=== Log started at 2026-05-20 17:27:36 ===
###### config ######
{'encoderLayerUp': 3, 'encoderLayerDown': 2, 'middleLayerUp': 2, 'middleLayerDown': 1, 'low_regularization': '0.0batchnormdropout0.5', 'high_regularization': '0.05batchnormdropout0.5', 'activation_leak': 0.05, 'lowWD': 0.0001, 'highWD': 0.01, 'noise': 0.02, 'description': ''}
####################
dropout in 0.05batchnormdropout0.5: 0.05 -> 0.5
  Bulk loss enabled, disabling dropout (max_drop=0)
[TRAIN] Running Saturation Loss: 4.797e-02	Running Chem Loss: 1.997e-04
[TRAIN] Running Molar Loss: 5.058e-04	Running Bulk Loss: 6.642e-05
[TRAIN] Running WEIGHTED Saturation Loss: 4.797e-02	Running Weighted Chem Loss: 1.997e-02
[TRAIN] Running WEIGHTED Molar Loss: 2.529e-02	Running Weighted Bulk Loss: 6.642e-02
[TEST] Running Saturation Loss: 6.208e-02	Running Chem Loss: 2.283e-04
[TEST] Running Molar Loss: 3.078e-04	Running Bulk Loss: 4.836e-05
Epoch 01: Train 1596.52349 | Test 1486.65489 | time = 120.6s
New best test loss: 1486.65489 (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: 4.183e-02	Running Chem Loss: 1.563e-04
[TRAIN] Running Molar Loss: 4.277e-04	Running Bulk Loss: 4.502e-05
[TRAIN] Running WEIGHTED Saturation Loss: 4.183e-02	Running Weighted Chem Loss: 1.563e-02
[TRAIN] Running WEIGHTED Molar Loss: 2.139e-02	Running Weighted Bulk Loss: 4.502e-02
[TEST] Running Saturation Loss: 6.057e-02	Running Chem Loss: 2.166e-04
[TEST] Running Molar Loss: 3.036e-04	Running Bulk Loss: 4.358e-05
Epoch 02: Train 1238.69176 | Test 1409.97727 | time = 142.9s
New best test loss: 1409.97727 (improvement of 5.16%) 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: 4.076e-02	Running Chem Loss: 1.517e-04
[TRAIN] Running Molar Loss: 4.153e-04	Running Bulk Loss: 4.338e-05
[TRAIN] Running WEIGHTED Saturation Loss: 4.076e-02	Running Weighted Chem Loss: 1.517e-02
[TRAIN] Running WEIGHTED Molar Loss: 2.077e-02	Running Weighted Bulk Loss: 4.338e-02
[TEST] Running Saturation Loss: 6.607e-02	Running Chem Loss: 2.084e-04
[TEST] Running Molar Loss: 2.932e-04	Running Bulk Loss: 4.464e-05
Epoch 03: Train 1200.86070 | Test 1462.13908 | time = 143.1s
No improvement. Counter: 1/10
Stepping scheduler on epoch. Current LR: [0.0003969463130731183, 0.0003969463130731183, 0.0003969463130731183]
Overfitting, but dropout_rate is at the maximum: 0.030000000000000002
[TRAIN] Running Saturation Loss: 4.003e-02	Running Chem Loss: 1.492e-04
[TRAIN] Running Molar Loss: 4.097e-04	Running Bulk Loss: 4.227e-05
[TRAIN] Running WEIGHTED Saturation Loss: 4.003e-02	Running Weighted Chem Loss: 1.492e-02
[TRAIN] Running WEIGHTED Molar Loss: 2.048e-02	Running Weighted Bulk Loss: 4.227e-02
[TEST] Running Saturation Loss: 6.590e-02	Running Chem Loss: 2.076e-04
[TEST] Running Molar Loss: 2.947e-04	Running Bulk Loss: 4.156e-05
Epoch 04: Train 1176.95021 | Test 1429.60204 | time = 149.5s
No improvement. Counter: 2/10
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: 3.926e-02	Running Chem Loss: 1.458e-04
[TRAIN] Running Molar Loss: 3.994e-04	Running Bulk Loss: 4.093e-05
[TRAIN] Running WEIGHTED Saturation Loss: 3.926e-02	Running Weighted Chem Loss: 1.458e-02
[TRAIN] Running WEIGHTED Molar Loss: 1.997e-02	Running Weighted Bulk Loss: 4.093e-02
[TEST] Running Saturation Loss: 6.731e-02	Running Chem Loss: 2.017e-04
[TEST] Running Molar Loss: 2.909e-04	Running Bulk Loss: 4.137e-05
Epoch 05: Train 1147.33172 | Test 1433.91340 | time = 145.1s
No improvement. Counter: 3/10
Stepping scheduler on epoch. Current LR: [0.00025, 0.00025, 0.00025]
Overfitting, but dropout_rate is at the maximum: 0.030000000000000002
[TRAIN] Running Saturation Loss: 3.862e-02	Running Chem Loss: 1.432e-04
[TRAIN] Running Molar Loss: 3.931e-04	Running Bulk Loss: 3.995e-05
[TRAIN] Running WEIGHTED Saturation Loss: 3.862e-02	Running Weighted Chem Loss: 1.432e-02
[TRAIN] Running WEIGHTED Molar Loss: 1.965e-02	Running Weighted Bulk Loss: 3.995e-02
[TEST] Running Saturation Loss: 6.687e-02	Running Chem Loss: 1.962e-04
[TEST] Running Molar Loss: 2.686e-04	Running Bulk Loss: 3.980e-05
Epoch 06: Train 1125.37444 | Test 1397.25333 | time = 132.7s
New best test loss: 1397.25333 (improvement of 0.90%) Saving model.
Stepping scheduler on epoch. Current LR: [0.00017274575140626317, 0.00017274575140626317, 0.00017274575140626317]
Overfitting, but dropout_rate is at the maximum: 0.030000000000000002
Non-finite loss detected!
Sat loss: 0.03836598992347717, Chem loss: 0.00014005306002218276, Mole loss: 0.00048096408136188984, Bulk loss: nan
ENDING EARLY
[TRAIN] Running Saturation Loss: 3.794e-02	Running Chem Loss: 1.399e-04
[TRAIN] Running Molar Loss: 3.862e-04	Running Bulk Loss: nan
[TRAIN] Running WEIGHTED Saturation Loss: 3.794e-02	Running Weighted Chem Loss: 1.399e-02
[TRAIN] Running WEIGHTED Molar Loss: 1.931e-02	Running Weighted Bulk Loss: nan
[TEST] Running Saturation Loss: 6.583e-02	Running Chem Loss: 1.996e-04
[TEST] Running Molar Loss: 2.680e-04	Running Bulk Loss: 3.954e-05
Epoch 07: Train 1099.87772 | Test 1387.33883 | time = 69.4s
New best test loss: 1387.33883 (improvement of 0.71%) Saving model.
Stepping scheduler on epoch. Current LR: [0.00010305368692688175, 0.00010305368692688175, 0.00010305368692688175]
Overfitting, but dropout_rate is at the maximum: 0.030000000000000002
[TRAIN] Running Saturation Loss: 3.757e-02	Running Chem Loss: 1.381e-04
[TRAIN] Running Molar Loss: 3.813e-04	Running Bulk Loss: 3.803e-05
[TRAIN] Running WEIGHTED Saturation Loss: 3.757e-02	Running Weighted Chem Loss: 1.381e-02
[TRAIN] Running WEIGHTED Molar Loss: 1.907e-02	Running Weighted Bulk Loss: 3.803e-02
[TEST] Running Saturation Loss: 6.743e-02	Running Chem Loss: 1.965e-04
[TEST] Running Molar Loss: 2.654e-04	Running Bulk Loss: 3.936e-05
Epoch 08: Train 1084.67051 | Test 1397.08386 | time = 131.9s
No improvement. Counter: 1/10
Stepping scheduler on epoch. Current LR: [4.774575140626317e-05, 4.774575140626317e-05, 4.774575140626317e-05]
Overfitting, but dropout_rate is at the maximum: 0.030000000000000002
[TRAIN] Running Saturation Loss: 3.718e-02	Running Chem Loss: 1.359e-04
[TRAIN] Running Molar Loss: 3.756e-04	Running Bulk Loss: 3.731e-05
[TRAIN] Running WEIGHTED Saturation Loss: 3.718e-02	Running Weighted Chem Loss: 1.359e-02
[TRAIN] Running WEIGHTED Molar Loss: 1.878e-02	Running Weighted Bulk Loss: 3.731e-02
[TEST] Running Saturation Loss: 6.779e-02	Running Chem Loss: 1.954e-04
[TEST] Running Molar Loss: 2.668e-04	Running Bulk Loss: 3.750e-05
Epoch 09: Train 1068.55366 | Test 1381.70881 | time = 125.4s
New best test loss: 1381.70881 (improvement of 0.41%) Saving model.
Stepping scheduler on epoch. Current LR: [1.2235870926211617e-05, 1.2235870926211617e-05, 1.2235870926211617e-05]
Overfitting, but dropout_rate is at the maximum: 0.030000000000000002
[TRAIN] Running Saturation Loss: 3.701e-02	Running Chem Loss: 1.347e-04
[TRAIN] Running Molar Loss: 3.730e-04	Running Bulk Loss: 3.689e-05
[TRAIN] Running WEIGHTED Saturation Loss: 3.701e-02	Running Weighted Chem Loss: 1.347e-02
[TRAIN] Running WEIGHTED Molar Loss: 1.865e-02	Running Weighted Bulk Loss: 3.689e-02
[TEST] Running Saturation Loss: 6.760e-02	Running Chem Loss: 1.971e-04
[TEST] Running Molar Loss: 2.635e-04	Running Bulk Loss: 3.842e-05
Epoch 10: Train 1060.15321 | Test 1389.02072 | time = 120.7s
No improvement. Counter: 1/10
Stepping scheduler on epoch. Current LR: [0.0, 0.0, 0.0]
Overfitting, but dropout_rate is at the maximum: 0.030000000000000002
Non-finite loss detected!
Sat loss: 0.03672255203127861, Chem loss: 0.00013635469076689333, Mole loss: 0.00040042062755674124, Bulk loss: nan
ENDING EARLY
[TRAIN] Running Saturation Loss: 3.738e-02	Running Chem Loss: 1.359e-04
[TRAIN] Running Molar Loss: 3.806e-04	Running Bulk Loss: nan
[TRAIN] Running WEIGHTED Saturation Loss: 3.738e-02	Running Weighted Chem Loss: 1.359e-02
[TRAIN] Running WEIGHTED Molar Loss: 1.903e-02	Running Weighted Bulk Loss: nan
[TEST] Running Saturation Loss: 6.438e-02	Running Chem Loss: 1.934e-04
[TEST] Running Molar Loss: 2.609e-04	Running Bulk Loss: 3.803e-05
Epoch 11: Train 1067.33912 | Test 1347.88801 | time = 24.2s
New best test loss: 1347.88801 (improvement of 2.45%) Saving model.
