=== Log started at 2026-05-21 01:06:06 ===
###### config ######
{'encoderLayerUp': 2, 'encoderLayerDown': 1, 'middleLayerUp': 2, 'middleLayerDown': 0, 'low_regularization': '0.0batchnormdropout0.5', 'high_regularization': '0.10batchnormdropout0.5', 'activation_leak': 0.05, 'lowWD': 0.0001, 'highWD': 0.001, 'noise': 0.005, 'description': ''}
####################
Freezing head: encoder
Freezing head: sat_head
dropout in 0.10batchnormdropout0.5: 0.1 -> 0.5
  Bulk loss enabled, disabling dropout (max_drop=0)
[TRAIN] Running Saturation Loss: 6.839e-02	Running Chem Loss: 3.051e-04
[TRAIN] Running Molar Loss: 5.601e-04	Running Bulk Loss: 1.135e-04
[TRAIN] Running WEIGHTED Saturation Loss: 0.000e+00	Running Weighted Chem Loss: 3.051e-02
[TRAIN] Running WEIGHTED Molar Loss: 2.800e-02	Running Weighted Bulk Loss: 1.135e-01
[TEST] Running Saturation Loss: 6.325e-02	Running Chem Loss: 2.875e-04
[TEST] Running Molar Loss: 4.031e-04	Running Bulk Loss: 6.367e-05
Epoch 01: Train 1719.69261 | Test 1125.73806 | time = 76.8s
New best test loss: 1125.73806 (improvement of nan%) Saving model.
Stepping scheduler on epoch. Current LR: [0.0004877641290737884, 0.0004877641290737884, 0.0004877641290737884]
Underfitting. Decreasing Dropout: 0.1->0.08
[TRAIN] Running Saturation Loss: 6.051e-02	Running Chem Loss: 2.655e-04
[TRAIN] Running Molar Loss: 4.799e-04	Running Bulk Loss: 8.880e-05
[TRAIN] Running WEIGHTED Saturation Loss: 0.000e+00	Running Weighted Chem Loss: 2.655e-02
[TRAIN] Running WEIGHTED Molar Loss: 2.399e-02	Running Weighted Bulk Loss: 8.880e-02
[TEST] Running Saturation Loss: 6.535e-02	Running Chem Loss: 2.814e-04
[TEST] Running Molar Loss: 4.285e-04	Running Bulk Loss: 5.706e-05
Epoch 02: Train 1393.44203 | Test 1066.24777 | time = 76.6s
New best test loss: 1066.24777 (improvement of 5.28%) Saving model.
Stepping scheduler on epoch. Current LR: [0.0004522542485937368, 0.0004522542485937368, 0.0004522542485937368]
Underfitting. Decreasing Dropout: 0.08->0.06
[TRAIN] Running Saturation Loss: 5.340e-02	Running Chem Loss: 2.266e-04
[TRAIN] Running Molar Loss: 4.068e-04	Running Bulk Loss: 6.921e-05
[TRAIN] Running WEIGHTED Saturation Loss: 0.000e+00	Running Weighted Chem Loss: 2.266e-02
[TRAIN] Running WEIGHTED Molar Loss: 2.034e-02	Running Weighted Bulk Loss: 6.921e-02
[TEST] Running Saturation Loss: 6.199e-02	Running Chem Loss: 2.628e-04
[TEST] Running Molar Loss: 3.664e-04	Running Bulk Loss: 5.229e-05
Epoch 03: Train 1122.04818 | Test 968.86588 | time = 76.2s
New best test loss: 968.86588 (improvement of 9.13%) Saving model.
Stepping scheduler on epoch. Current LR: [0.0003969463130731183, 0.0003969463130731183, 0.0003969463130731183]
Underfitting. Decreasing Dropout: 0.06->0.039999999999999994
[TRAIN] Running Saturation Loss: 4.682e-02	Running Chem Loss: 1.871e-04
[TRAIN] Running Molar Loss: 3.346e-04	Running Bulk Loss: 5.120e-05
[TRAIN] Running WEIGHTED Saturation Loss: 0.000e+00	Running Weighted Chem Loss: 1.871e-02
[TRAIN] Running WEIGHTED Molar Loss: 1.673e-02	Running Weighted Bulk Loss: 5.120e-02
[TEST] Running Saturation Loss: 6.115e-02	Running Chem Loss: 2.348e-04
[TEST] Running Molar Loss: 3.209e-04	Running Bulk Loss: 4.894e-05
Epoch 04: Train 866.42408 | Test 884.68171 | time = 76.5s
New best test loss: 884.68171 (improvement of 8.69%) Saving model.
Stepping scheduler on epoch. Current LR: [0.00032725424859373687, 0.00032725424859373687, 0.00032725424859373687]
Overfitting, but dropout_rate is at the maximum: 0.039999999999999994
[TRAIN] Running Saturation Loss: 4.686e-02	Running Chem Loss: 1.823e-04
[TRAIN] Running Molar Loss: 3.302e-04	Running Bulk Loss: 4.947e-05
[TRAIN] Running WEIGHTED Saturation Loss: 0.000e+00	Running Weighted Chem Loss: 1.823e-02
[TRAIN] Running WEIGHTED Molar Loss: 1.651e-02	Running Weighted Bulk Loss: 4.947e-02
[TEST] Running Saturation Loss: 6.115e-02	Running Chem Loss: 2.230e-04
[TEST] Running Molar Loss: 3.262e-04	Running Bulk Loss: 4.464e-05
Epoch 05: Train 842.13278 | Test 832.42270 | time = 76.1s
New best test loss: 832.42270 (improvement of 5.91%) Saving model.
Stepping scheduler on epoch. Current LR: [0.00025, 0.00025, 0.00025]
Underfitting. Decreasing Dropout: 0.039999999999999994->0.019999999999999993
[TRAIN] Running Saturation Loss: 4.079e-02	Running Chem Loss: 1.442e-04
[TRAIN] Running Molar Loss: 2.622e-04	Running Bulk Loss: 3.285e-05
[TRAIN] Running WEIGHTED Saturation Loss: 0.000e+00	Running Weighted Chem Loss: 1.442e-02
[TRAIN] Running WEIGHTED Molar Loss: 1.311e-02	Running Weighted Bulk Loss: 3.285e-02
[TEST] Running Saturation Loss: 6.170e-02	Running Chem Loss: 2.188e-04
[TEST] Running Molar Loss: 3.203e-04	Running Bulk Loss: 4.362e-05
Epoch 06: Train 603.80244 | Test 815.17506 | time = 76.8s
New best test loss: 815.17506 (improvement of 2.07%) Saving model.
Stepping scheduler on epoch. Current LR: [0.00017274575140626317, 0.00017274575140626317, 0.00017274575140626317]
Overfitting, but dropout_rate is at the maximum: 0.019999999999999993
[TRAIN] Running Saturation Loss: 4.082e-02	Running Chem Loss: 1.402e-04
[TRAIN] Running Molar Loss: 2.584e-04	Running Bulk Loss: 3.154e-05
[TRAIN] Running WEIGHTED Saturation Loss: 0.000e+00	Running Weighted Chem Loss: 1.402e-02
[TRAIN] Running WEIGHTED Molar Loss: 1.292e-02	Running Weighted Bulk Loss: 3.154e-02
[TEST] Running Saturation Loss: 5.943e-02	Running Chem Loss: 2.083e-04
[TEST] Running Molar Loss: 2.969e-04	Running Bulk Loss: 4.084e-05
Epoch 07: Train 584.82473 | Test 765.11911 | time = 76.7s
New best test loss: 765.11911 (improvement of 6.14%) Saving model.
Stepping scheduler on epoch. Current LR: [0.00010305368692688175, 0.00010305368692688175, 0.00010305368692688175]
Overfitting, but dropout_rate is at the maximum: 0.019999999999999993
[TRAIN] Running Saturation Loss: 4.086e-02	Running Chem Loss: 1.377e-04
[TRAIN] Running Molar Loss: 2.566e-04	Running Bulk Loss: 3.057e-05
[TRAIN] Running WEIGHTED Saturation Loss: 0.000e+00	Running Weighted Chem Loss: 1.377e-02
[TRAIN] Running WEIGHTED Molar Loss: 1.283e-02	Running Weighted Bulk Loss: 3.057e-02
[TEST] Running Saturation Loss: 6.252e-02	Running Chem Loss: 2.118e-04
[TEST] Running Molar Loss: 3.332e-04	Running Bulk Loss: 3.779e-05
Epoch 08: Train 571.65407 | Test 756.30209 | time = 77.5s
New best test loss: 756.30209 (improvement of 1.15%) 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: 0.019999999999999993
[TRAIN] Running Saturation Loss: 4.080e-02	Running Chem Loss: 1.357e-04
[TRAIN] Running Molar Loss: 2.537e-04	Running Bulk Loss: 2.991e-05
[TRAIN] Running WEIGHTED Saturation Loss: 0.000e+00	Running Weighted Chem Loss: 1.357e-02
[TRAIN] Running WEIGHTED Molar Loss: 1.269e-02	Running Weighted Bulk Loss: 2.991e-02
[TEST] Running Saturation Loss: 5.901e-02	Running Chem Loss: 2.062e-04
[TEST] Running Molar Loss: 3.083e-04	Running Bulk Loss: 3.782e-05
Epoch 09: Train 561.62460 | Test 738.64010 | time = 76.3s
New best test loss: 738.64010 (improvement of 2.34%) 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: 0.019999999999999993
[TRAIN] Running Saturation Loss: 4.085e-02	Running Chem Loss: 1.347e-04
[TRAIN] Running Molar Loss: 2.530e-04	Running Bulk Loss: 2.944e-05
[TRAIN] Running WEIGHTED Saturation Loss: 0.000e+00	Running Weighted Chem Loss: 1.347e-02
[TRAIN] Running WEIGHTED Molar Loss: 1.265e-02	Running Weighted Bulk Loss: 2.944e-02
[TEST] Running Saturation Loss: 6.160e-02	Running Chem Loss: 2.082e-04
[TEST] Running Molar Loss: 3.145e-04	Running Bulk Loss: 3.722e-05
Epoch 10: Train 555.57553 | Test 737.63041 | time = 76.6s
New best test loss: 737.63041 (improvement of 0.14%) Saving model.
Stepping scheduler on epoch. Current LR: [0.0, 0.0, 0.0]
Overfitting, but dropout_rate is at the maximum: 0.019999999999999993
[TRAIN] Running Saturation Loss: 4.081e-02	Running Chem Loss: 1.342e-04
[TRAIN] Running Molar Loss: 2.526e-04	Running Bulk Loss: 2.939e-05
[TRAIN] Running WEIGHTED Saturation Loss: 0.000e+00	Running Weighted Chem Loss: 1.342e-02
[TRAIN] Running WEIGHTED Molar Loss: 1.263e-02	Running Weighted Bulk Loss: 2.939e-02
[TEST] Running Saturation Loss: 6.040e-02	Running Chem Loss: 2.054e-04
[TEST] Running Molar Loss: 3.041e-04	Running Bulk Loss: 3.703e-05
Epoch 11: Train 554.41496 | Test 727.66222 | time = 76.3s
New best test loss: 727.66222 (improvement of 1.35%) 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: 0.019999999999999993
[TRAIN] Running Saturation Loss: 4.082e-02	Running Chem Loss: 1.346e-04
[TRAIN] Running Molar Loss: 2.526e-04	Running Bulk Loss: 2.936e-05
[TRAIN] Running WEIGHTED Saturation Loss: 0.000e+00	Running Weighted Chem Loss: 1.346e-02
[TRAIN] Running WEIGHTED Molar Loss: 1.263e-02	Running Weighted Bulk Loss: 2.936e-02
[TEST] Running Saturation Loss: 6.098e-02	Running Chem Loss: 2.046e-04
[TEST] Running Molar Loss: 3.126e-04	Running Bulk Loss: 3.700e-05
Epoch 12: Train 554.50232 | Test 730.88644 | time = 76.3s
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: 0.019999999999999993
[TRAIN] Running Saturation Loss: 4.082e-02	Running Chem Loss: 1.349e-04
[TRAIN] Running Molar Loss: 2.531e-04	Running Bulk Loss: 2.970e-05
[TRAIN] Running WEIGHTED Saturation Loss: 0.000e+00	Running Weighted Chem Loss: 1.349e-02
[TRAIN] Running WEIGHTED Molar Loss: 1.266e-02	Running Weighted Bulk Loss: 2.970e-02
[TEST] Running Saturation Loss: 5.993e-02	Running Chem Loss: 2.042e-04
[TEST] Running Molar Loss: 2.999e-04	Running Bulk Loss: 3.715e-05
Epoch 13: Train 558.47365 | Test 725.60528 | time = 76.7s
New best test loss: 725.60528 (improvement of 0.28%) Saving model.
Stepping scheduler on epoch. Current LR: [0.00010305368692688215, 0.00010305368692688215, 0.00010305368692688215]
Overfitting, but dropout_rate is at the maximum: 0.019999999999999993
[TRAIN] Running Saturation Loss: 4.084e-02	Running Chem Loss: 1.357e-04
[TRAIN] Running Molar Loss: 2.532e-04	Running Bulk Loss: 3.017e-05
[TRAIN] Running WEIGHTED Saturation Loss: 0.000e+00	Running Weighted Chem Loss: 1.357e-02
[TRAIN] Running WEIGHTED Molar Loss: 1.266e-02	Running Weighted Bulk Loss: 3.017e-02
[TEST] Running Saturation Loss: 6.045e-02	Running Chem Loss: 2.067e-04
[TEST] Running Molar Loss: 2.928e-04	Running Bulk Loss: 3.828e-05
Epoch 14: Train 563.94956 | Test 735.88117 | time = 76.1s
No improvement. Counter: 1/20
Stepping scheduler on epoch. Current LR: [0.0001727457514062639, 0.0001727457514062639, 0.0001727457514062639]
Overfitting, but dropout_rate is at the maximum: 0.019999999999999993
[TRAIN] Running Saturation Loss: 4.078e-02	Running Chem Loss: 1.367e-04
[TRAIN] Running Molar Loss: 2.537e-04	Running Bulk Loss: 3.080e-05
[TRAIN] Running WEIGHTED Saturation Loss: 0.000e+00	Running Weighted Chem Loss: 1.367e-02
[TRAIN] Running WEIGHTED Molar Loss: 1.269e-02	Running Weighted Bulk Loss: 3.080e-02
[TEST] Running Saturation Loss: 6.238e-02	Running Chem Loss: 2.082e-04
[TEST] Running Molar Loss: 3.150e-04	Running Bulk Loss: 3.905e-05
Epoch 15: Train 571.61247 | Test 756.28977 | time = 75.9s
No improvement. Counter: 2/20
Stepping scheduler on epoch. Current LR: [0.0002500000000000011, 0.0002500000000000011, 0.0002500000000000011]
Overfitting, but dropout_rate is at the maximum: 0.019999999999999993
[TRAIN] Running Saturation Loss: 4.086e-02	Running Chem Loss: 1.382e-04
[TRAIN] Running Molar Loss: 2.553e-04	Running Bulk Loss: 3.161e-05
[TRAIN] Running WEIGHTED Saturation Loss: 0.000e+00	Running Weighted Chem Loss: 1.382e-02
[TRAIN] Running WEIGHTED Molar Loss: 1.277e-02	Running Weighted Bulk Loss: 3.161e-02
[TEST] Running Saturation Loss: 6.251e-02	Running Chem Loss: 2.082e-04
[TEST] Running Molar Loss: 3.116e-04	Running Bulk Loss: 4.154e-05
Epoch 16: Train 582.01956 | Test 779.40340 | time = 77.3s
No improvement. Counter: 3/20
Stepping scheduler on epoch. Current LR: [0.0003272542485937383, 0.0003272542485937383, 0.0003272542485937383]
Overfitting, but dropout_rate is at the maximum: 0.019999999999999993
[TRAIN] Running Saturation Loss: 4.085e-02	Running Chem Loss: 1.387e-04
[TRAIN] Running Molar Loss: 2.561e-04	Running Bulk Loss: 3.208e-05
[TRAIN] Running WEIGHTED Saturation Loss: 0.000e+00	Running Weighted Chem Loss: 1.387e-02
[TRAIN] Running WEIGHTED Molar Loss: 1.280e-02	Running Weighted Bulk Loss: 3.208e-02
[TEST] Running Saturation Loss: 6.093e-02	Running Chem Loss: 2.057e-04
[TEST] Running Molar Loss: 3.019e-04	Running Bulk Loss: 3.942e-05
Epoch 17: Train 587.52488 | Test 750.84365 | time = 77.0s
No improvement. Counter: 4/20
Stepping scheduler on epoch. Current LR: [0.00039694631307312, 0.00039694631307312, 0.00039694631307312]
Overfitting, but dropout_rate is at the maximum: 0.019999999999999993
[TRAIN] Running Saturation Loss: 4.086e-02	Running Chem Loss: 1.398e-04
[TRAIN] Running Molar Loss: 2.572e-04	Running Bulk Loss: 3.259e-05
[TRAIN] Running WEIGHTED Saturation Loss: 0.000e+00	Running Weighted Chem Loss: 1.398e-02
[TRAIN] Running WEIGHTED Molar Loss: 1.286e-02	Running Weighted Bulk Loss: 3.259e-02
[TEST] Running Saturation Loss: 6.224e-02	Running Chem Loss: 2.245e-04
[TEST] Running Molar Loss: 3.388e-04	Running Bulk Loss: 4.358e-05
Epoch 18: Train 594.37322 | Test 829.75091 | time = 76.6s
No improvement. Counter: 5/20
Stepping scheduler on epoch. Current LR: [0.00045225424859373893, 0.00045225424859373893, 0.00045225424859373893]
Overfitting, but dropout_rate is at the maximum: 0.019999999999999993
[TRAIN] Running Saturation Loss: 4.082e-02	Running Chem Loss: 1.403e-04
[TRAIN] Running Molar Loss: 2.578e-04	Running Bulk Loss: 3.290e-05
[TRAIN] Running WEIGHTED Saturation Loss: 0.000e+00	Running Weighted Chem Loss: 1.403e-02
[TRAIN] Running WEIGHTED Molar Loss: 1.289e-02	Running Weighted Bulk Loss: 3.290e-02
[TEST] Running Saturation Loss: 5.852e-02	Running Chem Loss: 2.091e-04
[TEST] Running Molar Loss: 2.959e-04	Running Bulk Loss: 4.081e-05
Epoch 19: Train 598.13868 | Test 765.15157 | time = 77.8s
No improvement. Counter: 6/20
Stepping scheduler on epoch. Current LR: [0.0004877641290737906, 0.0004877641290737906, 0.0004877641290737906]
Overfitting, but dropout_rate is at the maximum: 0.019999999999999993
[TRAIN] Running Saturation Loss: 4.088e-02	Running Chem Loss: 1.400e-04
[TRAIN] Running Molar Loss: 2.579e-04	Running Bulk Loss: 3.287e-05
[TRAIN] Running WEIGHTED Saturation Loss: 0.000e+00	Running Weighted Chem Loss: 1.400e-02
[TRAIN] Running WEIGHTED Molar Loss: 1.290e-02	Running Weighted Bulk Loss: 3.287e-02
[TEST] Running Saturation Loss: 5.970e-02	Running Chem Loss: 2.124e-04
[TEST] Running Molar Loss: 3.070e-04	Running Bulk Loss: 4.351e-05
Epoch 20: Train 597.64316 | Test 801.00584 | time = 77.0s
No improvement. Counter: 7/20
Stepping scheduler on epoch. Current LR: [0.0005000000000000023, 0.0005000000000000023, 0.0005000000000000023]
Overfitting, but dropout_rate is at the maximum: 0.019999999999999993
[TRAIN] Running Saturation Loss: 4.090e-02	Running Chem Loss: 1.396e-04
[TRAIN] Running Molar Loss: 2.572e-04	Running Bulk Loss: 3.269e-05
[TRAIN] Running WEIGHTED Saturation Loss: 0.000e+00	Running Weighted Chem Loss: 1.396e-02
[TRAIN] Running WEIGHTED Molar Loss: 1.286e-02	Running Weighted Bulk Loss: 3.269e-02
[TEST] Running Saturation Loss: 6.125e-02	Running Chem Loss: 2.142e-04
[TEST] Running Molar Loss: 3.115e-04	Running Bulk Loss: 4.382e-05
Epoch 21: Train 595.10413 | Test 808.18812 | time = 76.8s
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: 0.019999999999999993
[TRAIN] Running Saturation Loss: 4.081e-02	Running Chem Loss: 1.382e-04
[TRAIN] Running Molar Loss: 2.546e-04	Running Bulk Loss: 3.222e-05
[TRAIN] Running WEIGHTED Saturation Loss: 0.000e+00	Running Weighted Chem Loss: 1.382e-02
[TRAIN] Running WEIGHTED Molar Loss: 1.273e-02	Running Weighted Bulk Loss: 3.222e-02
[TEST] Running Saturation Loss: 6.065e-02	Running Chem Loss: 2.075e-04
[TEST] Running Molar Loss: 3.188e-04	Running Bulk Loss: 3.975e-05
Epoch 22: Train 587.67019 | Test 764.42769 | time = 77.1s
No improvement. Counter: 9/20
Stepping scheduler on epoch. Current LR: [0.00045225424859373904, 0.00045225424859373904, 0.00045225424859373904]
Overfitting, but dropout_rate is at the maximum: 0.019999999999999993
[TRAIN] Running Saturation Loss: 4.082e-02	Running Chem Loss: 1.368e-04
[TRAIN] Running Molar Loss: 2.539e-04	Running Bulk Loss: 3.165e-05
[TRAIN] Running WEIGHTED Saturation Loss: 0.000e+00	Running Weighted Chem Loss: 1.368e-02
[TRAIN] Running WEIGHTED Molar Loss: 1.269e-02	Running Weighted Bulk Loss: 3.165e-02
[TEST] Running Saturation Loss: 5.906e-02	Running Chem Loss: 2.157e-04
[TEST] Running Molar Loss: 2.956e-04	Running Bulk Loss: 4.176e-05
Epoch 23: Train 580.23340 | Test 781.09658 | time = 77.0s
No improvement. Counter: 10/20
Stepping scheduler on epoch. Current LR: [0.0003969463130731201, 0.0003969463130731201, 0.0003969463130731201]
Overfitting, but dropout_rate is at the maximum: 0.019999999999999993
[TRAIN] Running Saturation Loss: 4.084e-02	Running Chem Loss: 1.348e-04
[TRAIN] Running Molar Loss: 2.525e-04	Running Bulk Loss: 3.076e-05
[TRAIN] Running WEIGHTED Saturation Loss: 0.000e+00	Running Weighted Chem Loss: 1.348e-02
[TRAIN] Running WEIGHTED Molar Loss: 1.263e-02	Running Weighted Bulk Loss: 3.076e-02
[TEST] Running Saturation Loss: 6.006e-02	Running Chem Loss: 2.045e-04
[TEST] Running Molar Loss: 2.886e-04	Running Bulk Loss: 3.874e-05
Epoch 24: Train 568.67645 | Test 736.26621 | time = 77.6s
No improvement. Counter: 11/20
Stepping scheduler on epoch. Current LR: [0.0003272542485937384, 0.0003272542485937384, 0.0003272542485937384]
Overfitting, but dropout_rate is at the maximum: 0.019999999999999993
[TRAIN] Running Saturation Loss: 4.086e-02	Running Chem Loss: 1.329e-04
[TRAIN] Running Molar Loss: 2.502e-04	Running Bulk Loss: 2.985e-05
[TRAIN] Running WEIGHTED Saturation Loss: 0.000e+00	Running Weighted Chem Loss: 1.329e-02
[TRAIN] Running WEIGHTED Molar Loss: 1.251e-02	Running Weighted Bulk Loss: 2.985e-02
[TEST] Running Saturation Loss: 6.195e-02	Running Chem Loss: 2.046e-04
[TEST] Running Molar Loss: 3.086e-04	Running Bulk Loss: 3.794e-05
Epoch 25: Train 556.53071 | Test 738.22597 | time = 77.4s
No improvement. Counter: 12/20
Stepping scheduler on epoch. Current LR: [0.0002500000000000012, 0.0002500000000000012, 0.0002500000000000012]
Overfitting, but dropout_rate is at the maximum: 0.019999999999999993
[TRAIN] Running Saturation Loss: 4.084e-02	Running Chem Loss: 1.307e-04
[TRAIN] Running Molar Loss: 2.493e-04	Running Bulk Loss: 2.887e-05
[TRAIN] Running WEIGHTED Saturation Loss: 0.000e+00	Running Weighted Chem Loss: 1.307e-02
[TRAIN] Running WEIGHTED Molar Loss: 1.247e-02	Running Weighted Bulk Loss: 2.887e-02
[TEST] Running Saturation Loss: 6.382e-02	Running Chem Loss: 2.049e-04
[TEST] Running Molar Loss: 3.216e-04	Running Bulk Loss: 3.648e-05
Epoch 26: Train 544.06305 | Test 730.55987 | time = 77.2s
No improvement. Counter: 13/20
Stepping scheduler on epoch. Current LR: [0.00017274575140626403, 0.00017274575140626403, 0.00017274575140626403]
Overfitting, but dropout_rate is at the maximum: 0.019999999999999993
[TRAIN] Running Saturation Loss: 4.083e-02	Running Chem Loss: 1.286e-04
[TRAIN] Running Molar Loss: 2.460e-04	Running Bulk Loss: 2.806e-05
[TRAIN] Running WEIGHTED Saturation Loss: 0.000e+00	Running Weighted Chem Loss: 1.286e-02
[TRAIN] Running WEIGHTED Molar Loss: 1.230e-02	Running Weighted Bulk Loss: 2.806e-02
[TEST] Running Saturation Loss: 5.785e-02	Running Chem Loss: 1.982e-04
[TEST] Running Molar Loss: 2.874e-04	Running Bulk Loss: 3.498e-05
Epoch 27: Train 532.15528 | Test 691.64370 | time = 77.7s
New best test loss: 691.64370 (improvement of 4.68%) Saving model.
Stepping scheduler on epoch. Current LR: [0.00010305368692688227, 0.00010305368692688227, 0.00010305368692688227]
Overfitting, but dropout_rate is at the maximum: 0.019999999999999993
[TRAIN] Running Saturation Loss: 4.080e-02	Running Chem Loss: 1.269e-04
[TRAIN] Running Molar Loss: 2.443e-04	Running Bulk Loss: 2.732e-05
[TRAIN] Running WEIGHTED Saturation Loss: 0.000e+00	Running Weighted Chem Loss: 1.269e-02
[TRAIN] Running WEIGHTED Molar Loss: 1.222e-02	Running Weighted Bulk Loss: 2.732e-02
[TEST] Running Saturation Loss: 5.949e-02	Running Chem Loss: 1.931e-04
[TEST] Running Molar Loss: 2.837e-04	Running Bulk Loss: 3.560e-05
Epoch 28: Train 522.29013 | Test 690.97067 | time = 77.5s
New best test loss: 690.97067 (improvement of 0.10%) 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: 0.019999999999999993
[TRAIN] Running Saturation Loss: 4.087e-02	Running Chem Loss: 1.259e-04
[TRAIN] Running Molar Loss: 2.441e-04	Running Bulk Loss: 2.689e-05
[TRAIN] Running WEIGHTED Saturation Loss: 0.000e+00	Running Weighted Chem Loss: 1.259e-02
[TRAIN] Running WEIGHTED Molar Loss: 1.220e-02	Running Weighted Bulk Loss: 2.689e-02
[TEST] Running Saturation Loss: 5.919e-02	Running Chem Loss: 1.949e-04
[TEST] Running Molar Loss: 2.949e-04	Running Bulk Loss: 3.381e-05
Epoch 29: Train 516.88238 | Test 680.41112 | time = 77.8s
New best test loss: 680.41112 (improvement of 1.53%) Saving model.
Stepping scheduler on epoch. Current LR: [1.2235870926211704e-05, 1.2235870926211704e-05, 1.2235870926211704e-05]
Overfitting, but dropout_rate is at the maximum: 0.019999999999999993
[TRAIN] Running Saturation Loss: 4.084e-02	Running Chem Loss: 1.252e-04
[TRAIN] Running Molar Loss: 2.427e-04	Running Bulk Loss: 2.660e-05
[TRAIN] Running WEIGHTED Saturation Loss: 0.000e+00	Running Weighted Chem Loss: 1.252e-02
[TRAIN] Running WEIGHTED Molar Loss: 1.214e-02	Running Weighted Bulk Loss: 2.660e-02
[TEST] Running Saturation Loss: 6.008e-02	Running Chem Loss: 1.931e-04
[TEST] Running Molar Loss: 2.911e-04	Running Bulk Loss: 3.388e-05
Epoch 30: Train 512.50164 | Test 677.50149 | time = 77.7s
New best test loss: 677.50149 (improvement of 0.43%) Saving model.
Stepping scheduler on epoch. Current LR: [0.0, 0.0, 0.0]
Overfitting, but dropout_rate is at the maximum: 0.019999999999999993
[TRAIN] Running Saturation Loss: 4.082e-02	Running Chem Loss: 1.250e-04
[TRAIN] Running Molar Loss: 2.428e-04	Running Bulk Loss: 2.650e-05
[TRAIN] Running WEIGHTED Saturation Loss: 0.000e+00	Running Weighted Chem Loss: 1.250e-02
[TRAIN] Running WEIGHTED Molar Loss: 1.214e-02	Running Weighted Bulk Loss: 2.650e-02
[TEST] Running Saturation Loss: 6.207e-02	Running Chem Loss: 2.006e-04
[TEST] Running Molar Loss: 3.225e-04	Running Bulk Loss: 3.464e-05
Epoch 31: Train 511.47976 | Test 708.24284 | time = 78.1s
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: 0.019999999999999993
[TRAIN] Running Saturation Loss: 4.081e-02	Running Chem Loss: 1.248e-04
[TRAIN] Running Molar Loss: 2.426e-04	Running Bulk Loss: 2.652e-05
[TRAIN] Running WEIGHTED Saturation Loss: 0.000e+00	Running Weighted Chem Loss: 1.248e-02
[TRAIN] Running WEIGHTED Molar Loss: 1.213e-02	Running Weighted Bulk Loss: 2.652e-02
[TEST] Running Saturation Loss: 5.956e-02	Running Chem Loss: 1.902e-04
[TEST] Running Molar Loss: 2.770e-04	Running Bulk Loss: 3.376e-05
Epoch 32: Train 511.36887 | Test 666.31059 | time = 77.7s
New best test loss: 666.31059 (improvement of 1.65%) Saving model.
Stepping scheduler on epoch. Current LR: [4.774575140626319e-05, 4.774575140626319e-05, 4.774575140626319e-05]
Overfitting, but dropout_rate is at the maximum: 0.019999999999999993
[TRAIN] Running Saturation Loss: 4.084e-02	Running Chem Loss: 1.258e-04
[TRAIN] Running Molar Loss: 2.434e-04	Running Bulk Loss: 2.677e-05
[TRAIN] Running WEIGHTED Saturation Loss: 0.000e+00	Running Weighted Chem Loss: 1.258e-02
[TRAIN] Running WEIGHTED Molar Loss: 1.217e-02	Running Weighted Bulk Loss: 2.677e-02
[TEST] Running Saturation Loss: 6.334e-02	Running Chem Loss: 2.048e-04
[TEST] Running Molar Loss: 3.350e-04	Running Bulk Loss: 3.413e-05
Epoch 33: Train 515.12514 | Test 713.59274 | time = 77.9s
No improvement. Counter: 1/20
Stepping scheduler on epoch. Current LR: [0.00010305368692688186, 0.00010305368692688186, 0.00010305368692688186]
Overfitting, but dropout_rate is at the maximum: 0.019999999999999993
[TRAIN] Running Saturation Loss: 4.085e-02	Running Chem Loss: 1.268e-04
[TRAIN] Running Molar Loss: 2.443e-04	Running Bulk Loss: 2.729e-05
[TRAIN] Running WEIGHTED Saturation Loss: 0.000e+00	Running Weighted Chem Loss: 1.268e-02
[TRAIN] Running WEIGHTED Molar Loss: 1.222e-02	Running Weighted Bulk Loss: 2.729e-02
[TEST] Running Saturation Loss: 6.229e-02	Running Chem Loss: 1.988e-04
[TEST] Running Molar Loss: 3.111e-04	Running Bulk Loss: 3.481e-05
Epoch 34: Train 521.85632 | Test 702.53019 | time = 78.0s
No improvement. Counter: 2/20
Stepping scheduler on epoch. Current LR: [0.0001727457514062634, 0.0001727457514062634, 0.0001727457514062634]
Overfitting, but dropout_rate is at the maximum: 0.019999999999999993
[TRAIN] Running Saturation Loss: 4.084e-02	Running Chem Loss: 1.280e-04
[TRAIN] Running Molar Loss: 2.464e-04	Running Bulk Loss: 2.790e-05
[TRAIN] Running WEIGHTED Saturation Loss: 0.000e+00	Running Weighted Chem Loss: 1.280e-02
[TRAIN] Running WEIGHTED Molar Loss: 1.232e-02	Running Weighted Bulk Loss: 2.790e-02
[TEST] Running Saturation Loss: 5.962e-02	Running Chem Loss: 2.017e-04
[TEST] Running Molar Loss: 2.910e-04	Running Bulk Loss: 3.663e-05
Epoch 35: Train 530.16074 | Test 713.47809 | time = 78.1s
No improvement. Counter: 3/20
Stepping scheduler on epoch. Current LR: [0.00025000000000000044, 0.00025000000000000044, 0.00025000000000000044]
Overfitting, but dropout_rate is at the maximum: 0.019999999999999993
[TRAIN] Running Saturation Loss: 4.089e-02	Running Chem Loss: 1.300e-04
[TRAIN] Running Molar Loss: 2.475e-04	Running Bulk Loss: 2.859e-05
[TRAIN] Running WEIGHTED Saturation Loss: 0.000e+00	Running Weighted Chem Loss: 1.300e-02
[TRAIN] Running WEIGHTED Molar Loss: 1.238e-02	Running Weighted Bulk Loss: 2.859e-02
[TEST] Running Saturation Loss: 6.074e-02	Running Chem Loss: 1.957e-04
[TEST] Running Molar Loss: 3.021e-04	Running Bulk Loss: 3.630e-05
Epoch 36: Train 539.61040 | Test 709.77101 | time = 77.4s
No improvement. Counter: 4/20
Stepping scheduler on epoch. Current LR: [0.00032725424859373747, 0.00032725424859373747, 0.00032725424859373747]
Overfitting, but dropout_rate is at the maximum: 0.019999999999999993
[TRAIN] Running Saturation Loss: 4.084e-02	Running Chem Loss: 1.311e-04
[TRAIN] Running Molar Loss: 2.484e-04	Running Bulk Loss: 2.917e-05
[TRAIN] Running WEIGHTED Saturation Loss: 0.000e+00	Running Weighted Chem Loss: 1.311e-02
[TRAIN] Running WEIGHTED Molar Loss: 1.242e-02	Running Weighted Bulk Loss: 2.917e-02
[TEST] Running Saturation Loss: 6.227e-02	Running Chem Loss: 2.048e-04
[TEST] Running Molar Loss: 3.055e-04	Running Bulk Loss: 3.651e-05
Epoch 37: Train 547.00306 | Test 722.57171 | time = 77.9s
No improvement. Counter: 5/20
Stepping scheduler on epoch. Current LR: [0.0003969463130731191, 0.0003969463130731191, 0.0003969463130731191]
Overfitting, but dropout_rate is at the maximum: 0.019999999999999993
[TRAIN] Running Saturation Loss: 4.083e-02	Running Chem Loss: 1.324e-04
[TRAIN] Running Molar Loss: 2.493e-04	Running Bulk Loss: 2.977e-05
[TRAIN] Running WEIGHTED Saturation Loss: 0.000e+00	Running Weighted Chem Loss: 1.324e-02
[TRAIN] Running WEIGHTED Molar Loss: 1.246e-02	Running Weighted Bulk Loss: 2.977e-02
[TEST] Running Saturation Loss: 5.931e-02	Running Chem Loss: 2.083e-04
[TEST] Running Molar Loss: 2.843e-04	Running Bulk Loss: 4.348e-05
Epoch 38: Train 554.73286 | Test 785.24518 | time = 77.2s
No improvement. Counter: 6/20
Stepping scheduler on epoch. Current LR: [0.0004522542485937378, 0.0004522542485937378, 0.0004522542485937378]
Overfitting, but dropout_rate is at the maximum: 0.019999999999999993
[TRAIN] Running Saturation Loss: 4.083e-02	Running Chem Loss: 1.329e-04
[TRAIN] Running Molar Loss: 2.502e-04	Running Bulk Loss: 3.001e-05
[TRAIN] Running WEIGHTED Saturation Loss: 0.000e+00	Running Weighted Chem Loss: 1.329e-02
[TRAIN] Running WEIGHTED Molar Loss: 1.251e-02	Running Weighted Bulk Loss: 3.001e-02
[TEST] Running Saturation Loss: 5.880e-02	Running Chem Loss: 2.034e-04
[TEST] Running Molar Loss: 2.908e-04	Running Bulk Loss: 3.980e-05
Epoch 39: Train 558.12752 | Test 746.79252 | time = 77.8s
No improvement. Counter: 7/20
Stepping scheduler on epoch. Current LR: [0.0004877641290737895, 0.0004877641290737895, 0.0004877641290737895]
Overfitting, but dropout_rate is at the maximum: 0.019999999999999993
[TRAIN] Running Saturation Loss: 4.084e-02	Running Chem Loss: 1.336e-04
[TRAIN] Running Molar Loss: 2.512e-04	Running Bulk Loss: 3.028e-05
[TRAIN] Running WEIGHTED Saturation Loss: 0.000e+00	Running Weighted Chem Loss: 1.336e-02
[TRAIN] Running WEIGHTED Molar Loss: 1.256e-02	Running Weighted Bulk Loss: 3.028e-02
[TEST] Running Saturation Loss: 5.960e-02	Running Chem Loss: 2.091e-04
[TEST] Running Molar Loss: 2.984e-04	Running Bulk Loss: 4.033e-05
Epoch 40: Train 561.97146 | Test 761.59286 | time = 77.4s
No improvement. Counter: 8/20
Stepping scheduler on epoch. Current LR: [0.0005000000000000012, 0.0005000000000000012, 0.0005000000000000012]
Overfitting, but dropout_rate is at the maximum: 0.019999999999999993
[TRAIN] Running Saturation Loss: 4.082e-02	Running Chem Loss: 1.334e-04
[TRAIN] Running Molar Loss: 2.509e-04	Running Bulk Loss: 3.029e-05
[TRAIN] Running WEIGHTED Saturation Loss: 0.000e+00	Running Weighted Chem Loss: 1.334e-02
[TRAIN] Running WEIGHTED Molar Loss: 1.255e-02	Running Weighted Bulk Loss: 3.029e-02
[TEST] Running Saturation Loss: 6.046e-02	Running Chem Loss: 2.115e-04
[TEST] Running Molar Loss: 2.908e-04	Running Bulk Loss: 4.422e-05
Epoch 41: Train 561.74920 | Test 799.11629 | time = 77.7s
No improvement. Counter: 9/20
Stepping scheduler on epoch. Current LR: [0.00048776412907378976, 0.00048776412907378976, 0.00048776412907378976]
Overfitting, but dropout_rate is at the maximum: 0.019999999999999993
[TRAIN] Running Saturation Loss: 4.085e-02	Running Chem Loss: 1.328e-04
[TRAIN] Running Molar Loss: 2.505e-04	Running Bulk Loss: 2.998e-05
[TRAIN] Running WEIGHTED Saturation Loss: 0.000e+00	Running Weighted Chem Loss: 1.328e-02
[TRAIN] Running WEIGHTED Molar Loss: 1.253e-02	Running Weighted Bulk Loss: 2.998e-02
[TEST] Running Saturation Loss: 6.270e-02	Running Chem Loss: 2.007e-04
[TEST] Running Molar Loss: 3.135e-04	Running Bulk Loss: 3.758e-05
Epoch 42: Train 557.85867 | Test 733.31737 | time = 76.8s
No improvement. Counter: 10/20
Stepping scheduler on epoch. Current LR: [0.00045225424859373807, 0.00045225424859373807, 0.00045225424859373807]
Overfitting, but dropout_rate is at the maximum: 0.019999999999999993
[TRAIN] Running Saturation Loss: 4.080e-02	Running Chem Loss: 1.313e-04
[TRAIN] Running Molar Loss: 2.489e-04	Running Bulk Loss: 2.933e-05
[TRAIN] Running WEIGHTED Saturation Loss: 0.000e+00	Running Weighted Chem Loss: 1.313e-02
[TRAIN] Running WEIGHTED Molar Loss: 1.244e-02	Running Weighted Bulk Loss: 2.933e-02
[TEST] Running Saturation Loss: 5.849e-02	Running Chem Loss: 2.038e-04
[TEST] Running Molar Loss: 3.046e-04	Running Bulk Loss: 3.894e-05
Epoch 43: Train 549.04457 | Test 745.49853 | time = 77.8s
No improvement. Counter: 11/20
Stepping scheduler on epoch. Current LR: [0.00039694631307311937, 0.00039694631307311937, 0.00039694631307311937]
Overfitting, but dropout_rate is at the maximum: 0.019999999999999993
[TRAIN] Running Saturation Loss: 4.086e-02	Running Chem Loss: 1.306e-04
[TRAIN] Running Molar Loss: 2.480e-04	Running Bulk Loss: 2.895e-05
[TRAIN] Running WEIGHTED Saturation Loss: 0.000e+00	Running Weighted Chem Loss: 1.306e-02
[TRAIN] Running WEIGHTED Molar Loss: 1.240e-02	Running Weighted Bulk Loss: 2.895e-02
[TEST] Running Saturation Loss: 5.992e-02	Running Chem Loss: 1.951e-04
[TEST] Running Molar Loss: 2.859e-04	Running Bulk Loss: 3.624e-05
Epoch 44: Train 544.12448 | Test 700.43871 | time = 78.3s
No improvement. Counter: 12/20
Stepping scheduler on epoch. Current LR: [0.0003272542485937382, 0.0003272542485937382, 0.0003272542485937382]
Overfitting, but dropout_rate is at the maximum: 0.019999999999999993
[TRAIN] Running Saturation Loss: 4.080e-02	Running Chem Loss: 1.282e-04
[TRAIN] Running Molar Loss: 2.457e-04	Running Bulk Loss: 2.794e-05
[TRAIN] Running WEIGHTED Saturation Loss: 0.000e+00	Running Weighted Chem Loss: 1.282e-02
[TRAIN] Running WEIGHTED Molar Loss: 1.229e-02	Running Weighted Bulk Loss: 2.794e-02
[TEST] Running Saturation Loss: 6.211e-02	Running Chem Loss: 1.971e-04
[TEST] Running Molar Loss: 2.928e-04	Running Bulk Loss: 3.598e-05
Epoch 45: Train 530.53894 | Test 703.34624 | time = 77.7s
No improvement. Counter: 13/20
Stepping scheduler on epoch. Current LR: [0.0002500000000000007, 0.0002500000000000007, 0.0002500000000000007]
Overfitting, but dropout_rate is at the maximum: 0.019999999999999993
[TRAIN] Running Saturation Loss: 4.087e-02	Running Chem Loss: 1.266e-04
[TRAIN] Running Molar Loss: 2.444e-04	Running Bulk Loss: 2.730e-05
[TRAIN] Running WEIGHTED Saturation Loss: 0.000e+00	Running Weighted Chem Loss: 1.266e-02
[TRAIN] Running WEIGHTED Molar Loss: 1.222e-02	Running Weighted Bulk Loss: 2.730e-02
[TEST] Running Saturation Loss: 6.087e-02	Running Chem Loss: 1.946e-04
[TEST] Running Molar Loss: 2.907e-04	Running Bulk Loss: 3.397e-05
Epoch 46: Train 521.82797 | Test 679.71293 | time = 77.6s
No improvement. Counter: 14/20
Stepping scheduler on epoch. Current LR: [0.00017274575140626368, 0.00017274575140626368, 0.00017274575140626368]
Overfitting, but dropout_rate is at the maximum: 0.019999999999999993
[TRAIN] Running Saturation Loss: 4.084e-02	Running Chem Loss: 1.249e-04
[TRAIN] Running Molar Loss: 2.426e-04	Running Bulk Loss: 2.657e-05
[TRAIN] Running WEIGHTED Saturation Loss: 0.000e+00	Running Weighted Chem Loss: 1.249e-02
[TRAIN] Running WEIGHTED Molar Loss: 1.213e-02	Running Weighted Bulk Loss: 2.657e-02
[TEST] Running Saturation Loss: 5.977e-02	Running Chem Loss: 1.970e-04
[TEST] Running Molar Loss: 2.918e-04	Running Bulk Loss: 3.489e-05
Epoch 47: Train 511.92938 | Test 691.81852 | time = 78.2s
No improvement. Counter: 15/20
Stepping scheduler on epoch. Current LR: [0.00010305368692688171, 0.00010305368692688171, 0.00010305368692688171]
Overfitting, but dropout_rate is at the maximum: 0.019999999999999993
[TRAIN] Running Saturation Loss: 4.084e-02	Running Chem Loss: 1.230e-04
[TRAIN] Running Molar Loss: 2.414e-04	Running Bulk Loss: 2.578e-05
[TRAIN] Running WEIGHTED Saturation Loss: 0.000e+00	Running Weighted Chem Loss: 1.230e-02
[TRAIN] Running WEIGHTED Molar Loss: 1.207e-02	Running Weighted Bulk Loss: 2.578e-02
[TEST] Running Saturation Loss: 6.065e-02	Running Chem Loss: 1.939e-04
[TEST] Running Molar Loss: 3.125e-04	Running Bulk Loss: 3.340e-05
Epoch 48: Train 501.49808 | Test 684.12146 | time = 77.4s
No improvement. Counter: 16/20
Stepping scheduler on epoch. Current LR: [4.774575140626334e-05, 4.774575140626334e-05, 4.774575140626334e-05]
Overfitting, but dropout_rate is at the maximum: 0.019999999999999993
[TRAIN] Running Saturation Loss: 4.086e-02	Running Chem Loss: 1.222e-04
[TRAIN] Running Molar Loss: 2.400e-04	Running Bulk Loss: 2.537e-05
[TRAIN] Running WEIGHTED Saturation Loss: 0.000e+00	Running Weighted Chem Loss: 1.222e-02
[TRAIN] Running WEIGHTED Molar Loss: 1.200e-02	Running Weighted Bulk Loss: 2.537e-02
[TEST] Running Saturation Loss: 6.140e-02	Running Chem Loss: 1.916e-04
[TEST] Running Molar Loss: 3.123e-04	Running Bulk Loss: 3.263e-05
Epoch 49: Train 495.88051 | Test 674.05128 | time = 77.1s
No improvement. Counter: 17/20
Stepping scheduler on epoch. Current LR: [1.2235870926211816e-05, 1.2235870926211816e-05, 1.2235870926211816e-05]
Overfitting, but dropout_rate is at the maximum: 0.019999999999999993
[TRAIN] Running Saturation Loss: 4.083e-02	Running Chem Loss: 1.215e-04
[TRAIN] Running Molar Loss: 2.396e-04	Running Bulk Loss: 2.499e-05
[TRAIN] Running WEIGHTED Saturation Loss: 0.000e+00	Running Weighted Chem Loss: 1.215e-02
[TRAIN] Running WEIGHTED Molar Loss: 1.198e-02	Running Weighted Bulk Loss: 2.499e-02
[TEST] Running Saturation Loss: 6.036e-02	Running Chem Loss: 1.937e-04
[TEST] Running Molar Loss: 3.104e-04	Running Bulk Loss: 3.277e-05
Epoch 50: Train 491.22362 | Test 676.59653 | time = 77.5s
No improvement. Counter: 18/20
Stepping scheduler on epoch. Current LR: [0.0, 0.0, 0.0]
Overfitting, but dropout_rate is at the maximum: 0.019999999999999993
[TRAIN] Running Saturation Loss: 4.089e-02	Running Chem Loss: 1.214e-04
[TRAIN] Running Molar Loss: 2.394e-04	Running Bulk Loss: 2.496e-05
[TRAIN] Running WEIGHTED Saturation Loss: 0.000e+00	Running Weighted Chem Loss: 1.214e-02
[TRAIN] Running WEIGHTED Molar Loss: 1.197e-02	Running Weighted Bulk Loss: 2.496e-02
[TEST] Running Saturation Loss: 6.196e-02	Running Chem Loss: 1.936e-04
[TEST] Running Molar Loss: 2.978e-04	Running Bulk Loss: 3.296e-05
Epoch 51: Train 490.74123 | Test 672.05955 | time = 77.7s
No improvement. Counter: 19/20
Stepping scheduler on epoch. Current LR: [1.2235870926211617e-05, 1.2235870926211617e-05, 1.2235870926211617e-05]
Overfitting, but dropout_rate is at the maximum: 0.019999999999999993
[TRAIN] Running Saturation Loss: 4.086e-02	Running Chem Loss: 1.214e-04
[TRAIN] Running Molar Loss: 2.389e-04	Running Bulk Loss: 2.501e-05
[TRAIN] Running WEIGHTED Saturation Loss: 0.000e+00	Running Weighted Chem Loss: 1.214e-02
[TRAIN] Running WEIGHTED Molar Loss: 1.195e-02	Running Weighted Bulk Loss: 2.501e-02
[TEST] Running Saturation Loss: 5.916e-02	Running Chem Loss: 1.874e-04
[TEST] Running Molar Loss: 2.853e-04	Running Bulk Loss: 3.266e-05
Epoch 52: Train 490.94132 | Test 656.60966 | time = 77.4s
New best test loss: 656.60966 (improvement of 1.46%) Saving model.
Stepping scheduler on epoch. Current LR: [4.7745751406263814e-05, 4.7745751406263814e-05, 4.7745751406263814e-05]
Overfitting, but dropout_rate is at the maximum: 0.019999999999999993
[TRAIN] Running Saturation Loss: 4.080e-02	Running Chem Loss: 1.220e-04
[TRAIN] Running Molar Loss: 2.400e-04	Running Bulk Loss: 2.534e-05
[TRAIN] Running WEIGHTED Saturation Loss: 0.000e+00	Running Weighted Chem Loss: 1.220e-02
[TRAIN] Running WEIGHTED Molar Loss: 1.200e-02	Running Weighted Bulk Loss: 2.534e-02
[TEST] Running Saturation Loss: 5.973e-02	Running Chem Loss: 1.897e-04
[TEST] Running Molar Loss: 2.954e-04	Running Bulk Loss: 3.227e-05
Epoch 53: Train 495.36453 | Test 660.08082 | time = 77.7s
No improvement. Counter: 1/20
Stepping scheduler on epoch. Current LR: [0.00010305368692688358, 0.00010305368692688358, 0.00010305368692688358]
Overfitting, but dropout_rate is at the maximum: 0.019999999999999993
[TRAIN] Running Saturation Loss: 4.080e-02	Running Chem Loss: 1.228e-04
[TRAIN] Running Molar Loss: 2.394e-04	Running Bulk Loss: 2.570e-05
[TRAIN] Running WEIGHTED Saturation Loss: 0.000e+00	Running Weighted Chem Loss: 1.228e-02
[TRAIN] Running WEIGHTED Molar Loss: 1.197e-02	Running Weighted Bulk Loss: 2.570e-02
[TEST] Running Saturation Loss: 6.069e-02	Running Chem Loss: 1.927e-04
[TEST] Running Molar Loss: 2.982e-04	Running Bulk Loss: 3.276e-05
Epoch 54: Train 499.51759 | Test 669.45022 | time = 78.0s
No improvement. Counter: 2/20
Stepping scheduler on epoch. Current LR: [0.00017274575140626571, 0.00017274575140626571, 0.00017274575140626571]
Overfitting, but dropout_rate is at the maximum: 0.019999999999999993
[TRAIN] Running Saturation Loss: 4.088e-02	Running Chem Loss: 1.245e-04
[TRAIN] Running Molar Loss: 2.429e-04	Running Bulk Loss: 2.630e-05
[TRAIN] Running WEIGHTED Saturation Loss: 0.000e+00	Running Weighted Chem Loss: 1.245e-02
[TRAIN] Running WEIGHTED Molar Loss: 1.214e-02	Running Weighted Bulk Loss: 2.630e-02
[TEST] Running Saturation Loss: 5.921e-02	Running Chem Loss: 1.919e-04
[TEST] Running Molar Loss: 2.786e-04	Running Bulk Loss: 3.345e-05
Epoch 55: Train 508.91479 | Test 665.68853 | time = 78.4s
No improvement. Counter: 3/20
Stepping scheduler on epoch. Current LR: [0.00025000000000000423, 0.00025000000000000423, 0.00025000000000000423]
Overfitting, but dropout_rate is at the maximum: 0.019999999999999993
[TRAIN] Running Saturation Loss: 4.079e-02	Running Chem Loss: 1.257e-04
[TRAIN] Running Molar Loss: 2.425e-04	Running Bulk Loss: 2.693e-05
[TRAIN] Running WEIGHTED Saturation Loss: 0.000e+00	Running Weighted Chem Loss: 1.257e-02
[TRAIN] Running WEIGHTED Molar Loss: 1.213e-02	Running Weighted Bulk Loss: 2.693e-02
[TEST] Running Saturation Loss: 6.140e-02	Running Chem Loss: 1.977e-04
[TEST] Running Molar Loss: 3.116e-04	Running Bulk Loss: 3.364e-05
Epoch 56: Train 516.27427 | Test 689.85300 | time = 77.4s
No improvement. Counter: 4/20
Stepping scheduler on epoch. Current LR: [0.00032725424859374186, 0.00032725424859374186, 0.00032725424859374186]
Overfitting, but dropout_rate is at the maximum: 0.019999999999999993
[TRAIN] Running Saturation Loss: 4.087e-02	Running Chem Loss: 1.274e-04
[TRAIN] Running Molar Loss: 2.449e-04	Running Bulk Loss: 2.758e-05
[TRAIN] Running WEIGHTED Saturation Loss: 0.000e+00	Running Weighted Chem Loss: 1.274e-02
[TRAIN] Running WEIGHTED Molar Loss: 1.225e-02	Running Weighted Bulk Loss: 2.758e-02
[TEST] Running Saturation Loss: 6.072e-02	Running Chem Loss: 1.897e-04
[TEST] Running Molar Loss: 2.853e-04	Running Bulk Loss: 3.558e-05
Epoch 57: Train 525.66335 | Test 688.16097 | time = 76.6s
No improvement. Counter: 5/20
Stepping scheduler on epoch. Current LR: [0.0003969463130731241, 0.0003969463130731241, 0.0003969463130731241]
Overfitting, but dropout_rate is at the maximum: 0.019999999999999993
[TRAIN] Running Saturation Loss: 4.080e-02	Running Chem Loss: 1.286e-04
[TRAIN] Running Molar Loss: 2.457e-04	Running Bulk Loss: 2.820e-05
[TRAIN] Running WEIGHTED Saturation Loss: 0.000e+00	Running Weighted Chem Loss: 1.286e-02
[TRAIN] Running WEIGHTED Molar Loss: 1.229e-02	Running Weighted Bulk Loss: 2.820e-02
[TEST] Running Saturation Loss: 6.173e-02	Running Chem Loss: 1.999e-04
[TEST] Running Molar Loss: 2.979e-04	Running Bulk Loss: 3.564e-05
Epoch 58: Train 533.43393 | Test 705.24046 | time = 77.1s
No improvement. Counter: 6/20
Stepping scheduler on epoch. Current LR: [0.0004522542485937439, 0.0004522542485937439, 0.0004522542485937439]
Overfitting, but dropout_rate is at the maximum: 0.019999999999999993
[TRAIN] Running Saturation Loss: 4.085e-02	Running Chem Loss: 1.302e-04
[TRAIN] Running Molar Loss: 2.474e-04	Running Bulk Loss: 2.867e-05
[TRAIN] Running WEIGHTED Saturation Loss: 0.000e+00	Running Weighted Chem Loss: 1.302e-02
[TRAIN] Running WEIGHTED Molar Loss: 1.237e-02	Running Weighted Bulk Loss: 2.867e-02
[TEST] Running Saturation Loss: 6.042e-02	Running Chem Loss: 2.046e-04
[TEST] Running Molar Loss: 3.109e-04	Running Bulk Loss: 3.587e-05
Epoch 59: Train 540.58956 | Test 718.76014 | time = 77.3s
No improvement. Counter: 7/20
Stepping scheduler on epoch. Current LR: [0.0004877641290737959, 0.0004877641290737959, 0.0004877641290737959]
Overfitting, but dropout_rate is at the maximum: 0.019999999999999993
[TRAIN] Running Saturation Loss: 4.084e-02	Running Chem Loss: 1.303e-04
[TRAIN] Running Molar Loss: 2.471e-04	Running Bulk Loss: 2.881e-05
[TRAIN] Running WEIGHTED Saturation Loss: 0.000e+00	Running Weighted Chem Loss: 1.303e-02
[TRAIN] Running WEIGHTED Molar Loss: 1.236e-02	Running Weighted Bulk Loss: 2.881e-02
[TEST] Running Saturation Loss: 6.411e-02	Running Chem Loss: 2.034e-04
[TEST] Running Molar Loss: 3.330e-04	Running Bulk Loss: 3.658e-05
Epoch 60: Train 542.03182 | Test 735.73833 | time = 76.9s
No improvement. Counter: 8/20
Stepping scheduler on epoch. Current LR: [0.0005000000000000078, 0.0005000000000000078, 0.0005000000000000078]
Overfitting, but dropout_rate is at the maximum: 0.019999999999999993
[TRAIN] Running Saturation Loss: 4.082e-02	Running Chem Loss: 1.302e-04
[TRAIN] Running Molar Loss: 2.476e-04	Running Bulk Loss: 2.881e-05
[TRAIN] Running WEIGHTED Saturation Loss: 0.000e+00	Running Weighted Chem Loss: 1.302e-02
[TRAIN] Running WEIGHTED Molar Loss: 1.238e-02	Running Weighted Bulk Loss: 2.881e-02
[TEST] Running Saturation Loss: 6.259e-02	Running Chem Loss: 2.025e-04
[TEST] Running Molar Loss: 3.063e-04	Running Bulk Loss: 3.877e-05
Epoch 61: Train 542.08391 | Test 743.38895 | time = 76.9s
No improvement. Counter: 9/20
Stepping scheduler on epoch. Current LR: [0.00048776412907379594, 0.00048776412907379594, 0.00048776412907379594]
Overfitting, but dropout_rate is at the maximum: 0.019999999999999993
[TRAIN] Running Saturation Loss: 4.081e-02	Running Chem Loss: 1.295e-04
[TRAIN] Running Molar Loss: 2.473e-04	Running Bulk Loss: 2.851e-05
[TRAIN] Running WEIGHTED Saturation Loss: 0.000e+00	Running Weighted Chem Loss: 1.295e-02
[TRAIN] Running WEIGHTED Molar Loss: 1.237e-02	Running Weighted Bulk Loss: 2.851e-02
[TEST] Running Saturation Loss: 6.039e-02	Running Chem Loss: 2.006e-04
[TEST] Running Molar Loss: 2.966e-04	Running Bulk Loss: 3.580e-05
Epoch 62: Train 538.24202 | Test 706.92788 | time = 77.1s
No improvement. Counter: 10/20
Stepping scheduler on epoch. Current LR: [0.00045225424859374403, 0.00045225424859374403, 0.00045225424859374403]
Overfitting, but dropout_rate is at the maximum: 0.019999999999999993
[TRAIN] Running Saturation Loss: 4.084e-02	Running Chem Loss: 1.289e-04
[TRAIN] Running Molar Loss: 2.457e-04	Running Bulk Loss: 2.804e-05
[TRAIN] Running WEIGHTED Saturation Loss: 0.000e+00	Running Weighted Chem Loss: 1.289e-02
[TRAIN] Running WEIGHTED Molar Loss: 1.228e-02	Running Weighted Bulk Loss: 2.804e-02
[TEST] Running Saturation Loss: 5.918e-02	Running Chem Loss: 2.018e-04
[TEST] Running Molar Loss: 2.898e-04	Running Bulk Loss: 3.714e-05
Epoch 63: Train 532.18452 | Test 718.13624 | time = 76.1s
No improvement. Counter: 11/20
Stepping scheduler on epoch. Current LR: [0.0003969463130731243, 0.0003969463130731243, 0.0003969463130731243]
Overfitting, but dropout_rate is at the maximum: 0.019999999999999993
[TRAIN] Running Saturation Loss: 4.080e-02	Running Chem Loss: 1.273e-04
[TRAIN] Running Molar Loss: 2.450e-04	Running Bulk Loss: 2.748e-05
[TRAIN] Running WEIGHTED Saturation Loss: 0.000e+00	Running Weighted Chem Loss: 1.273e-02
[TRAIN] Running WEIGHTED Molar Loss: 1.225e-02	Running Weighted Bulk Loss: 2.748e-02
[TEST] Running Saturation Loss: 5.941e-02	Running Chem Loss: 1.893e-04
[TEST] Running Molar Loss: 2.837e-04	Running Bulk Loss: 3.420e-05
Epoch 64: Train 524.55494 | Test 673.09791 | time = 76.4s
No improvement. Counter: 12/20
Stepping scheduler on epoch. Current LR: [0.00032725424859374213, 0.00032725424859374213, 0.00032725424859374213]
Overfitting, but dropout_rate is at the maximum: 0.019999999999999993
[TRAIN] Running Saturation Loss: 4.084e-02	Running Chem Loss: 1.260e-04
[TRAIN] Running Molar Loss: 2.437e-04	Running Bulk Loss: 2.689e-05
[TRAIN] Running WEIGHTED Saturation Loss: 0.000e+00	Running Weighted Chem Loss: 1.260e-02
[TRAIN] Running WEIGHTED Molar Loss: 1.219e-02	Running Weighted Bulk Loss: 2.689e-02
[TEST] Running Saturation Loss: 6.120e-02	Running Chem Loss: 1.937e-04
[TEST] Running Molar Loss: 2.998e-04	Running Bulk Loss: 3.373e-05
Epoch 65: Train 516.69069 | Test 680.98777 | time = 76.6s
No improvement. Counter: 13/20
Stepping scheduler on epoch. Current LR: [0.00025000000000000456, 0.00025000000000000456, 0.00025000000000000456]
Overfitting, but dropout_rate is at the maximum: 0.019999999999999993
[TRAIN] Running Saturation Loss: 4.073e-02	Running Chem Loss: 1.237e-04
[TRAIN] Running Molar Loss: 2.410e-04	Running Bulk Loss: 2.596e-05
[TRAIN] Running WEIGHTED Saturation Loss: 0.000e+00	Running Weighted Chem Loss: 1.237e-02
[TRAIN] Running WEIGHTED Molar Loss: 1.205e-02	Running Weighted Bulk Loss: 2.596e-02
[TEST] Running Saturation Loss: 5.968e-02	Running Chem Loss: 1.928e-04
[TEST] Running Molar Loss: 3.013e-04	Running Bulk Loss: 3.196e-05
Epoch 66: Train 503.83155 | Test 663.11213 | time = 77.5s
No improvement. Counter: 14/20
Stepping scheduler on epoch. Current LR: [0.000172745751406266, 0.000172745751406266, 0.000172745751406266]
Overfitting, but dropout_rate is at the maximum: 0.019999999999999993
[TRAIN] Running Saturation Loss: 4.088e-02	Running Chem Loss: 1.227e-04
[TRAIN] Running Molar Loss: 2.410e-04	Running Bulk Loss: 2.531e-05
[TRAIN] Running WEIGHTED Saturation Loss: 0.000e+00	Running Weighted Chem Loss: 1.227e-02
[TRAIN] Running WEIGHTED Molar Loss: 1.205e-02	Running Weighted Bulk Loss: 2.531e-02
[TEST] Running Saturation Loss: 6.016e-02	Running Chem Loss: 1.881e-04
[TEST] Running Molar Loss: 2.831e-04	Running Bulk Loss: 3.186e-05
Epoch 67: Train 496.32836 | Test 648.22314 | time = 77.0s
New best test loss: 648.22314 (improvement of 1.28%) Saving model.
Stepping scheduler on epoch. Current LR: [0.00010305368692688386, 0.00010305368692688386, 0.00010305368692688386]
Overfitting, but dropout_rate is at the maximum: 0.019999999999999993
[TRAIN] Running Saturation Loss: 4.081e-02	Running Chem Loss: 1.206e-04
[TRAIN] Running Molar Loss: 2.383e-04	Running Bulk Loss: 2.478e-05
[TRAIN] Running WEIGHTED Saturation Loss: 0.000e+00	Running Weighted Chem Loss: 1.206e-02
[TRAIN] Running WEIGHTED Molar Loss: 1.192e-02	Running Weighted Bulk Loss: 2.478e-02
[TEST] Running Saturation Loss: 6.035e-02	Running Chem Loss: 1.859e-04
[TEST] Running Molar Loss: 2.837e-04	Running Bulk Loss: 3.167e-05
Epoch 68: Train 487.51645 | Test 644.40939 | time = 76.6s
New best test loss: 644.40939 (improvement of 0.59%) Saving model.
