=== Log started at 2026-05-19 05:05:48 ===
###### config ######
{'encoderLayerUp': 2, 'encoderLayerDown': 1, 'middleLayerUp': 2, 'middleLayerDown': 0, 'low_regularization': '0.0batchnormdropout0.5', 'high_regularization': '0.05batchnormdropout0.5', 'activation_leak': 0.05, 'lowWD': 0.0001, 'highWD': 0.001, 'noise': 0.005, 'description': ''}
####################
dropout in 0.05batchnormdropout0.5: 0.05 -> 0.5
  Bulk loss enabled, disabling dropout (max_drop=0)
Non-finite loss detected!
Sat loss: 0.045832592993974686, Chem loss: 0.00027465115999802947, Mole loss: 0.0006817248067818582, Bulk loss: nan
ENDING EARLY
[TRAIN] Running Saturation Loss: 4.354e-02	Running Chem Loss: 3.156e-04
[TRAIN] Running Molar Loss: 6.278e-04	Running Bulk Loss: nan
[TRAIN] Running WEIGHTED Saturation Loss: 4.354e-02	Running Weighted Chem Loss: 3.156e-02
[TRAIN] Running WEIGHTED Molar Loss: 3.139e-02	Running Weighted Bulk Loss: nan
[TEST] Running Saturation Loss: 6.033e-02	Running Chem Loss: 3.032e-04
[TEST] Running Molar Loss: 4.207e-04	Running Bulk Loss: 7.420e-05
Epoch 01: Train 2387.78500 | Test 1858.93388 | time = 54.2s
New best test loss: 1858.93388 (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: 0.039479296654462814, Chem loss: 0.00022634750348515809, Mole loss: 0.000486881413962692, Bulk loss: nan
ENDING EARLY
[TRAIN] Running Saturation Loss: 3.838e-02	Running Chem Loss: 2.252e-04
[TRAIN] Running Molar Loss: 4.694e-04	Running Bulk Loss: nan
[TRAIN] Running WEIGHTED Saturation Loss: 3.838e-02	Running Weighted Chem Loss: 2.252e-02
[TRAIN] Running WEIGHTED Molar Loss: 2.347e-02	Running Weighted Bulk Loss: nan
[TEST] Running Saturation Loss: 5.589e-02	Running Chem Loss: 2.548e-04
[TEST] Running Molar Loss: 3.209e-04	Running Bulk Loss: 5.565e-05
Epoch 02: Train 1667.69824 | Test 1530.59791 | time = 49.6s
New best test loss: 1530.59791 (improvement of 17.66%) 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: 0.033433154225349426, Chem loss: 0.00015312363393604755, Mole loss: 0.000356316682882607, Bulk loss: nan
ENDING EARLY
[TRAIN] Running Saturation Loss: 3.115e-02	Running Chem Loss: 1.468e-04
[TRAIN] Running Molar Loss: 3.167e-04	Running Bulk Loss: nan
[TRAIN] Running WEIGHTED Saturation Loss: 3.115e-02	Running Weighted Chem Loss: 1.468e-02
[TRAIN] Running WEIGHTED Molar Loss: 1.583e-02	Running Weighted Bulk Loss: nan
[TEST] Running Saturation Loss: 5.861e-02	Running Chem Loss: 2.315e-04
[TEST] Running Molar Loss: 2.856e-04	Running Bulk Loss: 4.821e-05
Epoch 03: Train 1058.80400 | Test 1442.48221 | time = 83.6s
New best test loss: 1442.48221 (improvement of 5.76%) Saving model.
Stepping scheduler on epoch. Current LR: [0.0003969463130731183, 0.0003969463130731183, 0.0003969463130731183]
Overfitting, but dropout_rate is at the maximum: 0.010000000000000002
Non-finite loss detected!
Sat loss: 0.0321696475148201, Chem loss: 0.00013367355859372765, Mole loss: 0.0004022566427011043, Bulk loss: nan
ENDING EARLY
[TRAIN] Running Saturation Loss: 3.044e-02	Running Chem Loss: 1.354e-04
[TRAIN] Running Molar Loss: 3.005e-04	Running Bulk Loss: nan
[TRAIN] Running WEIGHTED Saturation Loss: 3.044e-02	Running Weighted Chem Loss: 1.354e-02
[TRAIN] Running WEIGHTED Molar Loss: 1.503e-02	Running Weighted Bulk Loss: nan
[TEST] Running Saturation Loss: 5.441e-02	Running Chem Loss: 2.159e-04
[TEST] Running Molar Loss: 2.732e-04	Running Bulk Loss: 4.126e-05
Epoch 04: Train 990.32437 | Test 1309.20910 | time = 41.6s
New best test loss: 1309.20910 (improvement of 9.24%) 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: 2.997e-02	Running Chem Loss: 1.275e-04
[TRAIN] Running Molar Loss: 2.913e-04	Running Bulk Loss: 3.697e-05
[TRAIN] Running WEIGHTED Saturation Loss: 2.997e-02	Running Weighted Chem Loss: 1.275e-02
[TRAIN] Running WEIGHTED Molar Loss: 1.456e-02	Running Weighted Bulk Loss: 3.697e-02
[TEST] Running Saturation Loss: 5.442e-02	Running Chem Loss: 2.110e-04
[TEST] Running Molar Loss: 2.656e-04	Running Bulk Loss: 4.368e-05
Epoch 05: Train 942.52036 | Test 1324.78271 | time = 92.6s
No improvement. Counter: 1/25
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: 2.947e-02	Running Chem Loss: 1.207e-04
[TRAIN] Running Molar Loss: 2.804e-04	Running Bulk Loss: 3.423e-05
[TRAIN] Running WEIGHTED Saturation Loss: 2.947e-02	Running Weighted Chem Loss: 1.207e-02
[TRAIN] Running WEIGHTED Molar Loss: 1.402e-02	Running Weighted Bulk Loss: 3.423e-02
[TEST] Running Saturation Loss: 5.660e-02	Running Chem Loss: 2.013e-04
[TEST] Running Molar Loss: 2.519e-04	Running Bulk Loss: 3.698e-05
Epoch 06: Train 897.82591 | Test 1263.05263 | time = 91.7s
New best test loss: 1263.05263 (improvement of 3.53%) Saving model.
Stepping scheduler on epoch. Current LR: [0.00017274575140626317, 0.00017274575140626317, 0.00017274575140626317]
Overfitting, but dropout_rate is at the maximum: 0.010000000000000002
Non-finite loss detected!
Sat loss: 0.03153792768716812, Chem loss: 0.0001143101035268046, Mole loss: 0.0003285336133558303, Bulk loss: nan
ENDING EARLY
[TRAIN] Running Saturation Loss: 2.891e-02	Running Chem Loss: 1.159e-04
[TRAIN] Running Molar Loss: 2.703e-04	Running Bulk Loss: nan
[TRAIN] Running WEIGHTED Saturation Loss: 2.891e-02	Running Weighted Chem Loss: 1.159e-02
[TRAIN] Running WEIGHTED Molar Loss: 1.352e-02	Running Weighted Bulk Loss: nan
[TEST] Running Saturation Loss: 5.648e-02	Running Chem Loss: 1.967e-04
[TEST] Running Molar Loss: 2.516e-04	Running Bulk Loss: 3.435e-05
Epoch 07: Train 861.02950 | Test 1230.74664 | time = 48.0s
New best test loss: 1230.74664 (improvement of 2.56%) Saving model.
Stepping scheduler on epoch. Current LR: [0.00010305368692688175, 0.00010305368692688175, 0.00010305368692688175]
Overfitting, but dropout_rate is at the maximum: 0.010000000000000002
Non-finite loss detected!
Sat loss: 0.028808921575546265, Chem loss: 0.00012503177276812494, Mole loss: 0.0003318209492135793, Bulk loss: nan
ENDING EARLY
[TRAIN] Running Saturation Loss: 2.903e-02	Running Chem Loss: 1.150e-04
[TRAIN] Running Molar Loss: 2.731e-04	Running Bulk Loss: nan
[TRAIN] Running WEIGHTED Saturation Loss: 2.903e-02	Running Weighted Chem Loss: 1.150e-02
[TRAIN] Running WEIGHTED Molar Loss: 1.366e-02	Running Weighted Bulk Loss: nan
[TEST] Running Saturation Loss: 5.496e-02	Running Chem Loss: 1.930e-04
[TEST] Running Molar Loss: 2.427e-04	Running Bulk Loss: 3.402e-05
Epoch 08: Train 841.44186 | Test 1204.15003 | time = 14.3s
New best test loss: 1204.15003 (improvement of 2.16%) Saving model.
