=== Log started at 2026-06-12 18:25:43 ===
###### config ######
{'encoderLayerUp': 3, 'encoderLayerDown': 2, 'middleLayerUp': 2, 'middleLayerDown': 0, 'low_regularization': '0.0batchnormdropout0.5', 'high_regularization': '0.05batchnormdropout0.5', 'activation_leak': 0.05, 'lowWD': 0.0001, 'highWD': 0.01, 'noise': 0.02, 'description': ''}
####################
Freezing head: encoder
Freezing head: sat_head
dropout in 0.05batchnormdropout0.5: 0.05 -> 0.5
  Bulk loss enabled, disabling dropout (max_drop=0)
[TRAIN] Running Saturation Loss: 4.693e-02	Running Chem Loss: 2.610e-04
[TRAIN] Running Molar Loss: 4.585e-04	Running Bulk Loss: 8.181e-05
[TRAIN] Running WEIGHTED Saturation Loss: 0.000e+00	Running Weighted Chem Loss: 2.610e-02
[TRAIN] Running WEIGHTED Molar Loss: 2.293e-02	Running Weighted Bulk Loss: 8.181e-02
[TEST] Running Saturation Loss: 5.746e-02	Running Chem Loss: 3.138e-04
[TEST] Running Molar Loss: 3.024e-04	Running Bulk Loss: 6.013e-05
Epoch 01: Train 1308.37211 | Test 1066.35245 | time = 99.0s
New best test loss: 1066.35245 (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: 4.234e-02	Running Chem Loss: 2.216e-04
[TRAIN] Running Molar Loss: 3.988e-04	Running Bulk Loss: 5.833e-05
[TRAIN] Running WEIGHTED Saturation Loss: 0.000e+00	Running Weighted Chem Loss: 2.216e-02
[TRAIN] Running WEIGHTED Molar Loss: 1.994e-02	Running Weighted Bulk Loss: 5.833e-02
[TEST] Running Saturation Loss: 5.627e-02	Running Chem Loss: 2.920e-04
[TEST] Running Molar Loss: 2.502e-04	Running Bulk Loss: 4.768e-05
Epoch 02: Train 1004.27615 | Test 893.93527 | time = 98.3s
New best test loss: 893.93527 (improvement of 16.17%) Saving model.
Stepping scheduler on epoch. Current LR: [0.0004522542485937368, 0.0004522542485937368, 0.0004522542485937368]
Underfitting. Decreasing Dropout: 0.030000000000000002->0.010000000000000002
[TRAIN] Running Saturation Loss: 3.833e-02	Running Chem Loss: 1.789e-04
[TRAIN] Running Molar Loss: 3.387e-04	Running Bulk Loss: 3.720e-05
[TRAIN] Running WEIGHTED Saturation Loss: 0.000e+00	Running Weighted Chem Loss: 1.789e-02
[TRAIN] Running WEIGHTED Molar Loss: 1.693e-02	Running Weighted Bulk Loss: 3.720e-02
[TEST] Running Saturation Loss: 5.658e-02	Running Chem Loss: 3.050e-04
[TEST] Running Molar Loss: 2.409e-04	Running Bulk Loss: 5.314e-05
Epoch 03: Train 720.18247 | Test 956.86120 | time = 98.7s
No improvement. Counter: 1/20
Stepping scheduler on epoch. Current LR: [0.0003969463130731183, 0.0003969463130731183, 0.0003969463130731183]
Overfitting, but dropout_rate is at the maximum: 0.010000000000000002
[TRAIN] Running Saturation Loss: 3.833e-02	Running Chem Loss: 1.739e-04
[TRAIN] Running Molar Loss: 3.342e-04	Running Bulk Loss: 3.536e-05
[TRAIN] Running WEIGHTED Saturation Loss: 0.000e+00	Running Weighted Chem Loss: 1.739e-02
[TRAIN] Running WEIGHTED Molar Loss: 1.671e-02	Running Weighted Bulk Loss: 3.536e-02
[TEST] Running Saturation Loss: 5.633e-02	Running Chem Loss: 3.059e-04
[TEST] Running Molar Loss: 2.394e-04	Running Bulk Loss: 5.197e-05
Epoch 04: Train 694.62708 | Test 945.29371 | time = 99.0s
No improvement. Counter: 2/20
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: 3.831e-02	Running Chem Loss: 1.703e-04
[TRAIN] Running Molar Loss: 3.298e-04	Running Bulk Loss: 3.413e-05
[TRAIN] Running WEIGHTED Saturation Loss: 0.000e+00	Running Weighted Chem Loss: 1.703e-02
[TRAIN] Running WEIGHTED Molar Loss: 1.649e-02	Running Weighted Bulk Loss: 3.413e-02
[TEST] Running Saturation Loss: 5.705e-02	Running Chem Loss: 3.064e-04
[TEST] Running Molar Loss: 2.371e-04	Running Bulk Loss: 4.557e-05
Epoch 05: Train 676.52463 | Test 880.65343 | time = 97.9s
New best test loss: 880.65343 (improvement of 1.49%) Saving model.
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: 3.833e-02	Running Chem Loss: 1.679e-04
[TRAIN] Running Molar Loss: 3.282e-04	Running Bulk Loss: 3.289e-05
[TRAIN] Running WEIGHTED Saturation Loss: 0.000e+00	Running Weighted Chem Loss: 1.679e-02
[TRAIN] Running WEIGHTED Molar Loss: 1.641e-02	Running Weighted Bulk Loss: 3.289e-02
[TEST] Running Saturation Loss: 5.672e-02	Running Chem Loss: 2.934e-04
[TEST] Running Molar Loss: 2.376e-04	Running Bulk Loss: 4.425e-05
Epoch 06: Train 660.91278 | Test 854.72740 | time = 99.4s
New best test loss: 854.72740 (improvement of 2.94%) Saving model.
Stepping scheduler on epoch. Current LR: [0.00017274575140626317, 0.00017274575140626317, 0.00017274575140626317]
Overfitting, but dropout_rate is at the maximum: 0.010000000000000002
[TRAIN] Running Saturation Loss: 3.823e-02	Running Chem Loss: 1.649e-04
[TRAIN] Running Molar Loss: 3.240e-04	Running Bulk Loss: 3.163e-05
[TRAIN] Running WEIGHTED Saturation Loss: 0.000e+00	Running Weighted Chem Loss: 1.649e-02
[TRAIN] Running WEIGHTED Molar Loss: 1.620e-02	Running Weighted Bulk Loss: 3.163e-02
[TEST] Running Saturation Loss: 5.622e-02	Running Chem Loss: 2.948e-04
[TEST] Running Molar Loss: 2.259e-04	Running Bulk Loss: 4.317e-05
Epoch 07: Train 643.29106 | Test 839.40536 | time = 99.3s
New best test loss: 839.40536 (improvement of 1.79%) Saving model.
Stepping scheduler on epoch. Current LR: [0.00010305368692688175, 0.00010305368692688175, 0.00010305368692688175]
Overfitting, but dropout_rate is at the maximum: 0.010000000000000002
[TRAIN] Running Saturation Loss: 3.837e-02	Running Chem Loss: 1.631e-04
[TRAIN] Running Molar Loss: 3.230e-04	Running Bulk Loss: 3.088e-05
[TRAIN] Running WEIGHTED Saturation Loss: 0.000e+00	Running Weighted Chem Loss: 1.631e-02
[TRAIN] Running WEIGHTED Molar Loss: 1.615e-02	Running Weighted Bulk Loss: 3.088e-02
[TEST] Running Saturation Loss: 5.525e-02	Running Chem Loss: 2.967e-04
[TEST] Running Molar Loss: 2.253e-04	Running Bulk Loss: 4.100e-05
Epoch 08: Train 633.40164 | Test 819.32009 | time = 98.4s
New best test loss: 819.32009 (improvement of 2.39%) Saving model.
Stepping scheduler on epoch. Current LR: [4.774575140626317e-05, 4.774575140626317e-05, 4.774575140626317e-05]
Overfitting, but dropout_rate is at the maximum: 0.010000000000000002
[TRAIN] Running Saturation Loss: 3.830e-02	Running Chem Loss: 1.614e-04
[TRAIN] Running Molar Loss: 3.204e-04	Running Bulk Loss: 3.031e-05
[TRAIN] Running WEIGHTED Saturation Loss: 0.000e+00	Running Weighted Chem Loss: 1.614e-02
[TRAIN] Running WEIGHTED Molar Loss: 1.602e-02	Running Weighted Bulk Loss: 3.031e-02
[TEST] Running Saturation Loss: 5.783e-02	Running Chem Loss: 2.933e-04
[TEST] Running Molar Loss: 2.224e-04	Running Bulk Loss: 4.211e-05
Epoch 09: Train 624.63016 | Test 825.52623 | time = 98.8s
No improvement. Counter: 1/20
Stepping scheduler on epoch. Current LR: [1.2235870926211617e-05, 1.2235870926211617e-05, 1.2235870926211617e-05]
Overfitting, but dropout_rate is at the maximum: 0.010000000000000002
[TRAIN] Running Saturation Loss: 3.829e-02	Running Chem Loss: 1.606e-04
[TRAIN] Running Molar Loss: 3.191e-04	Running Bulk Loss: 2.989e-05
[TRAIN] Running WEIGHTED Saturation Loss: 0.000e+00	Running Weighted Chem Loss: 1.606e-02
[TRAIN] Running WEIGHTED Molar Loss: 1.596e-02	Running Weighted Bulk Loss: 2.989e-02
[TEST] Running Saturation Loss: 5.625e-02	Running Chem Loss: 2.957e-04
[TEST] Running Molar Loss: 2.266e-04	Running Bulk Loss: 4.036e-05
Epoch 10: Train 618.99982 | Test 812.59220 | time = 99.3s
New best test loss: 812.59220 (improvement of 0.82%) Saving model.
Stepping scheduler on epoch. Current LR: [0.0, 0.0, 0.0]
Overfitting, but dropout_rate is at the maximum: 0.010000000000000002
[TRAIN] Running Saturation Loss: 3.829e-02	Running Chem Loss: 1.600e-04
[TRAIN] Running Molar Loss: 3.197e-04	Running Bulk Loss: 2.977e-05
[TRAIN] Running WEIGHTED Saturation Loss: 0.000e+00	Running Weighted Chem Loss: 1.600e-02
[TRAIN] Running WEIGHTED Molar Loss: 1.598e-02	Running Weighted Bulk Loss: 2.977e-02
[TEST] Running Saturation Loss: 5.461e-02	Running Chem Loss: 3.010e-04
[TEST] Running Molar Loss: 2.241e-04	Running Bulk Loss: 3.993e-05
Epoch 11: Train 617.48515 | Test 812.28652 | time = 99.0s
New best test loss: 812.28652 (improvement of 0.04%) 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: 0.010000000000000002
[TRAIN] Running Saturation Loss: 3.823e-02	Running Chem Loss: 1.604e-04
[TRAIN] Running Molar Loss: 3.191e-04	Running Bulk Loss: 2.979e-05
[TRAIN] Running WEIGHTED Saturation Loss: 0.000e+00	Running Weighted Chem Loss: 1.604e-02
[TRAIN] Running WEIGHTED Molar Loss: 1.595e-02	Running Weighted Bulk Loss: 2.979e-02
[TEST] Running Saturation Loss: 5.519e-02	Running Chem Loss: 3.058e-04
[TEST] Running Molar Loss: 2.288e-04	Running Bulk Loss: 4.001e-05
Epoch 12: Train 617.85760 | Test 820.32316 | time = 98.9s
No improvement. Counter: 1/20
Stepping scheduler on epoch. Current LR: [4.774575140626335e-05, 4.774575140626335e-05, 4.774575140626335e-05]
Overfitting, but dropout_rate is at the maximum: 0.010000000000000002
[TRAIN] Running Saturation Loss: 3.834e-02	Running Chem Loss: 1.611e-04
[TRAIN] Running Molar Loss: 3.213e-04	Running Bulk Loss: 3.011e-05
[TRAIN] Running WEIGHTED Saturation Loss: 0.000e+00	Running Weighted Chem Loss: 1.611e-02
[TRAIN] Running WEIGHTED Molar Loss: 1.606e-02	Running Weighted Bulk Loss: 3.011e-02
[TEST] Running Saturation Loss: 5.530e-02	Running Chem Loss: 3.015e-04
[TEST] Running Molar Loss: 2.211e-04	Running Bulk Loss: 4.066e-05
Epoch 13: Train 622.91204 | Test 818.62868 | time = 99.5s
No improvement. Counter: 2/20
Stepping scheduler on epoch. Current LR: [0.00010305368692688215, 0.00010305368692688215, 0.00010305368692688215]
Overfitting, but dropout_rate is at the maximum: 0.010000000000000002
[TRAIN] Running Saturation Loss: 3.823e-02	Running Chem Loss: 1.619e-04
[TRAIN] Running Molar Loss: 3.204e-04	Running Bulk Loss: 3.065e-05
[TRAIN] Running WEIGHTED Saturation Loss: 0.000e+00	Running Weighted Chem Loss: 1.619e-02
[TRAIN] Running WEIGHTED Molar Loss: 1.602e-02	Running Weighted Bulk Loss: 3.065e-02
[TEST] Running Saturation Loss: 5.521e-02	Running Chem Loss: 2.990e-04
[TEST] Running Molar Loss: 2.249e-04	Running Bulk Loss: 4.009e-05
Epoch 14: Train 628.65064 | Test 812.30826 | time = 98.5s
No improvement. Counter: 3/20
Stepping scheduler on epoch. Current LR: [0.0001727457514062639, 0.0001727457514062639, 0.0001727457514062639]
Overfitting, but dropout_rate is at the maximum: 0.010000000000000002
[TRAIN] Running Saturation Loss: 3.830e-02	Running Chem Loss: 1.634e-04
[TRAIN] Running Molar Loss: 3.230e-04	Running Bulk Loss: 3.129e-05
[TRAIN] Running WEIGHTED Saturation Loss: 0.000e+00	Running Weighted Chem Loss: 1.634e-02
[TRAIN] Running WEIGHTED Molar Loss: 1.615e-02	Running Weighted Bulk Loss: 3.129e-02
[TEST] Running Saturation Loss: 5.462e-02	Running Chem Loss: 3.098e-04
[TEST] Running Molar Loss: 2.263e-04	Running Bulk Loss: 4.156e-05
Epoch 15: Train 637.80723 | Test 838.55021 | time = 99.1s
No improvement. Counter: 4/20
Stepping scheduler on epoch. Current LR: [0.0002500000000000011, 0.0002500000000000011, 0.0002500000000000011]
Overfitting, but dropout_rate is at the maximum: 0.010000000000000002
[TRAIN] Running Saturation Loss: 3.832e-02	Running Chem Loss: 1.651e-04
[TRAIN] Running Molar Loss: 3.248e-04	Running Bulk Loss: 3.215e-05
[TRAIN] Running WEIGHTED Saturation Loss: 0.000e+00	Running Weighted Chem Loss: 1.651e-02
[TRAIN] Running WEIGHTED Molar Loss: 1.624e-02	Running Weighted Bulk Loss: 3.215e-02
[TEST] Running Saturation Loss: 5.660e-02	Running Chem Loss: 3.154e-04
[TEST] Running Molar Loss: 2.226e-04	Running Bulk Loss: 4.499e-05
Epoch 16: Train 649.05534 | Test 876.59249 | time = 98.4s
No improvement. Counter: 5/20
Stepping scheduler on epoch. Current LR: [0.0003272542485937383, 0.0003272542485937383, 0.0003272542485937383]
Overfitting, but dropout_rate is at the maximum: 0.010000000000000002
[TRAIN] Running Saturation Loss: 3.832e-02	Running Chem Loss: 1.667e-04
[TRAIN] Running Molar Loss: 3.271e-04	Running Bulk Loss: 3.281e-05
[TRAIN] Running WEIGHTED Saturation Loss: 0.000e+00	Running Weighted Chem Loss: 1.667e-02
[TRAIN] Running WEIGHTED Molar Loss: 1.635e-02	Running Weighted Bulk Loss: 3.281e-02
[TEST] Running Saturation Loss: 5.601e-02	Running Chem Loss: 3.024e-04
[TEST] Running Molar Loss: 2.279e-04	Running Bulk Loss: 4.494e-05
Epoch 17: Train 658.30248 | Test 865.76130 | time = 98.4s
No improvement. Counter: 6/20
Stepping scheduler on epoch. Current LR: [0.00039694631307312, 0.00039694631307312, 0.00039694631307312]
Overfitting, but dropout_rate is at the maximum: 0.010000000000000002
[TRAIN] Running Saturation Loss: 3.834e-02	Running Chem Loss: 1.684e-04
[TRAIN] Running Molar Loss: 3.282e-04	Running Bulk Loss: 3.339e-05
[TRAIN] Running WEIGHTED Saturation Loss: 0.000e+00	Running Weighted Chem Loss: 1.684e-02
[TRAIN] Running WEIGHTED Molar Loss: 1.641e-02	Running Weighted Bulk Loss: 3.339e-02
[TEST] Running Saturation Loss: 5.564e-02	Running Chem Loss: 3.009e-04
[TEST] Running Molar Loss: 2.353e-04	Running Bulk Loss: 4.371e-05
Epoch 18: Train 666.51218 | Test 855.58306 | time = 100.1s
No improvement. Counter: 7/20
Stepping scheduler on epoch. Current LR: [0.00045225424859373893, 0.00045225424859373893, 0.00045225424859373893]
Overfitting, but dropout_rate is at the maximum: 0.010000000000000002
[TRAIN] Running Saturation Loss: 3.836e-02	Running Chem Loss: 1.694e-04
[TRAIN] Running Molar Loss: 3.308e-04	Running Bulk Loss: 3.409e-05
[TRAIN] Running WEIGHTED Saturation Loss: 0.000e+00	Running Weighted Chem Loss: 1.694e-02
[TRAIN] Running WEIGHTED Molar Loss: 1.654e-02	Running Weighted Bulk Loss: 3.409e-02
[TEST] Running Saturation Loss: 5.430e-02	Running Chem Loss: 3.272e-04
[TEST] Running Molar Loss: 2.304e-04	Running Bulk Loss: 4.547e-05
Epoch 19: Train 675.72251 | Test 897.08440 | time = 99.1s
No improvement. Counter: 8/20
Stepping scheduler on epoch. Current LR: [0.0004877641290737906, 0.0004877641290737906, 0.0004877641290737906]
Overfitting, but dropout_rate is at the maximum: 0.010000000000000002
[TRAIN] Running Saturation Loss: 3.836e-02	Running Chem Loss: 1.701e-04
[TRAIN] Running Molar Loss: 3.304e-04	Running Bulk Loss: 3.428e-05
[TRAIN] Running WEIGHTED Saturation Loss: 0.000e+00	Running Weighted Chem Loss: 1.701e-02
[TRAIN] Running WEIGHTED Molar Loss: 1.652e-02	Running Weighted Bulk Loss: 3.428e-02
[TEST] Running Saturation Loss: 5.450e-02	Running Chem Loss: 3.285e-04
[TEST] Running Molar Loss: 2.405e-04	Running Bulk Loss: 4.442e-05
Epoch 20: Train 678.05494 | Test 892.94399 | time = 97.9s
No improvement. Counter: 9/20
Stepping scheduler on epoch. Current LR: [0.0005000000000000023, 0.0005000000000000023, 0.0005000000000000023]
Overfitting, but dropout_rate is at the maximum: 0.010000000000000002
[TRAIN] Running Saturation Loss: 3.825e-02	Running Chem Loss: 1.699e-04
[TRAIN] Running Molar Loss: 3.297e-04	Running Bulk Loss: 3.413e-05
[TRAIN] Running WEIGHTED Saturation Loss: 0.000e+00	Running Weighted Chem Loss: 1.699e-02
[TRAIN] Running WEIGHTED Molar Loss: 1.648e-02	Running Weighted Bulk Loss: 3.413e-02
[TEST] Running Saturation Loss: 5.549e-02	Running Chem Loss: 3.137e-04
[TEST] Running Molar Loss: 2.301e-04	Running Bulk Loss: 4.220e-05
Epoch 21: Train 676.12404 | Test 850.69571 | time = 99.3s
No improvement. Counter: 10/20
Stepping scheduler on epoch. Current LR: [0.0004877641290737906, 0.0004877641290737906, 0.0004877641290737906]
Overfitting, but dropout_rate is at the maximum: 0.010000000000000002
[TRAIN] Running Saturation Loss: 3.839e-02	Running Chem Loss: 1.693e-04
[TRAIN] Running Molar Loss: 3.308e-04	Running Bulk Loss: 3.385e-05
[TRAIN] Running WEIGHTED Saturation Loss: 0.000e+00	Running Weighted Chem Loss: 1.693e-02
[TRAIN] Running WEIGHTED Molar Loss: 1.654e-02	Running Weighted Bulk Loss: 3.385e-02
[TEST] Running Saturation Loss: 5.685e-02	Running Chem Loss: 2.946e-04
[TEST] Running Molar Loss: 2.713e-04	Running Bulk Loss: 4.513e-05
Epoch 22: Train 673.23334 | Test 881.51119 | time = 99.1s
No improvement. Counter: 11/20
Stepping scheduler on epoch. Current LR: [0.00045225424859373904, 0.00045225424859373904, 0.00045225424859373904]
Overfitting, but dropout_rate is at the maximum: 0.010000000000000002
[TRAIN] Running Saturation Loss: 3.837e-02	Running Chem Loss: 1.673e-04
[TRAIN] Running Molar Loss: 3.284e-04	Running Bulk Loss: 3.289e-05
[TRAIN] Running WEIGHTED Saturation Loss: 0.000e+00	Running Weighted Chem Loss: 1.673e-02
[TRAIN] Running WEIGHTED Molar Loss: 1.642e-02	Running Weighted Bulk Loss: 3.289e-02
[TEST] Running Saturation Loss: 5.756e-02	Running Chem Loss: 3.164e-04
[TEST] Running Molar Loss: 2.365e-04	Running Bulk Loss: 4.757e-05
Epoch 23: Train 660.36389 | Test 910.25327 | time = 97.9s
No improvement. Counter: 12/20
Stepping scheduler on epoch. Current LR: [0.0003969463130731201, 0.0003969463130731201, 0.0003969463130731201]
Overfitting, but dropout_rate is at the maximum: 0.010000000000000002
[TRAIN] Running Saturation Loss: 3.834e-02	Running Chem Loss: 1.658e-04
[TRAIN] Running Molar Loss: 3.259e-04	Running Bulk Loss: 3.225e-05
[TRAIN] Running WEIGHTED Saturation Loss: 0.000e+00	Running Weighted Chem Loss: 1.658e-02
[TRAIN] Running WEIGHTED Molar Loss: 1.629e-02	Running Weighted Bulk Loss: 3.225e-02
[TEST] Running Saturation Loss: 5.639e-02	Running Chem Loss: 3.121e-04
[TEST] Running Molar Loss: 2.324e-04	Running Bulk Loss: 4.444e-05
Epoch 24: Train 651.22513 | Test 872.71835 | time = 99.1s
No improvement. Counter: 13/20
Stepping scheduler on epoch. Current LR: [0.0003272542485937384, 0.0003272542485937384, 0.0003272542485937384]
Overfitting, but dropout_rate is at the maximum: 0.010000000000000002
[TRAIN] Running Saturation Loss: 3.828e-02	Running Chem Loss: 1.632e-04
[TRAIN] Running Molar Loss: 3.233e-04	Running Bulk Loss: 3.122e-05
[TRAIN] Running WEIGHTED Saturation Loss: 0.000e+00	Running Weighted Chem Loss: 1.632e-02
[TRAIN] Running WEIGHTED Molar Loss: 1.616e-02	Running Weighted Bulk Loss: 3.122e-02
[TEST] Running Saturation Loss: 5.629e-02	Running Chem Loss: 3.152e-04
[TEST] Running Molar Loss: 2.241e-04	Running Bulk Loss: 4.225e-05
Epoch 25: Train 637.05122 | Test 849.76857 | time = 100.0s
No improvement. Counter: 14/20
Stepping scheduler on epoch. Current LR: [0.0002500000000000012, 0.0002500000000000012, 0.0002500000000000012]
Overfitting, but dropout_rate is at the maximum: 0.010000000000000002
[TRAIN] Running Saturation Loss: 3.832e-02	Running Chem Loss: 1.611e-04
[TRAIN] Running Molar Loss: 3.224e-04	Running Bulk Loss: 3.016e-05
[TRAIN] Running WEIGHTED Saturation Loss: 0.000e+00	Running Weighted Chem Loss: 1.611e-02
[TRAIN] Running WEIGHTED Molar Loss: 1.612e-02	Running Weighted Bulk Loss: 3.016e-02
[TEST] Running Saturation Loss: 5.494e-02	Running Chem Loss: 3.157e-04
[TEST] Running Molar Loss: 2.183e-04	Running Bulk Loss: 4.261e-05
Epoch 26: Train 623.87334 | Test 850.95901 | time = 98.6s
No improvement. Counter: 15/20
Stepping scheduler on epoch. Current LR: [0.00017274575140626403, 0.00017274575140626403, 0.00017274575140626403]
Overfitting, but dropout_rate is at the maximum: 0.010000000000000002
[TRAIN] Running Saturation Loss: 3.829e-02	Running Chem Loss: 1.587e-04
[TRAIN] Running Molar Loss: 3.192e-04	Running Bulk Loss: 2.922e-05
[TRAIN] Running WEIGHTED Saturation Loss: 0.000e+00	Running Weighted Chem Loss: 1.587e-02
[TRAIN] Running WEIGHTED Molar Loss: 1.596e-02	Running Weighted Bulk Loss: 2.922e-02
[TEST] Running Saturation Loss: 5.529e-02	Running Chem Loss: 3.168e-04
[TEST] Running Molar Loss: 2.228e-04	Running Bulk Loss: 4.397e-05
Epoch 27: Train 610.51474 | Test 867.91545 | time = 98.7s
No improvement. Counter: 16/20
Stepping scheduler on epoch. Current LR: [0.00010305368692688227, 0.00010305368692688227, 0.00010305368692688227]
Overfitting, but dropout_rate is at the maximum: 0.010000000000000002
[TRAIN] Running Saturation Loss: 3.831e-02	Running Chem Loss: 1.569e-04
[TRAIN] Running Molar Loss: 3.170e-04	Running Bulk Loss: 2.835e-05
[TRAIN] Running WEIGHTED Saturation Loss: 0.000e+00	Running Weighted Chem Loss: 1.569e-02
[TRAIN] Running WEIGHTED Molar Loss: 1.585e-02	Running Weighted Bulk Loss: 2.835e-02
[TEST] Running Saturation Loss: 5.619e-02	Running Chem Loss: 3.026e-04
[TEST] Running Molar Loss: 2.198e-04	Running Bulk Loss: 3.831e-05
Epoch 28: Train 598.88047 | Test 795.55754 | time = 98.9s
New best test loss: 795.55754 (improvement of 2.06%) Saving model.
Stepping scheduler on epoch. Current LR: [4.774575140626342e-05, 4.774575140626342e-05, 4.774575140626342e-05]
Overfitting, but dropout_rate is at the maximum: 0.010000000000000002
[TRAIN] Running Saturation Loss: 3.827e-02	Running Chem Loss: 1.552e-04
[TRAIN] Running Molar Loss: 3.158e-04	Running Bulk Loss: 2.774e-05
[TRAIN] Running WEIGHTED Saturation Loss: 0.000e+00	Running Weighted Chem Loss: 1.552e-02
[TRAIN] Running WEIGHTED Molar Loss: 1.579e-02	Running Weighted Bulk Loss: 2.774e-02
[TEST] Running Saturation Loss: 5.977e-02	Running Chem Loss: 3.055e-04
[TEST] Running Molar Loss: 2.247e-04	Running Bulk Loss: 4.086e-05
Epoch 29: Train 590.44155 | Test 826.44574 | time = 99.7s
No improvement. Counter: 1/20
Stepping scheduler on epoch. Current LR: [1.2235870926211704e-05, 1.2235870926211704e-05, 1.2235870926211704e-05]
Overfitting, but dropout_rate is at the maximum: 0.010000000000000002
[TRAIN] Running Saturation Loss: 3.828e-02	Running Chem Loss: 1.539e-04
[TRAIN] Running Molar Loss: 3.142e-04	Running Bulk Loss: 2.742e-05
[TRAIN] Running WEIGHTED Saturation Loss: 0.000e+00	Running Weighted Chem Loss: 1.539e-02
[TRAIN] Running WEIGHTED Molar Loss: 1.571e-02	Running Weighted Bulk Loss: 2.742e-02
[TEST] Running Saturation Loss: 5.521e-02	Running Chem Loss: 2.914e-04
[TEST] Running Molar Loss: 2.188e-04	Running Bulk Loss: 3.766e-05
Epoch 30: Train 585.22971 | Test 777.38538 | time = 99.8s
New best test loss: 777.38538 (improvement of 2.28%) Saving model.
Stepping scheduler on epoch. Current LR: [0.0, 0.0, 0.0]
Overfitting, but dropout_rate is at the maximum: 0.010000000000000002
[TRAIN] Running Saturation Loss: 3.835e-02	Running Chem Loss: 1.541e-04
[TRAIN] Running Molar Loss: 3.155e-04	Running Bulk Loss: 2.744e-05
[TRAIN] Running WEIGHTED Saturation Loss: 0.000e+00	Running Weighted Chem Loss: 1.541e-02
[TRAIN] Running WEIGHTED Molar Loss: 1.578e-02	Running Weighted Bulk Loss: 2.744e-02
[TEST] Running Saturation Loss: 5.673e-02	Running Chem Loss: 3.026e-04
[TEST] Running Molar Loss: 2.183e-04	Running Bulk Loss: 3.769e-05
Epoch 31: Train 586.32530 | Test 788.57339 | time = 98.7s
No improvement. Counter: 1/20
Stepping scheduler on epoch. Current LR: [1.2235870926211617e-05, 1.2235870926211617e-05, 1.2235870926211617e-05]
Overfitting, but dropout_rate is at the maximum: 0.010000000000000002
[TRAIN] Running Saturation Loss: 3.836e-02	Running Chem Loss: 1.544e-04
[TRAIN] Running Molar Loss: 3.157e-04	Running Bulk Loss: 2.730e-05
[TRAIN] Running WEIGHTED Saturation Loss: 0.000e+00	Running Weighted Chem Loss: 1.544e-02
[TRAIN] Running WEIGHTED Molar Loss: 1.579e-02	Running Weighted Bulk Loss: 2.730e-02
[TEST] Running Saturation Loss: 5.510e-02	Running Chem Loss: 3.024e-04
[TEST] Running Molar Loss: 2.199e-04	Running Bulk Loss: 3.787e-05
Epoch 32: Train 585.25927 | Test 790.97334 | time = 98.8s
No improvement. Counter: 2/20
Stepping scheduler on epoch. Current LR: [4.774575140626319e-05, 4.774575140626319e-05, 4.774575140626319e-05]
Overfitting, but dropout_rate is at the maximum: 0.010000000000000002
[TRAIN] Running Saturation Loss: 3.833e-02	Running Chem Loss: 1.552e-04
[TRAIN] Running Molar Loss: 3.163e-04	Running Bulk Loss: 2.765e-05
[TRAIN] Running WEIGHTED Saturation Loss: 0.000e+00	Running Weighted Chem Loss: 1.552e-02
[TRAIN] Running WEIGHTED Molar Loss: 1.581e-02	Running Weighted Bulk Loss: 2.765e-02
[TEST] Running Saturation Loss: 5.630e-02	Running Chem Loss: 3.069e-04
[TEST] Running Molar Loss: 2.168e-04	Running Bulk Loss: 3.932e-05
Epoch 33: Train 589.85218 | Test 808.44271 | time = 98.9s
No improvement. Counter: 3/20
Stepping scheduler on epoch. Current LR: [0.00010305368692688186, 0.00010305368692688186, 0.00010305368692688186]
Overfitting, but dropout_rate is at the maximum: 0.010000000000000002
[TRAIN] Running Saturation Loss: 3.829e-02	Running Chem Loss: 1.563e-04
[TRAIN] Running Molar Loss: 3.168e-04	Running Bulk Loss: 2.822e-05
[TRAIN] Running WEIGHTED Saturation Loss: 0.000e+00	Running Weighted Chem Loss: 1.563e-02
[TRAIN] Running WEIGHTED Molar Loss: 1.584e-02	Running Weighted Bulk Loss: 2.822e-02
[TEST] Running Saturation Loss: 5.582e-02	Running Chem Loss: 3.089e-04
[TEST] Running Molar Loss: 2.193e-04	Running Bulk Loss: 4.001e-05
Epoch 34: Train 596.94379 | Test 818.63119 | time = 99.2s
No improvement. Counter: 4/20
Stepping scheduler on epoch. Current LR: [0.0001727457514062634, 0.0001727457514062634, 0.0001727457514062634]
Overfitting, but dropout_rate is at the maximum: 0.010000000000000002
[TRAIN] Running Saturation Loss: 3.835e-02	Running Chem Loss: 1.584e-04
[TRAIN] Running Molar Loss: 3.188e-04	Running Bulk Loss: 2.904e-05
[TRAIN] Running WEIGHTED Saturation Loss: 0.000e+00	Running Weighted Chem Loss: 1.584e-02
[TRAIN] Running WEIGHTED Molar Loss: 1.594e-02	Running Weighted Bulk Loss: 2.904e-02
[TEST] Running Saturation Loss: 5.632e-02	Running Chem Loss: 3.108e-04
[TEST] Running Molar Loss: 2.163e-04	Running Bulk Loss: 3.932e-05
Epoch 35: Train 608.17402 | Test 812.12335 | time = 98.8s
No improvement. Counter: 5/20
Stepping scheduler on epoch. Current LR: [0.00025000000000000044, 0.00025000000000000044, 0.00025000000000000044]
Overfitting, but dropout_rate is at the maximum: 0.010000000000000002
[TRAIN] Running Saturation Loss: 3.828e-02	Running Chem Loss: 1.600e-04
[TRAIN] Running Molar Loss: 3.202e-04	Running Bulk Loss: 2.984e-05
[TRAIN] Running WEIGHTED Saturation Loss: 0.000e+00	Running Weighted Chem Loss: 1.600e-02
[TRAIN] Running WEIGHTED Molar Loss: 1.601e-02	Running Weighted Bulk Loss: 2.984e-02
[TEST] Running Saturation Loss: 5.718e-02	Running Chem Loss: 3.031e-04
[TEST] Running Molar Loss: 2.276e-04	Running Bulk Loss: 4.233e-05
Epoch 36: Train 618.45841 | Test 840.21692 | time = 99.1s
No improvement. Counter: 6/20
Stepping scheduler on epoch. Current LR: [0.00032725424859373747, 0.00032725424859373747, 0.00032725424859373747]
Overfitting, but dropout_rate is at the maximum: 0.010000000000000002
[TRAIN] Running Saturation Loss: 3.824e-02	Running Chem Loss: 1.625e-04
[TRAIN] Running Molar Loss: 3.220e-04	Running Bulk Loss: 3.088e-05
[TRAIN] Running WEIGHTED Saturation Loss: 0.000e+00	Running Weighted Chem Loss: 1.625e-02
[TRAIN] Running WEIGHTED Molar Loss: 1.610e-02	Running Weighted Bulk Loss: 3.088e-02
[TEST] Running Saturation Loss: 5.504e-02	Running Chem Loss: 3.324e-04
[TEST] Running Molar Loss: 2.292e-04	Running Bulk Loss: 4.567e-05
Epoch 37: Train 632.27404 | Test 903.71924 | time = 98.9s
No improvement. Counter: 7/20
Stepping scheduler on epoch. Current LR: [0.0003969463130731191, 0.0003969463130731191, 0.0003969463130731191]
Overfitting, but dropout_rate is at the maximum: 0.010000000000000002
[TRAIN] Running Saturation Loss: 3.827e-02	Running Chem Loss: 1.641e-04
[TRAIN] Running Molar Loss: 3.232e-04	Running Bulk Loss: 3.160e-05
[TRAIN] Running WEIGHTED Saturation Loss: 0.000e+00	Running Weighted Chem Loss: 1.641e-02
[TRAIN] Running WEIGHTED Molar Loss: 1.616e-02	Running Weighted Bulk Loss: 3.160e-02
[TEST] Running Saturation Loss: 5.522e-02	Running Chem Loss: 2.997e-04
[TEST] Running Molar Loss: 2.300e-04	Running Bulk Loss: 4.444e-05
Epoch 38: Train 641.66187 | Test 859.13587 | time = 98.3s
No improvement. Counter: 8/20
Stepping scheduler on epoch. Current LR: [0.0004522542485937378, 0.0004522542485937378, 0.0004522542485937378]
Overfitting, but dropout_rate is at the maximum: 0.010000000000000002
[TRAIN] Running Saturation Loss: 3.828e-02	Running Chem Loss: 1.664e-04
[TRAIN] Running Molar Loss: 3.262e-04	Running Bulk Loss: 3.249e-05
[TRAIN] Running WEIGHTED Saturation Loss: 0.000e+00	Running Weighted Chem Loss: 1.664e-02
[TRAIN] Running WEIGHTED Molar Loss: 1.631e-02	Running Weighted Bulk Loss: 3.249e-02
[TEST] Running Saturation Loss: 5.639e-02	Running Chem Loss: 3.359e-04
[TEST] Running Molar Loss: 2.329e-04	Running Bulk Loss: 4.605e-05
Epoch 39: Train 654.43161 | Test 912.89443 | time = 98.3s
No improvement. Counter: 9/20
Stepping scheduler on epoch. Current LR: [0.0004877641290737895, 0.0004877641290737895, 0.0004877641290737895]
Overfitting, but dropout_rate is at the maximum: 0.010000000000000002
[TRAIN] Running Saturation Loss: 3.833e-02	Running Chem Loss: 1.673e-04
[TRAIN] Running Molar Loss: 3.275e-04	Running Bulk Loss: 3.262e-05
[TRAIN] Running WEIGHTED Saturation Loss: 0.000e+00	Running Weighted Chem Loss: 1.673e-02
[TRAIN] Running WEIGHTED Molar Loss: 1.638e-02	Running Weighted Bulk Loss: 3.262e-02
[TEST] Running Saturation Loss: 5.710e-02	Running Chem Loss: 3.394e-04
[TEST] Running Molar Loss: 2.357e-04	Running Bulk Loss: 5.122e-05
Epoch 40: Train 657.21357 | Test 969.42723 | time = 98.6s
No improvement. Counter: 10/20
Stepping scheduler on epoch. Current LR: [0.0005000000000000012, 0.0005000000000000012, 0.0005000000000000012]
Overfitting, but dropout_rate is at the maximum: 0.010000000000000002
[TRAIN] Running Saturation Loss: 3.833e-02	Running Chem Loss: 1.671e-04
[TRAIN] Running Molar Loss: 3.270e-04	Running Bulk Loss: 3.275e-05
[TRAIN] Running WEIGHTED Saturation Loss: 0.000e+00	Running Weighted Chem Loss: 1.671e-02
[TRAIN] Running WEIGHTED Molar Loss: 1.635e-02	Running Weighted Bulk Loss: 3.275e-02
[TEST] Running Saturation Loss: 5.480e-02	Running Chem Loss: 3.157e-04
[TEST] Running Molar Loss: 2.392e-04	Running Bulk Loss: 5.298e-05
Epoch 41: Train 658.14334 | Test 965.09575 | time = 99.2s
No improvement. Counter: 11/20
Stepping scheduler on epoch. Current LR: [0.00048776412907378976, 0.00048776412907378976, 0.00048776412907378976]
Overfitting, but dropout_rate is at the maximum: 0.010000000000000002
[TRAIN] Running Saturation Loss: 3.828e-02	Running Chem Loss: 1.667e-04
[TRAIN] Running Molar Loss: 3.270e-04	Running Bulk Loss: 3.222e-05
[TRAIN] Running WEIGHTED Saturation Loss: 0.000e+00	Running Weighted Chem Loss: 1.667e-02
[TRAIN] Running WEIGHTED Molar Loss: 1.635e-02	Running Weighted Bulk Loss: 3.222e-02
[TEST] Running Saturation Loss: 5.532e-02	Running Chem Loss: 3.320e-04
[TEST] Running Molar Loss: 2.397e-04	Running Bulk Loss: 5.010e-05
Epoch 42: Train 652.41228 | Test 952.87740 | time = 98.3s
No improvement. Counter: 12/20
Stepping scheduler on epoch. Current LR: [0.00045225424859373807, 0.00045225424859373807, 0.00045225424859373807]
Overfitting, but dropout_rate is at the maximum: 0.010000000000000002
[TRAIN] Running Saturation Loss: 3.830e-02	Running Chem Loss: 1.653e-04
[TRAIN] Running Molar Loss: 3.253e-04	Running Bulk Loss: 3.168e-05
[TRAIN] Running WEIGHTED Saturation Loss: 0.000e+00	Running Weighted Chem Loss: 1.653e-02
[TRAIN] Running WEIGHTED Molar Loss: 1.627e-02	Running Weighted Bulk Loss: 3.168e-02
[TEST] Running Saturation Loss: 5.619e-02	Running Chem Loss: 3.173e-04
[TEST] Running Molar Loss: 2.278e-04	Running Bulk Loss: 4.321e-05
Epoch 43: Train 644.74388 | Test 863.28042 | time = 98.7s
No improvement. Counter: 13/20
Stepping scheduler on epoch. Current LR: [0.00039694631307311937, 0.00039694631307311937, 0.00039694631307311937]
Overfitting, but dropout_rate is at the maximum: 0.010000000000000002
[TRAIN] Running Saturation Loss: 3.830e-02	Running Chem Loss: 1.634e-04
[TRAIN] Running Molar Loss: 3.249e-04	Running Bulk Loss: 3.086e-05
[TRAIN] Running WEIGHTED Saturation Loss: 0.000e+00	Running Weighted Chem Loss: 1.634e-02
[TRAIN] Running WEIGHTED Molar Loss: 1.624e-02	Running Weighted Bulk Loss: 3.086e-02
[TEST] Running Saturation Loss: 5.671e-02	Running Chem Loss: 3.432e-04
[TEST] Running Molar Loss: 2.339e-04	Running Bulk Loss: 4.662e-05
Epoch 44: Train 634.47497 | Test 926.33126 | time = 98.7s
No improvement. Counter: 14/20
Stepping scheduler on epoch. Current LR: [0.0003272542485937382, 0.0003272542485937382, 0.0003272542485937382]
Overfitting, but dropout_rate is at the maximum: 0.010000000000000002
[TRAIN] Running Saturation Loss: 3.829e-02	Running Chem Loss: 1.615e-04
[TRAIN] Running Molar Loss: 3.226e-04	Running Bulk Loss: 3.001e-05
[TRAIN] Running WEIGHTED Saturation Loss: 0.000e+00	Running Weighted Chem Loss: 1.615e-02
[TRAIN] Running WEIGHTED Molar Loss: 1.613e-02	Running Weighted Bulk Loss: 3.001e-02
[TEST] Running Saturation Loss: 5.617e-02	Running Chem Loss: 3.244e-04
[TEST] Running Molar Loss: 2.401e-04	Running Bulk Loss: 4.293e-05
Epoch 45: Train 622.93554 | Test 873.77652 | time = 98.4s
No improvement. Counter: 15/20
Stepping scheduler on epoch. Current LR: [0.0002500000000000007, 0.0002500000000000007, 0.0002500000000000007]
Overfitting, but dropout_rate is at the maximum: 0.010000000000000002
[TRAIN] Running Saturation Loss: 3.828e-02	Running Chem Loss: 1.589e-04
[TRAIN] Running Molar Loss: 3.197e-04	Running Bulk Loss: 2.903e-05
[TRAIN] Running WEIGHTED Saturation Loss: 0.000e+00	Running Weighted Chem Loss: 1.589e-02
[TRAIN] Running WEIGHTED Molar Loss: 1.599e-02	Running Weighted Bulk Loss: 2.903e-02
[TEST] Running Saturation Loss: 5.527e-02	Running Chem Loss: 3.115e-04
[TEST] Running Molar Loss: 2.295e-04	Running Bulk Loss: 4.009e-05
Epoch 46: Train 609.07297 | Test 827.16018 | time = 102.0s
No improvement. Counter: 16/20
Stepping scheduler on epoch. Current LR: [0.00017274575140626368, 0.00017274575140626368, 0.00017274575140626368]
Overfitting, but dropout_rate is at the maximum: 0.010000000000000002
[TRAIN] Running Saturation Loss: 3.831e-02	Running Chem Loss: 1.566e-04
[TRAIN] Running Molar Loss: 3.173e-04	Running Bulk Loss: 2.796e-05
[TRAIN] Running WEIGHTED Saturation Loss: 0.000e+00	Running Weighted Chem Loss: 1.566e-02
[TRAIN] Running WEIGHTED Molar Loss: 1.587e-02	Running Weighted Bulk Loss: 2.796e-02
[TEST] Running Saturation Loss: 5.691e-02	Running Chem Loss: 3.101e-04
[TEST] Running Molar Loss: 2.286e-04	Running Bulk Loss: 3.932e-05
Epoch 47: Train 594.79787 | Test 817.52928 | time = 99.4s
No improvement. Counter: 17/20
Stepping scheduler on epoch. Current LR: [0.00010305368692688171, 0.00010305368692688171, 0.00010305368692688171]
Overfitting, but dropout_rate is at the maximum: 0.010000000000000002
[TRAIN] Running Saturation Loss: 3.833e-02	Running Chem Loss: 1.545e-04
[TRAIN] Running Molar Loss: 3.150e-04	Running Bulk Loss: 2.732e-05
[TRAIN] Running WEIGHTED Saturation Loss: 0.000e+00	Running Weighted Chem Loss: 1.545e-02
[TRAIN] Running WEIGHTED Molar Loss: 1.575e-02	Running Weighted Bulk Loss: 2.732e-02
[TEST] Running Saturation Loss: 5.420e-02	Running Chem Loss: 3.123e-04
[TEST] Running Molar Loss: 2.219e-04	Running Bulk Loss: 3.888e-05
Epoch 48: Train 585.24961 | Test 812.07057 | time = 100.0s
No improvement. Counter: 18/20
Stepping scheduler on epoch. Current LR: [4.774575140626334e-05, 4.774575140626334e-05, 4.774575140626334e-05]
Overfitting, but dropout_rate is at the maximum: 0.010000000000000002
[TRAIN] Running Saturation Loss: 3.835e-02	Running Chem Loss: 1.529e-04
[TRAIN] Running Molar Loss: 3.149e-04	Running Bulk Loss: 2.657e-05
[TRAIN] Running WEIGHTED Saturation Loss: 0.000e+00	Running Weighted Chem Loss: 1.529e-02
[TRAIN] Running WEIGHTED Molar Loss: 1.575e-02	Running Weighted Bulk Loss: 2.657e-02
[TEST] Running Saturation Loss: 5.422e-02	Running Chem Loss: 3.182e-04
[TEST] Running Molar Loss: 2.144e-04	Running Bulk Loss: 3.782e-05
Epoch 49: Train 576.08175 | Test 803.56577 | time = 99.9s
No improvement. Counter: 19/20
Stepping scheduler on epoch. Current LR: [1.2235870926211816e-05, 1.2235870926211816e-05, 1.2235870926211816e-05]
Overfitting, but dropout_rate is at the maximum: 0.010000000000000002
[TRAIN] Running Saturation Loss: 3.826e-02	Running Chem Loss: 1.519e-04
[TRAIN] Running Molar Loss: 3.122e-04	Running Bulk Loss: 2.624e-05
[TRAIN] Running WEIGHTED Saturation Loss: 0.000e+00	Running Weighted Chem Loss: 1.519e-02
[TRAIN] Running WEIGHTED Molar Loss: 1.561e-02	Running Weighted Bulk Loss: 2.624e-02
[TEST] Running Saturation Loss: 5.452e-02	Running Chem Loss: 3.058e-04
[TEST] Running Molar Loss: 2.167e-04	Running Bulk Loss: 3.489e-05
Epoch 50: Train 570.35089 | Test 763.03744 | time = 99.1s
New best test loss: 763.03744 (improvement of 1.85%) Saving model.
