_hidden': 192, 'n_blocks': 4, 'dropout': 0.3785345227219112, 'lr': 0.0018955834640803318, 'weight_decay': 0.02389399379756967, 'batch_size': 32}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.313511111111111, 1: 1.313511111111111, 2: 0.6768814987861298} (클래스별 샘플 수: {0: 7500, 1: 7500, 2: 14554})
+[I 2025-12-25 14:24:52,726] Trial 76 pruned. 
+
+================================================================================
+Trial 76 완료
+  Value (CSI): 0.519706
+  Parameters: {'d_main': 96, 'd_hidden': 64, 'n_blocks': 4, 'dropout': 0.35029761471605975, 'lr': 0.009992145798445777, 'weight_decay': 0.004976014287419708, 'batch_size': 256}
+  Best Value (CSI): 0.564060
+  Best Trial: 29
+  Best Parameters: {'d_main': 128, 'd_hidden': 192, 'n_blocks': 4, 'dropout': 0.3785345227219112, 'lr': 0.0018955834640803318, 'weight_decay': 0.02389399379756967, 'batch_size': 32}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.313511111111111, 1: 1.313511111111111, 2: 0.6768814987861298} (클래스별 샘플 수: {0: 7500, 1: 7500, 2: 14554})
+[I 2025-12-25 14:25:04,726] Trial 77 pruned. 
+
+================================================================================
+Trial 77 완료
+  Value (CSI): 0.514536
+  Parameters: {'d_main': 64, 'd_hidden': 128, 'n_blocks': 5, 'dropout': 0.36651102490082377, 'lr': 0.002254176075467637, 'weight_decay': 0.0037747531821335405, 'batch_size': 64}
+  Best Value (CSI): 0.564060
+  Best Trial: 29
+  Best Parameters: {'d_main': 128, 'd_hidden': 192, 'n_blocks': 4, 'dropout': 0.3785345227219112, 'lr': 0.0018955834640803318, 'weight_decay': 0.02389399379756967, 'batch_size': 32}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.313511111111111, 1: 1.313511111111111, 2: 0.6768814987861298} (클래스별 샘플 수: {0: 7500, 1: 7500, 2: 14554})
+[I 2025-12-25 14:25:41,296] Trial 78 pruned. 
+
+================================================================================
+Trial 78 완료
+  Value (CSI): 0.545864
+  Parameters: {'d_main': 96, 'd_hidden': 128, 'n_blocks': 4, 'dropout': 0.3902463391858062, 'lr': 0.005356046900755139, 'weight_decay': 0.010191199284001912, 'batch_size': 32}
+  Best Value (CSI): 0.564060
+  Best Trial: 29
+  Best Parameters: {'d_main': 128, 'd_hidden': 192, 'n_blocks': 4, 'dropout': 0.3785345227219112, 'lr': 0.0018955834640803318, 'weight_decay': 0.02389399379756967, 'batch_size': 32}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.313511111111111, 1: 1.313511111111111, 2: 0.6768814987861298} (클래스별 샘플 수: {0: 7500, 1: 7500, 2: 14554})
+  Fold 2 - 클래스별 가중치: {0: 1.3172, 1: 1.3172, 2: 0.6749333879893421} (클래스별 샘플 수: {0: 7500, 1: 7500, 2: 14637})
+  Fold 3 - 클래스별 가중치: {0: 1.3153333333333332, 1: 1.3153333333333332, 2: 0.6759164097293594} (클래스별 샘플 수: {0: 7500, 1: 7500, 2: 14595})
+[I 2025-12-25 14:26:18,661] Trial 79 finished with value: 0.5532615692714635 and parameters: {'d_main': 64, 'd_hidden': 192, 'n_blocks': 5, 'dropout': 0.3788906169806617, 'lr': 0.00732394392235785, 'weight_decay': 0.021282641416254033, 'batch_size': 128}. Best is trial 29 with value: 0.5640599235240535.
+
+================================================================================
+Trial 79 완료
+  Value (CSI): 0.553262
+  Parameters: {'d_main': 64, 'd_hidden': 192, 'n_blocks': 5, 'dropout': 0.3788906169806617, 'lr': 0.00732394392235785, 'weight_decay': 0.021282641416254033, 'batch_size': 128}
+  Best Value (CSI): 0.564060
+  Best Trial: 29
+  Best Parameters: {'d_main': 128, 'd_hidden': 192, 'n_blocks': 4, 'dropout': 0.3785345227219112, 'lr': 0.0018955834640803318, 'weight_decay': 0.02389399379756967, 'batch_size': 32}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.313511111111111, 1: 1.313511111111111, 2: 0.6768814987861298} (클래스별 샘플 수: {0: 7500, 1: 7500, 2: 14554})
+  Fold 2 - 클래스별 가중치: {0: 1.3172, 1: 1.3172, 2: 0.6749333879893421} (클래스별 샘플 수: {0: 7500, 1: 7500, 2: 14637})
+[I 2025-12-25 14:26:44,675] Trial 80 pruned. 
+
+================================================================================
+Trial 80 완료
+  Value (CSI): 0.571291
+  Parameters: {'d_main': 128, 'd_hidden': 64, 'n_blocks': 5, 'dropout': 0.379510510009853, 'lr': 0.006950163552364199, 'weight_decay': 0.0069398686924610365, 'batch_size': 128}
+  Best Value (CSI): 0.564060
+  Best Trial: 29
+  Best Parameters: {'d_main': 128, 'd_hidden': 192, 'n_blocks': 4, 'dropout': 0.3785345227219112, 'lr': 0.0018955834640803318, 'weight_decay': 0.02389399379756967, 'batch_size': 32}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.313511111111111, 1: 1.313511111111111, 2: 0.6768814987861298} (클래스별 샘플 수: {0: 7500, 1: 7500, 2: 14554})
+[I 2025-12-25 14:26:57,527] Trial 81 pruned. 
+
+================================================================================
+Trial 81 완료
+  Value (CSI): 0.543333
+  Parameters: {'d_main': 64, 'd_hidden': 192, 'n_blocks': 5, 'dropout': 0.36922748748873424, 'lr': 0.008597724382758931, 'weight_decay': 0.0196369853155942, 'batch_size': 128}
+  Best Value (CSI): 0.564060
+  Best Trial: 29
+  Best Parameters: {'d_main': 128, 'd_hidden': 192, 'n_blocks': 4, 'dropout': 0.3785345227219112, 'lr': 0.0018955834640803318, 'weight_decay': 0.02389399379756967, 'batch_size': 32}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.313511111111111, 1: 1.313511111111111, 2: 0.6768814987861298} (클래스별 샘플 수: {0: 7500, 1: 7500, 2: 14554})
+  Fold 2 - 클래스별 가중치: {0: 1.3172, 1: 1.3172, 2: 0.6749333879893421} (클래스별 샘플 수: {0: 7500, 1: 7500, 2: 14637})
+[I 2025-12-25 14:27:23,372] Trial 82 pruned. 
+
+================================================================================
+Trial 82 완료
+  Value (CSI): 0.568889
+  Parameters: {'d_main': 64, 'd_hidden': 192, 'n_blocks': 5, 'dropout': 0.39401569862082036, 'lr': 0.00374187451268323, 'weight_decay': 0.024094818639435713, 'batch_size': 128}
+  Best Value (CSI): 0.564060
+  Best Trial: 29
+  Best Parameters: {'d_main': 128, 'd_hidden': 192, 'n_blocks': 4, 'dropout': 0.3785345227219112, 'lr': 0.0018955834640803318, 'weight_decay': 0.02389399379756967, 'batch_size': 32}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.313511111111111, 1: 1.313511111111111, 2: 0.6768814987861298} (클래스별 샘플 수: {0: 7500, 1: 7500, 2: 14554})
+  Fold 2 - 클래스별 가중치: {0: 1.3172, 1: 1.3172, 2: 0.6749333879893421} (클래스별 샘플 수: {0: 7500, 1: 7500, 2: 14637})
+[I 2025-12-25 14:27:49,262] Trial 83 pruned. 
+
+================================================================================
+Trial 83 완료
+  Value (CSI): 0.568932
+  Parameters: {'d_main': 64, 'd_hidden': 192, 'n_blocks': 5, 'dropout': 0.35596176801833795, 'lr': 0.00490974511705209, 'weight_decay': 0.011612853957952581, 'batch_size': 128}
+  Best Value (CSI): 0.564060
+  Best Trial: 29
+  Best Parameters: {'d_main': 128, 'd_hidden': 192, 'n_blocks': 4, 'dropout': 0.3785345227219112, 'lr': 0.0018955834640803318, 'weight_decay': 0.02389399379756967, 'batch_size': 32}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.313511111111111, 1: 1.313511111111111, 2: 0.6768814987861298} (클래스별 샘플 수: {0: 7500, 1: 7500, 2: 14554})
+  Fold 2 - 클래스별 가중치: {0: 1.3172, 1: 1.3172, 2: 0.6749333879893421} (클래스별 샘플 수: {0: 7500, 1: 7500, 2: 14637})
+  Fold 3 - 클래스별 가중치: {0: 1.3153333333333332, 1: 1.3153333333333332, 2: 0.6759164097293594} (클래스별 샘플 수: {0: 7500, 1: 7500, 2: 14595})
+[I 2025-12-25 14:29:07,162] Trial 84 finished with value: 0.5596224684130995 and parameters: {'d_main': 64, 'd_hidden': 192, 'n_blocks': 5, 'dropout': 0.3805161112450537, 'lr': 0.0031387083711752074, 'weight_decay': 0.03857363798614982, 'batch_size': 64}. Best is trial 29 with value: 0.5640599235240535.
+
+================================================================================
+Trial 84 완료
+  Value (CSI): 0.559622
+  Parameters: {'d_main': 64, 'd_hidden': 192, 'n_blocks': 5, 'dropout': 0.3805161112450537, 'lr': 0.0031387083711752074, 'weight_decay': 0.03857363798614982, 'batch_size': 64}
+  Best Value (CSI): 0.564060
+  Best Trial: 29
+  Best Parameters: {'d_main': 128, 'd_hidden': 192, 'n_blocks': 4, 'dropout': 0.3785345227219112, 'lr': 0.0018955834640803318, 'weight_decay': 0.02389399379756967, 'batch_size': 32}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.313511111111111, 1: 1.313511111111111, 2: 0.6768814987861298} (클래스별 샘플 수: {0: 7500, 1: 7500, 2: 14554})
+[I 2025-12-25 14:29:12,419] Trial 85 pruned. 
+
+================================================================================
+Trial 85 완료
+  Value (CSI): 0.509040
+  Parameters: {'d_main': 96, 'd_hidden': 192, 'n_blocks': 5, 'dropout': 0.3794199359484997, 'lr': 0.003090255433871397, 'weight_decay': 0.03823741683288731, 'batch_size': 256}
+  Best Value (CSI): 0.564060
+  Best Trial: 29
+  Best Parameters: {'d_main': 128, 'd_hidden': 192, 'n_blocks': 4, 'dropout': 0.3785345227219112, 'lr': 0.0018955834640803318, 'weight_decay': 0.02389399379756967, 'batch_size': 32}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.313511111111111, 1: 1.313511111111111, 2: 0.6768814987861298} (클래스별 샘플 수: {0: 7500, 1: 7500, 2: 14554})
+  Fold 2 - 클래스별 가중치: {0: 1.3172, 1: 1.3172, 2: 0.6749333879893421} (클래스별 샘플 수: {0: 7500, 1: 7500, 2: 14637})
+  Fold 3 - 클래스별 가중치: {0: 1.3153333333333332, 1: 1.3153333333333332, 2: 0.6759164097293594} (클래스별 샘플 수: {0: 7500, 1: 7500, 2: 14595})
+[I 2025-12-25 14:30:25,490] Trial 86 finished with value: 0.5583351686251206 and parameters: {'d_main': 64, 'd_hidden': 192, 'n_blocks': 5, 'dropout': 0.3916869945045396, 'lr': 0.0061210411330035845, 'weight_decay': 0.020954635231294892, 'batch_size': 64}. Best is trial 29 with value: 0.5640599235240535.
+
+================================================================================
+Trial 86 완료
+  Value (CSI): 0.558335
+  Parameters: {'d_main': 64, 'd_hidden': 192, 'n_blocks': 5, 'dropout': 0.3916869945045396, 'lr': 0.0061210411330035845, 'weight_decay': 0.020954635231294892, 'batch_size': 64}
+  Best Value (CSI): 0.564060
+  Best Trial: 29
+  Best Parameters: {'d_main': 128, 'd_hidden': 192, 'n_blocks': 4, 'dropout': 0.3785345227219112, 'lr': 0.0018955834640803318, 'weight_decay': 0.02389399379756967, 'batch_size': 32}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.313511111111111, 1: 1.313511111111111, 2: 0.6768814987861298} (클래스별 샘플 수: {0: 7500, 1: 7500, 2: 14554})
+  Fold 2 - 클래스별 가중치: {0: 1.3172, 1: 1.3172, 2: 0.6749333879893421} (클래스별 샘플 수: {0: 7500, 1: 7500, 2: 14637})
+  Fold 3 - 클래스별 가중치: {0: 1.3153333333333332, 1: 1.3153333333333332, 2: 0.6759164097293594} (클래스별 샘플 수: {0: 7500, 1: 7500, 2: 14595})
+[I 2025-12-25 14:31:20,507] Trial 87 finished with value: 0.5522397196626114 and parameters: {'d_main': 64, 'd_hidden': 192, 'n_blocks': 6, 'dropout': 0.39277713967012207, 'lr': 0.004057363770632231, 'weight_decay': 0.016166104081782394, 'batch_size': 64}. Best is trial 29 with value: 0.5640599235240535.
+
+================================================================================
+Trial 87 완료
+  Value (CSI): 0.552240
+  Parameters: {'d_main': 64, 'd_hidden': 192, 'n_blocks': 6, 'dropout': 0.39277713967012207, 'lr': 0.004057363770632231, 'weight_decay': 0.016166104081782394, 'batch_size': 64}
+  Best Value (CSI): 0.564060
+  Best Trial: 29
+  Best Parameters: {'d_main': 128, 'd_hidden': 192, 'n_blocks': 4, 'dropout': 0.3785345227219112, 'lr': 0.0018955834640803318, 'weight_decay': 0.02389399379756967, 'batch_size': 32}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.313511111111111, 1: 1.313511111111111, 2: 0.6768814987861298} (클래스별 샘플 수: {0: 7500, 1: 7500, 2: 14554})
+[I 2025-12-25 14:31:42,537] Trial 88 pruned. 
+
+================================================================================
+Trial 88 완료
+  Value (CSI): 0.520694
+  Parameters: {'d_main': 160, 'd_hidden': 192, 'n_blocks': 5, 'dropout': 0.37116099859917034, 'lr': 0.0059981258023725, 'weight_decay': 0.0353293846259034, 'batch_size': 64}
+  Best Value (CSI): 0.564060
+  Best Trial: 29
+  Best Parameters: {'d_main': 128, 'd_hidden': 192, 'n_blocks': 4, 'dropout': 0.3785345227219112, 'lr': 0.0018955834640803318, 'weight_decay': 0.02389399379756967, 'batch_size': 32}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.313511111111111, 1: 1.313511111111111, 2: 0.6768814987861298} (클래스별 샘플 수: {0: 7500, 1: 7500, 2: 14554})
+[I 2025-12-25 14:31:52,996] Trial 89 pruned. 
+
+================================================================================
+Trial 89 완료
+  Value (CSI): 0.504561
+  Parameters: {'d_main': 64, 'd_hidden': 192, 'n_blocks': 5, 'dropout': 0.3840698271230542, 'lr': 0.00706799757579173, 'weight_decay': 0.022211052066867264, 'batch_size': 64}
+  Best Value (CSI): 0.564060
+  Best Trial: 29
+  Best Parameters: {'d_main': 128, 'd_hidden': 192, 'n_blocks': 4, 'dropout': 0.3785345227219112, 'lr': 0.0018955834640803318, 'weight_decay': 0.02389399379756967, 'batch_size': 32}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.313511111111111, 1: 1.313511111111111, 2: 0.6768814987861298} (클래스별 샘플 수: {0: 7500, 1: 7500, 2: 14554})
+  Fold 2 - 클래스별 가중치: {0: 1.3172, 1: 1.3172, 2: 0.6749333879893421} (클래스별 샘플 수: {0: 7500, 1: 7500, 2: 14637})
+[I 2025-12-25 14:32:36,657] Trial 90 pruned. 
+
+================================================================================
+Trial 90 완료
+  Value (CSI): 0.565627
+  Parameters: {'d_main': 64, 'd_hidden': 192, 'n_blocks': 5, 'dropout': 0.3776591693160896, 'lr': 0.0026960539003804285, 'weight_decay': 0.02689813377820558, 'batch_size': 64}
+  Best Value (CSI): 0.564060
+  Best Trial: 29
+  Best Parameters: {'d_main': 128, 'd_hidden': 192, 'n_blocks': 4, 'dropout': 0.3785345227219112, 'lr': 0.0018955834640803318, 'weight_decay': 0.02389399379756967, 'batch_size': 32}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.313511111111111, 1: 1.313511111111111, 2: 0.6768814987861298} (클래스별 샘플 수: {0: 7500, 1: 7500, 2: 14554})
+  Fold 2 - 클래스별 가중치: {0: 1.3172, 1: 1.3172, 2: 0.6749333879893421} (클래스별 샘플 수: {0: 7500, 1: 7500, 2: 14637})
+[I 2025-12-25 14:33:20,160] Trial 91 pruned. 
+
+================================================================================
+Trial 91 완료
+  Value (CSI): 0.572433
+  Parameters: {'d_main': 64, 'd_hidden': 192, 'n_blocks': 5, 'dropout': 0.38809036045605855, 'lr': 0.0083078482805021, 'weight_decay': 0.029933906781820546, 'batch_size': 64}
+  Best Value (CSI): 0.564060
+  Best Trial: 29
+  Best Parameters: {'d_main': 128, 'd_hidden': 192, 'n_blocks': 4, 'dropout': 0.3785345227219112, 'lr': 0.0018955834640803318, 'weight_decay': 0.02389399379756967, 'batch_size': 32}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.313511111111111, 1: 1.313511111111111, 2: 0.6768814987861298} (클래스별 샘플 수: {0: 7500, 1: 7500, 2: 14554})
+  Fold 2 - 클래스별 가중치: {0: 1.3172, 1: 1.3172, 2: 0.6749333879893421} (클래스별 샘플 수: {0: 7500, 1: 7500, 2: 14637})
+  Fold 3 - 클래스별 가중치: {0: 1.3153333333333332, 1: 1.3153333333333332, 2: 0.6759164097293594} (클래스별 샘플 수: {0: 7500, 1: 7500, 2: 14595})
+[I 2025-12-25 14:34:02,745] Trial 92 finished with value: 0.552067394809641 and parameters: {'d_main': 96, 'd_hidden': 256, 'n_blocks': 5, 'dropout': 0.3964414928022711, 'lr': 0.004788094234785517, 'weight_decay': 0.020952910169463664, 'batch_size': 128}. Best is trial 29 with value: 0.5640599235240535.
+
+================================================================================
+Trial 92 완료
+  Value (CSI): 0.552067
+  Parameters: {'d_main': 96, 'd_hidden': 256, 'n_blocks': 5, 'dropout': 0.3964414928022711, 'lr': 0.004788094234785517, 'weight_decay': 0.020952910169463664, 'batch_size': 128}
+  Best Value (CSI): 0.564060
+  Best Trial: 29
+  Best Parameters: {'d_main': 128, 'd_hidden': 192, 'n_blocks': 4, 'dropout': 0.3785345227219112, 'lr': 0.0018955834640803318, 'weight_decay': 0.02389399379756967, 'batch_size': 32}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.313511111111111, 1: 1.313511111111111, 2: 0.6768814987861298} (클래스별 샘플 수: {0: 7500, 1: 7500, 2: 14554})
+  Fold 2 - 클래스별 가중치: {0: 1.3172, 1: 1.3172, 2: 0.6749333879893421} (클래스별 샘플 수: {0: 7500, 1: 7500, 2: 14637})
+  Fold 3 - 클래스별 가중치: {0: 1.3153333333333332, 1: 1.3153333333333332, 2: 0.6759164097293594} (클래스별 샘플 수: {0: 7500, 1: 7500, 2: 14595})
+[I 2025-12-25 14:34:29,743] Trial 93 finished with value: 0.5533087253927373 and parameters: {'d_main': 64, 'd_hidden': 192, 'n_blocks': 5, 'dropout': 0.3992687678212946, 'lr': 0.00578639944524712, 'weight_decay': 0.047399903305537464, 'batch_size': 256}. Best is trial 29 with value: 0.5640599235240535.
+
+================================================================================
+Trial 93 완료
+  Value (CSI): 0.553309
+  Parameters: {'d_main': 64, 'd_hidden': 192, 'n_blocks': 5, 'dropout': 0.3992687678212946, 'lr': 0.00578639944524712, 'weight_decay': 0.047399903305537464, 'batch_size': 256}
+  Best Value (CSI): 0.564060
+  Best Trial: 29
+  Best Parameters: {'d_main': 128, 'd_hidden': 192, 'n_blocks': 4, 'dropout': 0.3785345227219112, 'lr': 0.0018955834640803318, 'weight_decay': 0.02389399379756967, 'batch_size': 32}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.313511111111111, 1: 1.313511111111111, 2: 0.6768814987861298} (클래스별 샘플 수: {0: 7500, 1: 7500, 2: 14554})
+  Fold 2 - 클래스별 가중치: {0: 1.3172, 1: 1.3172, 2: 0.6749333879893421} (클래스별 샘플 수: {0: 7500, 1: 7500, 2: 14637})
+  Fold 3 - 클래스별 가중치: {0: 1.3153333333333332, 1: 1.3153333333333332, 2: 0.6759164097293594} (클래스별 샘플 수: {0: 7500, 1: 7500, 2: 14595})
+[I 2025-12-25 14:35:48,336] Trial 94 finished with value: 0.5601283588528756 and parameters: {'d_main': 64, 'd_hidden': 192, 'n_blocks': 5, 'dropout': 0.3829340561309562, 'lr': 0.00569893847770036, 'weight_decay': 0.04322993540333474, 'batch_size': 64}. Best is trial 29 with value: 0.5640599235240535.
+
+================================================================================
+Trial 94 완료
+  Value (CSI): 0.560128
+  Parameters: {'d_main': 64, 'd_hidden': 192, 'n_blocks': 5, 'dropout': 0.3829340561309562, 'lr': 0.00569893847770036, 'weight_decay': 0.04322993540333474, 'batch_size': 64}
+  Best Value (CSI): 0.564060
+  Best Trial: 29
+  Best Parameters: {'d_main': 128, 'd_hidden': 192, 'n_blocks': 4, 'dropout': 0.3785345227219112, 'lr': 0.0018955834640803318, 'weight_decay': 0.02389399379756967, 'batch_size': 32}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.313511111111111, 1: 1.313511111111111, 2: 0.6768814987861298} (클래스별 샘플 수: {0: 7500, 1: 7500, 2: 14554})
+  Fold 2 - 클래스별 가중치: {0: 1.3172, 1: 1.3172, 2: 0.6749333879893421} (클래스별 샘플 수: {0: 7500, 1: 7500, 2: 14637})
+  Fold 3 - 클래스별 가중치: {0: 1.3153333333333332, 1: 1.3153333333333332, 2: 0.6759164097293594} (���래스별 샘플 수: {0: 7500, 1: 7500, 2: 14595})
+[I 2025-12-25 14:37:02,754] Trial 95 finished with value: 0.5583295328158188 and parameters: {'d_main': 64, 'd_hidden': 192, 'n_blocks': 5, 'dropout': 0.3996669753110856, 'lr': 0.0032839615734994955, 'weight_decay': 0.04861158267858316, 'batch_size': 64}. Best is trial 29 with value: 0.5640599235240535.
+
+================================================================================
+Trial 95 완료
+  Value (CSI): 0.558330
+  Parameters: {'d_main': 64, 'd_hidden': 192, 'n_blocks': 5, 'dropout': 0.3996669753110856, 'lr': 0.0032839615734994955, 'weight_decay': 0.04861158267858316, 'batch_size': 64}
+  Best Value (CSI): 0.564060
+  Best Trial: 29
+  Best Parameters: {'d_main': 128, 'd_hidden': 192, 'n_blocks': 4, 'dropout': 0.3785345227219112, 'lr': 0.0018955834640803318, 'weight_decay': 0.02389399379756967, 'batch_size': 32}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.313511111111111, 1: 1.313511111111111, 2: 0.6768814987861298} (클래스별 샘플 수: {0: 7500, 1: 7500, 2: 14554})
+  Fold 2 - 클래스별 가중치: {0: 1.3172, 1: 1.3172, 2: 0.6749333879893421} (클래스별 샘플 수: {0: 7500, 1: 7500, 2: 14637})
+  Fold 3 - 클래스별 가중치: {0: 1.3153333333333332, 1: 1.3153333333333332, 2: 0.6759164097293594} (클래스별 샘플 수: {0: 7500, 1: 7500, 2: 14595})
+[I 2025-12-25 14:38:04,314] Trial 96 finished with value: 0.5609967505712838 and parameters: {'d_main': 96, 'd_hidden': 192, 'n_blocks': 5, 'dropout': 0.36703756746800537, 'lr': 0.0032203948571691106, 'weight_decay': 0.06867984315874796, 'batch_size': 64}. Best is trial 29 with value: 0.5640599235240535.
+
+================================================================================
+Trial 96 완료
+  Value (CSI): 0.560997
+  Parameters: {'d_main': 96, 'd_hidden': 192, 'n_blocks': 5, 'dropout': 0.36703756746800537, 'lr': 0.0032203948571691106, 'weight_decay': 0.06867984315874796, 'batch_size': 64}
+  Best Value (CSI): 0.564060
+  Best Trial: 29
+  Best Parameters: {'d_main': 128, 'd_hidden': 192, 'n_blocks': 4, 'dropout': 0.3785345227219112, 'lr': 0.0018955834640803318, 'weight_decay': 0.02389399379756967, 'batch_size': 32}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.313511111111111, 1: 1.313511111111111, 2: 0.6768814987861298} (클래스별 샘플 수: {0: 7500, 1: 7500, 2: 14554})
+  Fold 2 - 클래스별 가중치: {0: 1.3172, 1: 1.3172, 2: 0.6749333879893421} (클래스별 샘플 수: {0: 7500, 1: 7500, 2: 14637})
+  Fold 3 - 클래스별 가중치: {0: 1.3153333333333332, 1: 1.3153333333333332, 2: 0.6759164097293594} (클래스별 샘플 수: {0: 7500, 1: 7500, 2: 14595})
+[I 2025-12-25 14:39:13,446] Trial 97 finished with value: 0.5568270607866324 and parameters: {'d_main': 96, 'd_hidden': 192, 'n_blocks': 5, 'dropout': 0.38495592816698543, 'lr': 0.003252585169234384, 'weight_decay': 0.06156751863797559, 'batch_size': 64}. Best is trial 29 with value: 0.5640599235240535.
+
+================================================================================
+Trial 97 완료
+  Value (CSI): 0.556827
+  Parameters: {'d_main': 96, 'd_hidden': 192, 'n_blocks': 5, 'dropout': 0.38495592816698543, 'lr': 0.003252585169234384, 'weight_decay': 0.06156751863797559, 'batch_size': 64}
+  Best Value (CSI): 0.564060
+  Best Trial: 29
+  Best Parameters: {'d_main': 128, 'd_hidden': 192, 'n_blocks': 4, 'dropout': 0.3785345227219112, 'lr': 0.0018955834640803318, 'weight_decay': 0.02389399379756967, 'batch_size': 32}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.313511111111111, 1: 1.313511111111111, 2: 0.6768814987861298} (클래스별 샘플 수: {0: 7500, 1: 7500, 2: 14554})
+  Fold 2 - 클래스별 가중치: {0: 1.3172, 1: 1.3172, 2: 0.6749333879893421} (클래스별 샘플 수: {0: 7500, 1: 7500, 2: 14637})
+  Fold 3 - 클래스별 가중치: {0: 1.3153333333333332, 1: 1.3153333333333332, 2: 0.6759164097293594} (클래스별 샘플 수: {0: 7500, 1: 7500, 2: 14595})
+[I 2025-12-25 14:40:13,275] Trial 98 pruned. 
+
+================================================================================
+Trial 98 완료
+  Value (CSI): 0.513040
+  Parameters: {'d_main': 96, 'd_hidden': 192, 'n_blocks': 5, 'dropout': 0.36773073923539235, 'lr': 0.0030469656131888343, 'weight_decay': 0.06571431527643279, 'batch_size': 64}
+  Best Value (CSI): 0.564060
+  Best Trial: 29
+  Best Parameters: {'d_main': 128, 'd_hidden': 192, 'n_blocks': 4, 'dropout': 0.3785345227219112, 'lr': 0.0018955834640803318, 'weight_decay': 0.02389399379756967, 'batch_size': 32}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.313511111111111, 1: 1.313511111111111, 2: 0.6768814987861298} (클래스별 샘플 수: {0: 7500, 1: 7500, 2: 14554})
+  Fold 2 - 클래스별 가중치: {0: 1.3172, 1: 1.3172, 2: 0.6749333879893421} (클래스별 샘플 수: {0: 7500, 1: 7500, 2: 14637})
+  Fold 3 - 클래스별 가중치: {0: 1.3153333333333332, 1: 1.3153333333333332, 2: 0.6759164097293594} (클래스별 샘플 수: {0: 7500, 1: 7500, 2: 14595})
+[I 2025-12-25 14:41:19,702] Trial 99 pruned. 
+
+================================================================================
+Trial 99 완료
+  Value (CSI): 0.509504
+  Parameters: {'d_main': 96, 'd_hidden': 192, 'n_blocks': 6, 'dropout': 0.3849927935636696, 'lr': 0.0019296040861643848, 'weight_decay': 0.06970240545560971, 'batch_size': 64}
+  Best Value (CSI): 0.564060
+  Best Trial: 29
+  Best Parameters: {'d_main': 128, 'd_hidden': 192, 'n_blocks': 4, 'dropout': 0.3785345227219112, 'lr': 0.0018955834640803318, 'weight_decay': 0.02389399379756967, 'batch_size': 32}
+================================================================================
+
+
+최적화 완료.
+Best CSI Score: 0.5641
+Best Hyperparameters: {'d_main': 128, 'd_hidden': 192, 'n_blocks': 4, 'dropout': 0.3785345227219112, 'lr': 0.0018955834640803318, 'weight_decay': 0.02389399379756967, 'batch_size': 32}
+
+최적화 과정 요약:
+  - 총 시도 횟수: 100
+  - 성공한 시도: 100
+  - 최초 CSI: 0.5289
+  - 최종 CSI: 0.5095
+  - 최고 CSI: 0.5724
+  - 최저 CSI: 0.3591
+  - 평균 CSI: 0.5323
+
+최적화 Study 객체가 /workspace/visibility_prediction/Analysis_code/optimization_history/deepgbm_smote_incheon_trials.pkl에 저장되었습니다.
+
+==================================================
+최적화된 하이퍼파라미터로 최종 모델 학습 시작
+==================================================
+최종 모델 학습 시작...
+Fold 1 학습 중...
+  Early stopping at epoch 27, Best CSI: 0.5559
+  Fold 1 학습 완료 (검증 CSI: 0.5559)
+Fold 2 학습 중...
+  Early stopping at epoch 20, Best CSI: 0.5858
+  Fold 2 학습 완료 (검증 CSI: 0.5858)
+Fold 3 학습 중...
+  Early stopping at epoch 29, Best CSI: 0.5293
+  Fold 3 학습 완료 (검증 CSI: 0.5293)
+
+모든 모델 저장 완료: ../save_model/deepgbm_optima/deepgbm_smote_incheon.pkl (총 3개 fold)
+Scaler 저장 완료: ../save_model/deepgbm_optima/scaler/deepgbm_smote_incheon_scaler.pkl (총 3개 fold)
+
+최종 모델 학습 및 저장 완료!
+저장된 모델 경로: ../save_model/deepgbm_optima/deepgbm_smote_incheon.pkl
+
+✓ 완료: deepgbm_smote/deepgbm_smote_incheon.py (소요 시간: 4927초)
+
+----------------------------------------
+실행 중: deepgbm_smote/deepgbm_smote_seoul.py
+시작 시간: 2025-12-25 14:42:59
+----------------------------------------
+[I 2025-12-25 14:43:00,260] A new study created in memory with name: no-name-ffc31f63-05f8-40f9-a5d6-45f5e1352786
+  Fold 1 - 클래스별 가중치: {0: 1.3198333333333334, 1: 1.3198333333333334, 2: 0.6735561792974398} (클래스별 샘플 수: {0: 8000, 1: 8000, 2: 15676})
+  Fold 2 - 클래스별 가중치: {0: 1.3259583333333333, 1: 1.3259583333333333, 2: 0.6703954159556763} (클래스별 샘플 수: {0: 8000, 1: 8000, 2: 15823})
+  Fold 3 - 클래스별 가중치: {0: 1.3280416666666666, 1: 1.3280416666666666, 2: 0.6693336693336693} (클래스별 샘플 수: {0: 8000, 1: 8000, 2: 15873})
+[I 2025-12-25 14:46:45,085] Trial 0 finished with value: 0.4508535953476343 and parameters: {'d_main': 64, 'd_hidden': 256, 'n_blocks': 6, 'dropout': 0.30728587476448527, 'lr': 1.000203985680316e-05, 'weight_decay': 0.003987777011752342, 'batch_size': 64}. Best is trial 0 with value: 0.4508535953476343.
+
+================================================================================
+Trial 0 완료
+  Value (CSI): 0.450854
+  Parameters: {'d_main': 64, 'd_hidden': 256, 'n_blocks': 6, 'dropout': 0.30728587476448527, 'lr': 1.000203985680316e-05, 'weight_decay': 0.003987777011752342, 'batch_size': 64}
+  Best Value (CSI): 0.450854
+  Best Trial: 0
+  Best Parameters: {'d_main': 64, 'd_hidden': 256, 'n_blocks': 6, 'dropout': 0.30728587476448527, 'lr': 1.000203985680316e-05, 'weight_decay': 0.003987777011752342, 'batch_size': 64}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.3198333333333334, 1: 1.3198333333333334, 2: 0.6735561792974398} (클래스별 샘플 수: {0: 8000, 1: 8000, 2: 15676})
+  Fold 2 - 클래스별 가중치: {0: 1.3259583333333333, 1: 1.3259583333333333, 2: 0.6703954159556763} (클래스별 샘플 수: {0: 8000, 1: 8000, 2: 15823})
+  Fold 3 - 클래스별 가중치: {0: 1.3280416666666666, 1: 1.3280416666666666, 2: 0.6693336693336693} (클래스별 샘플 수: {0: 8000, 1: 8000, 2: 15873})
+[I 2025-12-25 14:48:06,456] Trial 1 finished with value: 0.525924434892679 and parameters: {'d_main': 224, 'd_hidden': 256, 'n_blocks': 3, 'dropout': 0.18426713081780022, 'lr': 0.0003645481715694547, 'weight_decay': 0.0006025603689159255, 'batch_size': 32}. Best is trial 1 with value: 0.525924434892679.
+
+================================================================================
+Trial 1 완료
+  Value (CSI): 0.525924
+  Parameters: {'d_main': 224, 'd_hidden': 256, 'n_blocks': 3, 'dropout': 0.18426713081780022, 'lr': 0.0003645481715694547, 'weight_decay': 0.0006025603689159255, 'batch_size': 32}
+  Best Value (CSI): 0.525924
+  Best Trial: 1
+  Best Parameters: {'d_main': 224, 'd_hidden': 256, 'n_blocks': 3, 'dropout': 0.18426713081780022, 'lr': 0.0003645481715694547, 'weight_decay': 0.0006025603689159255, 'batch_size': 32}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.3198333333333334, 1: 1.3198333333333334, 2: 0.6735561792974398} (클래스별 샘플 수: {0: 8000, 1: 8000, 2: 15676})
+  Fold 2 - 클래스별 가중치: {0: 1.3259583333333333, 1: 1.3259583333333333, 2: 0.6703954159556763} (클래스별 샘플 수: {0: 8000, 1: 8000, 2: 15823})
+  Fold 3 - 클래스별 가중치: {0: 1.3280416666666666, 1: 1.3280416666666666, 2: 0.6693336693336693} (클래스별 샘플 수: {0: 8000, 1: 8000, 2: 15873})
+[I 2025-12-25 14:49:30,166] Trial 2 finished with value: 0.5455936260415034 and parameters: {'d_main': 64, 'd_hidden': 64, 'n_blocks': 2, 'dropout': 0.3439460671463674, 'lr': 0.0008517970401325805, 'weight_decay': 0.000995753664819177, 'batch_size': 32}. Best is trial 2 with value: 0.5455936260415034.
+
+================================================================================
+Trial 2 완료
+  Value (CSI): 0.545594
+  Parameters: {'d_main': 64, 'd_hidden': 64, 'n_blocks': 2, 'dropout': 0.3439460671463674, 'lr': 0.0008517970401325805, 'weight_decay': 0.000995753664819177, 'batch_size': 32}
+  Best Value (CSI): 0.545594
+  Best Trial: 2
+  Best Parameters: {'d_main': 64, 'd_hidden': 64, 'n_blocks': 2, 'dropout': 0.3439460671463674, 'lr': 0.0008517970401325805, 'weight_decay': 0.000995753664819177, 'batch_size': 32}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.3198333333333334, 1: 1.3198333333333334, 2: 0.6735561792974398} (클래스별 샘플 수: {0: 8000, 1: 8000, 2: 15676})
+  Fold 2 - 클래스별 가중치: {0: 1.3259583333333333, 1: 1.3259583333333333, 2: 0.6703954159556763} (클래스별 샘플 수: {0: 8000, 1: 8000, 2: 15823})
+  Fold 3 - 클래스별 가중치: {0: 1.3280416666666666, 1: 1.3280416666666666, 2: 0.6693336693336693} (클래스별 샘플 수: {0: 8000, 1: 8000, 2: 15873})
+[I 2025-12-25 14:50:07,431] Trial 3 finished with value: 0.5396153740192587 and parameters: {'d_main': 224, 'd_hidden': 128, 'n_blocks': 2, 'dropout': 0.3622696450918991, 'lr': 0.0010500096209988517, 'weight_decay': 0.0008962660004569143, 'batch_size': 128}. Best is trial 2 with value: 0.5455936260415034.
+
+================================================================================
+Trial 3 완료
+  Value (CSI): 0.539615
+  Parameters: {'d_main': 224, 'd_hidden': 128, 'n_blocks': 2, 'dropout': 0.3622696450918991, 'lr': 0.0010500096209988517, 'weight_decay': 0.0008962660004569143, 'batch_size': 128}
+  Best Value (CSI): 0.545594
+  Best Trial: 2
+  Best Parameters: {'d_main': 64, 'd_hidden': 64, 'n_blocks': 2, 'dropout': 0.3439460671463674, 'lr': 0.0008517970401325805, 'weight_decay': 0.000995753664819177, 'batch_size': 32}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.3198333333333334, 1: 1.3198333333333334, 2: 0.6735561792974398} (클래스별 샘플 수: {0: 8000, 1: 8000, 2: 15676})
+  Fold 2 - 클래스별 가중치: {0: 1.3259583333333333, 1: 1.3259583333333333, 2: 0.6703954159556763} (클래스별 샘플 수: {0: 8000, 1: 8000, 2: 15823})
+  Fold 3 - 클래스별 가중치: {0: 1.3280416666666666, 1: 1.3280416666666666, 2: 0.6693336693336693} (클래스별 샘플 수: {0: 8000, 1: 8000, 2: 15873})
+[I 2025-12-25 14:54:12,617] Trial 4 finished with value: 0.4789973908283082 and parameters: {'d_main': 96, 'd_hidden': 128, 'n_blocks': 4, 'dropout': 0.21638949613243655, 'lr': 1.3094496398794056e-05, 'weight_decay': 0.00010103220444626475, 'batch_size': 32}. Best is trial 2 with value: 0.5455936260415034.
+
+================================================================================
+Trial 4 완료
+  Value (CSI): 0.478997
+  Parameters: {'d_main': 96, 'd_hidden': 128, 'n_blocks': 4, 'dropout': 0.21638949613243655, 'lr': 1.3094496398794056e-05, 'weight_decay': 0.00010103220444626475, 'batch_size': 32}
+  Best Value (CSI): 0.545594
+  Best Trial: 2
+  Best Parameters: {'d_main': 64, 'd_hidden': 64, 'n_blocks': 2, 'dropout': 0.3439460671463674, 'lr': 0.0008517970401325805, 'weight_decay': 0.000995753664819177, 'batch_size': 32}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.3198333333333334, 1: 1.3198333333333334, 2: 0.6735561792974398} (클래스별 샘플 수: {0: 8000, 1: 8000, 2: 15676})
+  Fold 2 - 클래스별 가중치: {0: 1.3259583333333333, 1: 1.3259583333333333, 2: 0.6703954159556763} (클래스별 샘플 수: {0: 8000, 1: 8000, 2: 15823})
+  Fold 3 - 클래스별 가중치: {0: 1.3280416666666666, 1: 1.3280416666666666, 2: 0.6693336693336693} (클래스별 샘플 수: {0: 8000, 1: 8000, 2: 15873})
+[I 2025-12-25 14:56:10,894] Trial 5 finished with value: 0.5360118488993978 and parameters: {'d_main': 224, 'd_hidden': 128, 'n_blocks': 6, 'dropout': 0.3343315812150822, 'lr': 0.0009334974108041811, 'weight_decay': 0.06894584829060015, 'batch_size': 32}. Best is trial 2 with value: 0.5455936260415034.
+
+================================================================================
+Trial 5 완료
+  Value (CSI): 0.536012
+  Parameters: {'d_main': 224, 'd_hidden': 128, 'n_blocks': 6, 'dropout': 0.3343315812150822, 'lr': 0.0009334974108041811, 'weight_decay': 0.06894584829060015, 'batch_size': 32}
+  Best Value (CSI): 0.545594
+  Best Trial: 2
+  Best Parameters: {'d_main': 64, 'd_hidden': 64, 'n_blocks': 2, 'dropout': 0.3439460671463674, 'lr': 0.0008517970401325805, 'weight_decay': 0.000995753664819177, 'batch_size': 32}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.3198333333333334, 1: 1.3198333333333334, 2: 0.6735561792974398} (클래스별 샘플 수: {0: 8000, 1: 8000, 2: 15676})
+[I 2025-12-25 14:56:32,110] Trial 6 pruned. 
+
+================================================================================
+Trial 6 완료
+  Value (CSI): 0.419426
+  Parameters: {'d_main': 256, 'd_hidden': 256, 'n_blocks': 5, 'dropout': 0.20500000138642377, 'lr': 0.0033404920914416295, 'weight_decay': 0.022310568425550067, 'batch_size': 64}
+  Best Value (CSI): 0.545594
+  Best Trial: 2
+  Best Parameters: {'d_main': 64, 'd_hidden': 64, 'n_blocks': 2, 'dropout': 0.3439460671463674, 'lr': 0.0008517970401325805, 'weight_decay': 0.000995753664819177, 'batch_size': 32}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.3198333333333334, 1: 1.3198333333333334, 2: 0.6735561792974398} (클래스별 샘플 수: {0: 8000, 1: 8000, 2: 15676})
+[I 2025-12-25 14:57:00,390] Trial 7 pruned. 
+
+================================================================================
+Trial 7 완료
+  Value (CSI): 0.357557
+  Parameters: {'d_main': 224, 'd_hidden': 192, 'n_blocks': 5, 'dropout': 0.15465490593049164, 'lr': 0.0031326371210666708, 'weight_decay': 0.0034501505004738337, 'batch_size': 32}
+  Best Value (CSI): 0.545594
+  Best Trial: 2
+  Best Parameters: {'d_main': 64, 'd_hidden': 64, 'n_blocks': 2, 'dropout': 0.3439460671463674, 'lr': 0.0008517970401325805, 'weight_decay': 0.000995753664819177, 'batch_size': 32}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.3198333333333334, 1: 1.3198333333333334, 2: 0.6735561792974398} (클래스별 샘플 수: {0: 8000, 1: 8000, 2: 15676})
+[I 2025-12-25 14:57:20,707] Trial 8 pruned. 
+
+================================================================================
+Trial 8 완료
+  Value (CSI): 0.428382
+  Parameters: {'d_main': 96, 'd_hidden': 64, 'n_blocks': 5, 'dropout': 0.380072767808451, 'lr': 0.0005714460572869697, 'weight_decay': 0.02316417826413371, 'batch_size': 64}
+  Best Value (CSI): 0.545594
+  Best Trial: 2
+  Best Parameters: {'d_main': 64, 'd_hidden': 64, 'n_blocks': 2, 'dropout': 0.3439460671463674, 'lr': 0.0008517970401325805, 'weight_decay': 0.000995753664819177, 'batch_size': 32}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.3198333333333334, 1: 1.3198333333333334, 2: 0.6735561792974398} (클래스별 샘플 수: {0: 8000, 1: 8000, 2: 15676})
+  Fold 2 - 클래스별 가중치: {0: 1.3259583333333333, 1: 1.3259583333333333, 2: 0.6703954159556763} (클래스별 샘플 수: {0: 8000, 1: 8000, 2: 15823})
+  Fold 3 - 클래스별 가중치: {0: 1.3280416666666666, 1: 1.3280416666666666, 2: 0.6693336693336693} (클래스별 샘플 수: {0: 8000, 1: 8000, 2: 15873})
+[I 2025-12-25 14:58:10,680] Trial 9 finished with value: 0.5293987188565076 and parameters: {'d_main': 128, 'd_hidden': 128, 'n_blocks': 6, 'dropout': 0.11724715552689532, 'lr': 0.0008345973222954815, 'weight_decay': 0.059969136602845884, 'batch_size': 128}. Best is trial 2 with value: 0.5455936260415034.
+
+================================================================================
+Trial 9 완료
+  Value (CSI): 0.529399
+  Parameters: {'d_main': 128, 'd_hidden': 128, 'n_blocks': 6, 'dropout': 0.11724715552689532, 'lr': 0.0008345973222954815, 'weight_decay': 0.059969136602845884, 'batch_size': 128}
+  Best Value (CSI): 0.545594
+  Best Trial: 2
+  Best Parameters: {'d_main': 64, 'd_hidden': 64, 'n_blocks': 2, 'dropout': 0.3439460671463674, 'lr': 0.0008517970401325805, 'weight_decay': 0.000995753664819177, 'batch_size': 32}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.3198333333333334, 1: 1.3198333333333334, 2: 0.6735561792974398} (클래스별 샘플 수: {0: 8000, 1: 8000, 2: 15676})
+[I 2025-12-25 14:58:14,833] Trial 10 pruned. 
+
+================================================================================
+Trial 10 완료
+  Value (CSI): 0.340584
+  Parameters: {'d_main': 160, 'd_hidden': 64, 'n_blocks': 2, 'dropout': 0.28284878743741976, 'lr': 0.00011573845310934916, 'weight_decay': 0.00011581326110588363, 'batch_size': 256}
+  Best Value (CSI): 0.545594
+  Best Trial: 2
+  Best Parameters: {'d_main': 64, 'd_hidden': 64, 'n_blocks': 2, 'dropout': 0.3439460671463674, 'lr': 0.0008517970401325805, 'weight_decay': 0.000995753664819177, 'batch_size': 32}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.3198333333333334, 1: 1.3198333333333334, 2: 0.6735561792974398} (클래스별 샘플 수: {0: 8000, 1: 8000, 2: 15676})
+  Fold 2 - 클래스별 가중치: {0: 1.3259583333333333, 1: 1.3259583333333333, 2: 0.6703954159556763} (클래스별 샘플 수: {0: 8000, 1: 8000, 2: 15823})
+  Fold 3 - 클래스별 가중치: {0: 1.3280416666666666, 1: 1.3280416666666666, 2: 0.6693336693336693} (클래스별 샘플 수: {0: 8000, 1: 8000, 2: 15873})
+[I 2025-12-25 14:58:54,352] Trial 11 finished with value: 0.5394437449718735 and parameters: {'d_main': 160, 'd_hidden': 64, 'n_blocks': 2, 'dropout': 0.38118032253812956, 'lr': 0.005576663540758183, 'weight_decay': 0.0009793124869490345, 'batch_size': 128}. Best is trial 2 with value: 0.5455936260415034.
+
+================================================================================
+Trial 11 완료
+  Value (CSI): 0.539444
+  Parameters: {'d_main': 160, 'd_hidden': 64, 'n_blocks': 2, 'dropout': 0.38118032253812956, 'lr': 0.005576663540758183, 'weight_decay': 0.0009793124869490345, 'batch_size': 128}
+  Best Value (CSI): 0.545594
+  Best Trial: 2
+  Best Parameters: {'d_main': 64, 'd_hidden': 64, 'n_blocks': 2, 'dropout': 0.3439460671463674, 'lr': 0.0008517970401325805, 'weight_decay': 0.000995753664819177, 'batch_size': 32}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.3198333333333334, 1: 1.3198333333333334, 2: 0.6735561792974398} (클래스별 샘플 수: {0: 8000, 1: 8000, 2: 15676})
+[I 2025-12-25 14:59:00,661] Trial 12 pruned. 
+
+================================================================================
+Trial 12 완료
+  Value (CSI): 0.416723
+  Parameters: {'d_main': 192, 'd_hidden': 192, 'n_blocks': 3, 'dropout': 0.33997327438240044, 'lr': 0.001915174484989086, 'weight_decay': 0.0007765211130503106, 'batch_size': 128}
+  Best Value (CSI): 0.545594
+  Best Trial: 2
+  Best Parameters: {'d_main': 64, 'd_hidden': 64, 'n_blocks': 2, 'dropout': 0.3439460671463674, 'lr': 0.0008517970401325805, 'weight_decay': 0.000995753664819177, 'batch_size': 32}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.3198333333333334, 1: 1.3198333333333334, 2: 0.6735561792974398} (클래스별 샘플 수: {0: 8000, 1: 8000, 2: 15676})
+[I 2025-12-25 14:59:07,589] Trial 13 pruned. 
+
+================================================================================
+Trial 13 완료
+  Value (CSI): 0.411877
+  Parameters: {'d_main': 192, 'd_hidden': 64, 'n_blocks': 3, 'dropout': 0.2529663733115357, 'lr': 0.007542558868686926, 'weight_decay': 0.001651650574338428, 'batch_size': 256}
+  Best Value (CSI): 0.545594
+  Best Trial: 2
+  Best Parameters: {'d_main': 64, 'd_hidden': 64, 'n_blocks': 2, 'dropout': 0.3439460671463674, 'lr': 0.0008517970401325805, 'weight_decay': 0.000995753664819177, 'batch_size': 32}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.3198333333333334, 1: 1.3198333333333334, 2: 0.6735561792974398} (클래스별 샘플 수: {0: 8000, 1: 8000, 2: 15676})
+[I 2025-12-25 14:59:13,144] Trial 14 pruned. 
+
+================================================================================
+Trial 14 완료
+  Value (CSI): 0.375073
+  Parameters: {'d_main': 64, 'd_hidden': 128, 'n_blocks': 2, 'dropout': 0.3933776946036169, 'lr': 0.00015432819699046392, 'weight_decay': 0.0004043273424432723, 'batch_size': 128}
+  Best Value (CSI): 0.545594
+  Best Trial: 2
+  Best Parameters: {'d_main': 64, 'd_hidden': 64, 'n_blocks': 2, 'dropout': 0.3439460671463674, 'lr': 0.0008517970401325805, 'weight_decay': 0.000995753664819177, 'batch_size': 32}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.3198333333333334, 1: 1.3198333333333334, 2: 0.6735561792974398} (클래스별 샘플 수: {0: 8000, 1: 8000, 2: 15676})
+[I 2025-12-25 14:59:31,303] Trial 15 pruned. 
+
+================================================================================
+Trial 15 완료
+  Value (CSI): 0.411652
+  Parameters: {'d_main': 256, 'd_hidden': 192, 'n_blocks': 3, 'dropout': 0.34084332309547344, 'lr': 0.0018003472054846717, 'weight_decay': 0.00034190392980553574, 'batch_size': 32}
+  Best Value (CSI): 0.545594
+  Best Trial: 2
+  Best Parameters: {'d_main': 64, 'd_hidden': 64, 'n_blocks': 2, 'dropout': 0.3439460671463674, 'lr': 0.0008517970401325805, 'weight_decay': 0.000995753664819177, 'batch_size': 32}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.3198333333333334, 1: 1.3198333333333334, 2: 0.6735561792974398} (클래스별 샘플 수: {0: 8000, 1: 8000, 2: 15676})
+[I 2025-12-25 14:59:37,196] Trial 16 pruned. 
+
+================================================================================
+Trial 16 완료
+  Value (CSI): 0.381090
+  Parameters: {'d_main': 128, 'd_hidden': 64, 'n_blocks': 2, 'dropout': 0.2795945974423067, 'lr': 0.00021129561778561245, 'weight_decay': 0.0019965376262843075, 'batch_size': 128}
+  Best Value (CSI): 0.545594
+  Best Trial: 2
+  Best Parameters: {'d_main': 64, 'd_hidden': 64, 'n_blocks': 2, 'dropout': 0.3439460671463674, 'lr': 0.0008517970401325805, 'weight_decay': 0.000995753664819177, 'batch_size': 32}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.3198333333333334, 1: 1.3198333333333334, 2: 0.6735561792974398} (클래스별 샘플 수: {0: 8000, 1: 8000, 2: 15676})
+[I 2025-12-25 14:59:41,873] Trial 17 pruned. 
+
+================================================================================
+Trial 17 완료
+  Value (CSI): 0.387287
+  Parameters: {'d_main': 192, 'd_hidden': 128, 'n_blocks': 4, 'dropout': 0.35599993970203114, 'lr': 0.009790100237625877, 'weight_decay': 0.0049103025211650695, 'batch_size': 256}
+  Best Value (CSI): 0.545594
+  Best Trial: 2
+  Best Parameters: {'d_main': 64, 'd_hidden': 64, 'n_blocks': 2, 'dropout': 0.3439460671463674, 'lr': 0.0008517970401325805, 'weight_decay': 0.000995753664819177, 'batch_size': 32}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.3198333333333334, 1: 1.3198333333333334, 2: 0.6735561792974398} (클래스별 샘플 수: {0: 8000, 1: 8000, 2: 15676})
+  Fold 2 - 클래스별 가중치: {0: 1.3259583333333333, 1: 1.3259583333333333, 2: 0.6703954159556763} (클래스별 샘플 수: {0: 8000, 1: 8000, 2: 15823})
+  Fold 3 - 클래스별 가중치: {0: 1.3280416666666666, 1: 1.3280416666666666, 2: 0.6693336693336693} (클래스별 샘플 수: {0: 8000, 1: 8000, 2: 15873})
+[I 2025-12-25 15:01:52,954] Trial 18 finished with value: 0.5491567855652856 and parameters: {'d_main': 128, 'd_hidden': 64, 'n_blocks': 2, 'dropout': 0.3064435260296208, 'lr': 0.0015506149265468588, 'weight_decay': 0.0002831812943797127, 'batch_size': 32}. Best is trial 18 with value: 0.5491567855652856.
+
+================================================================================
+Trial 18 완료
+  Value (CSI): 0.549157
+  Parameters: {'d_main': 128, 'd_hidden': 64, 'n_blocks': 2, 'dropout': 0.3064435260296208, 'lr': 0.0015506149265468588, 'weight_decay': 0.0002831812943797127, 'batch_size': 32}
+  Best Value (CSI): 0.549157
+  Best Trial: 18
+  Best Parameters: {'d_main': 128, 'd_hidden': 64, 'n_blocks': 2, 'dropout': 0.3064435260296208, 'lr': 0.0015506149265468588, 'weight_decay': 0.0002831812943797127, 'batch_size': 32}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.3198333333333334, 1: 1.3198333333333334, 2: 0.6735561792974398} (클래스별 샘플 수: {0: 8000, 1: 8000, 2: 15676})
+  Fold 2 - 클래스별 가중치: {0: 1.3259583333333333, 1: 1.3259583333333333, 2: 0.6703954159556763} (클래스별 샘플 수: {0: 8000, 1: 8000, 2: 15823})
+  Fold 3 - 클래스별 가중치: {0: 1.3280416666666666, 1: 1.3280416666666666, 2: 0.6693336693336693} (클래스별 샘플 수: {0: 8000, 1: 8000, 2: 15873})
+[I 2025-12-25 15:04:12,212] Trial 19 finished with value: 0.5408000309371045 and parameters: {'d_main': 96, 'd_hidden': 64, 'n_blocks': 3, 'dropout': 0.31116770443228325, 'lr': 0.0004588295795850845, 'weight_decay': 0.00023495563365901547, 'batch_size': 32}. Best is trial 18 with value: 0.5491567855652856.
+
+================================================================================
+Trial 19 완료
+  Value (CSI): 0.540800
+  Parameters: {'d_main': 96, 'd_hidden': 64, 'n_blocks': 3, 'dropout': 0.31116770443228325, 'lr': 0.0004588295795850845, 'weight_decay': 0.00023495563365901547, 'batch_size': 32}
+  Best Value (CSI): 0.549157
+  Best Trial: 18
+  Best Parameters: {'d_main': 128, 'd_hidden': 64, 'n_blocks': 2, 'dropout': 0.3064435260296208, 'lr': 0.0015506149265468588, 'weight_decay': 0.0002831812943797127, 'batch_size': 32}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.3198333333333334, 1: 1.3198333333333334, 2: 0.6735561792974398} (클래스별 샘플 수: {0: 8000, 1: 8000, 2: 15676})
+  Fold 2 - 클래스별 가중치: {0: 1.3259583333333333, 1: 1.3259583333333333, 2: 0.6703954159556763} (클래스별 샘플 수: {0: 8000, 1: 8000, 2: 15823})
+  Fold 3 - 클래스별 가중치: {0: 1.3280416666666666, 1: 1.3280416666666666, 2: 0.6693336693336693} (클래스별 샘플 수: {0: 8000, 1: 8000, 2: 15873})
+[I 2025-12-25 15:06:35,949] Trial 20 finished with value: 0.5433764549746279 and parameters: {'d_main': 128, 'd_hidden': 64, 'n_blocks': 4, 'dropout': 0.25020133387286525, 'lr': 0.0015947752458759993, 'weight_decay': 0.0002111658205226042, 'batch_size': 32}. Best is trial 18 with value: 0.5491567855652856.
+
+================================================================================
+Trial 20 완료
+  Value (CSI): 0.543376
+  Parameters: {'d_main': 128, 'd_hidden': 64, 'n_blocks': 4, 'dropout': 0.25020133387286525, 'lr': 0.0015947752458759993, 'weight_decay': 0.0002111658205226042, 'batch_size': 32}
+  Best Value (CSI): 0.549157
+  Best Trial: 18
+  Best Parameters: {'d_main': 128, 'd_hidden': 64, 'n_blocks': 2, 'dropout': 0.3064435260296208, 'lr': 0.0015506149265468588, 'weight_decay': 0.0002831812943797127, 'batch_size': 32}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.3198333333333334, 1: 1.3198333333333334, 2: 0.6735561792974398} (클래스별 샘플 수: {0: 8000, 1: 8000, 2: 15676})
+  Fold 2 - 클래스별 가중치: {0: 1.3259583333333333, 1: 1.3259583333333333, 2: 0.6703954159556763} (클래스별 샘플 수: {0: 8000, 1: 8000, 2: 15823})
+  Fold 3 - 클래스별 가중치: {0: 1.3280416666666666, 1: 1.3280416666666666, 2: 0.6693336693336693} (클래스별 샘플 수: {0: 8000, 1: 8000, 2: 15873})
+[I 2025-12-25 15:09:21,937] Trial 21 finished with value: 0.5396354961914005 and parameters: {'d_main': 128, 'd_hidden': 64, 'n_blocks': 4, 'dropout': 0.2533612105675193, 'lr': 0.0014586287885228954, 'weight_decay': 0.00024155173628217656, 'batch_size': 32}. Best is trial 18 with value: 0.5491567855652856.
+
+================================================================================
+Trial 21 완료
+  Value (CSI): 0.539635
+  Parameters: {'d_main': 128, 'd_hidden': 64, 'n_blocks': 4, 'dropout': 0.2533612105675193, 'lr': 0.0014586287885228954, 'weight_decay': 0.00024155173628217656, 'batch_size': 32}
+  Best Value (CSI): 0.549157
+  Best Trial: 18
+  Best Parameters: {'d_main': 128, 'd_hidden': 64, 'n_blocks': 2, 'dropout': 0.3064435260296208, 'lr': 0.0015506149265468588, 'weight_decay': 0.0002831812943797127, 'batch_size': 32}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.3198333333333334, 1: 1.3198333333333334, 2: 0.6735561792974398} (클래스별 샘플 수: {0: 8000, 1: 8000, 2: 15676})
+  Fold 2 - 클래스별 가중치: {0: 1.3259583333333333, 1: 1.3259583333333333, 2: 0.6703954159556763} (클래스별 샘플 수: {0: 8000, 1: 8000, 2: 15823})
+  Fold 3 - 클래스별 가중치: {0: 1.3280416666666666, 1: 1.3280416666666666, 2: 0.6693336693336693} (클래스별 샘플 수: {0: 8000, 1: 8000, 2: 15873})
+[I 2025-12-25 15:11:53,662] Trial 22 finished with value: 0.5519482358554147 and parameters: {'d_main': 64, 'd_hidden': 64, 'n_blocks': 4, 'dropout': 0.30783375436158716, 'lr': 0.002966791528451573, 'weight_decay': 0.00021121544626635818, 'batch_size': 32}. Best is trial 22 with value: 0.5519482358554147.
+
+================================================================================
+Trial 22 완료
+  Value (CSI): 0.551948
+  Parameters: {'d_main': 64, 'd_hidden': 64, 'n_blocks': 4, 'dropout': 0.30783375436158716, 'lr': 0.002966791528451573, 'weight_decay': 0.00021121544626635818, 'batch_size': 32}
+  Best Value (CSI): 0.551948
+  Best Trial: 22
+  Best Parameters: {'d_main': 64, 'd_hidden': 64, 'n_blocks': 4, 'dropout': 0.30783375436158716, 'lr': 0.002966791528451573, 'weight_decay': 0.00021121544626635818, 'batch_size': 32}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.3198333333333334, 1: 1.3198333333333334, 2: 0.6735561792974398} (클래스별 샘플 수: {0: 8000, 1: 8000, 2: 15676})
+  Fold 2 - 클래스별 가중치: {0: 1.3259583333333333, 1: 1.3259583333333333, 2: 0.6703954159556763} (클래스별 샘플 수: {0: 8000, 1: 8000, 2: 15823})
+  Fold 3 - 클래스별 가중치: {0: 1.3280416666666666, 1: 1.3280416666666666, 2: 0.6693336693336693} (클래스별 샘플 수: {0: 8000, 1: 8000, 2: 15873})
+[I 2025-12-25 15:13:59,123] Trial 23 finished with value: 0.5436788708989481 and parameters: {'d_main': 64, 'd_hidden': 64, 'n_blocks': 2, 'dropout': 0.3133193432183727, 'lr': 0.004759759741134538, 'weight_decay': 0.0004541710764261718, 'batch_size': 32}. Best is trial 22 with value: 0.5519482358554147.
+
+================================================================================
+Trial 23 완료
+  Value (CSI): 0.543679
+  Parameters: {'d_main': 64, 'd_hidden': 64, 'n_blocks': 2, 'dropout': 0.3133193432183727, 'lr': 0.004759759741134538, 'weight_decay': 0.0004541710764261718, 'batch_size': 32}
+  Best Value (CSI): 0.551948
+  Best Trial: 22
+  Best Parameters: {'d_main': 64, 'd_hidden': 64, 'n_blocks': 4, 'dropout': 0.30783375436158716, 'lr': 0.002966791528451573, 'weight_decay': 0.00021121544626635818, 'batch_size': 32}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.3198333333333334, 1: 1.3198333333333334, 2: 0.6735561792974398} (클래스별 샘플 수: {0: 8000, 1: 8000, 2: 15676})
+  Fold 2 - 클래스별 가중치: {0: 1.3259583333333333, 1: 1.3259583333333333, 2: 0.6703954159556763} (클래스별 샘플 수: {0: 8000, 1: 8000, 2: 15823})
+  Fold 3 - 클래스별 가중치: {0: 1.3280416666666666, 1: 1.3280416666666666, 2: 0.6693336693336693} (클래스별 샘플 수: {0: 8000, 1: 8000, 2: 15873})
+[I 2025-12-25 15:16:09,413] Trial 24 finished with value: 0.5375118231813986 and parameters: {'d_main': 96, 'd_hidden': 64, 'n_blocks': 3, 'dropout': 0.2875863681013543, 'lr': 0.003560336950354922, 'weight_decay': 0.00015529807868816514, 'batch_size': 32}. Best is trial 22 with value: 0.5519482358554147.
+
+================================================================================
+Trial 24 완료
+  Value (CSI): 0.537512
+  Parameters: {'d_main': 96, 'd_hidden': 64, 'n_blocks': 3, 'dropout': 0.2875863681013543, 'lr': 0.003560336950354922, 'weight_decay': 0.00015529807868816514, 'batch_size': 32}
+  Best Value (CSI): 0.551948
+  Best Trial: 22
+  Best Parameters: {'d_main': 64, 'd_hidden': 64, 'n_blocks': 4, 'dropout': 0.30783375436158716, 'lr': 0.002966791528451573, 'weight_decay': 0.00021121544626635818, 'batch_size': 32}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.3198333333333334, 1: 1.3198333333333334, 2: 0.6735561792974398} (클래스별 샘플 수: {0: 8000, 1: 8000, 2: 15676})
+[I 2025-12-25 15:16:45,875] Trial 25 pruned. 
+
+================================================================================
+Trial 25 완료
+  Value (CSI): 0.431535
+  Parameters: {'d_main': 64, 'd_hidden': 128, 'n_blocks': 2, 'dropout': 0.3224794727693314, 'lr': 0.003062838394686467, 'weight_decay': 0.0003258848371724907, 'batch_size': 32}
+  Best Value (CSI): 0.551948
+  Best Trial: 22
+  Best Parameters: {'d_main': 64, 'd_hidden': 64, 'n_blocks': 4, 'dropout': 0.30783375436158716, 'lr': 0.002966791528451573, 'weight_decay': 0.00021121544626635818, 'batch_size': 32}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.3198333333333334, 1: 1.3198333333333334, 2: 0.6735561792974398} (클래스별 샘플 수: {0: 8000, 1: 8000, 2: 15676})
+  Fold 2 - 클래스별 가중치: {0: 1.3259583333333333, 1: 1.3259583333333333, 2: 0.6703954159556763} (클래스별 샘플 수: {0: 8000, 1: 8000, 2: 15823})
+  Fold 3 - 클래스별 가중치: {0: 1.3280416666666666, 1: 1.3280416666666666, 2: 0.6693336693336693} (클래스별 샘플 수: {0: 8000, 1: 8000, 2: 15873})
+[I 2025-12-25 15:19:18,281] Trial 26 finished with value: 0.5346976693236375 and parameters: {'d_main': 96, 'd_hidden': 64, 'n_blocks': 5, 'dropout': 0.35883789899547747, 'lr': 0.000672065255210116, 'weight_decay': 0.00016773644795629294, 'batch_size': 32}. Best is trial 22 with value: 0.5519482358554147.
+
+================================================================================
+Trial 26 완료
+  Value (CSI): 0.534698
+  Parameters: {'d_main': 96, 'd_hidden': 64, 'n_blocks': 5, 'dropout': 0.35883789899547747, 'lr': 0.000672065255210116, 'weight_decay': 0.00016773644795629294, 'batch_size': 32}
+  Best Value (CSI): 0.551948
+  Best Trial: 22
+  Best Parameters: {'d_main': 64, 'd_hidden': 64, 'n_blocks': 4, 'dropout': 0.30783375436158716, 'lr': 0.002966791528451573, 'weight_decay': 0.00021121544626635818, 'batch_size': 32}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.3198333333333334, 1: 1.3198333333333334, 2: 0.6735561792974398} (클래스별 샘플 수: {0: 8000, 1: 8000, 2: 15676})
+  Fold 2 - 클래스별 가중치: {0: 1.3259583333333333, 1: 1.3259583333333333, 2: 0.6703954159556763} (클래스별 샘플 수: {0: 8000, 1: 8000, 2: 15823})
+  Fold 3 - 클래스별 가중치: {0: 1.3280416666666666, 1: 1.3280416666666666, 2: 0.6693336693336693} (클래스별 샘플 수: {0: 8000, 1: 8000, 2: 15873})
+[I 2025-12-25 15:21:32,526] Trial 27 finished with value: 0.5456253431137915 and parameters: {'d_main': 64, 'd_hidden': 128, 'n_blocks': 4, 'dropout': 0.3010513479923853, 'lr': 0.0022209269818772824, 'weight_decay': 0.0004249706081515585, 'batch_size': 32}. Best is trial 22 with value: 0.5519482358554147.
+
+================================================================================
+Trial 27 완료
+  Value (CSI): 0.545625
+  Parameters: {'d_main': 64, 'd_hidden': 128, 'n_blocks': 4, 'dropout': 0.3010513479923853, 'lr': 0.0022209269818772824, 'weight_decay': 0.0004249706081515585, 'batch_size': 32}
+  Best Value (CSI): 0.551948
+  Best Trial: 22
+  Best Parameters: {'d_main': 64, 'd_hidden': 64, 'n_blocks': 4, 'dropout': 0.30783375436158716, 'lr': 0.002966791528451573, 'weight_decay': 0.00021121544626635818, 'batch_size': 32}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.3198333333333334, 1: 1.3198333333333334, 2: 0.6735561792974398} (클래스별 샘플 수: {0: 8000, 1: 8000, 2: 15676})
+[I 2025-12-25 15:21:53,753] Trial 28 pruned. 
+
+================================================================================
+Trial 28 완료
+  Value (CSI): 0.382284
+  Parameters: {'d_main': 96, 'd_hidden': 192, 'n_blocks': 4, 'dropout': 0.29210129442167265, 'lr': 0.005749088341707622, 'weight_decay': 0.0004879471531562422, 'batch_size': 32}
+  Best Value (CSI): 0.551948
+  Best Trial: 22
+  Best Parameters: {'d_main': 64, 'd_hidden': 64, 'n_blocks': 4, 'dropout': 0.30783375436158716, 'lr': 0.002966791528451573, 'weight_decay': 0.00021121544626635818, 'batch_size': 32}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.3198333333333334, 1: 1.3198333333333334, 2: 0.6735561792974398} (클래스별 샘플 수: {0: 8000, 1: 8000, 2: 15676})
+[I 2025-12-25 15:22:17,943] Trial 29 pruned. 
+
+================================================================================
+Trial 29 완료
+  Value (CSI): 0.429371
+  Parameters: {'d_main': 64, 'd_hidden': 128, 'n_blocks': 4, 'dropout': 0.30241787741892673, 'lr': 0.002216717102493332, 'weight_decay': 0.0001021980952127991, 'batch_size': 64}
+  Best Value (CSI): 0.551948
+  Best Trial: 22
+  Best Parameters: {'d_main': 64, 'd_hidden': 64, 'n_blocks': 4, 'dropout': 0.30783375436158716, 'lr': 0.002966791528451573, 'weight_decay': 0.00021121544626635818, 'batch_size': 32}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.3198333333333334, 1: 1.3198333333333334, 2: 0.6735561792974398} (클래스별 샘플 수: {0: 8000, 1: 8000, 2: 15676})
+[I 2025-12-25 15:22:27,607] Trial 30 pruned. 
+
+================================================================================
+Trial 30 완료
+  Value (CSI): 0.428960
+  Parameters: {'d_main': 64, 'd_hidden': 128, 'n_blocks': 5, 'dropout': 0.27373443129021285, 'lr': 0.009525366945767832, 'weight_decay': 0.0002670487895507725, 'batch_size': 256}
+  Best Value (CSI): 0.551948
+  Best Trial: 22
+  Best Parameters: {'d_main': 64, 'd_hidden': 64, 'n_blocks': 4, 'dropout': 0.30783375436158716, 'lr': 0.002966791528451573, 'weight_decay': 0.00021121544626635818, 'batch_size': 32}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.3198333333333334, 1: 1.3198333333333334, 2: 0.6735561792974398} (클래스별 샘플 수: {0: 8000, 1: 8000, 2: 15676})
+[I 2025-12-25 15:23:31,183] Trial 31 pruned. 
+
+================================================================================
+Trial 31 완료
+  Value (CSI): 0.439530
+  Parameters: {'d_main': 64, 'd_hidden': 64, 'n_blocks': 3, 'dropout': 0.3230968201766208, 'lr': 0.0012537013480098582, 'weight_decay': 0.0005849756222902274, 'batch_size': 32}
+  Best Value (CSI): 0.551948
+  Best Trial: 22
+  Best Parameters: {'d_main': 64, 'd_hidden': 64, 'n_blocks': 4, 'dropout': 0.30783375436158716, 'lr': 0.002966791528451573, 'weight_decay': 0.00021121544626635818, 'batch_size': 32}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.3198333333333334, 1: 1.3198333333333334, 2: 0.6735561792974398} (클래스별 샘플 수: {0: 8000, 1: 8000, 2: 15676})
+  Fold 2 - 클래스별 가중치: {0: 1.3259583333333333, 1: 1.3259583333333333, 2: 0.6703954159556763} (클래스별 샘플 수: {0: 8000, 1: 8000, 2: 15823})
+  Fold 3 - 클래스별 가중치: {0: 1.3280416666666666, 1: 1.3280416666666666, 2: 0.6693336693336693} (클래스별 샘플 수: {0: 8000, 1: 8000, 2: 15873})
+[I 2025-12-25 15:26:15,212] Trial 32 finished with value: 0.5401046468147536 and parameters: {'d_main': 64, 'd_hidden': 64, 'n_blocks': 4, 'dropout': 0.30283641304368547, 'lr': 0.002123437730250974, 'weight_decay': 0.00017195703335470705, 'batch_size': 32}. Best is trial 22 with value: 0.5519482358554147.
+
+================================================================================
+Trial 32 완료
+  Value (CSI): 0.540105
+  Parameters: {'d_main': 64, 'd_hidden': 64, 'n_blocks': 4, 'dropout': 0.30283641304368547, 'lr': 0.002123437730250974, 'weight_decay': 0.00017195703335470705, 'batch_size': 32}
+  Best Value (CSI): 0.551948
+  Best Trial: 22
+  Best Parameters: {'d_main': 64, 'd_hidden': 64, 'n_blocks': 4, 'dropout': 0.30783375436158716, 'lr': 0.002966791528451573, 'weight_decay': 0.00021121544626635818, 'batch_size': 32}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.3198333333333334, 1: 1.3198333333333334, 2: 0.6735561792974398} (클래스별 샘플 수: {0: 8000, 1: 8000, 2: 15676})
+  Fold 2 - 클래스별 가중치: {0: 1.3259583333333333, 1: 1.3259583333333333, 2: 0.6703954159556763} (클래스별 샘플 수: {0: 8000, 1: 8000, 2: 15823})
+  Fold 3 - 클래스별 가중치: {0: 1.3280416666666666, 1: 1.3280416666666666, 2: 0.6693336693336693} (클래스별 샘플 수: {0: 8000, 1: 8000, 2: 15873})
+[I 2025-12-25 15:28:29,072] Trial 33 finished with value: 0.5397866417895059 and parameters: {'d_main': 96, 'd_hidden': 64, 'n_blocks': 3, 'dropout': 0.32750038599712994, 'lr': 0.0010550463911948112, 'weight_decay': 0.0006420264924056293, 'batch_size': 32}. Best is trial 22 with value: 0.5519482358554147.
+
+================================================================================
+Trial 33 완료
+  Value (CSI): 0.539787
+  Parameters: {'d_main': 96, 'd_hidden': 64, 'n_blocks': 3, 'dropout': 0.32750038599712994, 'lr': 0.0010550463911948112, 'weight_decay': 0.0006420264924056293, 'batch_size': 32}
+  Best Value (CSI): 0.551948
+  Best Trial: 22
+  Best Parameters: {'d_main': 64, 'd_hidden': 64, 'n_blocks': 4, 'dropout': 0.30783375436158716, 'lr': 0.002966791528451573, 'weight_decay': 0.00021121544626635818, 'batch_size': 32}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.3198333333333334, 1: 1.3198333333333334, 2: 0.6735561792974398} (클래스별 샘플 수: {0: 8000, 1: 8000, 2: 15676})
+  Fold 2 - 클래스별 가중치: {0: 1.3259583333333333, 1: 1.3259583333333333, 2: 0.6703954159556763} (클래스별 샘플 수: {0: 8000, 1: 8000, 2: 15823})
+  Fold 3 - 클래스별 가중치: {0: 1.3280416666666666, 1: 1.3280416666666666, 2: 0.6693336693336693} (클래스별 샘플 수: {0: 8000, 1: 8000, 2: 15873})
+[I 2025-12-25 15:30:35,802] Trial 34 finished with value: 0.5372252355320684 and parameters: {'d_main': 64, 'd_hidden': 256, 'n_blocks': 2, 'dropout': 0.265803110652568, 'lr': 0.0007436843246306633, 'weight_decay': 0.00034082679107521436, 'batch_size': 32}. Best is trial 22 with value: 0.5519482358554147.
+
+================================================================================
+Trial 34 완료
+  Value (CSI): 0.537225
+  Parameters: {'d_main': 64, 'd_hidden': 256, 'n_blocks': 2, 'dropout': 0.265803110652568, 'lr': 0.0007436843246306633, 'weight_decay': 0.00034082679107521436, 'batch_size': 32}
+  Best Value (CSI): 0.551948
+  Best Trial: 22
+  Best Parameters: {'d_main': 64, 'd_hidden': 64, 'n_blocks': 4, 'dropout': 0.30783375436158716, 'lr': 0.002966791528451573, 'weight_decay': 0.00021121544626635818, 'batch_size': 32}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.3198333333333334, 1: 1.3198333333333334, 2: 0.6735561792974398} (클래스별 샘플 수: {0: 8000, 1: 8000, 2: 15676})
+[I 2025-12-25 15:31:00,674] Trial 35 pruned. 
+
+================================================================================
+Trial 35 완료
+  Value (CSI): 0.383750
+  Parameters: {'d_main': 128, 'd_hidden': 128, 'n_blocks': 6, 'dropout': 0.29965919646546635, 'lr': 0.001289290667240502, 'weight_decay': 0.0010005871888855112, 'batch_size': 32}
+  Best Value (CSI): 0.551948
+  Best Trial: 22
+  Best Parameters: {'d_main': 64, 'd_hidden': 64, 'n_blocks': 4, 'dropout': 0.30783375436158716, 'lr': 0.002966791528451573, 'weight_decay': 0.00021121544626635818, 'batch_size': 32}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.3198333333333334, 1: 1.3198333333333334, 2: 0.6735561792974398} (클래스별 샘플 수: {0: 8000, 1: 8000, 2: 15676})
+[I 2025-12-25 15:31:11,605] Trial 36 pruned. 
+
+================================================================================
+Trial 36 완료
+  Value (CSI): 0.417853
+  Parameters: {'d_main': 96, 'd_hidden': 128, 'n_blocks': 3, 'dropout': 0.3447284562584963, 'lr': 0.00039976166050618127, 'weight_decay': 0.0004862898947022558, 'batch_size': 64}
+  Best Value (CSI): 0.551948
+  Best Trial: 22
+  Best Parameters: {'d_main': 64, 'd_hidden': 64, 'n_blocks': 4, 'dropout': 0.30783375436158716, 'lr': 0.002966791528451573, 'weight_decay': 0.00021121544626635818, 'batch_size': 32}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.3198333333333334, 1: 1.3198333333333334, 2: 0.6735561792974398} (클래스별 샘플 수: {0: 8000, 1: 8000, 2: 15676})
+  Fold 2 - 클래스별 가중치: {0: 1.3259583333333333, 1: 1.3259583333333333, 2: 0.6703954159556763} (클래스별 샘플 수: {0: 8000, 1: 8000, 2: 15823})
+  Fold 3 - 클래스별 가중치: {0: 1.3280416666666666, 1: 1.3280416666666666, 2: 0.6693336693336693} (클래스별 샘플 수: {0: 8000, 1: 8000, 2: 15873})
+[I 2025-12-25 15:33:58,289] Trial 37 finished with value: 0.5508569550486778 and parameters: {'d_main': 64, 'd_hidden': 64, 'n_blocks': 4, 'dropout': 0.2291790760975918, 'lr': 0.0025518143873532375, 'weight_decay': 0.0002811391060899786, 'batch_size': 32}. Best is trial 22 with value: 0.5519482358554147.
+
+================================================================================
+Trial 37 완료
+  Value (CSI): 0.550857
+  Parameters: {'d_main': 64, 'd_hidden': 64, 'n_blocks': 4, 'dropout': 0.2291790760975918, 'lr': 0.0025518143873532375, 'weight_decay': 0.0002811391060899786, 'batch_size': 32}
+  Best Value (CSI): 0.551948
+  Best Trial: 22
+  Best Parameters: {'d_main': 64, 'd_hidden': 64, 'n_blocks': 4, 'dropout': 0.30783375436158716, 'lr': 0.002966791528451573, 'weight_decay': 0.00021121544626635818, 'batch_size': 32}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.3198333333333334, 1: 1.3198333333333334, 2: 0.6735561792974398} (클래스별 샘플 수: {0: 8000, 1: 8000, 2: 15676})
+[I 2025-12-25 15:34:49,894] Trial 38 pruned. 
+
+================================================================================
+Trial 38 완료
+  Value (CSI): 0.439127
+  Parameters: {'d_main': 64, 'd_hidden': 64, 'n_blocks': 4, 'dropout': 0.23875670696225643, 'lr': 0.002531620801733404, 'weight_decay': 0.00015515153605804332, 'batch_size': 32}
+  Best Value (CSI): 0.551948
+  Best Trial: 22
+  Best Parameters: {'d_main': 64, 'd_hidden': 64, 'n_blocks': 4, 'dropout': 0.30783375436158716, 'lr': 0.002966791528451573, 'weight_decay': 0.00021121544626635818, 'batch_size': 32}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.3198333333333334, 1: 1.3198333333333334, 2: 0.6735561792974398} (클래스별 샘플 수: {0: 8000, 1: 8000, 2: 15676})
+[I 2025-12-25 15:35:19,293] Trial 39 pruned. 
+
+================================================================================
+Trial 39 완료
+  Value (CSI): 0.409904
+  Parameters: {'d_main': 160, 'd_hidden': 128, 'n_blocks': 5, 'dropout': 0.23583937537835994, 'lr': 0.004413795120757935, 'weight_decay': 0.0002607341793285278, 'batch_size': 32}
+  Best Value (CSI): 0.551948
+  Best Trial: 22
+  Best Parameters: {'d_main': 64, 'd_hidden': 64, 'n_blocks': 4, 'dropout': 0.30783375436158716, 'lr': 0.002966791528451573, 'weight_decay': 0.00021121544626635818, 'batch_size': 32}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.3198333333333334, 1: 1.3198333333333334, 2: 0.6735561792974398} (클래스별 샘플 수: {0: 8000, 1: 8000, 2: 15676})
+  Fold 2 - 클래스별 가중치: {0: 1.3259583333333333, 1: 1.3259583333333333, 2: 0.6703954159556763} (클래스별 샘플 수: {0: 8000, 1: 8000, 2: 15823})
+  Fold 3 - 클래스별 가중치: {0: 1.3280416666666666, 1: 1.3280416666666666, 2: 0.6693336693336693} (클래스별 샘플 수: {0: 8000, 1: 8000, 2: 15873})
+[I 2025-12-25 15:38:29,158] Trial 40 finished with value: 0.5425594768739478 and parameters: {'d_main': 96, 'd_hidden': 192, 'n_blocks': 4, 'dropout': 0.26817443857070855, 'lr': 0.002675727602071018, 'weight_decay': 0.00012743820199935215, 'batch_size': 32}. Best is trial 22 with value: 0.5519482358554147.
+
+================================================================================
+Trial 40 완료
+  Value (CSI): 0.542559
+  Parameters: {'d_main': 96, 'd_hidden': 192, 'n_blocks': 4, 'dropout': 0.26817443857070855, 'lr': 0.002675727602071018, 'weight_decay': 0.00012743820199935215, 'batch_size': 32}
+  Best Value (CSI): 0.551948
+  Best Trial: 22
+  Best Parameters: {'d_main': 64, 'd_hidden': 64, 'n_blocks': 4, 'dropout': 0.30783375436158716, 'lr': 0.002966791528451573, 'weight_decay': 0.00021121544626635818, 'batch_size': 32}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.3198333333333334, 1: 1.3198333333333334, 2: 0.6735561792974398} (클래스별 샘플 수: {0: 8000, 1: 8000, 2: 15676})
+[I 2025-12-25 15:39:26,215] Trial 41 pruned. 
+
+================================================================================
+Trial 41 완료
+  Value (CSI): 0.432877
+  Parameters: {'d_main': 64, 'd_hidden': 64, 'n_blocks': 5, 'dropout': 0.3204972433078976, 'lr': 0.0010115514845421185, 'weight_decay': 0.00035897706666956165, 'batch_size': 32}
+  Best Value (CSI): 0.551948
+  Best Trial: 22
+  Best Parameters: {'d_main': 64, 'd_hidden': 64, 'n_blocks': 4, 'dropout': 0.30783375436158716, 'lr': 0.002966791528451573, 'weight_decay': 0.00021121544626635818, 'batch_size': 32}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.3198333333333334, 1: 1.3198333333333334, 2: 0.6735561792974398} (클래스별 샘플 수: {0: 8000, 1: 8000, 2: 15676})
+  Fold 2 - 클래스별 가중치: {0: 1.3259583333333333, 1: 1.3259583333333333, 2: 0.6703954159556763} (클래스별 샘플 수: {0: 8000, 1: 8000, 2: 15823})
+  Fold 3 - 클래스별 가중치: {0: 1.3280416666666666, 1: 1.3280416666666666, 2: 0.6693336693336693} (클래스별 샘플 수: {0: 8000, 1: 8000, 2: 15873})
+[I 2025-12-25 15:42:13,371] Trial 42 finished with value: 0.5397755856517467 and parameters: {'d_main': 64, 'd_hidden': 64, 'n_blocks': 4, 'dropout': 0.21219022901568552, 'lr': 0.003912278547368843, 'weight_decay': 0.0006755741680659985, 'batch_size': 32}. Best is trial 22 with value: 0.5519482358554147.
+
+================================================================================
+Trial 42 완료
+  Value (CSI): 0.539776
+  Parameters: {'d_main': 64, 'd_hidden': 64, 'n_blocks': 4, 'dropout': 0.21219022901568552, 'lr': 0.003912278547368843, 'weight_decay': 0.0006755741680659985, 'batch_size': 32}
+  Best Value (CSI): 0.551948
+  Best Trial: 22
+  Best Parameters: {'d_main': 64, 'd_hidden': 64, 'n_blocks': 4, 'dropout': 0.30783375436158716, 'lr': 0.002966791528451573, 'weight_decay': 0.00021121544626635818, 'batch_size': 32}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.3198333333333334, 1: 1.3198333333333334, 2: 0.6735561792974398} (클래스별 샘플 수: {0: 8000, 1: 8000, 2: 15676})
+[I 2025-12-25 15:42:24,959] Trial 43 pruned. 
+
+================================================================================
+Trial 43 완료
+  Value (CSI): 0.410013
+  Parameters: {'d_main': 96, 'd_hidden': 64, 'n_blocks': 2, 'dropout': 0.2999287678025374, 'lr': 0.0016605877306594488, 'weight_decay': 0.00022613255264611012, 'batch_size': 64}
+  Best Value (CSI): 0.551948
+  Best Trial: 22
+  Best Parameters: {'d_main': 64, 'd_hidden': 64, 'n_blocks': 4, 'dropout': 0.30783375436158716, 'lr': 0.002966791528451573, 'weight_decay': 0.00021121544626635818, 'batch_size': 32}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.3198333333333334, 1: 1.3198333333333334, 2: 0.6735561792974398} (클래스별 샘플 수: {0: 8000, 1: 8000, 2: 15676})
+  Fold 2 - 클래스별 가중치: {0: 1.3259583333333333, 1: 1.3259583333333333, 2: 0.6703954159556763} (클래스별 샘플 수: {0: 8000, 1: 8000, 2: 15823})
+  Fold 3 - 클래스별 가중치: {0: 1.3280416666666666, 1: 1.3280416666666666, 2: 0.6693336693336693} (클래스별 샘플 수: {0: 8000, 1: 8000, 2: 15873})
+[I 2025-12-25 15:45:25,337] Trial 44 finished with value: 0.5427111100563745 and parameters: {'d_main': 64, 'd_hidden': 64, 'n_blocks': 5, 'dropout': 0.3328404836272447, 'lr': 0.0027035058156746946, 'weight_decay': 0.0008898480532852508, 'batch_size': 32}. Best is trial 22 with value: 0.5519482358554147.
+
+================================================================================
+Trial 44 완료
+  Value (CSI): 0.542711
+  Parameters: {'d_main': 64, 'd_hidden': 64, 'n_blocks': 5, 'dropout': 0.3328404836272447, 'lr': 0.0027035058156746946, 'weight_decay': 0.0008898480532852508, 'batch_size': 32}
+  Best Value (CSI): 0.551948
+  Best Trial: 22
+  Best Parameters: {'d_main': 64, 'd_hidden': 64, 'n_blocks': 4, 'dropout': 0.30783375436158716, 'lr': 0.002966791528451573, 'weight_decay': 0.00021121544626635818, 'batch_size': 32}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.3198333333333334, 1: 1.3198333333333334, 2: 0.6735561792974398} (클래스별 샘플 수: {0: 8000, 1: 8000, 2: 15676})
+[I 2025-12-25 15:46:38,642] Trial 45 pruned. 
+
+================================================================================
+Trial 45 완료
+  Value (CSI): 0.444053
+  Parameters: {'d_main': 96, 'd_hidden': 64, 'n_blocks': 3, 'dropout': 0.36982846806411174, 'lr': 0.0008346750536329451, 'weight_decay': 0.00048271519945000793, 'batch_size': 32}
+  Best Value (CSI): 0.551948
+  Best Trial: 22
+  Best Parameters: {'d_main': 64, 'd_hidden': 64, 'n_blocks': 4, 'dropout': 0.30783375436158716, 'lr': 0.002966791528451573, 'weight_decay': 0.00021121544626635818, 'batch_size': 32}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.3198333333333334, 1: 1.3198333333333334, 2: 0.6735561792974398} (클래스별 샘플 수: {0: 8000, 1: 8000, 2: 15676})
+[I 2025-12-25 15:46:44,793] Trial 46 pruned. 
+
+================================================================================
+Trial 46 완료
+  Value (CSI): 0.402859
+  Parameters: {'d_main': 128, 'd_hidden': 128, 'n_blocks': 6, 'dropout': 0.18851221986492092, 'lr': 0.0005461422249488945, 'weight_decay': 0.0003094548600401349, 'batch_size': 256}
+  Best Value (CSI): 0.551948
+  Best Trial: 22
+  Best Parameters: {'d_main': 64, 'd_hidden': 64, 'n_blocks': 4, 'dropout': 0.30783375436158716, 'lr': 0.002966791528451573, 'weight_decay': 0.00021121544626635818, 'batch_size': 32}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.3198333333333334, 1: 1.3198333333333334, 2: 0.6735561792974398} (클래스별 샘플 수: {0: 8000, 1: 8000, 2: 15676})
+  Fold 2 - 클래스별 가중치: {0: 1.3259583333333333, 1: 1.3259583333333333, 2: 0.6703954159556763} (클래스별 샘플 수: {0: 8000, 1: 8000, 2: 15823})
+  Fold 3 - 클래스별 가중치: {0: 1.3280416666666666, 1: 1.3280416666666666, 2: 0.6693336693336693} (클래스별 샘플 수: {0: 8000, 1: 8000, 2: 15873})
+[I 2025-12-25 15:49:57,328] Trial 47 finished with value: 0.5551122990255606 and parameters: {'d_main': 64, 'd_hidden': 64, 'n_blocks': 2, 'dropout': 0.2869842021080176, 'lr': 0.002077449117732186, 'weight_decay': 0.00019614736051849963, 'batch_size': 32}. Best is trial 47 with value: 0.5551122990255606.
+
+================================================================================
+Trial 47 완료
+  Value (CSI): 0.555112
+  Parameters: {'d_main': 64, 'd_hidden': 64, 'n_blocks': 2, 'dropout': 0.2869842021080176, 'lr': 0.002077449117732186, 'weight_decay': 0.00019614736051849963, 'batch_size': 32}
+  Best Value (CSI): 0.555112
+  Best Trial: 47
+  Best Parameters: {'d_main': 64, 'd_hidden': 64, 'n_blocks': 2, 'dropout': 0.2869842021080176, 'lr': 0.002077449117732186, 'weight_decay': 0.00019614736051849963, 'batch_size': 32}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.3198333333333334, 1: 1.3198333333333334, 2: 0.6735561792974398} (클래스별 샘플 수: {0: 8000, 1: 8000, 2: 15676})
+[I 2025-12-25 15:50:22,259] Trial 48 pruned. 
+
+================================================================================
+Trial 48 완료
+  Value (CSI): 0.421367
+  Parameters: {'d_main': 64, 'd_hidden': 64, 'n_blocks': 4, 'dropout': 0.2867159927404103, 'lr': 0.005849114833446652, 'weight_decay': 0.00014000127793485653, 'batch_size': 32}
+  Best Value (CSI): 0.555112
+  Best Trial: 47
+  Best Parameters: {'d_main': 64, 'd_hidden': 64, 'n_blocks': 2, 'dropout': 0.2869842021080176, 'lr': 0.002077449117732186, 'weight_decay': 0.00019614736051849963, 'batch_size': 32}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.3198333333333334, 1: 1.3198333333333334, 2: 0.6735561792974398} (클래스별 샘플 수: {0: 8000, 1: 8000, 2: 15676})
+  Fold 2 - 클래스별 가중치: {0: 1.3259583333333333, 1: 1.3259583333333333, 2: 0.6703954159556763} (클래스별 샘플 수: {0: 8000, 1: 8000, 2: 15823})
+  Fold 3 - 클래스별 가중치: {0: 1.3280416666666666, 1: 1.3280416666666666, 2: 0.6693336693336693} (클래스별 샘플 수: {0: 8000, 1: 8000, 2: 15873})
+[I 2025-12-25 15:51:02,124] Trial 49 finished with value: 0.5496426805192284 and parameters: {'d_main': 64, 'd_hidden': 128, 'n_blocks': 2, 'dropout': 0.2644987457864242, 'lr': 0.0035762232804438156, 'weight_decay': 0.00020189839613300096, 'batch_size': 128}. Best is trial 47 with value: 0.5551122990255606.
+
+================================================================================
+Trial 49 완료
+  Value (CSI): 0.549643
+  Parameters: {'d_main': 64, 'd_hidden': 128, 'n_blocks': 2, 'dropout': 0.2644987457864242, 'lr': 0.0035762232804438156, 'weight_decay': 0.00020189839613300096, 'batch_size': 128}
+  Best Value (CSI): 0.555112
+  Best Trial: 47
+  Best Parameters: {'d_main': 64, 'd_hidden': 64, 'n_blocks': 2, 'dropout': 0.2869842021080176, 'lr': 0.002077449117732186, 'weight_decay': 0.00019614736051849963, 'batch_size': 32}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.3198333333333334, 1: 1.3198333333333334, 2: 0.6735561792974398} (클래스별 샘플 수: {0: 8000, 1: 8000, 2: 15676})
+[I 2025-12-25 15:51:09,232] Trial 50 pruned. 
+
+================================================================================
+Trial 50 완료
+  Value (CSI): 0.421088
+  Parameters: {'d_main': 96, 'd_hidden': 256, 'n_blocks': 2, 'dropout': 0.2658734136809995, 'lr': 0.003777225726017691, 'weight_decay': 0.00010498145199765597, 'batch_size': 128}
+  Best Value (CSI): 0.555112
+  Best Trial: 47
+  Best Parameters: {'d_main': 64, 'd_hidden': 64, 'n_blocks': 2, 'dropout': 0.2869842021080176, 'lr': 0.002077449117732186, 'weight_decay': 0.00019614736051849963, 'batch_size': 32}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.3198333333333334, 1: 1.3198333333333334, 2: 0.6735561792974398} (클래스별 샘플 수: {0: 8000, 1: 8000, 2: 15676})
+[I 2025-12-25 15:51:22,446] Trial 51 pruned. 
+
+================================================================================
+Trial 51 완료
+  Value (CSI): 0.423639
+  Parameters: {'d_main': 64, 'd_hidden': 128, 'n_blocks': 2, 'dropout': 0.2828669915547005, 'lr': 0.0021652909271299204, 'weight_decay': 0.00019600801707460777, 'batch_size': 128}
+  Best Value (CSI): 0.555112
+  Best Trial: 47
+  Best Parameters: {'d_main': 64, 'd_hidden': 64, 'n_blocks': 2, 'dropout': 0.2869842021080176, 'lr': 0.002077449117732186, 'weight_decay': 0.00019614736051849963, 'batch_size': 32}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.3198333333333334, 1: 1.3198333333333334, 2: 0.6735561792974398} (클래스별 샘플 수: {0: 8000, 1: 8000, 2: 15676})
+  Fold 2 - 클래스별 가중치: {0: 1.3259583333333333, 1: 1.3259583333333333, 2: 0.6703954159556763} (클래스별 샘플 수: {0: 8000, 1: 8000, 2: 15823})
+  Fold 3 - 클래스별 가중치: {0: 1.3280416666666666, 1: 1.3280416666666666, 2: 0.6693336693336693} (클래스별 샘플 수: {0: 8000, 1: 8000, 2: 15873})
+[I 2025-12-25 15:52:04,965] Trial 52 finished with value: 0.5429496749250999 and parameters: {'d_main': 64, 'd_hidden': 128, 'n_blocks': 2, 'dropout': 0.31174675515312916, 'lr': 0.003348483949379577, 'weight_decay': 0.00018467036808896486, 'batch_size': 128}. Best is trial 47 with value: 0.5551122990255606.
+
+================================================================================
+Trial 52 완료
+  Value (CSI): 0.542950
+  Parameters: {'d_main': 64, 'd_hidden': 128, 'n_blocks': 2, 'dropout': 0.31174675515312916, 'lr': 0.003348483949379577, 'weight_decay': 0.00018467036808896486, 'batch_size': 128}
+  Best Value (CSI): 0.555112
+  Best Trial: 47
+  Best Parameters: {'d_main': 64, 'd_hidden': 64, 'n_blocks': 2, 'dropout': 0.2869842021080176, 'lr': 0.002077449117732186, 'weight_decay': 0.00019614736051849963, 'batch_size': 32}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.3198333333333334, 1: 1.3198333333333334, 2: 0.6735561792974398} (클래스별 샘플 수: {0: 8000, 1: 8000, 2: 15676})
+[I 2025-12-25 15:52:12,723] Trial 53 pruned. 
+
+================================================================================
+Trial 53 완료
+  Value (CSI): 0.409302
+  Parameters: {'d_main': 64, 'd_hidden': 192, 'n_blocks': 3, 'dropout': 0.2959382383840792, 'lr': 0.0017198136771535409, 'weight_decay': 0.00012762513380244135, 'batch_size': 128}
+  Best Value (CSI): 0.555112
+  Best Trial: 47
+  Best Parameters: {'d_main': 64, 'd_hidden': 64, 'n_blocks': 2, 'dropout': 0.2869842021080176, 'lr': 0.002077449117732186, 'weight_decay': 0.00019614736051849963, 'batch_size': 32}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.3198333333333334, 1: 1.3198333333333334, 2: 0.6735561792974398} (클래스별 샘플 수: {0: 8000, 1: 8000, 2: 15676})
+[I 2025-12-25 15:52:19,997] Trial 54 pruned. 
+
+================================================================================
+Trial 54 완료
+  Value (CSI): 0.389971
+  Parameters: {'d_main': 192, 'd_hidden': 64, 'n_blocks': 2, 'dropout': 0.22741425908389445, 'lr': 0.006820403305604162, 'weight_decay': 0.0002709928396149154, 'batch_size': 128}
+  Best Value (CSI): 0.555112
+  Best Trial: 47
+  Best Parameters: {'d_main': 64, 'd_hidden': 64, 'n_blocks': 2, 'dropout': 0.2869842021080176, 'lr': 0.002077449117732186, 'weight_decay': 0.00019614736051849963, 'batch_size': 32}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.3198333333333334, 1: 1.3198333333333334, 2: 0.6735561792974398} (클래스별 샘플 수: {0: 8000, 1: 8000, 2: 15676})
+[I 2025-12-25 15:52:41,694] Trial 55 pruned. 
+
+================================================================================
+Trial 55 완료
+  Value (CSI): 0.416174
+  Parameters: {'d_main': 96, 'd_hidden': 128, 'n_blocks': 2, 'dropout': 0.2746741937318617, 'lr': 0.004204212801949633, 'weight_decay': 0.00020015455756145308, 'batch_size': 32}
+  Best Value (CSI): 0.555112
+  Best Trial: 47
+  Best Parameters: {'d_main': 64, 'd_hidden': 64, 'n_blocks': 2, 'dropout': 0.2869842021080176, 'lr': 0.002077449117732186, 'weight_decay': 0.00019614736051849963, 'batch_size': 32}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.3198333333333334, 1: 1.3198333333333334, 2: 0.6735561792974398} (클래스별 샘플 수: {0: 8000, 1: 8000, 2: 15676})
+[I 2025-12-25 15:53:08,685] Trial 56 pruned. 
+
+================================================================================
+Trial 56 완료
+  Value (CSI): 0.432011
+  Parameters: {'d_main': 64, 'd_hidden': 64, 'n_blocks': 3, 'dropout': 0.3116344394030576, 'lr': 0.0029079133204477285, 'weight_decay': 0.0003749528833508456, 'batch_size': 64}
+  Best Value (CSI): 0.555112
+  Best Trial: 47
+  Best Parameters: {'d_main': 64, 'd_hidden': 64, 'n_blocks': 2, 'dropout': 0.2869842021080176, 'lr': 0.002077449117732186, 'weight_decay': 0.00019614736051849963, 'batch_size': 32}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.3198333333333334, 1: 1.3198333333333334, 2: 0.6735561792974398} (클래스별 샘플 수: {0: 8000, 1: 8000, 2: 15676})
+[I 2025-12-25 15:53:13,814] Trial 57 pruned. 
+
+================================================================================
+Trial 57 완료
+  Value (CSI): 0.415929
+  Parameters: {'d_main': 256, 'd_hidden': 64, 'n_blocks': 4, 'dropout': 0.25431573334635343, 'lr': 0.002051805244648747, 'weight_decay': 0.0002810525410688232, 'batch_size': 256}
+  Best Value (CSI): 0.555112
+  Best Trial: 47
+  Best Parameters: {'d_main': 64, 'd_hidden': 64, 'n_blocks': 2, 'dropout': 0.2869842021080176, 'lr': 0.002077449117732186, 'weight_decay': 0.00019614736051849963, 'batch_size': 32}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.3198333333333334, 1: 1.3198333333333334, 2: 0.6735561792974398} (클래스별 샘플 수: {0: 8000, 1: 8000, 2: 15676})
+[I 2025-12-25 15:53:35,169] Trial 58 pruned. 
+
+================================================================================
+Trial 58 완료
+  Value (CSI): 0.404959
+  Parameters: {'d_main': 224, 'd_hidden': 128, 'n_blocks': 2, 'dropout': 0.2866322256547168, 'lr': 0.001320607058855454, 'weight_decay': 0.00012973260193495161, 'batch_size': 32}
+  Best Value (CSI): 0.555112
+  Best Trial: 47
+  Best Parameters: {'d_main': 64, 'd_hidden': 64, 'n_blocks': 2, 'dropout': 0.2869842021080176, 'lr': 0.002077449117732186, 'weight_decay': 0.00019614736051849963, 'batch_size': 32}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.3198333333333334, 1: 1.3198333333333334, 2: 0.6735561792974398} (클래스별 샘플 수: {0: 8000, 1: 8000, 2: 15676})
+  Fold 2 - 클래스별 가중치: {0: 1.3259583333333333, 1: 1.3259583333333333, 2: 0.6703954159556763} (클래스별 샘플 수: {0: 8000, 1: 8000, 2: 15823})
+  Fold 3 - 클래스별 가중치: {0: 1.3280416666666666, 1: 1.3280416666666666, 2: 0.6693336693336693} (클래스별 샘플 수: {0: 8000, 1: 8000, 2: 15873})
+[I 2025-12-25 15:54:18,546] Trial 59 finished with value: 0.5426186570626749 and parameters: {'d_main': 160, 'd_hidden': 64, 'n_blocks': 4, 'dropout': 0.26431729624182404, 'lr': 0.004666274255509036, 'weight_decay': 0.00020747413364079098, 'batch_size': 128}. Best is trial 47 with value: 0.5551122990255606.
+
+================================================================================
+Trial 59 완료
+  Value (CSI): 0.542619
+  Parameters: {'d_main': 160, 'd_hidden': 64, 'n_blocks': 4, 'dropout': 0.26431729624182404, 'lr': 0.004666274255509036, 'weight_decay': 0.00020747413364079098, 'batch_size': 128}
+  Best Value (CSI): 0.555112
+  Best Trial: 47
+  Best Parameters: {'d_main': 64, 'd_hidden': 64, 'n_blocks': 2, 'dropout': 0.2869842021080176, 'lr': 0.002077449117732186, 'weight_decay': 0.00019614736051849963, 'batch_size': 32}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.3198333333333334, 1: 1.3198333333333334, 2: 0.6735561792974398} (클래스별 샘플 수: {0: 8000, 1: 8000, 2: 15676})
+[I 2025-12-25 15:54:41,819] Trial 60 pruned. 
+
+================================================================================
+Trial 60 완료
+  Value (CSI): 0.408276
+  Parameters: {'d_main': 128, 'd_hidden': 128, 'n_blocks': 3, 'dropout': 0.27645016286734386, 'lr': 0.0032693288649595868, 'weight_decay': 0.00010295952159879064, 'batch_size': 32}
+  Best Value (CSI): 0.555112
+  Best Trial: 47
+  Best Parameters: {'d_main': 64, 'd_hidden': 64, 'n_blocks': 2, 'dropout': 0.2869842021080176, 'lr': 0.002077449117732186, 'weight_decay': 0.00019614736051849963, 'batch_size': 32}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.3198333333333334, 1: 1.3198333333333334, 2: 0.6735561792974398} (클래스별 샘플 수: {0: 8000, 1: 8000, 2: 15676})
+  Fold 2 - 클래스별 가중치: {0: 1.3259583333333333, 1: 1.3259583333333333, 2: 0.6703954159556763} (클래스별 샘플 수: {0: 8000, 1: 8000, 2: 15823})
+  Fold 3 - 클래스별 가중치: {0: 1.3280416666666666, 1: 1.3280416666666666, 2: 0.6693336693336693} (클래스별 샘플 수: {0: 8000, 1: 8000, 2: 15873})
+[I 2025-12-25 15:57:27,179] Trial 61 finished with value: 0.5473159984134375 and parameters: {'d_main': 64, 'd_hidden': 64, 'n_blocks': 2, 'dropout': 0.2923678768192364, 'lr': 0.001823076893114372, 'weight_decay': 0.00039224896165501055, 'batch_size': 32}. Best is trial 47 with value: 0.5551122990255606.
+
+================================================================================
+Trial 61 완료
+  Value (CSI): 0.547316
+  Parameters: {'d_main': 64, 'd_hidden': 64, 'n_blocks': 2, 'dropout': 0.2923678768192364, 'lr': 0.001823076893114372, 'weight_decay': 0.00039224896165501055, 'batch_size': 32}
+  Best Value (CSI): 0.555112
+  Best Trial: 47
+  Best Parameters: {'d_main': 64, 'd_hidden': 64, 'n_blocks': 2, 'dropout': 0.2869842021080176, 'lr': 0.002077449117732186, 'weight_decay': 0.00019614736051849963, 'batch_size': 32}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.3198333333333334, 1: 1.3198333333333334, 2: 0.6735561792974398} (클래스별 샘플 수: {0: 8000, 1: 8000, 2: 15676})
+[I 2025-12-25 15:58:09,973] Trial 62 pruned. 
+
+================================================================================
+Trial 62 완료
+  Value (CSI): 0.433622
+  Parameters: {'d_main': 64, 'd_hidden': 64, 'n_blocks': 2, 'dropout': 0.2919990777791464, 'lr': 0.002425606876221241, 'weight_decay': 0.0003986986609255551, 'batch_size': 32}
+  Best Value (CSI): 0.555112
+  Best Trial: 47
+  Best Parameters: {'d_main': 64, 'd_hidden': 64, 'n_blocks': 2, 'dropout': 0.2869842021080176, 'lr': 0.002077449117732186, 'weight_decay': 0.00019614736051849963, 'batch_size': 32}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.3198333333333334, 1: 1.3198333333333334, 2: 0.6735561792974398} (클래스별 샘플 수: {0: 8000, 1: 8000, 2: 15676})
+  Fold 2 - 클래스별 가중치: {0: 1.3259583333333333, 1: 1.3259583333333333, 2: 0.6703954159556763} (클래스별 샘플 수: {0: 8000, 1: 8000, 2: 15823})
+  Fold 3 - 클래스별 가중치: {0: 1.3280416666666666, 1: 1.3280416666666666, 2: 0.6693336693336693} (클래스별 샘플 수: {0: 8000, 1: 8000, 2: 15873})
+[I 2025-12-25 16:00:28,285] Trial 63 finished with value: 0.5390267692674363 and parameters: {'d_main': 64, 'd_hidden': 64, 'n_blocks': 2, 'dropout': 0.30788548443327857, 'lr': 0.0017680065479197561, 'weight_decay': 0.0002511530485817768, 'batch_size': 32}. Best is trial 47 with value: 0.5551122990255606.
+
+================================================================================
+Trial 63 완료
+  Value (CSI): 0.539027
+  Parameters: {'d_main': 64, 'd_hidden': 64, 'n_blocks': 2, 'dropout': 0.30788548443327857, 'lr': 0.0017680065479197561, 'weight_decay': 0.0002511530485817768, 'batch_size': 32}
+  Best Value (CSI): 0.555112
+  Best Trial: 47
+  Best Parameters: {'d_main': 64, 'd_hidden': 64, 'n_blocks': 2, 'dropout': 0.2869842021080176, 'lr': 0.002077449117732186, 'weight_decay': 0.00019614736051849963, 'batch_size': 32}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.3198333333333334, 1: 1.3198333333333334, 2: 0.6735561792974398} (클래스별 샘플 수: {0: 8000, 1: 8000, 2: 15676})
+[I 2025-12-25 16:00:48,414] Trial 64 pruned. 
+
+================================================================================
+Trial 64 완료
+  Value (CSI): 0.417339
+  Parameters: {'d_main': 96, 'd_hidden': 64, 'n_blocks': 2, 'dropout': 0.31854839518403866, 'lr': 0.001184623230083902, 'weight_decay': 0.00015986788346418346, 'batch_size': 32}
+  Best Value (CSI): 0.555112
+  Best Trial: 47
+  Best Parameters: {'d_main': 64, 'd_hidden': 64, 'n_blocks': 2, 'dropout': 0.2869842021080176, 'lr': 0.002077449117732186, 'weight_decay': 0.00019614736051849963, 'batch_size': 32}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.3198333333333334, 1: 1.3198333333333334, 2: 0.6735561792974398} (클래스별 샘플 수: {0: 8000, 1: 8000, 2: 15676})
+  Fold 2 - 클래스별 가중치: {0: 1.3259583333333333, 1: 1.3259583333333333, 2: 0.6703954159556763} (클래스별 샘플 수: {0: 8000, 1: 8000, 2: 15823})
+  Fold 3 - 클래스별 가중치: {0: 1.3280416666666666, 1: 1.3280416666666666, 2: 0.6693336693336693} (클래스별 샘플 수: {0: 8000, 1: 8000, 2: 15873})
+[I 2025-12-25 16:03:57,111] Trial 65 finished with value: 0.5483247042652541 and parameters: {'d_main': 64, 'd_hidden': 64, 'n_blocks': 2, 'dropout': 0.2966696749481464, 'lr': 0.0014157179190875163, 'weight_decay': 0.0003141187743709938, 'batch_size': 32}. Best is trial 47 with value: 0.5551122990255606.
+
+================================================================================
+Trial 65 완료
+  Value (CSI): 0.548325
+  Parameters: {'d_main': 64, 'd_hidden': 64, 'n_blocks': 2, 'dropout': 0.2966696749481464, 'lr': 0.0014157179190875163, 'weight_decay': 0.0003141187743709938, 'batch_size': 32}
+  Best Value (CSI): 0.555112
+  Best Trial: 47
+  Best Parameters: {'d_main': 64, 'd_hidden': 64, 'n_blocks': 2, 'dropout': 0.2869842021080176, 'lr': 0.002077449117732186, 'weight_decay': 0.00019614736051849963, 'batch_size': 32}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.3198333333333334, 1: 1.3198333333333334, 2: 0.6735561792974398} (클래스별 샘플 수: {0: 8000, 1: 8000, 2: 15676})
+  Fold 2 - 클래스별 가중치: {0: 1.3259583333333333, 1: 1.3259583333333333, 2: 0.6703954159556763} (클래스별 샘플 수: {0: 8000, 1: 8000, 2: 15823})
+  Fold 3 - 클래스별 가중치: {0: 1.3280416666666666, 1: 1.3280416666666666, 2: 0.6693336693336693} (클래스별 샘플 수: {0: 8000, 1: 8000, 2: 15873})
+[I 2025-12-25 16:06:19,272] Trial 66 finished with value: 0.5444509624020047 and parameters: {'d_main': 96, 'd_hidden': 64, 'n_blocks': 2, 'dropout': 0.2807475458352785, 'lr': 0.0015382212029165891, 'weight_decay': 0.00029309279032462785, 'batch_size': 32}. Best is trial 47 with value: 0.5551122990255606.
+
+================================================================================
+Trial 66 완료
+  Value (CSI): 0.544451
+  Parameters: {'d_main': 96, 'd_hidden': 64, 'n_blocks': 2, 'dropout': 0.2807475458352785, 'lr': 0.0015382212029165891, 'weight_decay': 0.00029309279032462785, 'batch_size': 32}
+  Best Value (CSI): 0.555112
+  Best Trial: 47
+  Best Parameters: {'d_main': 64, 'd_hidden': 64, 'n_blocks': 2, 'dropout': 0.2869842021080176, 'lr': 0.002077449117732186, 'weight_decay': 0.00019614736051849963, 'batch_size': 32}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.3198333333333334, 1: 1.3198333333333334, 2: 0.6735561792974398} (클래스별 샘플 수: {0: 8000, 1: 8000, 2: 15676})
+[I 2025-12-25 16:06:40,935] Trial 67 pruned. 
+
+================================================================================
+Trial 67 완료
+  Value (CSI): 0.424387
+  Parameters: {'d_main': 64, 'd_hidden': 64, 'n_blocks': 2, 'dropout': 0.25979902834650753, 'lr': 0.0014834818525830413, 'weight_decay': 0.00019571705461647132, 'batch_size': 32}
+  Best Value (CSI): 0.555112
+  Best Trial: 47
+  Best Parameters: {'d_main': 64, 'd_hidden': 64, 'n_blocks': 2, 'dropout': 0.2869842021080176, 'lr': 0.002077449117732186, 'weight_decay': 0.00019614736051849963, 'batch_size': 32}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.3198333333333334, 1: 1.3198333333333334, 2: 0.6735561792974398} (클래스별 샘플 수: {0: 8000, 1: 8000, 2: 15676})
+[I 2025-12-25 16:07:02,338] Trial 68 pruned. 
+
+================================================================================
+Trial 68 완료
+  Value (CSI): 0.419720
+  Parameters: {'d_main': 64, 'd_hidden': 64, 'n_blocks': 2, 'dropout': 0.2935147879012179, 'lr': 0.0009828905414706445, 'weight_decay': 0.000583339363673902, 'batch_size': 32}
+  Best Value (CSI): 0.555112
+  Best Trial: 47
+  Best Parameters: {'d_main': 64, 'd_hidden': 64, 'n_blocks': 2, 'dropout': 0.2869842021080176, 'lr': 0.002077449117732186, 'weight_decay': 0.00019614736051849963, 'batch_size': 32}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.3198333333333334, 1: 1.3198333333333334, 2: 0.6735561792974398} (클래스별 샘플 수: {0: 8000, 1: 8000, 2: 15676})
+  Fold 2 - 클래스별 가중치: {0: 1.3259583333333333, 1: 1.3259583333333333, 2: 0.6703954159556763} (클래스별 샘플 수: {0: 8000, 1: 8000, 2: 15823})
+  Fold 3 - 클래스별 가중치: {0: 1.3280416666666666, 1: 1.3280416666666666, 2: 0.6693336693336693} (클래스별 샘플 수: {0: 8000, 1: 8000, 2: 15873})
+[I 2025-12-25 16:07:39,298] Trial 69 finished with value: 0.5443343253311369 and parameters: {'d_main': 64, 'd_hidden': 64, 'n_blocks': 2, 'dropout': 0.24939172595023476, 'lr': 0.0028377650824360575, 'weight_decay': 0.00016064891745365363, 'batch_size': 256}. Best is trial 47 with value: 0.5551122990255606.
+
+================================================================================
+Trial 69 완료
+  Value (CSI): 0.544334
+  Parameters: {'d_main': 64, 'd_hidden': 64, 'n_blocks': 2, 'dropout': 0.24939172595023476, 'lr': 0.0028377650824360575, 'weight_decay': 0.00016064891745365363, 'batch_size': 256}
+  Best Value (CSI): 0.555112
+  Best Trial: 47
+  Best Parameters: {'d_main': 64, 'd_hidden': 64, 'n_blocks': 2, 'dropout': 0.2869842021080176, 'lr': 0.002077449117732186, 'weight_decay': 0.00019614736051849963, 'batch_size': 32}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.3198333333333334, 1: 1.3198333333333334, 2: 0.6735561792974398} (클래스별 샘플 수: {0: 8000, 1: 8000, 2: 15676})
+[I 2025-12-25 16:07:46,506] Trial 70 pruned. 
+
+================================================================================
+Trial 70 완료
+  Value (CSI): 0.409683
+  Parameters: {'d_main': 64, 'd_hidden': 64, 'n_blocks': 3, 'dropout': 0.2731184555381746, 'lr': 0.002018867024899613, 'weight_decay': 0.00032889558423331597, 'batch_size': 128}
+  Best Value (CSI): 0.555112
+  Best Trial: 47
+  Best Parameters: {'d_main': 64, 'd_hidden': 64, 'n_blocks': 2, 'dropout': 0.2869842021080176, 'lr': 0.002077449117732186, 'weight_decay': 0.00019614736051849963, 'batch_size': 32}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.3198333333333334, 1: 1.3198333333333334, 2: 0.6735561792974398} (클래스별 샘플 수: {0: 8000, 1: 8000, 2: 15676})
+  Fold 2 - 클래스별 가중치: {0: 1.3259583333333333, 1: 1.3259583333333333, 2: 0.6703954159556763} (클래스별 샘플 수: {0: 8000, 1: 8000, 2: 15823})
+  Fold 3 - 클래스별 가중치: {0: 1.3280416666666666, 1: 1.3280416666666666, 2: 0.6693336693336693} (클래스별 샘플 수: {0: 8000, 1: 8000, 2: 15873})
+[I 2025-12-25 16:09:42,489] Trial 71 finished with value: 0.548456555061225 and parameters: {'d_main': 64, 'd_hidden': 64, 'n_blocks': 2, 'dropout': 0.30385971184536087, 'lr': 0.0022802507071167503, 'weight_decay': 0.0003882939743487846, 'batch_size': 32}. Best is trial 47 with value: 0.5551122990255606.
+
+================================================================================
+Trial 71 완료
+  Value (CSI): 0.548457
+  Parameters: {'d_main': 64, 'd_hidden': 64, 'n_blocks': 2, 'dropout': 0.30385971184536087, 'lr': 0.0022802507071167503, 'weight_decay': 0.0003882939743487846, 'batch_size': 32}
+  Best Value (CSI): 0.555112
+  Best Trial: 47
+  Best Parameters: {'d_main': 64, 'd_hidden': 64, 'n_blocks': 2, 'dropout': 0.2869842021080176, 'lr': 0.002077449117732186, 'weight_decay': 0.00019614736051849963, 'batch_size': 32}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.3198333333333334, 1: 1.3198333333333334, 2: 0.6735561792974398} (클래스별 샘플 수: {0: 8000, 1: 8000, 2: 15676})
+[I 2025-12-25 16:10:26,536] Trial 72 pruned. 
+
+================================================================================
+Trial 72 완료
+  Value (CSI): 0.439291
+  Parameters: {'d_main': 64, 'd_hidden': 64, 'n_blocks': 2, 'dropout': 0.3068258614508931, 'lr': 0.0032396423192508354, 'weight_decay': 0.00024490911346042017, 'batch_size': 32}
+  Best Value (CSI): 0.555112
+  Best Trial: 47
+  Best Parameters: {'d_main': 64, 'd_hidden': 64, 'n_blocks': 2, 'dropout': 0.2869842021080176, 'lr': 0.002077449117732186, 'weight_decay': 0.00019614736051849963, 'batch_size': 32}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.3198333333333334, 1: 1.3198333333333334, 2: 0.6735561792974398} (클래스별 샘플 수: {0: 8000, 1: 8000, 2: 15676})
+[I 2025-12-25 16:10:49,080] Trial 73 pruned. 
+
+================================================================================
+Trial 73 완료
+  Value (CSI): 0.374580
+  Parameters: {'d_main': 96, 'd_hidden': 64, 'n_blocks': 2, 'dropout': 0.3343252571504894, 'lr': 0.00505314456135114, 'weight_decay': 0.0004186667170842817, 'batch_size': 32}
+  Best Value (CSI): 0.555112
+  Best Trial: 47
+  Best Parameters: {'d_main': 64, 'd_hidden': 64, 'n_blocks': 2, 'dropout': 0.2869842021080176, 'lr': 0.002077449117732186, 'weight_decay': 0.00019614736051849963, 'batch_size': 32}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.3198333333333334, 1: 1.3198333333333334, 2: 0.6735561792974398} (클래스별 샘플 수: {0: 8000, 1: 8000, 2: 15676})
+[I 2025-12-25 16:11:37,524] Trial 74 pruned. 
+
+================================================================================
+Trial 74 완료
+  Value (CSI): 0.447386
+  Parameters: {'d_main': 64, 'd_hidden': 64, 'n_blocks': 2, 'dropout': 0.29156397874050327, 'lr': 0.002438096068350259, 'weight_decay': 0.00022393727582921226, 'batch_size': 32}
+  Best Value (CSI): 0.555112
+  Best Trial: 47
+  Best Parameters: {'d_main': 64, 'd_hidden': 64, 'n_blocks': 2, 'dropout': 0.2869842021080176, 'lr': 0.002077449117732186, 'weight_decay': 0.00019614736051849963, 'batch_size': 32}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.3198333333333334, 1: 1.3198333333333334, 2: 0.6735561792974398} (클래스별 샘플 수: {0: 8000, 1: 8000, 2: 15676})
+[I 2025-12-25 16:11:59,763] Trial 75 pruned. 
+
+================================================================================
+Trial 75 완료
+  Value (CSI): 0.414304
+  Parameters: {'d_main': 64, 'd_hidden': 64, 'n_blocks': 2, 'dropout': 0.31632495327915366, 'lr': 0.0038633368317031918, 'weight_decay': 0.0003351470542069251, 'batch_size': 32}
+  Best Value (CSI): 0.555112
+  Best Trial: 47
+  Best Parameters: {'d_main': 64, 'd_hidden': 64, 'n_blocks': 2, 'dropout': 0.2869842021080176, 'lr': 0.002077449117732186, 'weight_decay': 0.00019614736051849963, 'batch_size': 32}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.3198333333333334, 1: 1.3198333333333334, 2: 0.6735561792974398} (클래스별 샘플 수: {0: 8000, 1: 8000, 2: 15676})
+[I 2025-12-25 16:12:21,733] Trial 76 pruned. 
+
+================================================================================
+Trial 76 완료
+  Value (CSI): 0.421257
+  Parameters: {'d_main': 64, 'd_hidden': 64, 'n_blocks': 2, 'dropout': 0.3270041538502192, 'lr': 0.0018064280290616046, 'weight_decay': 0.00046557266740697716, 'batch_size': 32}
+  Best Value (CSI): 0.555112
+  Best Trial: 47
+  Best Parameters: {'d_main': 64, 'd_hidden': 64, 'n_blocks': 2, 'dropout': 0.2869842021080176, 'lr': 0.002077449117732186, 'weight_decay': 0.00019614736051849963, 'batch_size': 32}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.3198333333333334, 1: 1.3198333333333334, 2: 0.6735561792974398} (클래스별 샘플 수: {0: 8000, 1: 8000, 2: 15676})
+[I 2025-12-25 16:12:34,178] Trial 77 pruned. 
+
+================================================================================
+Trial 77 완료
+  Value (CSI): 0.426413
+  Parameters: {'d_main': 96, 'd_hidden': 64, 'n_blocks': 2, 'dropout': 0.30657985222174966, 'lr': 0.0011605524832605512, 'weight_decay': 0.00013520811307706615, 'batch_size': 64}
+  Best Value (CSI): 0.555112
+  Best Trial: 47
+  Best Parameters: {'d_main': 64, 'd_hidden': 64, 'n_blocks': 2, 'dropout': 0.2869842021080176, 'lr': 0.002077449117732186, 'weight_decay': 0.00019614736051849963, 'batch_size': 32}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.3198333333333334, 1: 1.3198333333333334, 2: 0.6735561792974398} (클래스별 샘플 수: {0: 8000, 1: 8000, 2: 15676})
+[I 2025-12-25 16:13:48,819] Trial 78 pruned. 
+
+================================================================================
+Trial 78 완료
+  Value (CSI): 0.455213
+  Parameters: {'d_main': 96, 'd_hidden': 64, 'n_blocks': 3, 'dropout': 0.28015503479961246, 'lr': 0.0009075864099013342, 'weight_decay': 0.00017444903990837077, 'batch_size': 32}
+  Best Value (CSI): 0.555112
+  Best Trial: 47
+  Best Parameters: {'d_main': 64, 'd_hidden': 64, 'n_blocks': 2, 'dropout': 0.2869842021080176, 'lr': 0.002077449117732186, 'weight_decay': 0.00019614736051849963, 'batch_size': 32}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.3198333333333334, 1: 1.3198333333333334, 2: 0.6735561792974398} (클래스별 샘플 수: {0: 8000, 1: 8000, 2: 15676})
+[I 2025-12-25 16:14:09,185] Trial 79 pruned. 
+
+================================================================================
+Trial 79 완료
+  Value (CSI): 0.394097
+  Parameters: {'d_main': 64, 'd_hidden': 64, 'n_blocks': 2, 'dropout': 0.2981050466710655, 'lr': 0.0014919676829296946, 'weight_decay': 0.0005656132429688443, 'batch_size': 32}
+  Best Value (CSI): 0.555112
+  Best Trial: 47
+  Best Parameters: {'d_main': 64, 'd_hidden': 64, 'n_blocks': 2, 'dropout': 0.2869842021080176, 'lr': 0.002077449117732186, 'weight_decay': 0.00019614736051849963, 'batch_size': 32}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.3198333333333334, 1: 1.3198333333333334, 2: 0.6735561792974398} (클래스별 샘플 수: {0: 8000, 1: 8000, 2: 15676})
+  Fold 2 - 클래스별 가중치: {0: 1.3259583333333333, 1: 1.3259583333333333, 2: 0.6703954159556763} (클래스별 샘플 수: {0: 8000, 1: 8000, 2: 15823})
+  Fold 3 - 클래스별 가중치: {0: 1.3280416666666666, 1: 1.3280416666666666, 2: 0.6693336693336693} (클래스별 샘플 수: {0: 8000, 1: 8000, 2: 15873})
+[I 2025-12-25 16:15:52,598] Trial 80 finished with value: 0.5454608964029193 and parameters: {'d_main': 64, 'd_hidden': 64, 'n_blocks': 2, 'dropout': 0.3456645847753878, 'lr': 0.0027305353960707904, 'weight_decay': 0.0002810888001567299, 'batch_size': 32}. Best is trial 47 with value: 0.5551122990255606.
+
+================================================================================
+Trial 80 완료
+  Value (CSI): 0.545461
+  Parameters: {'d_main': 64, 'd_hidden': 64, 'n_blocks': 2, 'dropout': 0.3456645847753878, 'lr': 0.0027305353960707904, 'weight_decay': 0.0002810888001567299, 'batch_size': 32}
+  Best Value (CSI): 0.555112
+  Best Trial: 47
+  Best Parameters: {'d_main': 64, 'd_hidden': 64, 'n_blocks': 2, 'dropout': 0.2869842021080176, 'lr': 0.002077449117732186, 'weight_decay': 0.00019614736051849963, 'batch_size': 32}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.3198333333333334, 1: 1.3198333333333334, 2: 0.6735561792974398} (클래스별 샘플 수: {0: 8000, 1: 8000, 2: 15676})
+[I 2025-12-25 16:16:49,262] Trial 81 pruned. 
+
+================================================================================
+Trial 81 완료
+  Value (CSI): 0.433921
+  Parameters: {'d_main': 64, 'd_hidden': 192, 'n_blocks': 4, 'dropout': 0.3006617797091948, 'lr': 0.0021608856917207397, 'weight_decay': 0.0003696649877559582, 'batch_size': 32}
+  Best Value (CSI): 0.555112
+  Best Trial: 47
+  Best Parameters: {'d_main': 64, 'd_hidden': 64, 'n_blocks': 2, 'dropout': 0.2869842021080176, 'lr': 0.002077449117732186, 'weight_decay': 0.00019614736051849963, 'batch_size': 32}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.3198333333333334, 1: 1.3198333333333334, 2: 0.6735561792974398} (클래스별 샘플 수: {0: 8000, 1: 8000, 2: 15676})
+[I 2025-12-25 16:17:15,022] Trial 82 pruned. 
+
+================================================================================
+Trial 82 완료
+  Value (CSI): 0.422715
+  Parameters: {'d_main': 160, 'd_hidden': 128, 'n_blocks': 4, 'dropout': 0.2885971035835962, 'lr': 0.00184428417885235, 'weight_decay': 0.00042927452819224775, 'batch_size': 32}
+  Best Value (CSI): 0.555112
+  Best Trial: 47
+  Best Parameters: {'d_main': 64, 'd_hidden': 64, 'n_blocks': 2, 'dropout': 0.2869842021080176, 'lr': 0.002077449117732186, 'weight_decay': 0.00019614736051849963, 'batch_size': 32}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.3198333333333334, 1: 1.3198333333333334, 2: 0.6735561792974398} (클래스별 샘플 수: {0: 8000, 1: 8000, 2: 15676})
+[I 2025-12-25 16:17:44,199] Trial 83 pruned. 
+
+================================================================================
+Trial 83 완료
+  Value (CSI): 0.407804
+  Parameters: {'d_main': 64, 'd_hidden': 64, 'n_blocks': 5, 'dropout': 0.3148191031579349, 'lr': 0.0024806244554500226, 'weight_decay': 0.00023451113776365134, 'batch_size': 32}
+  Best Value (CSI): 0.555112
+  Best Trial: 47
+  Best Parameters: {'d_main': 64, 'd_hidden': 64, 'n_blocks': 2, 'dropout': 0.2869842021080176, 'lr': 0.002077449117732186, 'weight_decay': 0.00019614736051849963, 'batch_size': 32}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.3198333333333334, 1: 1.3198333333333334, 2: 0.6735561792974398} (클래스별 샘플 수: {0: 8000, 1: 8000, 2: 15676})
+[I 2025-12-25 16:18:42,428] Trial 84 pruned. 
+
+================================================================================
+Trial 84 완료
+  Value (CSI): 0.443306
+  Parameters: {'d_main': 64, 'd_hidden': 64, 'n_blocks': 4, 'dropout': 0.3060330545730837, 'lr': 0.0038740300838300944, 'weight_decay': 0.00030590690719650314, 'batch_size': 32}
+  Best Value (CSI): 0.555112
+  Best Trial: 47
+  Best Parameters: {'d_main': 64, 'd_hidden': 64, 'n_blocks': 2, 'dropout': 0.2869842021080176, 'lr': 0.002077449117732186, 'weight_decay': 0.00019614736051849963, 'batch_size': 32}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.3198333333333334, 1: 1.3198333333333334, 2: 0.6735561792974398} (클래스별 샘플 수: {0: 8000, 1: 8000, 2: 15676})
+[I 2025-12-25 16:19:12,121] Trial 85 pruned. 
+
+================================================================================
+Trial 85 완료
+  Value (CSI): 0.424735
+  Parameters: {'d_main': 224, 'd_hidden': 192, 'n_blocks': 6, 'dropout': 0.3257914217680902, 'lr': 0.0030731277797985727, 'weight_decay': 0.0005377921877721304, 'batch_size': 32}
+  Best Value (CSI): 0.555112
+  Best Trial: 47
+  Best Parameters: {'d_main': 64, 'd_hidden': 64, 'n_blocks': 2, 'dropout': 0.2869842021080176, 'lr': 0.002077449117732186, 'weight_decay': 0.00019614736051849963, 'batch_size': 32}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.3198333333333334, 1: 1.3198333333333334, 2: 0.6735561792974398} (클래스별 샘플 수: {0: 8000, 1: 8000, 2: 15676})
+[I 2025-12-25 16:19:59,747] Trial 86 pruned. 
+
+================================================================================
+Trial 86 완료
+  Value (CSI): 0.442690
+  Parameters: {'d_main': 64, 'd_hidden': 64, 'n_blocks': 2, 'dropout': 0.2971661206877544, 'lr': 0.0012668594613971366, 'weight_decay': 0.0006545783204436583, 'batch_size': 32}
+  Best Value (CSI): 0.555112
+  Best Trial: 47
+  Best Parameters: {'d_main': 64, 'd_hidden': 64, 'n_blocks': 2, 'dropout': 0.2869842021080176, 'lr': 0.002077449117732186, 'weight_decay': 0.00019614736051849963, 'batch_size': 32}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.3198333333333334, 1: 1.3198333333333334, 2: 0.6735561792974398} (클래스별 샘플 수: {0: 8000, 1: 8000, 2: 15676})
+[I 2025-12-25 16:20:16,361] Trial 87 pruned. 
+
+================================================================================
+Trial 87 완료
+  Value (CSI): 0.449963
+  Parameters: {'d_main': 64, 'd_hidden': 128, 'n_blocks': 2, 'dropout': 0.2807678299649076, 'lr': 0.0022380999497003105, 'weight_decay': 0.00040983762306075417, 'batch_size': 128}
+  Best Value (CSI): 0.555112
+  Best Trial: 47
+  Best Parameters: {'d_main': 64, 'd_hidden': 64, 'n_blocks': 2, 'dropout': 0.2869842021080176, 'lr': 0.002077449117732186, 'weight_decay': 0.00019614736051849963, 'batch_size': 32}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.3198333333333334, 1: 1.3198333333333334, 2: 0.6735561792974398} (클래스별 샘플 수: {0: 8000, 1: 8000, 2: 15676})
+[I 2025-12-25 16:20:43,005] Trial 88 pruned. 
+
+================================================================================
+Trial 88 완료
+  Value (CSI): 0.397234
+  Parameters: {'d_main': 96, 'd_hidden': 64, 'n_blocks': 4, 'dropout': 0.2713918882606174, 'lr': 0.0015104519677196602, 'weight_decay': 0.0002174552123747164, 'batch_size': 32}
+  Best Value (CSI): 0.555112
+  Best Trial: 47
+  Best Parameters: {'d_main': 64, 'd_hidden': 64, 'n_blocks': 2, 'dropout': 0.2869842021080176, 'lr': 0.002077449117732186, 'weight_decay': 0.00019614736051849963, 'batch_size': 32}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.3198333333333334, 1: 1.3198333333333334, 2: 0.6735561792974398} (클래스별 샘플 수: {0: 8000, 1: 8000, 2: 15676})
+[I 2025-12-25 16:20:54,270] Trial 89 pruned. 
+
+================================================================================
+Trial 89 완료
+  Value (CSI): 0.427260
+  Parameters: {'d_main': 192, 'd_hidden': 128, 'n_blocks': 3, 'dropout': 0.2851500307029224, 'lr': 0.0034986703211592066, 'weight_decay': 0.0007375773843662398, 'batch_size': 256}
+  Best Value (CSI): 0.555112
+  Best Trial: 47
+  Best Parameters: {'d_main': 64, 'd_hidden': 64, 'n_blocks': 2, 'dropout': 0.2869842021080176, 'lr': 0.002077449117732186, 'weight_decay': 0.00019614736051849963, 'batch_size': 32}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.3198333333333334, 1: 1.3198333333333334, 2: 0.6735561792974398} (클래스별 샘플 수: {0: 8000, 1: 8000, 2: 15676})
+[I 2025-12-25 16:21:07,208] Trial 90 pruned. 
+
+================================================================================
+Trial 90 완료
+  Value (CSI): 0.425265
+  Parameters: {'d_main': 64, 'd_hidden': 64, 'n_blocks': 2, 'dropout': 0.31650680392298464, 'lr': 0.005225382704025388, 'weight_decay': 0.00018093240808906777, 'batch_size': 64}
+  Best Value (CSI): 0.555112
+  Best Trial: 47
+  Best Parameters: {'d_main': 64, 'd_hidden': 64, 'n_blocks': 2, 'dropout': 0.2869842021080176, 'lr': 0.002077449117732186, 'weight_decay': 0.00019614736051849963, 'batch_size': 32}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.3198333333333334, 1: 1.3198333333333334, 2: 0.6735561792974398} (클래스별 샘플 수: {0: 8000, 1: 8000, 2: 15676})
+[I 2025-12-25 16:21:52,947] Trial 91 pruned. 
+
+================================================================================
+Trial 91 완료
+  Value (CSI): 0.430478
+  Parameters: {'d_main': 64, 'd_hidden': 64, 'n_blocks': 2, 'dropout': 0.3042673861596279, 'lr': 0.0019460050369808624, 'weight_decay': 0.0005046912174149538, 'batch_size': 32}
+  Best Value (CSI): 0.555112
+  Best Trial: 47
+  Best Parameters: {'d_main': 64, 'd_hidden': 64, 'n_blocks': 2, 'dropout': 0.2869842021080176, 'lr': 0.002077449117732186, 'weight_decay': 0.00019614736051849963, 'batch_size': 32}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.3198333333333334, 1: 1.3198333333333334, 2: 0.6735561792974398} (클래스별 샘플 수: {0: 8000, 1: 8000, 2: 15676})
+[I 2025-12-25 16:22:32,052] Trial 92 pruned. 
+
+================================================================================
+Trial 92 완료
+  Value (CSI): 0.409367
+  Parameters: {'d_main': 64, 'd_hidden': 64, 'n_blocks': 2, 'dropout': 0.32298770911133307, 'lr': 0.0007171993277376123, 'weight_decay': 0.0003164796545828495, 'batch_size': 32}
+  Best Value (CSI): 0.555112
+  Best Trial: 47
+  Best Parameters: {'d_main': 64, 'd_hidden': 64, 'n_blocks': 2, 'dropout': 0.2869842021080176, 'lr': 0.002077449117732186, 'weight_decay': 0.00019614736051849963, 'batch_size': 32}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.3198333333333334, 1: 1.3198333333333334, 2: 0.6735561792974398} (클래스별 샘플 수: {0: 8000, 1: 8000, 2: 15676})
+[I 2025-12-25 16:23:18,764] Trial 93 pruned. 
+
+================================================================================
+Trial 93 완료
+  Value (CSI): 0.430194
+  Parameters: {'d_main': 64, 'd_hidden': 64, 'n_blocks': 2, 'dropout': 0.34113095474512234, 'lr': 0.0011289361724929547, 'weight_decay': 0.0008234605216643915, 'batch_size': 32}
+  Best Value (CSI): 0.555112
+  Best Trial: 47
+  Best Parameters: {'d_main': 64, 'd_hidden': 64, 'n_blocks': 2, 'dropout': 0.2869842021080176, 'lr': 0.002077449117732186, 'weight_decay': 0.00019614736051849963, 'batch_size': 32}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.3198333333333334, 1: 1.3198333333333334, 2: 0.6735561792974398} (클래스별 샘플 수: {0: 8000, 1: 8000, 2: 15676})
+[I 2025-12-25 16:23:44,733] Trial 94 pruned. 
+
+================================================================================
+Trial 94 완료
+  Value (CSI): 0.423957
+  Parameters: {'d_main': 64, 'd_hidden': 64, 'n_blocks': 4, 'dropout': 0.2940809848587586, 'lr': 0.001419560681680845, 'weight_decay': 0.00036706323603798516, 'batch_size': 32}
+  Best Value (CSI): 0.555112
+  Best Trial: 47
+  Best Parameters: {'d_main': 64, 'd_hidden': 64, 'n_blocks': 2, 'dropout': 0.2869842021080176, 'lr': 0.002077449117732186, 'weight_decay': 0.00019614736051849963, 'batch_size': 32}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.3198333333333334, 1: 1.3198333333333334, 2: 0.6735561792974398} (클래스별 샘플 수: {0: 8000, 1: 8000, 2: 15676})
+[I 2025-12-25 16:24:29,057] Trial 95 pruned. 
+
+================================================================================
+Trial 95 완료
+  Value (CSI): 0.440608
+  Parameters: {'d_main': 64, 'd_hidden': 64, 'n_blocks': 2, 'dropout': 0.28808923268599684, 'lr': 0.002433596355632242, 'weight_decay': 0.0002609856322165701, 'batch_size': 32}
+  Best Value (CSI): 0.555112
+  Best Trial: 47
+  Best Parameters: {'d_main': 64, 'd_hidden': 64, 'n_blocks': 2, 'dropout': 0.2869842021080176, 'lr': 0.002077449117732186, 'weight_decay': 0.00019614736051849963, 'batch_size': 32}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.3198333333333334, 1: 1.3198333333333334, 2: 0.6735561792974398} (클래스별 샘플 수: {0: 8000, 1: 8000, 2: 15676})
+[I 2025-12-25 16:24:43,566] Trial 96 pruned. 
+
+================================================================================
+Trial 96 완료
+  Value (CSI): 0.433003
+  Parameters: {'d_main': 96, 'd_hidden': 64, 'n_blocks': 2, 'dropout': 0.33419408060205935, 'lr': 0.001730796243523346, 'weight_decay': 0.0011934780592893453, 'batch_size': 128}
+  Best Value (CSI): 0.555112
+  Best Trial: 47
+  Best Parameters: {'d_main': 64, 'd_hidden': 64, 'n_blocks': 2, 'dropout': 0.2869842021080176, 'lr': 0.002077449117732186, 'weight_decay': 0.00019614736051849963, 'batch_size': 32}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.3198333333333334, 1: 1.3198333333333334, 2: 0.6735561792974398} (클래스별 샘플 수: {0: 8000, 1: 8000, 2: 15676})
+  Fold 2 - 클래스별 가중치: {0: 1.3259583333333333, 1: 1.3259583333333333, 2: 0.6703954159556763} (클래스별 샘플 수: {0: 8000, 1: 8000, 2: 15823})
+  Fold 3 - 클래스별 가중치: {0: 1.3280416666666666, 1: 1.3280416666666666, 2: 0.6693336693336693} (클래스별 샘플 수: {0: 8000, 1: 8000, 2: 15873})
+[I 2025-12-25 16:27:05,818] Trial 97 finished with value: 0.544763696185606 and parameters: {'d_main': 64, 'd_hidden': 64, 'n_blocks': 2, 'dropout': 0.3135717917602914, 'lr': 0.0009304455471872464, 'weight_decay': 0.00044798108052991435, 'batch_size': 32}. Best is trial 47 with value: 0.5551122990255606.
+
+================================================================================
+Trial 97 완료
+  Value (CSI): 0.544764
+  Parameters: {'d_main': 64, 'd_hidden': 64, 'n_blocks': 2, 'dropout': 0.3135717917602914, 'lr': 0.0009304455471872464, 'weight_decay': 0.00044798108052991435, 'batch_size': 32}
+  Best Value (CSI): 0.555112
+  Best Trial: 47
+  Best Parameters: {'d_main': 64, 'd_hidden': 64, 'n_blocks': 2, 'dropout': 0.2869842021080176, 'lr': 0.002077449117732186, 'weight_decay': 0.00019614736051849963, 'batch_size': 32}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.3198333333333334, 1: 1.3198333333333334, 2: 0.6735561792974398} (클래스별 샘플 수: {0: 8000, 1: 8000, 2: 15676})
+  Fold 2 - 클래스별 가중치: {0: 1.3259583333333333, 1: 1.3259583333333333, 2: 0.6703954159556763} (클래스별 샘플 수: {0: 8000, 1: 8000, 2: 15823})
+  Fold 3 - 클래스별 가중치: {0: 1.3280416666666666, 1: 1.3280416666666666, 2: 0.6693336693336693} (클래스별 샘플 수: {0: 8000, 1: 8000, 2: 15873})
+[I 2025-12-25 16:29:38,243] Trial 98 finished with value: 0.5420730188786149 and parameters: {'d_main': 96, 'd_hidden': 64, 'n_blocks': 4, 'dropout': 0.2692567282306375, 'lr': 0.00285300771483714, 'weight_decay': 0.0001466427781138184, 'batch_size': 32}. Best is trial 47 with value: 0.5551122990255606.
+
+================================================================================
+Trial 98 완료
+  Value (CSI): 0.542073
+  Parameters: {'d_main': 96, 'd_hidden': 64, 'n_blocks': 4, 'dropout': 0.2692567282306375, 'lr': 0.00285300771483714, 'weight_decay': 0.0001466427781138184, 'batch_size': 32}
+  Best Value (CSI): 0.555112
+  Best Trial: 47
+  Best Parameters: {'d_main': 64, 'd_hidden': 64, 'n_blocks': 2, 'dropout': 0.2869842021080176, 'lr': 0.002077449117732186, 'weight_decay': 0.00019614736051849963, 'batch_size': 32}
+================================================================================
+
+  Fold 1 - 클래스별 가중치: {0: 1.3198333333333334, 1: 1.3198333333333334, 2: 0.6735561792974398} (클래스별 샘플 수: {0: 8000, 1: 8000, 2: 15676})
+[I 2025-12-25 16:30:01,420] Trial 99 pruned. 
+
+================================================================================
+Trial 99 완료
+  Value (CSI): 0.387779
+  Parameters: {'d_main': 64, 'd_hidden': 192, 'n_blocks': 3, 'dropout': 0.27677985786792736, 'lr': 0.004480882273211401, 'weight_decay': 0.00028257223022779996, 'batch_size': 32}
+  Best Value (CSI): 0.555112
+  Best Trial: 47
+  Best Parameters: {'d_main': 64, 'd_hidden': 64, 'n_blocks': 2, 'dropout': 0.2869842021080176, 'lr': 0.002077449117732186, 'weight_decay': 0.00019614736051849963, 'batch_size': 32}
+================================================================================
+
+
+최적화 완료.
+Best CSI Score: 0.5551
+Best Hyperparameters: {'d_main': 64, 'd_hidden': 64, 'n_blocks': 2, 'dropout': 0.2869842021080176, 'lr': 0.002077449117732186, 'weight_decay': 0.00019614736051849963, 'batch_size': 32}
+
+최적화 과정 ���약:
+  - 총 시도 횟수: 100
+  - 성공한 시도: 100
+  - 최초 CSI: 0.4509
+  - 최종 CSI: 0.3878
+  - 최고 CSI: 0.5551
+  - 최저 CSI: 0.3406
+  - 평균 CSI: 0.4615
+
+최적화 Study 객체가 /workspace/visibility_prediction/Analysis_code/optimization_history/deepgbm_smote_seoul_trials.pkl에 저장되었습니다.
+
+==================================================
+최적화된 하이퍼파라미터로 최종 모델 학습 시작
+==================================================
+최종 모델 학습 시작...
+Fold 1 학습 중...
+  Early stopping at epoch 36, Best CSI: 0.4557
+  Fold 1 학습 완료 (검증 CSI: 0.4557)
+Fold 2 학습 중...
+  Early stopping at epoch 26, Best CSI: 0.6214
+  Fold 2 학습 완료 (검증 CSI: 0.6214)
+Fold 3 학습 중...
+  Early stopping at epoch 21, Best CSI: 0.5878
+  Fold 3 학습 완료 (검증 CSI: 0.5878)
+
+모든 모델 저장 완료: ../save_model/deepgbm_optima/deepgbm_smote_seoul.pkl (총 3개 fold)
+Scaler 저장 완료: ../save_model/deepgbm_optima/scaler/deepgbm_smote_seoul_scaler.pkl (총 3개 fold)
+
+최종 모델 학습 및 저장 완료!
+저장된 모델 경로: ../save_model/deepgbm_optima/deepgbm_smote_seoul.pkl
+
+✓ 완료: deepgbm_smote/deepgbm_smote_seoul.py (소요 시간: 6577초)
+
+==========================================
+DeepGBM SMOTE 파일 실행 완료
+종료 시간: 2025-12-25 16:32:36
+총 소요 시간: 9시간 20분 17초
+성공: 6개
+실패: 0개
+==========================================