=== Log started at 2026-06-17 23:52:42 ===
###### config ######
{'encoderLayerUp': 2, 'encoderLayerDown': 1, 'middleLayerUp': 2, 'middleLayerDown': 0, 'low_regularization': '0.1batchnormdropout0.5', 'high_regularization': '0.10batchnormdropout0.5', 'activation_leak': 0.05, 'lowWD': 1e-05, 'highWD': 0.01, 'noise': 0.005, 'description': ''}
####################
dropout in 0.10batchnormdropout0.5: 0.1 -> 0.5
  Bulk loss enabled, disabling dropout (max_drop=0)
Non-finite loss detected!
Sat loss: 0.07103046774864197, Chem loss: 0.0003307074948679656, Mole loss: 0.0006395248346962035, Bulk loss: nan
ENDING EARLY
[TRAIN] Running Saturation Loss: 6.781e-02	Running Chem Loss: 3.317e-04
[TRAIN] Running Molar Loss: 5.348e-04	Running Bulk Loss: nan
[TRAIN] Running WEIGHTED Saturation Loss: 6.781e-02	Running Weighted Chem Loss: 3.317e-02
[TRAIN] Running WEIGHTED Molar Loss: 2.674e-02	Running Weighted Bulk Loss: nan
[TEST] Running Saturation Loss: 7.905e-02	Running Chem Loss: 3.286e-04
[TEST] Running Molar Loss: 6.234e-04	Running Bulk Loss: 5.344e-05
Epoch 01: Train 2512.80450 | Test 1965.20726 | time = 85.8s
New best test loss: 1965.20726 (improvement of nan%) Saving model.
Stepping scheduler on epoch. Current LR: [0.0004877641290737884, 0.0004877641290737884, 0.0004877641290737884]
Underfitting. Decreasing Dropout: 0.1->0.08
Non-finite loss detected!
Sat loss: 0.0701829195022583, Chem loss: 0.00030038386466912925, Mole loss: 0.0005589380743913352, Bulk loss: nan
ENDING EARLY
[TRAIN] Running Saturation Loss: 6.329e-02	Running Chem Loss: 2.913e-04
[TRAIN] Running Molar Loss: 4.704e-04	Running Bulk Loss: nan
[TRAIN] Running WEIGHTED Saturation Loss: 6.329e-02	Running Weighted Chem Loss: 2.913e-02
[TRAIN] Running WEIGHTED Molar Loss: 2.352e-02	Running Weighted Bulk Loss: nan
[TEST] Running Saturation Loss: 7.862e-02	Running Chem Loss: 3.209e-04
[TEST] Running Molar Loss: 5.960e-04	Running Bulk Loss: 5.199e-05
Epoch 02: Train 2145.07304 | Test 1925.00772 | time = 35.7s
New best test loss: 1925.00772 (improvement of 2.05%) Saving model.
Stepping scheduler on epoch. Current LR: [0.0004522542485937368, 0.0004522542485937368, 0.0004522542485937368]
Underfitting. Decreasing Dropout: 0.08->0.06
[TRAIN] Running Saturation Loss: 5.659e-02	Running Chem Loss: 2.455e-04
[TRAIN] Running Molar Loss: 3.946e-04	Running Bulk Loss: 7.784e-05
[TRAIN] Running WEIGHTED Saturation Loss: 5.659e-02	Running Weighted Chem Loss: 2.455e-02
[TRAIN] Running WEIGHTED Molar Loss: 1.973e-02	Running Weighted Bulk Loss: 7.784e-02
[TEST] Running Saturation Loss: 9.402e-02	Running Chem Loss: 3.643e-04
[TEST] Running Molar Loss: 6.995e-04	Running Bulk Loss: 9.702e-05
Epoch 03: Train 1787.18844 | Test 2624.49517 | time = 148.9s
No improvement. Counter: 1/20
Stepping scheduler on epoch. Current LR: [0.0003969463130731183, 0.0003969463130731183, 0.0003969463130731183]
Overfitting, but dropout_rate is at the maximum: 0.06
Non-finite loss detected!
Sat loss: 0.05600835010409355, Chem loss: 0.00026961424737237394, Mole loss: 0.0004447296087164432, Bulk loss: nan
ENDING EARLY
[TRAIN] Running Saturation Loss: 5.698e-02	Running Chem Loss: 2.519e-04
[TRAIN] Running Molar Loss: 3.992e-04	Running Bulk Loss: nan
[TRAIN] Running WEIGHTED Saturation Loss: 5.698e-02	Running Weighted Chem Loss: 2.519e-02
[TRAIN] Running WEIGHTED Molar Loss: 1.996e-02	Running Weighted Bulk Loss: nan
[TEST] Running Saturation Loss: 7.655e-02	Running Chem Loss: 2.967e-04
[TEST] Running Molar Loss: 5.569e-04	Running Bulk Loss: 4.751e-05
Epoch 04: Train 1818.07690 | Test 1815.71874 | time = 34.2s
New best test loss: 1815.71874 (improvement of 5.68%) Saving model.
Stepping scheduler on epoch. Current LR: [0.00032725424859373687, 0.00032725424859373687, 0.00032725424859373687]
Underfitting. Decreasing Dropout: 0.06->0.039999999999999994
[TRAIN] Running Saturation Loss: 4.901e-02	Running Chem Loss: 1.990e-04
[TRAIN] Running Molar Loss: 3.166e-04	Running Bulk Loss: 5.643e-05
[TRAIN] Running WEIGHTED Saturation Loss: 4.901e-02	Running Weighted Chem Loss: 1.990e-02
[TRAIN] Running WEIGHTED Molar Loss: 1.583e-02	Running Weighted Bulk Loss: 5.643e-02
[TEST] Running Saturation Loss: 9.023e-02	Running Chem Loss: 3.359e-04
[TEST] Running Molar Loss: 6.433e-04	Running Bulk Loss: 6.841e-05
Epoch 05: Train 1411.70749 | Test 2244.04643 | time = 149.4s
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: 0.039999999999999994
[TRAIN] Running Saturation Loss: 4.786e-02	Running Chem Loss: 1.932e-04
[TRAIN] Running Molar Loss: 3.073e-04	Running Bulk Loss: 5.491e-05
[TRAIN] Running WEIGHTED Saturation Loss: 4.786e-02	Running Weighted Chem Loss: 1.932e-02
[TRAIN] Running WEIGHTED Molar Loss: 1.536e-02	Running Weighted Bulk Loss: 5.491e-02
[TEST] Running Saturation Loss: 9.235e-02	Running Chem Loss: 3.227e-04
[TEST] Running Molar Loss: 6.457e-04	Running Bulk Loss: 5.951e-05
Epoch 06: Train 1374.57074 | Test 2164.14212 | time = 210.3s
No improvement. Counter: 2/20
Stepping scheduler on epoch. Current LR: [0.00017274575140626317, 0.00017274575140626317, 0.00017274575140626317]
Overfitting, but dropout_rate is at the maximum: 0.039999999999999994
Non-finite loss detected!
Sat loss: 0.046659573912620544, Chem loss: 0.0001764634798746556, Mole loss: 0.0003646668919827789, Bulk loss: nan
ENDING EARLY
[TRAIN] Running Saturation Loss: 4.870e-02	Running Chem Loss: 2.102e-04
[TRAIN] Running Molar Loss: 3.160e-04	Running Bulk Loss: nan
[TRAIN] Running WEIGHTED Saturation Loss: 4.870e-02	Running Weighted Chem Loss: 2.102e-02
[TRAIN] Running WEIGHTED Molar Loss: 1.580e-02	Running Weighted Bulk Loss: nan
[TEST] Running Saturation Loss: 7.297e-02	Running Chem Loss: 2.778e-04
[TEST] Running Molar Loss: 5.219e-04	Running Bulk Loss: 4.165e-05
Epoch 07: Train 1476.41067 | Test 1684.98024 | time = 27.4s
New best test loss: 1684.98024 (improvement of 7.20%) Saving model.
Stepping scheduler on epoch. Current LR: [0.00010305368692688175, 0.00010305368692688175, 0.00010305368692688175]
Overfitting, but dropout_rate is at the maximum: 0.039999999999999994
Non-finite loss detected!
Sat loss: 0.04697162285447121, Chem loss: 0.0001672803336987272, Mole loss: 0.00031937830499373376, Bulk loss: nan
ENDING EARLY
[TRAIN] Running Saturation Loss: 4.784e-02	Running Chem Loss: 1.901e-04
[TRAIN] Running Molar Loss: 3.038e-04	Running Bulk Loss: nan
[TRAIN] Running WEIGHTED Saturation Loss: 4.784e-02	Running Weighted Chem Loss: 1.901e-02
[TRAIN] Running WEIGHTED Molar Loss: 1.519e-02	Running Weighted Bulk Loss: nan
[TEST] Running Saturation Loss: 7.403e-02	Running Chem Loss: 2.736e-04
[TEST] Running Molar Loss: 5.180e-04	Running Bulk Loss: 3.730e-05
Epoch 08: Train 1355.35574 | Test 1645.83569 | time = 30.9s
New best test loss: 1645.83569 (improvement of 2.32%) Saving model.
