=== Log started at 2026-06-18 15:32:34 ===
###### config ######
{'encoderLayerUp': 2, 'encoderLayerDown': 1, 'middleLayerUp': 2, 'middleLayerDown': 0, 'low_regularization': '0.0batchnormdropout0.5', 'high_regularization': '0.05batchnormdropout0.5', 'activation_leak': 0.05, 'lowWD': 0.001, 'highWD': 0.01, 'noise': 0.0, 'description': ''}
####################
Freezing head: encoder
dropout in 0.05batchnormdropout0.5: 0.05 -> 0.5
[TRAIN] Running Saturation Loss: 4.603e-02	Running Chem Loss: 2.354e-04
[TRAIN] Running Molar Loss: 4.750e-04	Running Bulk Loss: 2.334e-04
[TRAIN] Running WEIGHTED Saturation Loss: 4.603e-02	Running Weighted Chem Loss: 2.354e-02
[TRAIN] Running WEIGHTED Molar Loss: 2.375e-02	Running Weighted Bulk Loss: 0.000e+00
[TEST] Running Saturation Loss: 5.622e-02	Running Chem Loss: 2.789e-04
[TEST] Running Molar Loss: 3.154e-04	Running Bulk Loss: 1.365e-04
Epoch 01: Train 933.20981 | Test 998.78812 | time = 181.3s
New best test loss: 998.78812 (improvement of nan%) Saving model.
Stepping scheduler on epoch. Current LR: [0.0004877641290737884, 0.0004877641290737884, 0.0004877641290737884]
Overfitting. Increasing Dropout: 0.05 -> 0.1
[TRAIN] Running Saturation Loss: 6.385e-02	Running Chem Loss: 3.277e-04
[TRAIN] Running Molar Loss: 6.195e-04	Running Bulk Loss: nan
[TRAIN] Running WEIGHTED Saturation Loss: 6.385e-02	Running Weighted Chem Loss: 3.277e-02
[TRAIN] Running WEIGHTED Molar Loss: 3.098e-02	Running Weighted Bulk Loss: nan
[TEST] Running Saturation Loss: 6.098e-02	Running Chem Loss: 3.038e-04
[TEST] Running Molar Loss: 3.375e-04	Running Bulk Loss: 1.591e-04
Epoch 02: Train 1275.90802 | Test 1082.31224 | time = 152.1s
No improvement. Counter: 1/20
Stepping scheduler on epoch. Current LR: [0.0004522542485937368, 0.0004522542485937368, 0.0004522542485937368]
Underfitting. Decreasing Dropout: 0.1->0.08
[TRAIN] Running Saturation Loss: 5.656e-02	Running Chem Loss: 2.794e-04
[TRAIN] Running Molar Loss: 5.032e-04	Running Bulk Loss: nan
[TRAIN] Running WEIGHTED Saturation Loss: 5.656e-02	Running Weighted Chem Loss: 2.794e-02
[TRAIN] Running WEIGHTED Molar Loss: 2.516e-02	Running Weighted Bulk Loss: nan
[TEST] Running Saturation Loss: 5.812e-02	Running Chem Loss: 2.946e-04
[TEST] Running Molar Loss: 3.181e-04	Running Bulk Loss: 1.341e-04
Epoch 03: Train 1096.68056 | Test 1034.79348 | time = 151.6s
No improvement. Counter: 2/20
Stepping scheduler on epoch. Current LR: [0.0003969463130731183, 0.0003969463130731183, 0.0003969463130731183]
Underfitting. Decreasing Dropout: 0.08->0.06
[TRAIN] Running Saturation Loss: 4.947e-02	Running Chem Loss: 2.356e-04
[TRAIN] Running Molar Loss: 4.126e-04	Running Bulk Loss: 2.045e-04
[TRAIN] Running WEIGHTED Saturation Loss: 4.947e-02	Running Weighted Chem Loss: 2.356e-02
[TRAIN] Running WEIGHTED Molar Loss: 2.063e-02	Running Weighted Bulk Loss: 0.000e+00
[TEST] Running Saturation Loss: 5.630e-02	Running Chem Loss: 2.667e-04
[TEST] Running Molar Loss: 2.709e-04	Running Bulk Loss: 1.210e-04
Epoch 04: Train 936.59626 | Test 965.19788 | time = 164.7s
New best test loss: 965.19788 (improvement of 3.36%) Saving model.
Stepping scheduler on epoch. Current LR: [0.00032725424859373687, 0.00032725424859373687, 0.00032725424859373687]
Overfitting. Increasing Dropout: 0.06 -> 0.11
[TRAIN] Running Saturation Loss: 6.727e-02	Running Chem Loss: 3.276e-04
[TRAIN] Running Molar Loss: 5.857e-04	Running Bulk Loss: nan
[TRAIN] Running WEIGHTED Saturation Loss: 6.727e-02	Running Weighted Chem Loss: 3.276e-02
[TRAIN] Running WEIGHTED Molar Loss: 2.929e-02	Running Weighted Bulk Loss: nan
[TEST] Running Saturation Loss: 6.164e-02	Running Chem Loss: 3.018e-04
[TEST] Running Molar Loss: 3.300e-04	Running Bulk Loss: 1.336e-04
Epoch 05: Train 1293.15150 | Test 1083.13148 | time = 154.8s
No improvement. Counter: 1/20
Stepping scheduler on epoch. Current LR: [0.00025, 0.00025, 0.00025]
Underfitting. Decreasing Dropout: 0.11->0.09
[TRAIN] Running Saturation Loss: 5.985e-02	Running Chem Loss: 2.820e-04
[TRAIN] Running Molar Loss: 4.970e-04	Running Bulk Loss: nan
[TRAIN] Running WEIGHTED Saturation Loss: 5.985e-02	Running Weighted Chem Loss: 2.820e-02
[TRAIN] Running WEIGHTED Molar Loss: 2.485e-02	Running Weighted Bulk Loss: nan
[TEST] Running Saturation Loss: 5.955e-02	Running Chem Loss: 2.742e-04
[TEST] Running Molar Loss: 2.803e-04	Running Bulk Loss: 1.256e-04
Epoch 06: Train 1129.02638 | Test 1009.84045 | time = 154.9s
No improvement. Counter: 2/20
Stepping scheduler on epoch. Current LR: [0.00017274575140626317, 0.00017274575140626317, 0.00017274575140626317]
Underfitting. Decreasing Dropout: 0.09->0.06999999999999999
[TRAIN] Running Saturation Loss: 5.277e-02	Running Chem Loss: 2.402e-04
[TRAIN] Running Molar Loss: 4.183e-04	Running Bulk Loss: 2.100e-04
[TRAIN] Running WEIGHTED Saturation Loss: 5.277e-02	Running Weighted Chem Loss: 2.402e-02
[TRAIN] Running WEIGHTED Molar Loss: 2.091e-02	Running Weighted Bulk Loss: 0.000e+00
[TEST] Running Saturation Loss: 5.757e-02	Running Chem Loss: 2.687e-04
[TEST] Running Molar Loss: 2.699e-04	Running Bulk Loss: 1.144e-04
Epoch 07: Train 977.13519 | Test 979.29121 | time = 163.6s
No improvement. Counter: 3/20
Stepping scheduler on epoch. Current LR: [0.00010305368692688175, 0.00010305368692688175, 0.00010305368692688175]
[TRAIN] Running Saturation Loss: 5.263e-02	Running Chem Loss: 2.356e-04
[TRAIN] Running Molar Loss: 4.126e-04	Running Bulk Loss: nan
[TRAIN] Running WEIGHTED Saturation Loss: 5.263e-02	Running Weighted Chem Loss: 2.356e-02
[TRAIN] Running WEIGHTED Molar Loss: 2.063e-02	Running Weighted Bulk Loss: nan
[TEST] Running Saturation Loss: 5.719e-02	Running Chem Loss: 2.595e-04
[TEST] Running Molar Loss: 2.578e-04	Running Bulk Loss: 1.123e-04
Epoch 08: Train 968.17250 | Test 960.30318 | time = 149.8s
New best test loss: 960.30318 (improvement of 0.51%) Saving model.
Stepping scheduler on epoch. Current LR: [4.774575140626317e-05, 4.774575140626317e-05, 4.774575140626317e-05]
Underfitting. Decreasing Dropout: 0.06999999999999999->0.04999999999999999
[TRAIN] Running Saturation Loss: 4.586e-02	Running Chem Loss: 1.966e-04
[TRAIN] Running Molar Loss: 3.407e-04	Running Bulk Loss: 1.669e-04
[TRAIN] Running WEIGHTED Saturation Loss: 4.586e-02	Running Weighted Chem Loss: 1.966e-02
[TRAIN] Running WEIGHTED Molar Loss: 1.704e-02	Running Weighted Bulk Loss: 0.000e+00
[TEST] Running Saturation Loss: 5.582e-02	Running Chem Loss: 2.500e-04
[TEST] Running Molar Loss: 2.491e-04	Running Bulk Loss: 1.098e-04
Epoch 09: Train 825.60348 | Test 932.80067 | time = 151.8s
New best test loss: 932.80067 (improvement of 2.86%) Saving model.
