=== Log started at 2026-06-19 20:52:24 ===
###### config ######
{'encoderLayerUp': 2, 'encoderLayerDown': 1, 'middleLayerUp': 2, 'middleLayerDown': 1, 'low_regularization': '0.0batchnormdropout0.5', 'high_regularization': '0.05batchnormdropout0.5', 'activation_leak': 0.05, 'lowWD': 0.001, 'highWD': 0.0001, 'noise': 0.005, 'description': ''}
####################
dropout in 0.05batchnormdropout0.5: 0.05 -> 0.5
  Bulk loss enabled, disabling dropout (max_drop=0)
[TRAIN] Running Saturation Loss: 4.850e-02	Running Chem Loss: 2.337e-04
[TRAIN] Running Molar Loss: 4.109e-04	Running Bulk Loss: 9.468e-05
[TRAIN] Running WEIGHTED Saturation Loss: 4.850e-02	Running Weighted Chem Loss: 2.337e-02
[TRAIN] Running WEIGHTED Molar Loss: 2.054e-02	Running Weighted Bulk Loss: 9.468e-02
[TEST] Running Saturation Loss: 5.136e-02	Running Chem Loss: 2.027e-04
[TEST] Running Molar Loss: 2.797e-04	Running Bulk Loss: 6.711e-05
Epoch 01: Train 1871.00117 | Test 1527.24084 | time = 146.1s
New best test loss: 1527.24084 (improvement of nan%) Saving model.
Stepping scheduler on epoch. Current LR: [0.0004877641290737884, 0.0004877641290737884, 0.0004877641290737884]
Underfitting. Decreasing Dropout: 0.05->0.030000000000000002
[TRAIN] Running Saturation Loss: 4.087e-02	Running Chem Loss: 1.702e-04
[TRAIN] Running Molar Loss: 3.071e-04	Running Bulk Loss: 5.959e-05
[TRAIN] Running WEIGHTED Saturation Loss: 4.087e-02	Running Weighted Chem Loss: 1.702e-02
[TRAIN] Running WEIGHTED Molar Loss: 1.535e-02	Running Weighted Bulk Loss: 5.959e-02
[TEST] Running Saturation Loss: 4.963e-02	Running Chem Loss: 1.809e-04
[TEST] Running Molar Loss: 2.418e-04	Running Bulk Loss: 5.618e-05
Epoch 02: Train 1328.28884 | Test 1359.90799 | time = 146.2s
New best test loss: 1359.90799 (improvement of 10.96%) Saving model.
Stepping scheduler on epoch. Current LR: [0.0004522542485937368, 0.0004522542485937368, 0.0004522542485937368]
Overfitting, but dropout_rate is at the maximum: 0.030000000000000002
[TRAIN] Running Saturation Loss: 4.044e-02	Running Chem Loss: 1.667e-04
[TRAIN] Running Molar Loss: 3.000e-04	Running Bulk Loss: 5.809e-05
[TRAIN] Running WEIGHTED Saturation Loss: 4.044e-02	Running Weighted Chem Loss: 1.667e-02
[TRAIN] Running WEIGHTED Molar Loss: 1.500e-02	Running Weighted Bulk Loss: 5.809e-02
[TEST] Running Saturation Loss: 4.834e-02	Running Chem Loss: 1.709e-04
[TEST] Running Molar Loss: 2.277e-04	Running Bulk Loss: 5.155e-05
Epoch 03: Train 1302.05519 | Test 1283.69984 | time = 145.8s
New best test loss: 1283.69984 (improvement of 5.60%) Saving model.
Stepping scheduler on epoch. Current LR: [0.0003969463130731183, 0.0003969463130731183, 0.0003969463130731183]
Underfitting. Decreasing Dropout: 0.030000000000000002->0.010000000000000002
[TRAIN] Running Saturation Loss: 3.211e-02	Running Chem Loss: 1.099e-04
[TRAIN] Running Molar Loss: 2.048e-04	Running Bulk Loss: 2.960e-05
[TRAIN] Running WEIGHTED Saturation Loss: 3.211e-02	Running Weighted Chem Loss: 1.099e-02
[TRAIN] Running WEIGHTED Molar Loss: 1.024e-02	Running Weighted Bulk Loss: 2.960e-02
[TEST] Running Saturation Loss: 4.394e-02	Running Chem Loss: 1.539e-04
[TEST] Running Molar Loss: 2.028e-04	Running Bulk Loss: 4.712e-05
Epoch 04: Train 829.32825 | Test 1165.90133 | time = 147.6s
New best test loss: 1165.90133 (improvement of 9.18%) Saving model.
Stepping scheduler on epoch. Current LR: [0.00032725424859373687, 0.00032725424859373687, 0.00032725424859373687]
Overfitting, but dropout_rate is at the maximum: 0.010000000000000002
[TRAIN] Running Saturation Loss: 3.128e-02	Running Chem Loss: 1.061e-04
[TRAIN] Running Molar Loss: 1.988e-04	Running Bulk Loss: 2.876e-05
[TRAIN] Running WEIGHTED Saturation Loss: 3.128e-02	Running Weighted Chem Loss: 1.061e-02
[TRAIN] Running WEIGHTED Molar Loss: 9.941e-03	Running Weighted Bulk Loss: 2.876e-02
[TEST] Running Saturation Loss: 4.561e-02	Running Chem Loss: 1.567e-04
[TEST] Running Molar Loss: 2.016e-04	Running Bulk Loss: 4.687e-05
Epoch 05: Train 805.93282 | Test 1182.39816 | time = 145.6s
No improvement. Counter: 1/20
Stepping scheduler on epoch. Current LR: [0.00025, 0.00025, 0.00025]
Overfitting, but dropout_rate is at the maximum: 0.010000000000000002
[TRAIN] Running Saturation Loss: 3.062e-02	Running Chem Loss: 1.033e-04
[TRAIN] Running Molar Loss: 1.934e-04	Running Bulk Loss: 2.778e-05
[TRAIN] Running WEIGHTED Saturation Loss: 3.062e-02	Running Weighted Chem Loss: 1.033e-02
[TRAIN] Running WEIGHTED Molar Loss: 9.669e-03	Running Weighted Bulk Loss: 2.778e-02
[TEST] Running Saturation Loss: 4.302e-02	Running Chem Loss: 1.500e-04
[TEST] Running Molar Loss: 1.878e-04	Running Bulk Loss: 4.439e-05
Epoch 06: Train 783.98735 | Test 1118.03748 | time = 146.3s
New best test loss: 1118.03748 (improvement of 4.11%) Saving model.
