=== Log started at 2026-07-11 14:21:47 ===
###### config ######
{'encoderLayerUp': 1, 'encoderLayerDown': 0, 'middleLayerUp': 2, 'middleLayerDown': 0, 'low_regularization': '0.00batchnormdropout0.00', 'high_regularization': '0.00batchnormdropout0.00', 'activation_leak': 0.05, 'lowWD': 0.0, 'highWD': 0.001, 'noise': 0.0, 'description': ''}
####################
dropout in 0.00batchnormdropout0.00: 0.0 -> 0.0
Evaluating baseline (pre-training) model on validation set...
[TEST] Running Saturation Loss: 3.347e-02	Running Chem Loss: 5.636e-04
[TEST] Running Molar Loss: 1.397e-04	Running Bulk Loss: 5.173e-05
Baseline Test Loss: 1089.77703
[TRAIN] Running Saturation Loss: 2.965e-02	Running Chem Loss: 4.364e-04
[TRAIN] Running Molar Loss: 1.621e-04	Running Bulk Loss: 5.702e-05
[TRAIN] Running WEIGHTED Saturation Loss: 2.965e-02	Running Weighted Chem Loss: 4.364e-02
[TRAIN] Running WEIGHTED Molar Loss: 1.621e-02	Running Weighted Bulk Loss: 5.702e-03
[TEST] Running Saturation Loss: 3.487e-02	Running Chem Loss: 6.539e-04
[TEST] Running Molar Loss: 1.736e-04	Running Bulk Loss: 6.636e-05
Epoch 01: Train 952.01061 | Test 1242.63990 | time = 103.2s
No improvement. Counter: 1/25
Stepping scheduler on epoch. Current LR: [0.0004877641290737884, 0.0004877641290737884, 0.0004877641290737884]
Overfitting, but dropout_rate is at the maximum: 0.0. Increasing noise instead: 0.0 -> 0.002
[TRAIN] Running Saturation Loss: 2.971e-02	Running Chem Loss: 4.357e-04
[TRAIN] Running Molar Loss: 1.690e-04	Running Bulk Loss: 5.544e-05
[TRAIN] Running WEIGHTED Saturation Loss: 2.971e-02	Running Weighted Chem Loss: 4.357e-02
[TRAIN] Running WEIGHTED Molar Loss: 1.690e-02	Running Weighted Bulk Loss: 5.544e-03
[TEST] Running Saturation Loss: 3.573e-02	Running Chem Loss: 6.735e-04
[TEST] Running Molar Loss: 1.723e-04	Running Bulk Loss: 6.752e-05
Epoch 02: Train 957.26145 | Test 1270.57293 | time = 104.7s
No improvement. Counter: 2/25
Stepping scheduler on epoch. Current LR: [0.0004522542485937368, 0.0004522542485937368, 0.0004522542485937368]
Overfitting, but dropout_rate is at the maximum: 0.0. Increasing noise instead: 0.002 -> 0.004
[TRAIN] Running Saturation Loss: 3.039e-02	Running Chem Loss: 4.391e-04
[TRAIN] Running Molar Loss: 1.909e-04	Running Bulk Loss: 5.456e-05
[TRAIN] Running WEIGHTED Saturation Loss: 3.039e-02	Running Weighted Chem Loss: 4.391e-02
[TRAIN] Running WEIGHTED Molar Loss: 1.909e-02	Running Weighted Bulk Loss: 5.456e-03
[TEST] Running Saturation Loss: 3.440e-02	Running Chem Loss: 6.303e-04
[TEST] Running Molar Loss: 1.764e-04	Running Bulk Loss: 6.659e-05
Epoch 03: Train 988.47504 | Test 1217.29757 | time = 104.2s
No improvement. Counter: 3/25
Stepping scheduler on epoch. Current LR: [0.0003969463130731183, 0.0003969463130731183, 0.0003969463130731183]
Overfitting, but dropout_rate is at the maximum: 0.0. Increasing noise instead: 0.004 -> 0.006
[TRAIN] Running Saturation Loss: 3.153e-02	Running Chem Loss: 4.481e-04
[TRAIN] Running Molar Loss: 2.222e-04	Running Bulk Loss: 5.328e-05
[TRAIN] Running WEIGHTED Saturation Loss: 3.153e-02	Running Weighted Chem Loss: 4.481e-02
[TRAIN] Running WEIGHTED Molar Loss: 2.222e-02	Running Weighted Bulk Loss: 5.328e-03
[TEST] Running Saturation Loss: 3.472e-02	Running Chem Loss: 6.160e-04
[TEST] Running Molar Loss: 1.629e-04	Running Bulk Loss: 6.133e-05
Epoch 04: Train 1038.85904 | Test 1187.40981 | time = 103.8s
No improvement. Counter: 4/25
Stepping scheduler on epoch. Current LR: [0.00032725424859373687, 0.00032725424859373687, 0.00032725424859373687]
Overfitting, but dropout_rate is at the maximum: 0.0. Increasing noise instead: 0.006 -> 0.008
[TRAIN] Running Saturation Loss: 3.314e-02	Running Chem Loss: 4.634e-04
[TRAIN] Running Molar Loss: 2.630e-04	Running Bulk Loss: 5.215e-05
[TRAIN] Running WEIGHTED Saturation Loss: 3.314e-02	Running Weighted Chem Loss: 4.634e-02
[TRAIN] Running WEIGHTED Molar Loss: 2.630e-02	Running Weighted Bulk Loss: 5.215e-03
[TEST] Running Saturation Loss: 3.390e-02	Running Chem Loss: 6.063e-04
[TEST] Running Molar Loss: 1.678e-04	Running Bulk Loss: 6.292e-05
Epoch 05: Train 1109.91193 | Test 1175.96008 | time = 103.7s
No improvement. Counter: 5/25
Stepping scheduler on epoch. Current LR: [0.00025, 0.00025, 0.00025]
Overfitting, but dropout_rate is at the maximum: 0.0. Increasing noise instead: 0.008 -> 0.01
[TRAIN] Running Saturation Loss: 3.501e-02	Running Chem Loss: 4.831e-04
[TRAIN] Running Molar Loss: 3.090e-04	Running Bulk Loss: 5.108e-05
[TRAIN] Running WEIGHTED Saturation Loss: 3.501e-02	Running Weighted Chem Loss: 4.831e-02
[TRAIN] Running WEIGHTED Molar Loss: 3.090e-02	Running Weighted Bulk Loss: 5.108e-03
[TEST] Running Saturation Loss: 3.385e-02	Running Chem Loss: 5.811e-04
[TEST] Running Molar Loss: 1.536e-04	Running Bulk Loss: 5.598e-05
Epoch 06: Train 1193.39122 | Test 1129.09974 | time = 105.8s
No improvement. Counter: 6/25
Stepping scheduler on epoch. Current LR: [0.00017274575140626317, 0.00017274575140626317, 0.00017274575140626317]
Underfitting, but dropout_rate is at the minimum: 0.0. Decreasing noise instead: 0.01 -> 0.009000000000000001
[TRAIN] Running Saturation Loss: 3.375e-02	Running Chem Loss: 4.556e-04
[TRAIN] Running Molar Loss: 2.810e-04	Running Bulk Loss: 4.856e-05
[TRAIN] Running WEIGHTED Saturation Loss: 3.375e-02	Running Weighted Chem Loss: 4.556e-02
[TRAIN] Running WEIGHTED Molar Loss: 2.810e-02	Running Weighted Bulk Loss: 4.856e-03
[TEST] Running Saturation Loss: 3.352e-02	Running Chem Loss: 5.787e-04
[TEST] Running Molar Loss: 1.495e-04	Running Bulk Loss: 5.669e-05
Epoch 07: Train 1122.66928 | Test 1120.04567 | time = 102.8s
No improvement. Counter: 7/25
Stepping scheduler on epoch. Current LR: [0.00010305368692688175, 0.00010305368692688175, 0.00010305368692688175]
Underfitting, but dropout_rate is at the minimum: 0.0. Decreasing noise instead: 0.009000000000000001 -> 0.008
[TRAIN] Running Saturation Loss: 3.258e-02	Running Chem Loss: 4.305e-04
[TRAIN] Running Molar Loss: 2.544e-04	Running Bulk Loss: 4.675e-05
[TRAIN] Running WEIGHTED Saturation Loss: 3.258e-02	Running Weighted Chem Loss: 4.305e-02
[TRAIN] Running WEIGHTED Molar Loss: 2.544e-02	Running Weighted Bulk Loss: 4.675e-03
[TEST] Running Saturation Loss: 3.309e-02	Running Chem Loss: 5.724e-04
[TEST] Running Molar Loss: 1.467e-04	Running Bulk Loss: 5.260e-05
Epoch 08: Train 1057.42886 | Test 1102.61563 | time = 103.6s
No improvement. Counter: 8/25
Stepping scheduler on epoch. Current LR: [4.774575140626317e-05, 4.774575140626317e-05, 4.774575140626317e-05]
Overfitting, but dropout_rate is at the maximum: 0.0. Increasing noise instead: 0.008 -> 0.01
[TRAIN] Running Saturation Loss: 3.458e-02	Running Chem Loss: 4.543e-04
[TRAIN] Running Molar Loss: 3.013e-04	Running Bulk Loss: 4.669e-05
[TRAIN] Running WEIGHTED Saturation Loss: 3.458e-02	Running Weighted Chem Loss: 4.543e-02
[TRAIN] Running WEIGHTED Molar Loss: 3.013e-02	Running Weighted Bulk Loss: 4.669e-03
[TEST] Running Saturation Loss: 3.313e-02	Running Chem Loss: 5.586e-04
[TEST] Running Molar Loss: 1.484e-04	Running Bulk Loss: 4.965e-05
Epoch 09: Train 1147.97558 | Test 1088.04867 | time = 105.3s
New best test loss: 1088.04867 (improvement of 0.16%) Saving model.
Stepping scheduler on epoch. Current LR: [1.2235870926211617e-05, 1.2235870926211617e-05, 1.2235870926211617e-05]
Underfitting, but dropout_rate is at the minimum: 0.0. Decreasing noise instead: 0.01 -> 0.009000000000000001
[TRAIN] Running Saturation Loss: 3.338e-02	Running Chem Loss: 4.316e-04
[TRAIN] Running Molar Loss: 2.748e-04	Running Bulk Loss: 4.538e-05
[TRAIN] Running WEIGHTED Saturation Loss: 3.338e-02	Running Weighted Chem Loss: 4.316e-02
[TRAIN] Running WEIGHTED Molar Loss: 2.748e-02	Running Weighted Bulk Loss: 4.538e-03
[TEST] Running Saturation Loss: 3.315e-02	Running Chem Loss: 5.618e-04
[TEST] Running Molar Loss: 1.500e-04	Running Bulk Loss: 4.872e-05
Epoch 10: Train 1085.68449 | Test 1091.98372 | time = 103.8s
No improvement. Counter: 1/25
Stepping scheduler on epoch. Current LR: [0.0, 0.0, 0.0]
[TRAIN] Running Saturation Loss: 3.335e-02	Running Chem Loss: 4.319e-04
[TRAIN] Running Molar Loss: 2.743e-04	Running Bulk Loss: 4.537e-05
[TRAIN] Running WEIGHTED Saturation Loss: 3.335e-02	Running Weighted Chem Loss: 4.319e-02
[TRAIN] Running WEIGHTED Molar Loss: 2.743e-02	Running Weighted Bulk Loss: 4.537e-03
[TEST] Running Saturation Loss: 3.295e-02	Running Chem Loss: 5.573e-04
[TEST] Running Molar Loss: 1.402e-04	Running Bulk Loss: 4.871e-05
Epoch 11: Train 1085.11315 | Test 1075.72607 | time = 103.1s
New best test loss: 1075.72607 (improvement of 1.13%) Saving model.
