=== Log started at 2026-06-17 01:39:08 ===
###### config ######
{'encoderLayerUp': 2, 'encoderLayerDown': 1, 'middleLayerUp': 2, 'middleLayerDown': 0, 'low_regularization': '0.0batchnormdropout0.5', 'high_regularization': '0.05batchnormdropout0.5', 'activation_leak': 0.05, 'lowWD': 1e-05, '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: 0.05023277923464775, Chem loss: 0.00024506612680852413, Mole loss: 0.000560169923119247, Bulk loss: nan
ENDING EARLY
[TRAIN] Running Saturation Loss: 5.093e-02	Running Chem Loss: 2.330e-04
[TRAIN] Running Molar Loss: 4.489e-04	Running Bulk Loss: nan
[TRAIN] Running WEIGHTED Saturation Loss: 5.093e-02	Running Weighted Chem Loss: 2.330e-02
[TRAIN] Running WEIGHTED Molar Loss: 2.245e-02	Running Weighted Bulk Loss: nan
[TEST] Running Saturation Loss: 8.163e-02	Running Chem Loss: 3.862e-04
[TEST] Running Molar Loss: 7.586e-04	Running Bulk Loss: 6.923e-05
Epoch 01: Train 1693.71495 | Test 2274.06499 | time = 107.4s
New best test loss: 2274.06499 (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
Non-finite loss detected!
Sat loss: 0.04693617299199104, Chem loss: 0.00019507878459990025, Mole loss: 0.0004619073879439384, Bulk loss: nan
ENDING EARLY
[TRAIN] Running Saturation Loss: 5.101e-02	Running Chem Loss: 2.310e-04
[TRAIN] Running Molar Loss: 4.482e-04	Running Bulk Loss: nan
[TRAIN] Running WEIGHTED Saturation Loss: 5.101e-02	Running Weighted Chem Loss: 2.310e-02
[TRAIN] Running WEIGHTED Molar Loss: 2.241e-02	Running Weighted Bulk Loss: nan
[TEST] Running Saturation Loss: 7.779e-02	Running Chem Loss: 3.777e-04
[TEST] Running Molar Loss: 7.337e-04	Running Bulk Loss: 6.689e-05
Epoch 02: Train 1649.28100 | Test 2191.40557 | time = 15.8s
New best test loss: 2191.40557 (improvement of 3.63%) Saving model.
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: 0.05166811868548393, Chem loss: 0.00020519248209893703, Mole loss: 0.0004717606643680483, Bulk loss: nan
ENDING EARLY
[TRAIN] Running Saturation Loss: 5.062e-02	Running Chem Loss: 2.242e-04
[TRAIN] Running Molar Loss: 4.346e-04	Running Bulk Loss: nan
[TRAIN] Running WEIGHTED Saturation Loss: 5.062e-02	Running Weighted Chem Loss: 2.242e-02
[TRAIN] Running WEIGHTED Molar Loss: 2.173e-02	Running Weighted Bulk Loss: nan
[TEST] Running Saturation Loss: 7.756e-02	Running Chem Loss: 3.858e-04
[TEST] Running Molar Loss: 7.606e-04	Running Bulk Loss: 6.402e-05
Epoch 03: Train 1625.51906 | Test 2181.86546 | time = 21.7s
New best test loss: 2181.86546 (improvement of 0.44%) Saving model.
