=== Log started at 2026-06-11 20:22:22 ===
###### config ######
{'encoderLayerUp': 2, 'encoderLayerDown': 0, 'middleLayerUp': 2, 'middleLayerDown': 0, 'low_regularization': '0.0batchnormdropout0.5', 'high_regularization': '0.05batchnormdropout0.5', 'activation_leak': 0.05, 'lowWD': 0.001, 'highWD': 0.01, 'noise': 0.02, '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)
Non-finite loss detected!
Sat loss: 0.056351467967033386, Chem loss: 0.00021598045714199543, Mole loss: 0.0004961773520335555, Bulk loss: nan
ENDING EARLY
[TRAIN] Running Saturation Loss: 5.514e-02	Running Chem Loss: 1.940e-04
[TRAIN] Running Molar Loss: 4.726e-04	Running Bulk Loss: nan
[TRAIN] Running WEIGHTED Saturation Loss: 0.000e+00	Running Weighted Chem Loss: 1.940e-02
[TRAIN] Running WEIGHTED Molar Loss: 2.363e-02	Running Weighted Bulk Loss: nan
[TEST] Running Saturation Loss: 6.051e-02	Running Chem Loss: 2.357e-04
[TEST] Running Molar Loss: 2.921e-04	Running Bulk Loss: 7.562e-05
Epoch 01: Train 1268.52770 | Test 1137.92390 | time = 33.8s
New best test loss: 1137.92390 (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: 5.008e-02	Running Chem Loss: 1.640e-04
[TRAIN] Running Molar Loss: 4.170e-04	Running Bulk Loss: 6.039e-05
[TRAIN] Running WEIGHTED Saturation Loss: 0.000e+00	Running Weighted Chem Loss: 1.640e-02
[TRAIN] Running WEIGHTED Molar Loss: 2.085e-02	Running Weighted Bulk Loss: 6.039e-02
[TEST] Running Saturation Loss: 6.048e-02	Running Chem Loss: 2.345e-04
[TEST] Running Molar Loss: 2.764e-04	Running Bulk Loss: 7.623e-05
Epoch 02: Train 976.43175 | Test 1135.04593 | time = 102.1s
New best test loss: 1135.04593 (improvement of 0.25%) Saving model.
Stepping scheduler on epoch. Current LR: [0.0004522542485937368, 0.0004522542485937368, 0.0004522542485937368]
Overfitting, but dropout_rate is at the maximum: 0.030000000000000002
[TRAIN] Running Saturation Loss: 5.006e-02	Running Chem Loss: 1.618e-04
[TRAIN] Running Molar Loss: 4.138e-04	Running Bulk Loss: 5.665e-05
[TRAIN] Running WEIGHTED Saturation Loss: 0.000e+00	Running Weighted Chem Loss: 1.618e-02
[TRAIN] Running WEIGHTED Molar Loss: 2.069e-02	Running Weighted Bulk Loss: 5.665e-02
[TEST] Running Saturation Loss: 5.985e-02	Running Chem Loss: 2.397e-04
[TEST] Running Molar Loss: 2.764e-04	Running Bulk Loss: 7.762e-05
Epoch 03: Train 935.28303 | Test 1154.17429 | time = 101.1s
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: 0.030000000000000002
[TRAIN] Running Saturation Loss: 5.006e-02	Running Chem Loss: 1.594e-04
[TRAIN] Running Molar Loss: 4.119e-04	Running Bulk Loss: 5.352e-05
[TRAIN] Running WEIGHTED Saturation Loss: 0.000e+00	Running Weighted Chem Loss: 1.594e-02
[TRAIN] Running WEIGHTED Molar Loss: 2.059e-02	Running Weighted Bulk Loss: 5.352e-02
[TEST] Running Saturation Loss: 5.996e-02	Running Chem Loss: 2.339e-04
[TEST] Running Molar Loss: 2.775e-04	Running Bulk Loss: 7.250e-05
Epoch 04: Train 900.48870 | Test 1097.57859 | time = 103.0s
New best test loss: 1097.57859 (improvement of 3.30%) Saving model.
Stepping scheduler on epoch. Current LR: [0.00032725424859373687, 0.00032725424859373687, 0.00032725424859373687]
Overfitting, but dropout_rate is at the maximum: 0.030000000000000002
[TRAIN] Running Saturation Loss: 5.008e-02	Running Chem Loss: 1.560e-04
[TRAIN] Running Molar Loss: 4.069e-04	Running Bulk Loss: 5.057e-05
[TRAIN] Running WEIGHTED Saturation Loss: 0.000e+00	Running Weighted Chem Loss: 1.560e-02
[TRAIN] Running WEIGHTED Molar Loss: 2.035e-02	Running Weighted Bulk Loss: 5.057e-02
[TEST] Running Saturation Loss: 5.952e-02	Running Chem Loss: 2.245e-04
[TEST] Running Molar Loss: 2.706e-04	Running Bulk Loss: 7.005e-05
Epoch 05: Train 865.13565 | Test 1060.25654 | time = 102.9s
New best test loss: 1060.25654 (improvement of 3.40%) Saving model.
Stepping scheduler on epoch. Current LR: [0.00025, 0.00025, 0.00025]
Overfitting, but dropout_rate is at the maximum: 0.030000000000000002
[TRAIN] Running Saturation Loss: 5.008e-02	Running Chem Loss: 1.527e-04
[TRAIN] Running Molar Loss: 4.025e-04	Running Bulk Loss: 4.853e-05
[TRAIN] Running WEIGHTED Saturation Loss: 0.000e+00	Running Weighted Chem Loss: 1.527e-02
[TRAIN] Running WEIGHTED Molar Loss: 2.012e-02	Running Weighted Bulk Loss: 4.853e-02
[TEST] Running Saturation Loss: 6.082e-02	Running Chem Loss: 2.196e-04
[TEST] Running Molar Loss: 2.858e-04	Running Bulk Loss: 6.327e-05
Epoch 06: Train 839.25455 | Test 995.13148 | time = 99.7s
New best test loss: 995.13148 (improvement of 6.14%) Saving model.
Stepping scheduler on epoch. Current LR: [0.00017274575140626317, 0.00017274575140626317, 0.00017274575140626317]
Overfitting, but dropout_rate is at the maximum: 0.030000000000000002
[TRAIN] Running Saturation Loss: 4.999e-02	Running Chem Loss: 1.493e-04
[TRAIN] Running Molar Loss: 3.966e-04	Running Bulk Loss: 4.630e-05
[TRAIN] Running WEIGHTED Saturation Loss: 0.000e+00	Running Weighted Chem Loss: 1.493e-02
[TRAIN] Running WEIGHTED Molar Loss: 1.983e-02	Running Weighted Bulk Loss: 4.630e-02
[TEST] Running Saturation Loss: 5.892e-02	Running Chem Loss: 2.243e-04
[TEST] Running Molar Loss: 2.699e-04	Running Bulk Loss: 6.838e-05
Epoch 07: Train 810.57280 | Test 1043.11906 | time = 97.6s
No improvement. Counter: 1/20
Stepping scheduler on epoch. Current LR: [0.00010305368692688175, 0.00010305368692688175, 0.00010305368692688175]
Overfitting, but dropout_rate is at the maximum: 0.030000000000000002
[TRAIN] Running Saturation Loss: 4.998e-02	Running Chem Loss: 1.467e-04
[TRAIN] Running Molar Loss: 3.926e-04	Running Bulk Loss: 4.481e-05
[TRAIN] Running WEIGHTED Saturation Loss: 0.000e+00	Running Weighted Chem Loss: 1.467e-02
[TRAIN] Running WEIGHTED Molar Loss: 1.963e-02	Running Weighted Bulk Loss: 4.481e-02
[TEST] Running Saturation Loss: 5.955e-02	Running Chem Loss: 2.184e-04
[TEST] Running Molar Loss: 2.561e-04	Running Bulk Loss: 5.843e-05
Epoch 08: Train 791.03905 | Test 930.79520 | time = 98.3s
New best test loss: 930.79520 (improvement of 6.47%) 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: 0.030000000000000002
[TRAIN] Running Saturation Loss: 5.010e-02	Running Chem Loss: 1.452e-04
[TRAIN] Running Molar Loss: 3.915e-04	Running Bulk Loss: 4.363e-05
[TRAIN] Running WEIGHTED Saturation Loss: 0.000e+00	Running Weighted Chem Loss: 1.452e-02
[TRAIN] Running WEIGHTED Molar Loss: 1.958e-02	Running Weighted Bulk Loss: 4.363e-02
[TEST] Running Saturation Loss: 6.075e-02	Running Chem Loss: 2.151e-04
[TEST] Running Molar Loss: 2.577e-04	Running Bulk Loss: 5.972e-05
Epoch 09: Train 777.29285 | Test 941.15032 | time = 97.6s
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: 0.030000000000000002
[TRAIN] Running Saturation Loss: 4.995e-02	Running Chem Loss: 1.435e-04
[TRAIN] Running Molar Loss: 3.879e-04	Running Bulk Loss: 4.290e-05
[TRAIN] Running WEIGHTED Saturation Loss: 0.000e+00	Running Weighted Chem Loss: 1.435e-02
[TRAIN] Running WEIGHTED Molar Loss: 1.940e-02	Running Weighted Bulk Loss: 4.290e-02
[TEST] Running Saturation Loss: 6.017e-02	Running Chem Loss: 2.140e-04
[TEST] Running Molar Loss: 2.533e-04	Running Bulk Loss: 5.889e-05
Epoch 10: Train 766.48060 | Test 929.56377 | time = 97.3s
New best test loss: 929.56377 (improvement of 0.13%) Saving model.
Stepping scheduler on epoch. Current LR: [0.0, 0.0, 0.0]
Overfitting, but dropout_rate is at the maximum: 0.030000000000000002
[TRAIN] Running Saturation Loss: 5.018e-02	Running Chem Loss: 1.441e-04
[TRAIN] Running Molar Loss: 3.915e-04	Running Bulk Loss: 4.281e-05
[TRAIN] Running WEIGHTED Saturation Loss: 0.000e+00	Running Weighted Chem Loss: 1.441e-02
[TRAIN] Running WEIGHTED Molar Loss: 1.958e-02	Running Weighted Bulk Loss: 4.281e-02
[TEST] Running Saturation Loss: 5.953e-02	Running Chem Loss: 2.156e-04
[TEST] Running Molar Loss: 2.553e-04	Running Bulk Loss: 5.820e-05
Epoch 11: Train 767.93356 | Test 925.24849 | time = 97.5s
New best test loss: 925.24849 (improvement of 0.46%) 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: 0.030000000000000002
[TRAIN] Running Saturation Loss: 5.010e-02	Running Chem Loss: 1.441e-04
[TRAIN] Running Molar Loss: 3.901e-04	Running Bulk Loss: 4.285e-05
[TRAIN] Running WEIGHTED Saturation Loss: 0.000e+00	Running Weighted Chem Loss: 1.441e-02
[TRAIN] Running WEIGHTED Molar Loss: 1.951e-02	Running Weighted Bulk Loss: 4.285e-02
[TEST] Running Saturation Loss: 5.887e-02	Running Chem Loss: 2.161e-04
[TEST] Running Molar Loss: 2.567e-04	Running Bulk Loss: 5.916e-05
Epoch 12: Train 767.70216 | Test 936.10470 | time = 98.5s
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: 0.030000000000000002
[TRAIN] Running Saturation Loss: 5.007e-02	Running Chem Loss: 1.449e-04
[TRAIN] Running Molar Loss: 3.907e-04	Running Bulk Loss: 4.336e-05
[TRAIN] Running WEIGHTED Saturation Loss: 0.000e+00	Running Weighted Chem Loss: 1.449e-02
[TRAIN] Running WEIGHTED Molar Loss: 1.953e-02	Running Weighted Bulk Loss: 4.336e-02
[TEST] Running Saturation Loss: 6.037e-02	Running Chem Loss: 2.172e-04
[TEST] Running Molar Loss: 2.573e-04	Running Bulk Loss: 5.823e-05
Epoch 13: Train 773.85944 | Test 928.17256 | time = 97.3s
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: 0.030000000000000002
[TRAIN] Running Saturation Loss: 5.001e-02	Running Chem Loss: 1.457e-04
[TRAIN] Running Molar Loss: 3.923e-04	Running Bulk Loss: 4.414e-05
[TRAIN] Running WEIGHTED Saturation Loss: 0.000e+00	Running Weighted Chem Loss: 1.457e-02
[TRAIN] Running WEIGHTED Molar Loss: 1.961e-02	Running Weighted Bulk Loss: 4.414e-02
[TEST] Running Saturation Loss: 5.863e-02	Running Chem Loss: 2.175e-04
[TEST] Running Molar Loss: 2.607e-04	Running Bulk Loss: 5.879e-05
Epoch 14: Train 783.25946 | Test 935.72710 | time = 97.1s
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: 0.030000000000000002
[TRAIN] Running Saturation Loss: 5.003e-02	Running Chem Loss: 1.481e-04
[TRAIN] Running Molar Loss: 3.953e-04	Running Bulk Loss: 4.519e-05
[TRAIN] Running WEIGHTED Saturation Loss: 0.000e+00	Running Weighted Chem Loss: 1.481e-02
[TRAIN] Running WEIGHTED Molar Loss: 1.976e-02	Running Weighted Bulk Loss: 4.519e-02
[TEST] Running Saturation Loss: 6.129e-02	Running Chem Loss: 2.177e-04
[TEST] Running Molar Loss: 2.651e-04	Running Bulk Loss: 6.082e-05
Epoch 15: Train 797.67895 | Test 958.47326 | time = 97.8s
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: 0.030000000000000002
[TRAIN] Running Saturation Loss: 5.008e-02	Running Chem Loss: 1.507e-04
[TRAIN] Running Molar Loss: 3.988e-04	Running Bulk Loss: 4.645e-05
[TRAIN] Running WEIGHTED Saturation Loss: 0.000e+00	Running Weighted Chem Loss: 1.507e-02
[TRAIN] Running WEIGHTED Molar Loss: 1.994e-02	Running Weighted Bulk Loss: 4.645e-02
[TEST] Running Saturation Loss: 5.783e-02	Running Chem Loss: 2.254e-04
[TEST] Running Molar Loss: 2.627e-04	Running Bulk Loss: 6.202e-05
Epoch 16: Train 814.51594 | Test 976.93515 | time = 97.7s
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: 0.030000000000000002
[TRAIN] Running Saturation Loss: 5.000e-02	Running Chem Loss: 1.528e-04
[TRAIN] Running Molar Loss: 4.015e-04	Running Bulk Loss: 4.760e-05
[TRAIN] Running WEIGHTED Saturation Loss: 0.000e+00	Running Weighted Chem Loss: 1.528e-02
[TRAIN] Running WEIGHTED Molar Loss: 2.008e-02	Running Weighted Bulk Loss: 4.760e-02
[TEST] Running Saturation Loss: 6.009e-02	Running Chem Loss: 2.246e-04
[TEST] Running Molar Loss: 2.677e-04	Running Bulk Loss: 6.256e-05
Epoch 17: Train 829.62590 | Test 984.07315 | time = 97.1s
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: 0.030000000000000002
[TRAIN] Running Saturation Loss: 4.997e-02	Running Chem Loss: 1.548e-04
[TRAIN] Running Molar Loss: 4.024e-04	Running Bulk Loss: 4.832e-05
[TRAIN] Running WEIGHTED Saturation Loss: 0.000e+00	Running Weighted Chem Loss: 1.548e-02
[TRAIN] Running WEIGHTED Molar Loss: 2.012e-02	Running Weighted Bulk Loss: 4.832e-02
[TEST] Running Saturation Loss: 6.020e-02	Running Chem Loss: 2.353e-04
[TEST] Running Molar Loss: 2.883e-04	Running Bulk Loss: 6.415e-05
Epoch 18: Train 839.26136 | Test 1020.94766 | time = 98.7s
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: 0.030000000000000002
[TRAIN] Running Saturation Loss: 5.008e-02	Running Chem Loss: 1.574e-04
[TRAIN] Running Molar Loss: 4.075e-04	Running Bulk Loss: 4.916e-05
[TRAIN] Running WEIGHTED Saturation Loss: 0.000e+00	Running Weighted Chem Loss: 1.574e-02
[TRAIN] Running WEIGHTED Molar Loss: 2.038e-02	Running Weighted Bulk Loss: 4.916e-02
[TEST] Running Saturation Loss: 5.995e-02	Running Chem Loss: 2.174e-04
[TEST] Running Molar Loss: 2.686e-04	Running Bulk Loss: 6.634e-05
Epoch 19: Train 852.72017 | Test 1015.13308 | time = 97.5s
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: 0.030000000000000002
[TRAIN] Running Saturation Loss: 5.002e-02	Running Chem Loss: 1.585e-04
[TRAIN] Running Molar Loss: 4.094e-04	Running Bulk Loss: 4.922e-05
[TRAIN] Running WEIGHTED Saturation Loss: 0.000e+00	Running Weighted Chem Loss: 1.585e-02
[TRAIN] Running WEIGHTED Molar Loss: 2.047e-02	Running Weighted Bulk Loss: 4.922e-02
[TEST] Running Saturation Loss: 5.781e-02	Running Chem Loss: 2.306e-04
[TEST] Running Molar Loss: 2.707e-04	Running Bulk Loss: 7.213e-05
Epoch 20: Train 855.41400 | Test 1087.18033 | time = 97.5s
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: 0.030000000000000002
[TRAIN] Running Saturation Loss: 5.007e-02	Running Chem Loss: 1.583e-04
[TRAIN] Running Molar Loss: 4.073e-04	Running Bulk Loss: 4.875e-05
[TRAIN] Running WEIGHTED Saturation Loss: 0.000e+00	Running Weighted Chem Loss: 1.583e-02
[TRAIN] Running WEIGHTED Molar Loss: 2.037e-02	Running Weighted Bulk Loss: 4.875e-02
[TEST] Running Saturation Loss: 6.117e-02	Running Chem Loss: 2.249e-04
[TEST] Running Molar Loss: 2.712e-04	Running Bulk Loss: 6.242e-05
Epoch 21: Train 849.44672 | Test 984.73666 | time = 99.5s
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: 0.030000000000000002
[TRAIN] Running Saturation Loss: 5.003e-02	Running Chem Loss: 1.575e-04
[TRAIN] Running Molar Loss: 4.073e-04	Running Bulk Loss: 4.791e-05
[TRAIN] Running WEIGHTED Saturation Loss: 0.000e+00	Running Weighted Chem Loss: 1.575e-02
[TRAIN] Running WEIGHTED Molar Loss: 2.037e-02	Running Weighted Bulk Loss: 4.791e-02
[TEST] Running Saturation Loss: 5.923e-02	Running Chem Loss: 2.258e-04
[TEST] Running Molar Loss: 2.674e-04	Running Bulk Loss: 6.410e-05
Epoch 22: Train 840.22091 | Test 1000.48583 | time = 97.7s
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: 0.030000000000000002
[TRAIN] Running Saturation Loss: 4.999e-02	Running Chem Loss: 1.552e-04
[TRAIN] Running Molar Loss: 4.043e-04	Running Bulk Loss: 4.659e-05
[TRAIN] Running WEIGHTED Saturation Loss: 0.000e+00	Running Weighted Chem Loss: 1.552e-02
[TRAIN] Running WEIGHTED Molar Loss: 2.021e-02	Running Weighted Bulk Loss: 4.659e-02
[TEST] Running Saturation Loss: 6.007e-02	Running Chem Loss: 2.223e-04
[TEST] Running Molar Loss: 2.852e-04	Running Bulk Loss: 6.103e-05
Epoch 23: Train 823.30199 | Test 975.19231 | time = 97.6s
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: 0.030000000000000002
[TRAIN] Running Saturation Loss: 5.011e-02	Running Chem Loss: 1.536e-04
[TRAIN] Running Molar Loss: 4.041e-04	Running Bulk Loss: 4.523e-05
[TRAIN] Running WEIGHTED Saturation Loss: 0.000e+00	Running Weighted Chem Loss: 1.536e-02
[TRAIN] Running WEIGHTED Molar Loss: 2.020e-02	Running Weighted Bulk Loss: 4.523e-02
[TEST] Running Saturation Loss: 5.618e-02	Running Chem Loss: 2.244e-04
[TEST] Running Molar Loss: 2.629e-04	Running Bulk Loss: 6.503e-05
Epoch 24: Train 807.95303 | Test 1006.11411 | time = 99.7s
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: 0.030000000000000002
[TRAIN] Running Saturation Loss: 5.011e-02	Running Chem Loss: 1.509e-04
[TRAIN] Running Molar Loss: 4.003e-04	Running Bulk Loss: 4.381e-05
[TRAIN] Running WEIGHTED Saturation Loss: 0.000e+00	Running Weighted Chem Loss: 1.509e-02
[TRAIN] Running WEIGHTED Molar Loss: 2.001e-02	Running Weighted Bulk Loss: 4.381e-02
[TEST] Running Saturation Loss: 5.945e-02	Running Chem Loss: 2.167e-04
[TEST] Running Molar Loss: 2.566e-04	Running Bulk Loss: 5.871e-05
Epoch 25: Train 789.07835 | Test 932.08696 | time = 95.5s
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: 0.030000000000000002
[TRAIN] Running Saturation Loss: 5.013e-02	Running Chem Loss: 1.483e-04
[TRAIN] Running Molar Loss: 3.976e-04	Running Bulk Loss: 4.234e-05
[TRAIN] Running WEIGHTED Saturation Loss: 0.000e+00	Running Weighted Chem Loss: 1.483e-02
[TRAIN] Running WEIGHTED Molar Loss: 1.988e-02	Running Weighted Bulk Loss: 4.234e-02
[TEST] Running Saturation Loss: 6.021e-02	Running Chem Loss: 2.163e-04
[TEST] Running Molar Loss: 2.738e-04	Running Bulk Loss: 5.956e-05
Epoch 26: Train 770.49564 | Test 948.80795 | time = 94.5s
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: 0.030000000000000002
[TRAIN] Running Saturation Loss: 5.003e-02	Running Chem Loss: 1.449e-04
[TRAIN] Running Molar Loss: 3.920e-04	Running Bulk Loss: 4.073e-05
[TRAIN] Running WEIGHTED Saturation Loss: 0.000e+00	Running Weighted Chem Loss: 1.449e-02
[TRAIN] Running WEIGHTED Molar Loss: 1.960e-02	Running Weighted Bulk Loss: 4.073e-02
[TEST] Running Saturation Loss: 5.861e-02	Running Chem Loss: 2.109e-04
[TEST] Running Molar Loss: 2.502e-04	Running Bulk Loss: 5.677e-05
Epoch 27: Train 748.13116 | Test 903.67158 | time = 94.7s
New best test loss: 903.67158 (improvement of 2.33%) Saving model.
Stepping scheduler on epoch. Current LR: [0.00010305368692688227, 0.00010305368692688227, 0.00010305368692688227]
Overfitting, but dropout_rate is at the maximum: 0.030000000000000002
[TRAIN] Running Saturation Loss: 5.007e-02	Running Chem Loss: 1.429e-04
[TRAIN] Running Molar Loss: 3.883e-04	Running Bulk Loss: 3.954e-05
[TRAIN] Running WEIGHTED Saturation Loss: 0.000e+00	Running Weighted Chem Loss: 1.429e-02
[TRAIN] Running WEIGHTED Molar Loss: 1.942e-02	Running Weighted Bulk Loss: 3.954e-02
[TEST] Running Saturation Loss: 6.043e-02	Running Chem Loss: 2.120e-04
[TEST] Running Molar Loss: 2.552e-04	Running Bulk Loss: 5.765e-05
Epoch 28: Train 732.49603 | Test 916.08664 | time = 95.5s
No improvement. Counter: 1/20
Stepping scheduler on epoch. Current LR: [4.774575140626342e-05, 4.774575140626342e-05, 4.774575140626342e-05]
Overfitting, but dropout_rate is at the maximum: 0.030000000000000002
[TRAIN] Running Saturation Loss: 4.999e-02	Running Chem Loss: 1.407e-04
[TRAIN] Running Molar Loss: 3.852e-04	Running Bulk Loss: 3.852e-05
[TRAIN] Running WEIGHTED Saturation Loss: 0.000e+00	Running Weighted Chem Loss: 1.407e-02
[TRAIN] Running WEIGHTED Molar Loss: 1.926e-02	Running Weighted Bulk Loss: 3.852e-02
[TEST] Running Saturation Loss: 5.992e-02	Running Chem Loss: 2.137e-04
[TEST] Running Molar Loss: 2.548e-04	Running Bulk Loss: 5.574e-05
Epoch 29: Train 718.54071 | Test 898.54697 | time = 94.4s
New best test loss: 898.54697 (improvement of 0.57%) 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: 0.030000000000000002
[TRAIN] Running Saturation Loss: 5.000e-02	Running Chem Loss: 1.398e-04
[TRAIN] Running Molar Loss: 3.850e-04	Running Bulk Loss: 3.796e-05
[TRAIN] Running WEIGHTED Saturation Loss: 0.000e+00	Running Weighted Chem Loss: 1.398e-02
[TRAIN] Running WEIGHTED Molar Loss: 1.925e-02	Running Weighted Bulk Loss: 3.796e-02
[TEST] Running Saturation Loss: 5.971e-02	Running Chem Loss: 2.084e-04
[TEST] Running Molar Loss: 2.508e-04	Running Bulk Loss: 5.565e-05
Epoch 30: Train 711.94405 | Test 890.30995 | time = 94.9s
New best test loss: 890.30995 (improvement of 0.92%) Saving model.
