=== Log started at 2026-04-24 11:08:52 ===
###### config ######
{'encoderLayerUp': 1, 'encoderLayerDown': 0, 'middleLayerUp': 2, 'middleLayerDown': 0, 'low_regularization': '0.2batchnormdropout0.5', 'high_regularization': '0.05batchnormdropout0.5', 'activation_leak': 0.05, 'lowWD': 0.001, '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: 0.06566255539655685, Chem loss: 0.00045827284338884056, Mole loss: 0.0017955241492018104, Bulk loss: nan
ENDING EARLY
[TRAIN] Running Saturation Loss: 5.000e-02	Running Chem Loss: 3.964e-04
[TRAIN] Running Molar Loss: 9.994e-04	Running Bulk Loss: nan
[TRAIN] Running WEIGHTED Saturation Loss: 5.000e-02	Running Weighted Chem Loss: 3.964e-02
[TRAIN] Running WEIGHTED Molar Loss: 4.997e-02	Running Weighted Bulk Loss: nan
[TEST] Running Saturation Loss: 5.675e-02	Running Chem Loss: 4.327e-04
[TEST] Running Molar Loss: 1.178e-03	Running Bulk Loss: 5.172e-05
Epoch 01: Train 2797.59325 | Test 2106.28443 | time = 42.5s
New best test loss: 2106.28443 (improvement of nan%) Saving model.
Stepping scheduler on epoch. Current LR: [0.0004877641290737884, 0.0004877641290737884, 0.0004877641290737884]
Underfitting. Decreasing Dropout: 0.05->0.030000000000000002
Non-finite loss detected!
Sat loss: 0.0491483248770237, Chem loss: 0.00030024690204299986, Mole loss: 0.0009857475524768233, Bulk loss: nan
ENDING EARLY
[TRAIN] Running Saturation Loss: 4.718e-02	Running Chem Loss: 3.225e-04
[TRAIN] Running Molar Loss: 8.477e-04	Running Bulk Loss: nan
[TRAIN] Running WEIGHTED Saturation Loss: 4.718e-02	Running Weighted Chem Loss: 3.225e-02
[TRAIN] Running WEIGHTED Molar Loss: 4.238e-02	Running Weighted Bulk Loss: nan
[TEST] Running Saturation Loss: 4.938e-02	Running Chem Loss: 3.098e-04
[TEST] Running Molar Loss: 1.023e-03	Running Bulk Loss: 3.309e-05
Epoch 02: Train 2104.32229 | Test 1646.14786 | time = 22.9s
New best test loss: 1646.14786 (improvement of 21.85%) Saving model.
Stepping scheduler on epoch. Current LR: [0.0004522542485937368, 0.0004522542485937368, 0.0004522542485937368]
Underfitting. Decreasing Dropout: 0.030000000000000002->0.010000000000000002
Non-finite loss detected!
Sat loss: 0.04345342516899109, Chem loss: 0.0002453271590638906, Mole loss: 0.0007836975273676217, Bulk loss: nan
ENDING EARLY
[TRAIN] Running Saturation Loss: 4.323e-02	Running Chem Loss: 2.406e-04
[TRAIN] Running Molar Loss: 6.647e-04	Running Bulk Loss: nan
[TRAIN] Running WEIGHTED Saturation Loss: 4.323e-02	Running Weighted Chem Loss: 2.406e-02
[TRAIN] Running WEIGHTED Molar Loss: 3.324e-02	Running Weighted Bulk Loss: nan
[TEST] Running Saturation Loss: 4.309e-02	Running Chem Loss: 2.557e-04
[TEST] Running Molar Loss: 4.562e-04	Running Bulk Loss: 3.167e-05
Epoch 03: Train 1484.18483 | Test 1231.38360 | time = 31.1s
New best test loss: 1231.38360 (improvement of 25.20%) Saving model.
Stepping scheduler on epoch. Current LR: [0.0003969463130731183, 0.0003969463130731183, 0.0003969463130731183]
Underfitting. Decreasing Dropout: 0.010000000000000002->0
[TRAIN] Running Saturation Loss: 4.054e-02	Running Chem Loss: 1.831e-04
[TRAIN] Running Molar Loss: 5.414e-04	Running Bulk Loss: 2.695e-05
[TRAIN] Running WEIGHTED Saturation Loss: 4.054e-02	Running Weighted Chem Loss: 1.831e-02
[TRAIN] Running WEIGHTED Molar Loss: 2.707e-02	Running Weighted Bulk Loss: 2.695e-02
[TEST] Running Saturation Loss: 4.340e-02	Running Chem Loss: 2.250e-04
[TEST] Running Molar Loss: 5.522e-04	Running Bulk Loss: 2.566e-05
Epoch 04: Train 1128.71413 | Test 1191.64724 | time = 80.5s
New best test loss: 1191.64724 (improvement of 3.23%) Saving model.
Stepping scheduler on epoch. Current LR: [0.00032725424859373687, 0.00032725424859373687, 0.00032725424859373687]
Overfitting, but dropout_rate is at the maximum: 0
Non-finite loss detected!
Sat loss: 0.04153436794877052, Chem loss: 0.00013984320685267448, Mole loss: 0.00046003054012544453, Bulk loss: nan
ENDING EARLY
[TRAIN] Running Saturation Loss: 3.969e-02	Running Chem Loss: 1.701e-04
[TRAIN] Running Molar Loss: 5.154e-04	Running Bulk Loss: nan
[TRAIN] Running WEIGHTED Saturation Loss: 3.969e-02	Running Weighted Chem Loss: 1.701e-02
[TRAIN] Running WEIGHTED Molar Loss: 2.577e-02	Running Weighted Bulk Loss: nan
[TEST] Running Saturation Loss: 4.011e-02	Running Chem Loss: 2.020e-04
[TEST] Running Molar Loss: 4.045e-04	Running Bulk Loss: 2.607e-05
Epoch 05: Train 1062.54922 | Test 1066.11143 | time = 56.4s
New best test loss: 1066.11143 (improvement of 10.53%) Saving model.
