=== Log started at 2026-06-16 03:00:52 ===
###### config ######
{'encoderLayerUp': 2, 'encoderLayerDown': 1, 'middleLayerUp': 3, 'middleLayerDown': 2, 'low_regularization': '0.1batchnormdropout0.5', 'high_regularization': '0.05batchnormdropout0.5', 'activation_leak': 0.05, 'lowWD': 0.01, 'highWD': 0.001, 'noise': 0.0, 'description': ''}
####################
dropout in 0.05batchnormdropout0.5: 0.05 -> 0.5
  Bulk loss enabled, disabling dropout (max_drop=0)
Non-finite loss detected!
Sat loss: 0.04267672076821327, Chem loss: 0.00012611423153430223, Mole loss: 0.0003057584399357438, Bulk loss: nan
ENDING EARLY
[TRAIN] Running Saturation Loss: 4.484e-02	Running Chem Loss: 1.435e-04
[TRAIN] Running Molar Loss: 2.562e-04	Running Bulk Loss: nan
[TRAIN] Running WEIGHTED Saturation Loss: 4.484e-02	Running Weighted Chem Loss: 1.435e-02
[TRAIN] Running WEIGHTED Molar Loss: 1.281e-02	Running Weighted Bulk Loss: nan
[TEST] Running Saturation Loss: 4.609e-02	Running Chem Loss: 2.156e-04
[TEST] Running Molar Loss: 1.860e-04	Running Bulk Loss: 5.466e-05
Epoch 01: Train 1257.68697 | Test 1316.16571 | time = 127.2s
New best test loss: 1316.16571 (improvement of nan%) Saving model.
Stepping scheduler on epoch. Current LR: [0.0004877641290737884, 0.0004877641290737884, 0.0004877641290737884]
Overfitting, but dropout_rate is at the maximum: 0.05
[TRAIN] Running Saturation Loss: 4.418e-02	Running Chem Loss: 1.398e-04
[TRAIN] Running Molar Loss: 2.491e-04	Running Bulk Loss: 5.140e-05
[TRAIN] Running WEIGHTED Saturation Loss: 4.418e-02	Running Weighted Chem Loss: 1.398e-02
[TRAIN] Running WEIGHTED Molar Loss: 1.245e-02	Running Weighted Bulk Loss: 5.140e-02
[TEST] Running Saturation Loss: 4.974e-02	Running Chem Loss: 2.095e-04
[TEST] Running Molar Loss: 2.048e-04	Running Bulk Loss: 5.748e-05
Epoch 02: Train 1220.16050 | Test 1384.03174 | time = 127.8s
No improvement. Counter: 1/20
Stepping scheduler on epoch. Current LR: [0.0004522542485937368, 0.0004522542485937368, 0.0004522542485937368]
Overfitting, but dropout_rate is at the maximum: 0.05
Non-finite loss detected!
Sat loss: 0.0447712168097496, Chem loss: 0.0001300206349696964, Mole loss: 0.0002676420845091343, Bulk loss: nan
ENDING EARLY
[TRAIN] Running Saturation Loss: 4.372e-02	Running Chem Loss: 1.385e-04
[TRAIN] Running Molar Loss: 2.464e-04	Running Bulk Loss: nan
[TRAIN] Running WEIGHTED Saturation Loss: 4.372e-02	Running Weighted Chem Loss: 1.385e-02
[TRAIN] Running WEIGHTED Molar Loss: 1.232e-02	Running Weighted Bulk Loss: nan
[TEST] Running Saturation Loss: 4.252e-02	Running Chem Loss: 2.100e-04
[TEST] Running Molar Loss: 1.791e-04	Running Bulk Loss: 4.470e-05
Epoch 03: Train 1202.77655 | Test 1171.68742 | time = 79.0s
New best test loss: 1171.68742 (improvement of 10.98%) Saving model.
Stepping scheduler on epoch. Current LR: [0.0003969463130731183, 0.0003969463130731183, 0.0003969463130731183]
Underfitting. Decreasing Dropout: 0.05->0.030000000000000002
[TRAIN] Running Saturation Loss: 3.733e-02	Running Chem Loss: 9.949e-05
[TRAIN] Running Molar Loss: 1.789e-04	Running Bulk Loss: 3.234e-05
[TRAIN] Running WEIGHTED Saturation Loss: 3.733e-02	Running Weighted Chem Loss: 9.949e-03
[TRAIN] Running WEIGHTED Molar Loss: 8.945e-03	Running Weighted Bulk Loss: 3.234e-02
[TEST] Running Saturation Loss: 5.039e-02	Running Chem Loss: 2.062e-04
[TEST] Running Molar Loss: 1.558e-04	Running Bulk Loss: 5.663e-05
Epoch 04: Train 885.63110 | Test 1354.23726 | time = 128.7s
No improvement. Counter: 1/20
Stepping scheduler on epoch. Current LR: [0.00032725424859373687, 0.00032725424859373687, 0.00032725424859373687]
Overfitting, but dropout_rate is at the maximum: 0.030000000000000002
[TRAIN] Running Saturation Loss: 3.658e-02	Running Chem Loss: 9.701e-05
[TRAIN] Running Molar Loss: 1.752e-04	Running Bulk Loss: 3.163e-05
[TRAIN] Running WEIGHTED Saturation Loss: 3.658e-02	Running Weighted Chem Loss: 9.701e-03
[TRAIN] Running WEIGHTED Molar Loss: 8.759e-03	Running Weighted Bulk Loss: 3.163e-02
[TEST] Running Saturation Loss: 3.941e-02	Running Chem Loss: 1.958e-04
[TEST] Running Molar Loss: 1.476e-04	Running Bulk Loss: 4.087e-05
Epoch 05: Train 866.65061 | Test 1072.34396 | time = 127.8s
New best test loss: 1072.34396 (improvement of 8.48%) Saving model.
