=== Log started at 2026-06-16 15:01:17 ===
###### config ######
{'encoderLayerUp': 2, 'encoderLayerDown': 2, 'middleLayerUp': 3, 'middleLayerDown': 2, 'low_regularization': '0.0batchnormdropout0.5', 'high_regularization': '0.05batchnormdropout0.5', 'activation_leak': 0.05, 'lowWD': 0.001, 'highWD': 0.001, 'noise': 0.05, '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: 8.916e-02	Running Chem Loss: 3.993e-04
[TRAIN] Running Molar Loss: 1.024e-03	Running Bulk Loss: 1.549e-04
[TRAIN] Running WEIGHTED Saturation Loss: 0.000e+00	Running Weighted Chem Loss: 3.993e-02
[TRAIN] Running WEIGHTED Molar Loss: 5.121e-02	Running Weighted Bulk Loss: 1.549e-01
[TEST] Running Saturation Loss: 6.357e-02	Running Chem Loss: 2.959e-04
[TEST] Running Molar Loss: 3.978e-04	Running Bulk Loss: 6.514e-05
Epoch 01: Train 2460.47946 | Test 1146.21703 | time = 94.0s
New best test loss: 1146.21703 (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: 8.644e-02	Running Chem Loss: 3.385e-04
[TRAIN] Running Molar Loss: 9.401e-04	Running Bulk Loss: 1.161e-04
[TRAIN] Running WEIGHTED Saturation Loss: 0.000e+00	Running Weighted Chem Loss: 3.385e-02
[TRAIN] Running WEIGHTED Molar Loss: 4.700e-02	Running Weighted Bulk Loss: 1.161e-01
[TEST] Running Saturation Loss: 5.843e-02	Running Chem Loss: 2.848e-04
[TEST] Running Molar Loss: 3.726e-04	Running Bulk Loss: 5.848e-05
Epoch 02: Train 1969.36992 | Test 1055.88134 | time = 99.9s
New best test loss: 1055.88134 (improvement of 7.88%) 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: 8.434e-02	Running Chem Loss: 2.756e-04
[TRAIN] Running Molar Loss: 8.590e-04	Running Bulk Loss: 8.148e-05
[TRAIN] Running WEIGHTED Saturation Loss: 0.000e+00	Running Weighted Chem Loss: 2.756e-02
[TRAIN] Running WEIGHTED Molar Loss: 4.295e-02	Running Weighted Bulk Loss: 8.148e-02
[TEST] Running Saturation Loss: 5.523e-02	Running Chem Loss: 2.542e-04
[TEST] Running Molar Loss: 3.334e-04	Running Bulk Loss: 4.854e-05
Epoch 03: Train 1519.93965 | Test 906.29660 | time = 101.0s
New best test loss: 906.29660 (improvement of 14.17%) Saving model.
Stepping scheduler on epoch. Current LR: [0.0003969463130731183, 0.0003969463130731183, 0.0003969463130731183]
Underfitting. Decreasing Dropout: 0.010000000000000002->0
[TRAIN] Running Saturation Loss: 8.359e-02	Running Chem Loss: 2.380e-04
[TRAIN] Running Molar Loss: 8.108e-04	Running Bulk Loss: 6.168e-05
[TRAIN] Running WEIGHTED Saturation Loss: 0.000e+00	Running Weighted Chem Loss: 2.380e-02
[TRAIN] Running WEIGHTED Molar Loss: 4.054e-02	Running Weighted Bulk Loss: 6.168e-02
[TEST] Running Saturation Loss: 5.356e-02	Running Chem Loss: 2.429e-04
[TEST] Running Molar Loss: 3.054e-04	Running Bulk Loss: 4.464e-05
Epoch 04: Train 1260.19713 | Test 841.92378 | time = 97.1s
New best test loss: 841.92378 (improvement of 7.10%) Saving model.
Stepping scheduler on epoch. Current LR: [0.00032725424859373687, 0.00032725424859373687, 0.00032725424859373687]
Underfitting, but dropout_rate is at the minimum: 0
[TRAIN] Running Saturation Loss: 8.358e-02	Running Chem Loss: 2.307e-04
[TRAIN] Running Molar Loss: 8.014e-04	Running Bulk Loss: 5.914e-05
[TRAIN] Running WEIGHTED Saturation Loss: 0.000e+00	Running Weighted Chem Loss: 2.307e-02
[TRAIN] Running WEIGHTED Molar Loss: 4.007e-02	Running Weighted Bulk Loss: 5.914e-02
[TEST] Running Saturation Loss: 5.476e-02	Running Chem Loss: 2.442e-04
[TEST] Running Molar Loss: 3.044e-04	Running Bulk Loss: 3.896e-05
Epoch 05: Train 1222.76291 | Test 786.08982 | time = 95.0s
New best test loss: 786.08982 (improvement of 6.63%) Saving model.
Stepping scheduler on epoch. Current LR: [0.00025, 0.00025, 0.00025]
Underfitting, but dropout_rate is at the minimum: 0
[TRAIN] Running Saturation Loss: 8.355e-02	Running Chem Loss: 2.256e-04
[TRAIN] Running Molar Loss: 7.965e-04	Running Bulk Loss: 5.733e-05
[TRAIN] Running WEIGHTED Saturation Loss: 0.000e+00	Running Weighted Chem Loss: 2.256e-02
[TRAIN] Running WEIGHTED Molar Loss: 3.982e-02	Running Weighted Bulk Loss: 5.733e-02
[TEST] Running Saturation Loss: 5.392e-02	Running Chem Loss: 2.403e-04
[TEST] Running Molar Loss: 3.114e-04	Running Bulk Loss: 3.851e-05
Epoch 06: Train 1197.13540 | Test 781.10735 | time = 98.9s
New best test loss: 781.10735 (improvement of 0.63%) Saving model.
Stepping scheduler on epoch. Current LR: [0.00017274575140626317, 0.00017274575140626317, 0.00017274575140626317]
Underfitting, but dropout_rate is at the minimum: 0
[TRAIN] Running Saturation Loss: 8.335e-02	Running Chem Loss: 2.216e-04
[TRAIN] Running Molar Loss: 7.886e-04	Running Bulk Loss: 5.591e-05
[TRAIN] Running WEIGHTED Saturation Loss: 0.000e+00	Running Weighted Chem Loss: 2.216e-02
[TRAIN] Running WEIGHTED Molar Loss: 3.943e-02	Running Weighted Bulk Loss: 5.591e-02
[TEST] Running Saturation Loss: 5.334e-02	Running Chem Loss: 2.388e-04
[TEST] Running Molar Loss: 2.980e-04	Running Bulk Loss: 3.662e-05
Epoch 07: Train 1174.97342 | Test 753.98855 | time = 93.8s
New best test loss: 753.98855 (improvement of 3.47%) Saving model.
Stepping scheduler on epoch. Current LR: [0.00010305368692688175, 0.00010305368692688175, 0.00010305368692688175]
Underfitting, but dropout_rate is at the minimum: 0
[TRAIN] Running Saturation Loss: 8.336e-02	Running Chem Loss: 2.188e-04
[TRAIN] Running Molar Loss: 7.864e-04	Running Bulk Loss: 5.494e-05
[TRAIN] Running WEIGHTED Saturation Loss: 0.000e+00	Running Weighted Chem Loss: 2.188e-02
[TRAIN] Running WEIGHTED Molar Loss: 3.932e-02	Running Weighted Bulk Loss: 5.494e-02
[TEST] Running Saturation Loss: 5.390e-02	Running Chem Loss: 2.391e-04
[TEST] Running Molar Loss: 3.026e-04	Running Bulk Loss: 3.556e-05
Epoch 08: Train 1161.47863 | Test 746.00829 | time = 96.6s
New best test loss: 746.00829 (improvement of 1.06%) Saving model.
Stepping scheduler on epoch. Current LR: [4.774575140626317e-05, 4.774575140626317e-05, 4.774575140626317e-05]
Underfitting, but dropout_rate is at the minimum: 0
[TRAIN] Running Saturation Loss: 8.342e-02	Running Chem Loss: 2.169e-04
[TRAIN] Running Molar Loss: 7.829e-04	Running Bulk Loss: 5.434e-05
[TRAIN] Running WEIGHTED Saturation Loss: 0.000e+00	Running Weighted Chem Loss: 2.169e-02
[TRAIN] Running WEIGHTED Molar Loss: 3.915e-02	Running Weighted Bulk Loss: 5.434e-02
[TEST] Running Saturation Loss: 5.372e-02	Running Chem Loss: 2.418e-04
[TEST] Running Molar Loss: 3.034e-04	Running Bulk Loss: 3.671e-05
Epoch 09: Train 1151.73033 | Test 760.57029 | time = 95.4s
No improvement. Counter: 1/20
Stepping scheduler on epoch. Current LR: [1.2235870926211617e-05, 1.2235870926211617e-05, 1.2235870926211617e-05]
Underfitting, but dropout_rate is at the minimum: 0
[TRAIN] Running Saturation Loss: 8.355e-02	Running Chem Loss: 2.163e-04
[TRAIN] Running Molar Loss: 7.830e-04	Running Bulk Loss: 5.387e-05
[TRAIN] Running WEIGHTED Saturation Loss: 0.000e+00	Running Weighted Chem Loss: 2.163e-02
[TRAIN] Running WEIGHTED Molar Loss: 3.915e-02	Running Weighted Bulk Loss: 5.387e-02
[TEST] Running Saturation Loss: 5.386e-02	Running Chem Loss: 2.376e-04
[TEST] Running Molar Loss: 2.965e-04	Running Bulk Loss: 3.461e-05
Epoch 10: Train 1146.54371 | Test 731.90515 | time = 94.8s
New best test loss: 731.90515 (improvement of 1.89%) Saving model.
Stepping scheduler on epoch. Current LR: [0.0, 0.0, 0.0]
Underfitting, but dropout_rate is at the minimum: 0
[TRAIN] Running Saturation Loss: 8.337e-02	Running Chem Loss: 2.157e-04
[TRAIN] Running Molar Loss: 7.801e-04	Running Bulk Loss: 5.389e-05
[TRAIN] Running WEIGHTED Saturation Loss: 0.000e+00	Running Weighted Chem Loss: 2.157e-02
[TRAIN] Running WEIGHTED Molar Loss: 3.901e-02	Running Weighted Bulk Loss: 5.389e-02
[TEST] Running Saturation Loss: 5.471e-02	Running Chem Loss: 2.378e-04
[TEST] Running Molar Loss: 2.985e-04	Running Bulk Loss: 3.481e-05
Epoch 11: Train 1144.63328 | Test 735.15108 | time = 94.1s
No improvement. Counter: 1/20
Stepping scheduler on epoch. Current LR: [1.2235870926211617e-05, 1.2235870926211617e-05, 1.2235870926211617e-05]
Underfitting, but dropout_rate is at the minimum: 0
[TRAIN] Running Saturation Loss: 8.343e-02	Running Chem Loss: 2.157e-04
[TRAIN] Running Molar Loss: 7.829e-04	Running Bulk Loss: 5.393e-05
[TRAIN] Running WEIGHTED Saturation Loss: 0.000e+00	Running Weighted Chem Loss: 2.157e-02
[TRAIN] Running WEIGHTED Molar Loss: 3.914e-02	Running Weighted Bulk Loss: 5.393e-02
[TEST] Running Saturation Loss: 5.330e-02	Running Chem Loss: 2.386e-04
[TEST] Running Molar Loss: 2.961e-04	Running Bulk Loss: 3.524e-05
Epoch 12: Train 1146.44410 | Test 739.06077 | time = 95.7s
No improvement. Counter: 2/20
Stepping scheduler on epoch. Current LR: [4.774575140626335e-05, 4.774575140626335e-05, 4.774575140626335e-05]
Underfitting, but dropout_rate is at the minimum: 0
[TRAIN] Running Saturation Loss: 8.338e-02	Running Chem Loss: 2.162e-04
[TRAIN] Running Molar Loss: 7.822e-04	Running Bulk Loss: 5.410e-05
[TRAIN] Running WEIGHTED Saturation Loss: 0.000e+00	Running Weighted Chem Loss: 2.162e-02
[TRAIN] Running WEIGHTED Molar Loss: 3.911e-02	Running Weighted Bulk Loss: 5.410e-02
[TEST] Running Saturation Loss: 5.706e-02	Running Chem Loss: 2.376e-04
[TEST] Running Molar Loss: 2.951e-04	Running Bulk Loss: 3.670e-05
Epoch 13: Train 1148.30424 | Test 752.25983 | time = 107.3s
No improvement. Counter: 3/20
Stepping scheduler on epoch. Current LR: [0.00010305368692688215, 0.00010305368692688215, 0.00010305368692688215]
Underfitting, but dropout_rate is at the minimum: 0
[TRAIN] Running Saturation Loss: 8.347e-02	Running Chem Loss: 2.170e-04
[TRAIN] Running Molar Loss: 7.846e-04	Running Bulk Loss: 5.436e-05
[TRAIN] Running WEIGHTED Saturation Loss: 0.000e+00	Running Weighted Chem Loss: 2.170e-02
[TRAIN] Running WEIGHTED Molar Loss: 3.923e-02	Running Weighted Bulk Loss: 5.436e-02
[TEST] Running Saturation Loss: 5.434e-02	Running Chem Loss: 2.359e-04
[TEST] Running Molar Loss: 2.985e-04	Running Bulk Loss: 3.370e-05
Epoch 14: Train 1152.87529 | Test 722.06357 | time = 108.8s
New best test loss: 722.06357 (improvement of 1.34%) Saving model.
Stepping scheduler on epoch. Current LR: [0.0001727457514062639, 0.0001727457514062639, 0.0001727457514062639]
Underfitting, but dropout_rate is at the minimum: 0
[TRAIN] Running Saturation Loss: 8.341e-02	Running Chem Loss: 2.172e-04
[TRAIN] Running Molar Loss: 7.834e-04	Running Bulk Loss: 5.458e-05
[TRAIN] Running WEIGHTED Saturation Loss: 0.000e+00	Running Weighted Chem Loss: 2.172e-02
[TRAIN] Running WEIGHTED Molar Loss: 3.917e-02	Running Weighted Bulk Loss: 5.458e-02
[TEST] Running Saturation Loss: 5.415e-02	Running Chem Loss: 2.403e-04
[TEST] Running Molar Loss: 3.019e-04	Running Bulk Loss: 3.505e-05
Epoch 15: Train 1154.67847 | Test 741.69168 | time = 103.5s
No improvement. Counter: 1/20
Stepping scheduler on epoch. Current LR: [0.0002500000000000011, 0.0002500000000000011, 0.0002500000000000011]
Underfitting, but dropout_rate is at the minimum: 0
[TRAIN] Running Saturation Loss: 8.354e-02	Running Chem Loss: 2.177e-04
[TRAIN] Running Molar Loss: 7.852e-04	Running Bulk Loss: 5.480e-05
[TRAIN] Running WEIGHTED Saturation Loss: 0.000e+00	Running Weighted Chem Loss: 2.177e-02
[TRAIN] Running WEIGHTED Molar Loss: 3.926e-02	Running Weighted Bulk Loss: 5.480e-02
[TEST] Running Saturation Loss: 5.388e-02	Running Chem Loss: 2.416e-04
[TEST] Running Molar Loss: 3.086e-04	Running Bulk Loss: 3.673e-05
Epoch 16: Train 1158.29190 | Test 763.19459 | time = 112.7s
No improvement. Counter: 2/20
Stepping scheduler on epoch. Current LR: [0.0003272542485937383, 0.0003272542485937383, 0.0003272542485937383]
Underfitting, but dropout_rate is at the minimum: 0
[TRAIN] Running Saturation Loss: 8.358e-02	Running Chem Loss: 2.183e-04
[TRAIN] Running Molar Loss: 7.865e-04	Running Bulk Loss: 5.513e-05
[TRAIN] Running WEIGHTED Saturation Loss: 0.000e+00	Running Weighted Chem Loss: 2.183e-02
[TRAIN] Running WEIGHTED Molar Loss: 3.932e-02	Running Weighted Bulk Loss: 5.513e-02
[TEST] Running Saturation Loss: 5.451e-02	Running Chem Loss: 2.387e-04
[TEST] Running Molar Loss: 2.992e-04	Running Bulk Loss: 3.417e-05
Epoch 17: Train 1162.83771 | Test 729.90897 | time = 96.5s
No improvement. Counter: 3/20
Stepping scheduler on epoch. Current LR: [0.00039694631307312, 0.00039694631307312, 0.00039694631307312]
Underfitting, but dropout_rate is at the minimum: 0
[TRAIN] Running Saturation Loss: 8.347e-02	Running Chem Loss: 2.176e-04
[TRAIN] Running Molar Loss: 7.853e-04	Running Bulk Loss: 5.502e-05
[TRAIN] Running WEIGHTED Saturation Loss: 0.000e+00	Running Weighted Chem Loss: 2.176e-02
[TRAIN] Running WEIGHTED Molar Loss: 3.926e-02	Running Weighted Bulk Loss: 5.502e-02
[TEST] Running Saturation Loss: 5.683e-02	Running Chem Loss: 2.460e-04
[TEST] Running Molar Loss: 3.104e-04	Running Bulk Loss: 3.662e-05
Epoch 18: Train 1160.37655 | Test 767.40089 | time = 97.1s
No improvement. Counter: 4/20
Stepping scheduler on epoch. Current LR: [0.00045225424859373893, 0.00045225424859373893, 0.00045225424859373893]
Underfitting, but dropout_rate is at the minimum: 0
[TRAIN] Running Saturation Loss: 8.340e-02	Running Chem Loss: 2.169e-04
[TRAIN] Running Molar Loss: 7.839e-04	Running Bulk Loss: 5.503e-05
[TRAIN] Running WEIGHTED Saturation Loss: 0.000e+00	Running Weighted Chem Loss: 2.169e-02
[TRAIN] Running WEIGHTED Molar Loss: 3.919e-02	Running Weighted Bulk Loss: 5.503e-02
[TEST] Running Saturation Loss: 5.497e-02	Running Chem Loss: 2.440e-04
[TEST] Running Molar Loss: 3.067e-04	Running Bulk Loss: 3.584e-05
Epoch 19: Train 1159.14673 | Test 755.78718 | time = 96.0s
No improvement. Counter: 5/20
Stepping scheduler on epoch. Current LR: [0.0004877641290737906, 0.0004877641290737906, 0.0004877641290737906]
Underfitting, but dropout_rate is at the minimum: 0
[TRAIN] Running Saturation Loss: 8.343e-02	Running Chem Loss: 2.161e-04
[TRAIN] Running Molar Loss: 7.817e-04	Running Bulk Loss: 5.480e-05
[TRAIN] Running WEIGHTED Saturation Loss: 0.000e+00	Running Weighted Chem Loss: 2.161e-02
[TRAIN] Running WEIGHTED Molar Loss: 3.909e-02	Running Weighted Bulk Loss: 5.480e-02
[TEST] Running Saturation Loss: 5.394e-02	Running Chem Loss: 2.449e-04
[TEST] Running Molar Loss: 3.189e-04	Running Bulk Loss: 3.857e-05
Epoch 20: Train 1154.95806 | Test 790.04664 | time = 95.3s
No improvement. Counter: 6/20
Stepping scheduler on epoch. Current LR: [0.0005000000000000023, 0.0005000000000000023, 0.0005000000000000023]
Underfitting, but dropout_rate is at the minimum: 0
[TRAIN] Running Saturation Loss: 8.348e-02	Running Chem Loss: 2.142e-04
[TRAIN] Running Molar Loss: 7.800e-04	Running Bulk Loss: 5.432e-05
[TRAIN] Running WEIGHTED Saturation Loss: 0.000e+00	Running Weighted Chem Loss: 2.142e-02
[TRAIN] Running WEIGHTED Molar Loss: 3.900e-02	Running Weighted Bulk Loss: 5.432e-02
[TEST] Running Saturation Loss: 5.343e-02	Running Chem Loss: 2.414e-04
[TEST] Running Molar Loss: 2.993e-04	Running Bulk Loss: 3.190e-05
Epoch 21: Train 1147.42096 | Test 710.03668 | time = 95.8s
New best test loss: 710.03668 (improvement of 1.67%) Saving model.
Stepping scheduler on epoch. Current LR: [0.0004877641290737906, 0.0004877641290737906, 0.0004877641290737906]
Underfitting, but dropout_rate is at the minimum: 0
[TRAIN] Running Saturation Loss: 8.325e-02	Running Chem Loss: 2.122e-04
[TRAIN] Running Molar Loss: 7.780e-04	Running Bulk Loss: 5.375e-05
[TRAIN] Running WEIGHTED Saturation Loss: 0.000e+00	Running Weighted Chem Loss: 2.122e-02
[TRAIN] Running WEIGHTED Molar Loss: 3.890e-02	Running Weighted Bulk Loss: 5.375e-02
[TEST] Running Saturation Loss: 5.418e-02	Running Chem Loss: 2.364e-04
[TEST] Running Molar Loss: 3.025e-04	Running Bulk Loss: 3.587e-05
Epoch 22: Train 1138.66981 | Test 746.40240 | time = 102.8s
No improvement. Counter: 1/20
Stepping scheduler on epoch. Current LR: [0.00045225424859373904, 0.00045225424859373904, 0.00045225424859373904]
Underfitting, but dropout_rate is at the minimum: 0
[TRAIN] Running Saturation Loss: 8.338e-02	Running Chem Loss: 2.101e-04
[TRAIN] Running Molar Loss: 7.760e-04	Running Bulk Loss: 5.296e-05
[TRAIN] Running WEIGHTED Saturation Loss: 0.000e+00	Running Weighted Chem Loss: 2.101e-02
[TRAIN] Running WEIGHTED Molar Loss: 3.880e-02	Running Weighted Bulk Loss: 5.296e-02
[TEST] Running Saturation Loss: 5.331e-02	Running Chem Loss: 2.449e-04
[TEST] Running Molar Loss: 2.953e-04	Running Bulk Loss: 3.278e-05
Epoch 23: Train 1127.75042 | Test 720.38159 | time = 109.5s
No improvement. Counter: 2/20
Stepping scheduler on epoch. Current LR: [0.0003969463130731201, 0.0003969463130731201, 0.0003969463130731201]
Underfitting, but dropout_rate is at the minimum: 0
[TRAIN] Running Saturation Loss: 8.343e-02	Running Chem Loss: 2.078e-04
[TRAIN] Running Molar Loss: 7.734e-04	Running Bulk Loss: 5.217e-05
[TRAIN] Running WEIGHTED Saturation Loss: 0.000e+00	Running Weighted Chem Loss: 2.078e-02
[TRAIN] Running WEIGHTED Molar Loss: 3.867e-02	Running Weighted Bulk Loss: 5.217e-02
[TEST] Running Saturation Loss: 5.410e-02	Running Chem Loss: 2.371e-04
[TEST] Running Molar Loss: 3.060e-04	Running Bulk Loss: 3.396e-05
Epoch 24: Train 1116.18852 | Test 729.69681 | time = 95.8s
No improvement. Counter: 3/20
Stepping scheduler on epoch. Current LR: [0.0003272542485937384, 0.0003272542485937384, 0.0003272542485937384]
Underfitting, but dropout_rate is at the minimum: 0
[TRAIN] Running Saturation Loss: 8.335e-02	Running Chem Loss: 2.046e-04
[TRAIN] Running Molar Loss: 7.679e-04	Running Bulk Loss: 5.121e-05
[TRAIN] Running WEIGHTED Saturation Loss: 0.000e+00	Running Weighted Chem Loss: 2.046e-02
[TRAIN] Running WEIGHTED Molar Loss: 3.840e-02	Running Weighted Bulk Loss: 5.121e-02
[TEST] Running Saturation Loss: 5.455e-02	Running Chem Loss: 2.390e-04
[TEST] Running Molar Loss: 3.061e-04	Running Bulk Loss: 2.940e-05
Epoch 25: Train 1100.63016 | Test 686.06701 | time = 91.6s
New best test loss: 686.06701 (improvement of 3.38%) Saving model.
Stepping scheduler on epoch. Current LR: [0.0002500000000000012, 0.0002500000000000012, 0.0002500000000000012]
Underfitting, but dropout_rate is at the minimum: 0
[TRAIN] Running Saturation Loss: 8.342e-02	Running Chem Loss: 2.024e-04
[TRAIN] Running Molar Loss: 7.657e-04	Running Bulk Loss: 5.037e-05
[TRAIN] Running WEIGHTED Saturation Loss: 0.000e+00	Running Weighted Chem Loss: 2.024e-02
[TRAIN] Running WEIGHTED Molar Loss: 3.828e-02	Running Weighted Bulk Loss: 5.037e-02
[TEST] Running Saturation Loss: 5.430e-02	Running Chem Loss: 2.383e-04
[TEST] Running Molar Loss: 2.981e-04	Running Bulk Loss: 3.112e-05
Epoch 26: Train 1088.91389 | Test 698.55866 | time = 91.7s
No improvement. Counter: 1/20
Stepping scheduler on epoch. Current LR: [0.00017274575140626403, 0.00017274575140626403, 0.00017274575140626403]
Underfitting, but dropout_rate is at the minimum: 0
[TRAIN] Running Saturation Loss: 8.347e-02	Running Chem Loss: 2.000e-04
[TRAIN] Running Molar Loss: 7.618e-04	Running Bulk Loss: 4.968e-05
[TRAIN] Running WEIGHTED Saturation Loss: 0.000e+00	Running Weighted Chem Loss: 2.000e-02
[TRAIN] Running WEIGHTED Molar Loss: 3.809e-02	Running Weighted Bulk Loss: 4.968e-02
[TEST] Running Saturation Loss: 5.378e-02	Running Chem Loss: 2.406e-04
[TEST] Running Molar Loss: 2.932e-04	Running Bulk Loss: 3.069e-05
Epoch 27: Train 1077.74985 | Test 694.12007 | time = 89.9s
No improvement. Counter: 2/20
Stepping scheduler on epoch. Current LR: [0.00010305368692688227, 0.00010305368692688227, 0.00010305368692688227]
Underfitting, but dropout_rate is at the minimum: 0
[TRAIN] Running Saturation Loss: 8.340e-02	Running Chem Loss: 1.981e-04
[TRAIN] Running Molar Loss: 7.589e-04	Running Bulk Loss: 4.903e-05
[TRAIN] Running WEIGHTED Saturation Loss: 0.000e+00	Running Weighted Chem Loss: 1.981e-02
[TRAIN] Running WEIGHTED Molar Loss: 3.794e-02	Running Weighted Bulk Loss: 4.903e-02
[TEST] Running Saturation Loss: 5.373e-02	Running Chem Loss: 2.319e-04
[TEST] Running Molar Loss: 2.926e-04	Running Bulk Loss: 2.786e-05
Epoch 28: Train 1067.82862 | Test 656.79514 | time = 89.3s
New best test loss: 656.79514 (improvement of 4.27%) Saving model.
Stepping scheduler on epoch. Current LR: [4.774575140626342e-05, 4.774575140626342e-05, 4.774575140626342e-05]
Underfitting, but dropout_rate is at the minimum: 0
[TRAIN] Running Saturation Loss: 8.349e-02	Running Chem Loss: 1.967e-04
[TRAIN] Running Molar Loss: 7.561e-04	Running Bulk Loss: 4.857e-05
[TRAIN] Running WEIGHTED Saturation Loss: 0.000e+00	Running Weighted Chem Loss: 1.967e-02
[TRAIN] Running WEIGHTED Molar Loss: 3.781e-02	Running Weighted Bulk Loss: 4.857e-02
[TEST] Running Saturation Loss: 5.499e-02	Running Chem Loss: 2.326e-04
[TEST] Running Molar Loss: 2.962e-04	Running Bulk Loss: 2.686e-05
Epoch 29: Train 1060.45239 | Test 649.34799 | time = 88.7s
New best test loss: 649.34799 (improvement of 1.13%) Saving model.
Stepping scheduler on epoch. Current LR: [1.2235870926211704e-05, 1.2235870926211704e-05, 1.2235870926211704e-05]
Underfitting, but dropout_rate is at the minimum: 0
[TRAIN] Running Saturation Loss: 8.329e-02	Running Chem Loss: 1.959e-04
[TRAIN] Running Molar Loss: 7.552e-04	Running Bulk Loss: 4.835e-05
[TRAIN] Running WEIGHTED Saturation Loss: 0.000e+00	Running Weighted Chem Loss: 1.959e-02
[TRAIN] Running WEIGHTED Molar Loss: 3.776e-02	Running Weighted Bulk Loss: 4.835e-02
[TEST] Running Saturation Loss: 5.435e-02	Running Chem Loss: 2.323e-04
[TEST] Running Molar Loss: 2.942e-04	Running Bulk Loss: 2.660e-05
Epoch 30: Train 1056.98994 | Test 645.44219 | time = 89.0s
New best test loss: 645.44219 (improvement of 0.60%) Saving model.
Stepping scheduler on epoch. Current LR: [0.0, 0.0, 0.0]
Underfitting, but dropout_rate is at the minimum: 0
[TRAIN] Running Saturation Loss: 8.340e-02	Running Chem Loss: 1.957e-04
[TRAIN] Running Molar Loss: 7.550e-04	Running Bulk Loss: 4.833e-05
[TRAIN] Running WEIGHTED Saturation Loss: 0.000e+00	Running Weighted Chem Loss: 1.957e-02
[TRAIN] Running WEIGHTED Molar Loss: 3.775e-02	Running Weighted Bulk Loss: 4.833e-02
[TEST] Running Saturation Loss: 5.682e-02	Running Chem Loss: 2.299e-04
[TEST] Running Molar Loss: 2.931e-04	Running Bulk Loss: 2.925e-05
Epoch 31: Train 1056.49516 | Test 668.97656 | time = 88.8s
No improvement. Counter: 1/20
Stepping scheduler on epoch. Current LR: [1.2235870926211617e-05, 1.2235870926211617e-05, 1.2235870926211617e-05]
Underfitting, but dropout_rate is at the minimum: 0
[TRAIN] Running Saturation Loss: 8.345e-02	Running Chem Loss: 1.957e-04
[TRAIN] Running Molar Loss: 7.549e-04	Running Bulk Loss: 4.830e-05
[TRAIN] Running WEIGHTED Saturation Loss: 0.000e+00	Running Weighted Chem Loss: 1.957e-02
[TRAIN] Running WEIGHTED Molar Loss: 3.775e-02	Running Weighted Bulk Loss: 4.830e-02
[TEST] Running Saturation Loss: 5.694e-02	Running Chem Loss: 2.306e-04
[TEST] Running Molar Loss: 2.916e-04	Running Bulk Loss: 2.947e-05
Epoch 32: Train 1056.10144 | Test 671.10950 | time = 89.8s
No improvement. Counter: 2/20
Stepping scheduler on epoch. Current LR: [4.774575140626319e-05, 4.774575140626319e-05, 4.774575140626319e-05]
Underfitting, but dropout_rate is at the minimum: 0
[TRAIN] Running Saturation Loss: 8.340e-02	Running Chem Loss: 1.965e-04
[TRAIN] Running Molar Loss: 7.558e-04	Running Bulk Loss: 4.852e-05
[TRAIN] Running WEIGHTED Saturation Loss: 0.000e+00	Running Weighted Chem Loss: 1.965e-02
[TRAIN] Running WEIGHTED Molar Loss: 3.779e-02	Running Weighted Bulk Loss: 4.852e-02
[TEST] Running Saturation Loss: 5.351e-02	Running Chem Loss: 2.334e-04
[TEST] Running Molar Loss: 2.893e-04	Running Bulk Loss: 2.857e-05
Epoch 33: Train 1059.55813 | Test 663.78156 | time = 89.3s
No improvement. Counter: 3/20
Stepping scheduler on epoch. Current LR: [0.00010305368692688186, 0.00010305368692688186, 0.00010305368692688186]
Underfitting, but dropout_rate is at the minimum: 0
[TRAIN] Running Saturation Loss: 8.343e-02	Running Chem Loss: 1.972e-04
[TRAIN] Running Molar Loss: 7.589e-04	Running Bulk Loss: 4.888e-05
[TRAIN] Running WEIGHTED Saturation Loss: 0.000e+00	Running Weighted Chem Loss: 1.972e-02
[TRAIN] Running WEIGHTED Molar Loss: 3.794e-02	Running Weighted Bulk Loss: 4.888e-02
[TEST] Running Saturation Loss: 5.346e-02	Running Chem Loss: 2.368e-04
[TEST] Running Molar Loss: 2.954e-04	Running Bulk Loss: 2.809e-05
Epoch 34: Train 1065.47617 | Test 665.37490 | time = 89.5s
No improvement. Counter: 4/20
Stepping scheduler on epoch. Current LR: [0.0001727457514062634, 0.0001727457514062634, 0.0001727457514062634]
Underfitting, but dropout_rate is at the minimum: 0
[TRAIN] Running Saturation Loss: 8.348e-02	Running Chem Loss: 1.986e-04
[TRAIN] Running Molar Loss: 7.593e-04	Running Bulk Loss: 4.929e-05
[TRAIN] Running WEIGHTED Saturation Loss: 0.000e+00	Running Weighted Chem Loss: 1.986e-02
[TRAIN] Running WEIGHTED Molar Loss: 3.796e-02	Running Weighted Bulk Loss: 4.929e-02
[TEST] Running Saturation Loss: 5.376e-02	Running Chem Loss: 2.345e-04
[TEST] Running Molar Loss: 2.943e-04	Running Bulk Loss: 2.777e-05
Epoch 35: Train 1071.14257 | Test 659.32154 | time = 88.5s
No improvement. Counter: 5/20
Stepping scheduler on epoch. Current LR: [0.00025000000000000044, 0.00025000000000000044, 0.00025000000000000044]
Underfitting, but dropout_rate is at the minimum: 0
[TRAIN] Running Saturation Loss: 8.338e-02	Running Chem Loss: 1.999e-04
[TRAIN] Running Molar Loss: 7.604e-04	Running Bulk Loss: 4.980e-05
[TRAIN] Running WEIGHTED Saturation Loss: 0.000e+00	Running Weighted Chem Loss: 1.999e-02
[TRAIN] Running WEIGHTED Molar Loss: 3.802e-02	Running Weighted Bulk Loss: 4.980e-02
[TEST] Running Saturation Loss: 5.463e-02	Running Chem Loss: 2.410e-04
[TEST] Running Molar Loss: 2.926e-04	Running Bulk Loss: 3.077e-05
Epoch 36: Train 1078.13171 | Test 695.09012 | time = 90.9s
No improvement. Counter: 6/20
Stepping scheduler on epoch. Current LR: [0.00032725424859373747, 0.00032725424859373747, 0.00032725424859373747]
Underfitting, but dropout_rate is at the minimum: 0
[TRAIN] Running Saturation Loss: 8.335e-02	Running Chem Loss: 2.011e-04
[TRAIN] Running Molar Loss: 7.616e-04	Running Bulk Loss: 5.023e-05
[TRAIN] Running WEIGHTED Saturation Loss: 0.000e+00	Running Weighted Chem Loss: 2.011e-02
[TRAIN] Running WEIGHTED Molar Loss: 3.808e-02	Running Weighted Bulk Loss: 5.023e-02
[TEST] Running Saturation Loss: 5.461e-02	Running Chem Loss: 2.415e-04
[TEST] Running Molar Loss: 2.993e-04	Running Bulk Loss: 3.021e-05
Epoch 37: Train 1084.18459 | Test 693.24362 | time = 89.7s
No improvement. Counter: 7/20
Stepping scheduler on epoch. Current LR: [0.0003969463130731191, 0.0003969463130731191, 0.0003969463130731191]
Underfitting, but dropout_rate is at the minimum: 0
[TRAIN] Running Saturation Loss: 8.352e-02	Running Chem Loss: 2.024e-04
[TRAIN] Running Molar Loss: 7.650e-04	Running Bulk Loss: 5.069e-05
[TRAIN] Running WEIGHTED Saturation Loss: 0.000e+00	Running Weighted Chem Loss: 2.024e-02
[TRAIN] Running WEIGHTED Molar Loss: 3.825e-02	Running Weighted Bulk Loss: 5.069e-02
[TEST] Running Saturation Loss: 5.544e-02	Running Chem Loss: 2.327e-04
[TEST] Running Molar Loss: 3.062e-04	Running Bulk Loss: 3.030e-05
Epoch 38: Train 1091.76764 | Test 688.78375 | time = 90.4s
No improvement. Counter: 8/20
Stepping scheduler on epoch. Current LR: [0.0004522542485937378, 0.0004522542485937378, 0.0004522542485937378]
Underfitting, but dropout_rate is at the minimum: 0
[TRAIN] Running Saturation Loss: 8.344e-02	Running Chem Loss: 2.023e-04
[TRAIN] Running Molar Loss: 7.647e-04	Running Bulk Loss: 5.092e-05
[TRAIN] Running WEIGHTED Saturation Loss: 0.000e+00	Running Weighted Chem Loss: 2.023e-02
[TRAIN] Running WEIGHTED Molar Loss: 3.824e-02	Running Weighted Bulk Loss: 5.092e-02
[TEST] Running Saturation Loss: 5.420e-02	Running Chem Loss: 2.339e-04
[TEST] Running Molar Loss: 3.077e-04	Running Bulk Loss: 2.867e-05
Epoch 39: Train 1093.87411 | Test 674.46593 | time = 89.9s
No improvement. Counter: 9/20
Stepping scheduler on epoch. Current LR: [0.0004877641290737895, 0.0004877641290737895, 0.0004877641290737895]
Underfitting, but dropout_rate is at the minimum: 0
[TRAIN] Running Saturation Loss: 8.346e-02	Running Chem Loss: 2.029e-04
[TRAIN] Running Molar Loss: 7.654e-04	Running Bulk Loss: 5.107e-05
[TRAIN] Running WEIGHTED Saturation Loss: 0.000e+00	Running Weighted Chem Loss: 2.029e-02
[TRAIN] Running WEIGHTED Molar Loss: 3.827e-02	Running Weighted Bulk Loss: 5.107e-02
[TEST] Running Saturation Loss: 5.412e-02	Running Chem Loss: 2.361e-04
[TEST] Running Molar Loss: 2.954e-04	Running Bulk Loss: 2.815e-05
Epoch 40: Train 1096.27526 | Test 665.26547 | time = 90.6s
No improvement. Counter: 10/20
Stepping scheduler on epoch. Current LR: [0.0005000000000000012, 0.0005000000000000012, 0.0005000000000000012]
Underfitting, but dropout_rate is at the minimum: 0
[TRAIN] Running Saturation Loss: 8.331e-02	Running Chem Loss: 2.020e-04
[TRAIN] Running Molar Loss: 7.639e-04	Running Bulk Loss: 5.082e-05
[TRAIN] Running WEIGHTED Saturation Loss: 0.000e+00	Running Weighted Chem Loss: 2.020e-02
[TRAIN] Running WEIGHTED Molar Loss: 3.819e-02	Running Weighted Bulk Loss: 5.082e-02
[TEST] Running Saturation Loss: 5.399e-02	Running Chem Loss: 2.423e-04
[TEST] Running Molar Loss: 3.092e-04	Running Bulk Loss: 3.106e-05
Epoch 41: Train 1092.13614 | Test 707.48181 | time = 89.1s
No improvement. Counter: 11/20
Stepping scheduler on epoch. Current LR: [0.00048776412907378976, 0.00048776412907378976, 0.00048776412907378976]
Underfitting, but dropout_rate is at the minimum: 0
[TRAIN] Running Saturation Loss: 8.346e-02	Running Chem Loss: 2.010e-04
[TRAIN] Running Molar Loss: 7.645e-04	Running Bulk Loss: 5.044e-05
[TRAIN] Running WEIGHTED Saturation Loss: 0.000e+00	Running Weighted Chem Loss: 2.010e-02
[TRAIN] Running WEIGHTED Molar Loss: 3.822e-02	Running Weighted Bulk Loss: 5.044e-02
[TEST] Running Saturation Loss: 5.402e-02	Running Chem Loss: 2.320e-04
[TEST] Running Molar Loss: 3.053e-04	Running Bulk Loss: 2.876e-05
Epoch 42: Train 1087.64978 | Test 672.21608 | time = 89.6s
No improvement. Counter: 12/20
Stepping scheduler on epoch. Current LR: [0.00045225424859373807, 0.00045225424859373807, 0.00045225424859373807]
Underfitting, but dropout_rate is at the minimum: 0
[TRAIN] Running Saturation Loss: 8.334e-02	Running Chem Loss: 1.991e-04
[TRAIN] Running Molar Loss: 7.612e-04	Running Bulk Loss: 4.995e-05
[TRAIN] Running WEIGHTED Saturation Loss: 0.000e+00	Running Weighted Chem Loss: 1.991e-02
[TRAIN] Running WEIGHTED Molar Loss: 3.806e-02	Running Weighted Bulk Loss: 4.995e-02
[TEST] Running Saturation Loss: 5.583e-02	Running Chem Loss: 2.356e-04
[TEST] Running Molar Loss: 2.962e-04	Running Bulk Loss: 2.991e-05
Epoch 43: Train 1079.14872 | Test 682.73233 | time = 89.0s
No improvement. Counter: 13/20
Stepping scheduler on epoch. Current LR: [0.00039694631307311937, 0.00039694631307311937, 0.00039694631307311937]
Underfitting, but dropout_rate is at the minimum: 0
[TRAIN] Running Saturation Loss: 8.341e-02	Running Chem Loss: 1.974e-04
[TRAIN] Running Molar Loss: 7.592e-04	Running Bulk Loss: 4.931e-05
[TRAIN] Running WEIGHTED Saturation Loss: 0.000e+00	Running Weighted Chem Loss: 1.974e-02
[TRAIN] Running WEIGHTED Molar Loss: 3.796e-02	Running Weighted Bulk Loss: 4.931e-02
[TEST] Running Saturation Loss: 5.401e-02	Running Chem Loss: 2.415e-04
[TEST] Running Molar Loss: 2.966e-04	Running Bulk Loss: 2.955e-05
Epoch 44: Train 1070.05416 | Test 685.30898 | time = 89.9s
No improvement. Counter: 14/20
Stepping scheduler on epoch. Current LR: [0.0003272542485937382, 0.0003272542485937382, 0.0003272542485937382]
Underfitting, but dropout_rate is at the minimum: 0
[TRAIN] Running Saturation Loss: 8.356e-02	Running Chem Loss: 1.953e-04
[TRAIN] Running Molar Loss: 7.552e-04	Running Bulk Loss: 4.870e-05
[TRAIN] Running WEIGHTED Saturation Loss: 0.000e+00	Running Weighted Chem Loss: 1.953e-02
[TRAIN] Running WEIGHTED Molar Loss: 3.776e-02	Running Weighted Bulk Loss: 4.870e-02
[TEST] Running Saturation Loss: 5.492e-02	Running Chem Loss: 2.351e-04
[TEST] Running Molar Loss: 2.994e-04	Running Bulk Loss: 2.727e-05
Epoch 45: Train 1059.89276 | Test 657.52629 | time = 89.4s
No improvement. Counter: 15/20
Stepping scheduler on epoch. Current LR: [0.0002500000000000007, 0.0002500000000000007, 0.0002500000000000007]
Underfitting, but dropout_rate is at the minimum: 0
[TRAIN] Running Saturation Loss: 8.343e-02	Running Chem Loss: 1.929e-04
[TRAIN] Running Molar Loss: 7.529e-04	Running Bulk Loss: 4.803e-05
[TRAIN] Running WEIGHTED Saturation Loss: 0.000e+00	Running Weighted Chem Loss: 1.929e-02
[TRAIN] Running WEIGHTED Molar Loss: 3.764e-02	Running Weighted Bulk Loss: 4.803e-02
[TEST] Running Saturation Loss: 5.345e-02	Running Chem Loss: 2.341e-04
[TEST] Running Molar Loss: 3.011e-04	Running Bulk Loss: 2.914e-05
Epoch 46: Train 1049.67371 | Test 676.10978 | time = 89.9s
No improvement. Counter: 16/20
Stepping scheduler on epoch. Current LR: [0.00017274575140626368, 0.00017274575140626368, 0.00017274575140626368]
Underfitting, but dropout_rate is at the minimum: 0
[TRAIN] Running Saturation Loss: 8.344e-02	Running Chem Loss: 1.914e-04
[TRAIN] Running Molar Loss: 7.488e-04	Running Bulk Loss: 4.747e-05
[TRAIN] Running WEIGHTED Saturation Loss: 0.000e+00	Running Weighted Chem Loss: 1.914e-02
[TRAIN] Running WEIGHTED Molar Loss: 3.744e-02	Running Weighted Bulk Loss: 4.747e-02
[TEST] Running Saturation Loss: 5.394e-02	Running Chem Loss: 2.345e-04
[TEST] Running Molar Loss: 2.849e-04	Running Bulk Loss: 2.509e-05
Epoch 47: Train 1040.43476 | Test 627.88855 | time = 89.2s
New best test loss: 627.88855 (improvement of 2.72%) Saving model.
Stepping scheduler on epoch. Current LR: [0.00010305368692688171, 0.00010305368692688171, 0.00010305368692688171]
Underfitting, but dropout_rate is at the minimum: 0
[TRAIN] Running Saturation Loss: 8.339e-02	Running Chem Loss: 1.893e-04
[TRAIN] Running Molar Loss: 7.480e-04	Running Bulk Loss: 4.687e-05
[TRAIN] Running WEIGHTED Saturation Loss: 0.000e+00	Running Weighted Chem Loss: 1.893e-02
[TRAIN] Running WEIGHTED Molar Loss: 3.740e-02	Running Weighted Bulk Loss: 4.687e-02
[TEST] Running Saturation Loss: 5.409e-02	Running Chem Loss: 2.329e-04
[TEST] Running Molar Loss: 2.922e-04	Running Bulk Loss: 2.676e-05
Epoch 48: Train 1032.03820 | Test 646.56782 | time = 89.8s
No improvement. Counter: 1/20
Stepping scheduler on epoch. Current LR: [4.774575140626334e-05, 4.774575140626334e-05, 4.774575140626334e-05]
Underfitting, but dropout_rate is at the minimum: 0
[TRAIN] Running Saturation Loss: 8.347e-02	Running Chem Loss: 1.882e-04
[TRAIN] Running Molar Loss: 7.453e-04	Running Bulk Loss: 4.643e-05
[TRAIN] Running WEIGHTED Saturation Loss: 0.000e+00	Running Weighted Chem Loss: 1.882e-02
[TRAIN] Running WEIGHTED Molar Loss: 3.726e-02	Running Weighted Bulk Loss: 4.643e-02
[TEST] Running Saturation Loss: 5.406e-02	Running Chem Loss: 2.284e-04
[TEST] Running Molar Loss: 2.931e-04	Running Bulk Loss: 2.517e-05
Epoch 49: Train 1025.09923 | Test 626.58132 | time = 90.0s
New best test loss: 626.58132 (improvement of 0.21%) Saving model.
Stepping scheduler on epoch. Current LR: [1.2235870926211816e-05, 1.2235870926211816e-05, 1.2235870926211816e-05]
Underfitting, but dropout_rate is at the minimum: 0
[TRAIN] Running Saturation Loss: 8.339e-02	Running Chem Loss: 1.875e-04
[TRAIN] Running Molar Loss: 7.434e-04	Running Bulk Loss: 4.620e-05
[TRAIN] Running WEIGHTED Saturation Loss: 0.000e+00	Running Weighted Chem Loss: 1.875e-02
[TRAIN] Running WEIGHTED Molar Loss: 3.717e-02	Running Weighted Bulk Loss: 4.620e-02
[TEST] Running Saturation Loss: 5.355e-02	Running Chem Loss: 2.288e-04
[TEST] Running Molar Loss: 2.883e-04	Running Bulk Loss: 2.495e-05
Epoch 50: Train 1021.23330 | Test 622.49250 | time = 90.1s
New best test loss: 622.49250 (improvement of 0.65%) Saving model.
Stepping scheduler on epoch. Current LR: [0.0, 0.0, 0.0]
Underfitting, but dropout_rate is at the minimum: 0
[TRAIN] Running Saturation Loss: 8.334e-02	Running Chem Loss: 1.873e-04
[TRAIN] Running Molar Loss: 7.429e-04	Running Bulk Loss: 4.621e-05
[TRAIN] Running WEIGHTED Saturation Loss: 0.000e+00	Running Weighted Chem Loss: 1.873e-02
[TRAIN] Running WEIGHTED Molar Loss: 3.714e-02	Running Weighted Bulk Loss: 4.621e-02
[TEST] Running Saturation Loss: 5.413e-02	Running Chem Loss: 2.318e-04
[TEST] Running Molar Loss: 2.884e-04	Running Bulk Loss: 2.397e-05
Epoch 51: Train 1020.85100 | Test 615.66332 | time = 89.5s
New best test loss: 615.66332 (improvement of 1.10%) Saving model.
Stepping scheduler on epoch. Current LR: [1.2235870926211617e-05, 1.2235870926211617e-05, 1.2235870926211617e-05]
Underfitting, but dropout_rate is at the minimum: 0
[TRAIN] Running Saturation Loss: 8.349e-02	Running Chem Loss: 1.875e-04
[TRAIN] Running Molar Loss: 7.443e-04	Running Bulk Loss: 4.624e-05
[TRAIN] Running WEIGHTED Saturation Loss: 0.000e+00	Running Weighted Chem Loss: 1.875e-02
[TRAIN] Running WEIGHTED Molar Loss: 3.722e-02	Running Weighted Bulk Loss: 4.624e-02
[TEST] Running Saturation Loss: 5.507e-02	Running Chem Loss: 2.325e-04
[TEST] Running Molar Loss: 2.894e-04	Running Bulk Loss: 2.380e-05
Epoch 52: Train 1022.03050 | Test 615.16775 | time = 89.9s
New best test loss: 615.16775 (improvement of 0.08%) Saving model.
Stepping scheduler on epoch. Current LR: [4.7745751406263814e-05, 4.7745751406263814e-05, 4.7745751406263814e-05]
Underfitting, but dropout_rate is at the minimum: 0
[TRAIN] Running Saturation Loss: 8.362e-02	Running Chem Loss: 1.882e-04
[TRAIN] Running Molar Loss: 7.465e-04	Running Bulk Loss: 4.637e-05
[TRAIN] Running WEIGHTED Saturation Loss: 0.000e+00	Running Weighted Chem Loss: 1.882e-02
[TRAIN] Running WEIGHTED Molar Loss: 3.733e-02	Running Weighted Bulk Loss: 4.637e-02
[TEST] Running Saturation Loss: 5.369e-02	Running Chem Loss: 2.317e-04
[TEST] Running Molar Loss: 2.889e-04	Running Bulk Loss: 2.570e-05
Epoch 53: Train 1025.20936 | Test 633.13529 | time = 89.3s
No improvement. Counter: 1/20
Stepping scheduler on epoch. Current LR: [0.00010305368692688358, 0.00010305368692688358, 0.00010305368692688358]
Underfitting, but dropout_rate is at the minimum: 0
[TRAIN] Running Saturation Loss: 8.349e-02	Running Chem Loss: 1.889e-04
[TRAIN] Running Molar Loss: 7.458e-04	Running Bulk Loss: 4.668e-05
[TRAIN] Running WEIGHTED Saturation Loss: 0.000e+00	Running Weighted Chem Loss: 1.889e-02
[TRAIN] Running WEIGHTED Molar Loss: 3.729e-02	Running Weighted Bulk Loss: 4.668e-02
[TEST] Running Saturation Loss: 5.402e-02	Running Chem Loss: 2.307e-04
[TEST] Running Molar Loss: 2.906e-04	Running Bulk Loss: 2.676e-05
Epoch 54: Train 1028.53392 | Test 643.52517 | time = 90.1s
No improvement. Counter: 2/20
Stepping scheduler on epoch. Current LR: [0.00017274575140626571, 0.00017274575140626571, 0.00017274575140626571]
Underfitting, but dropout_rate is at the minimum: 0
[TRAIN] Running Saturation Loss: 8.337e-02	Running Chem Loss: 1.903e-04
[TRAIN] Running Molar Loss: 7.483e-04	Running Bulk Loss: 4.715e-05
[TRAIN] Running WEIGHTED Saturation Loss: 0.000e+00	Running Weighted Chem Loss: 1.903e-02
[TRAIN] Running WEIGHTED Molar Loss: 3.741e-02	Running Weighted Bulk Loss: 4.715e-02
[TEST] Running Saturation Loss: 5.430e-02	Running Chem Loss: 2.315e-04
[TEST] Running Molar Loss: 2.972e-04	Running Bulk Loss: 2.719e-05
Epoch 55: Train 1036.00277 | Test 651.99993 | time = 89.1s
No improvement. Counter: 3/20
Stepping scheduler on epoch. Current LR: [0.00025000000000000423, 0.00025000000000000423, 0.00025000000000000423]
Underfitting, but dropout_rate is at the minimum: 0
[TRAIN] Running Saturation Loss: 8.341e-02	Running Chem Loss: 1.916e-04
[TRAIN] Running Molar Loss: 7.497e-04	Running Bulk Loss: 4.770e-05
[TRAIN] Running WEIGHTED Saturation Loss: 0.000e+00	Running Weighted Chem Loss: 1.916e-02
[TRAIN] Running WEIGHTED Molar Loss: 3.748e-02	Running Weighted Bulk Loss: 4.770e-02
[TEST] Running Saturation Loss: 5.366e-02	Running Chem Loss: 2.426e-04
[TEST] Running Molar Loss: 2.976e-04	Running Bulk Loss: 2.730e-05
Epoch 56: Train 1043.46627 | Test 664.36384 | time = 90.0s
No improvement. Counter: 4/20
Stepping scheduler on epoch. Current LR: [0.00032725424859374186, 0.00032725424859374186, 0.00032725424859374186]
Underfitting, but dropout_rate is at the minimum: 0
[TRAIN] Running Saturation Loss: 8.350e-02	Running Chem Loss: 1.931e-04
[TRAIN] Running Molar Loss: 7.522e-04	Running Bulk Loss: 4.820e-05
[TRAIN] Running WEIGHTED Saturation Loss: 0.000e+00	Running Weighted Chem Loss: 1.931e-02
[TRAIN] Running WEIGHTED Molar Loss: 3.761e-02	Running Weighted Bulk Loss: 4.820e-02
[TEST] Running Saturation Loss: 5.407e-02	Running Chem Loss: 2.342e-04
[TEST] Running Molar Loss: 2.905e-04	Running Bulk Loss: 2.679e-05
Epoch 57: Train 1051.18171 | Test 647.37123 | time = 89.6s
No improvement. Counter: 5/20
Stepping scheduler on epoch. Current LR: [0.0003969463130731241, 0.0003969463130731241, 0.0003969463130731241]
Underfitting, but dropout_rate is at the minimum: 0
[TRAIN] Running Saturation Loss: 8.354e-02	Running Chem Loss: 1.943e-04
[TRAIN] Running Molar Loss: 7.539e-04	Running Bulk Loss: 4.859e-05
[TRAIN] Running WEIGHTED Saturation Loss: 0.000e+00	Running Weighted Chem Loss: 1.943e-02
[TRAIN] Running WEIGHTED Molar Loss: 3.770e-02	Running Weighted Bulk Loss: 4.859e-02
[TEST] Running Saturation Loss: 5.420e-02	Running Chem Loss: 2.413e-04
[TEST] Running Molar Loss: 3.103e-04	Running Bulk Loss: 2.704e-05
Epoch 58: Train 1057.20273 | Test 666.85375 | time = 90.0s
No improvement. Counter: 6/20
Stepping scheduler on epoch. Current LR: [0.0004522542485937439, 0.0004522542485937439, 0.0004522542485937439]
Underfitting, but dropout_rate is at the minimum: 0
[TRAIN] Running Saturation Loss: 8.344e-02	Running Chem Loss: 1.950e-04
[TRAIN] Running Molar Loss: 7.550e-04	Running Bulk Loss: 4.894e-05
[TRAIN] Running WEIGHTED Saturation Loss: 0.000e+00	Running Weighted Chem Loss: 1.950e-02
[TRAIN] Running WEIGHTED Molar Loss: 3.775e-02	Running Weighted Bulk Loss: 4.894e-02
[TEST] Running Saturation Loss: 5.400e-02	Running Chem Loss: 2.392e-04
[TEST] Running Molar Loss: 2.914e-04	Running Bulk Loss: 2.862e-05
Epoch 59: Train 1061.90154 | Test 671.00270 | time = 89.6s
No improvement. Counter: 7/20
Stepping scheduler on epoch. Current LR: [0.0004877641290737959, 0.0004877641290737959, 0.0004877641290737959]
Underfitting, but dropout_rate is at the minimum: 0
[TRAIN] Running Saturation Loss: 8.350e-02	Running Chem Loss: 1.956e-04
[TRAIN] Running Molar Loss: 7.553e-04	Running Bulk Loss: 4.911e-05
[TRAIN] Running WEIGHTED Saturation Loss: 0.000e+00	Running Weighted Chem Loss: 1.956e-02
[TRAIN] Running WEIGHTED Molar Loss: 3.777e-02	Running Weighted Bulk Loss: 4.911e-02
[TEST] Running Saturation Loss: 5.395e-02	Running Chem Loss: 2.367e-04
[TEST] Running Molar Loss: 2.972e-04	Running Bulk Loss: 3.008e-05
Epoch 60: Train 1064.26704 | Test 686.12576 | time = 90.8s
No improvement. Counter: 8/20
Stepping scheduler on epoch. Current LR: [0.0005000000000000078, 0.0005000000000000078, 0.0005000000000000078]
Underfitting, but dropout_rate is at the minimum: 0
[TRAIN] Running Saturation Loss: 8.350e-02	Running Chem Loss: 1.954e-04
[TRAIN] Running Molar Loss: 7.552e-04	Running Bulk Loss: 4.897e-05
[TRAIN] Running WEIGHTED Saturation Loss: 0.000e+00	Running Weighted Chem Loss: 1.954e-02
[TRAIN] Running WEIGHTED Molar Loss: 3.776e-02	Running Weighted Bulk Loss: 4.897e-02
[TEST] Running Saturation Loss: 5.460e-02	Running Chem Loss: 2.481e-04
[TEST] Running Molar Loss: 3.003e-04	Running Bulk Loss: 3.096e-05
Epoch 61: Train 1062.68998 | Test 707.85665 | time = 89.5s
No improvement. Counter: 9/20
Stepping scheduler on epoch. Current LR: [0.00048776412907379594, 0.00048776412907379594, 0.00048776412907379594]
Underfitting, but dropout_rate is at the minimum: 0
[TRAIN] Running Saturation Loss: 8.342e-02	Running Chem Loss: 1.942e-04
[TRAIN] Running Molar Loss: 7.522e-04	Running Bulk Loss: 4.864e-05
[TRAIN] Running WEIGHTED Saturation Loss: 0.000e+00	Running Weighted Chem Loss: 1.942e-02
[TRAIN] Running WEIGHTED Molar Loss: 3.761e-02	Running Weighted Bulk Loss: 4.864e-02
[TEST] Running Saturation Loss: 5.427e-02	Running Chem Loss: 2.473e-04
[TEST] Running Molar Loss: 3.098e-04	Running Bulk Loss: 2.978e-05
Epoch 62: Train 1056.69149 | Test 700.08353 | time = 90.4s
No improvement. Counter: 10/20
Stepping scheduler on epoch. Current LR: [0.00045225424859374403, 0.00045225424859374403, 0.00045225424859374403]
Underfitting, but dropout_rate is at the minimum: 0
[TRAIN] Running Saturation Loss: 8.361e-02	Running Chem Loss: 1.934e-04
[TRAIN] Running Molar Loss: 7.541e-04	Running Bulk Loss: 4.837e-05
[TRAIN] Running WEIGHTED Saturation Loss: 0.000e+00	Running Weighted Chem Loss: 1.934e-02
[TRAIN] Running WEIGHTED Molar Loss: 3.770e-02	Running Weighted Bulk Loss: 4.837e-02
[TEST] Running Saturation Loss: 5.415e-02	Running Chem Loss: 2.441e-04
[TEST] Running Molar Loss: 3.044e-04	Running Bulk Loss: 2.875e-05
Epoch 63: Train 1054.14675 | Test 683.78493 | time = 90.0s
No improvement. Counter: 11/20
Stepping scheduler on epoch. Current LR: [0.0003969463130731243, 0.0003969463130731243, 0.0003969463130731243]
Underfitting, but dropout_rate is at the minimum: 0
[TRAIN] Running Saturation Loss: 8.350e-02	Running Chem Loss: 1.916e-04
[TRAIN] Running Molar Loss: 7.505e-04	Running Bulk Loss: 4.783e-05
[TRAIN] Running WEIGHTED Saturation Loss: 0.000e+00	Running Weighted Chem Loss: 1.916e-02
[TRAIN] Running WEIGHTED Molar Loss: 3.752e-02	Running Weighted Bulk Loss: 4.783e-02
[TEST] Running Saturation Loss: 5.451e-02	Running Chem Loss: 2.359e-04
[TEST] Running Molar Loss: 3.075e-04	Running Bulk Loss: 2.883e-05
Epoch 64: Train 1045.17571 | Test 677.94875 | time = 90.8s
No improvement. Counter: 12/20
Stepping scheduler on epoch. Current LR: [0.00032725424859374213, 0.00032725424859374213, 0.00032725424859374213]
Underfitting, but dropout_rate is at the minimum: 0
[TRAIN] Running Saturation Loss: 8.337e-02	Running Chem Loss: 1.896e-04
[TRAIN] Running Molar Loss: 7.461e-04	Running Bulk Loss: 4.737e-05
[TRAIN] Running WEIGHTED Saturation Loss: 0.000e+00	Running Weighted Chem Loss: 1.896e-02
[TRAIN] Running WEIGHTED Molar Loss: 3.730e-02	Running Weighted Bulk Loss: 4.737e-02
[TEST] Running Saturation Loss: 5.450e-02	Running Chem Loss: 2.388e-04
[TEST] Running Molar Loss: 2.994e-04	Running Bulk Loss: 2.562e-05
Epoch 65: Train 1036.37079 | Test 644.71977 | time = 89.6s
No improvement. Counter: 13/20
Stepping scheduler on epoch. Current LR: [0.00025000000000000456, 0.00025000000000000456, 0.00025000000000000456]
Underfitting, but dropout_rate is at the minimum: 0
[TRAIN] Running Saturation Loss: 8.350e-02	Running Chem Loss: 1.875e-04
[TRAIN] Running Molar Loss: 7.437e-04	Running Bulk Loss: 4.664e-05
[TRAIN] Running WEIGHTED Saturation Loss: 0.000e+00	Running Weighted Chem Loss: 1.875e-02
[TRAIN] Running WEIGHTED Molar Loss: 3.719e-02	Running Weighted Bulk Loss: 4.664e-02
[TEST] Running Saturation Loss: 5.414e-02	Running Chem Loss: 2.343e-04
[TEST] Running Molar Loss: 2.910e-04	Running Bulk Loss: 2.600e-05
Epoch 66: Train 1025.71077 | Test 639.75022 | time = 89.9s
No improvement. Counter: 14/20
Stepping scheduler on epoch. Current LR: [0.000172745751406266, 0.000172745751406266, 0.000172745751406266]
Underfitting, but dropout_rate is at the minimum: 0
[TRAIN] Running Saturation Loss: 8.339e-02	Running Chem Loss: 1.854e-04
[TRAIN] Running Molar Loss: 7.396e-04	Running Bulk Loss: 4.600e-05
[TRAIN] Running WEIGHTED Saturation Loss: 0.000e+00	Running Weighted Chem Loss: 1.854e-02
[TRAIN] Running WEIGHTED Molar Loss: 3.698e-02	Running Weighted Bulk Loss: 4.600e-02
[TEST] Running Saturation Loss: 5.399e-02	Running Chem Loss: 2.318e-04
[TEST] Running Molar Loss: 2.952e-04	Running Bulk Loss: 2.374e-05
Epoch 67: Train 1015.27900 | Test 616.82731 | time = 89.2s
No improvement. Counter: 15/20
Stepping scheduler on epoch. Current LR: [0.00010305368692688386, 0.00010305368692688386, 0.00010305368692688386]
Underfitting, but dropout_rate is at the minimum: 0
[TRAIN] Running Saturation Loss: 8.354e-02	Running Chem Loss: 1.841e-04
[TRAIN] Running Molar Loss: 7.395e-04	Running Bulk Loss: 4.558e-05
[TRAIN] Running WEIGHTED Saturation Loss: 0.000e+00	Running Weighted Chem Loss: 1.841e-02
[TRAIN] Running WEIGHTED Molar Loss: 3.698e-02	Running Weighted Bulk Loss: 4.558e-02
[TEST] Running Saturation Loss: 5.532e-02	Running Chem Loss: 2.335e-04
[TEST] Running Molar Loss: 2.862e-04	Running Bulk Loss: 2.675e-05
Epoch 68: Train 1009.60359 | Test 644.18376 | time = 90.0s
No improvement. Counter: 16/20
Stepping scheduler on epoch. Current LR: [4.7745751406264024e-05, 4.7745751406264024e-05, 4.7745751406264024e-05]
Underfitting, but dropout_rate is at the minimum: 0
[TRAIN] Running Saturation Loss: 8.338e-02	Running Chem Loss: 1.829e-04
[TRAIN] Running Molar Loss: 7.365e-04	Running Bulk Loss: 4.522e-05
[TRAIN] Running WEIGHTED Saturation Loss: 0.000e+00	Running Weighted Chem Loss: 1.829e-02
[TRAIN] Running WEIGHTED Molar Loss: 3.682e-02	Running Weighted Bulk Loss: 4.522e-02
[TEST] Running Saturation Loss: 5.418e-02	Running Chem Loss: 2.336e-04
[TEST] Running Molar Loss: 2.853e-04	Running Bulk Loss: 2.358e-05
Epoch 69: Train 1003.36456 | Test 612.02751 | time = 89.3s
New best test loss: 612.02751 (improvement of 0.51%) Saving model.
Stepping scheduler on epoch. Current LR: [1.2235870926211726e-05, 1.2235870926211726e-05, 1.2235870926211726e-05]
Underfitting, but dropout_rate is at the minimum: 0
[TRAIN] Running Saturation Loss: 8.344e-02	Running Chem Loss: 1.819e-04
[TRAIN] Running Molar Loss: 7.352e-04	Running Bulk Loss: 4.504e-05
[TRAIN] Running WEIGHTED Saturation Loss: 0.000e+00	Running Weighted Chem Loss: 1.819e-02
[TRAIN] Running WEIGHTED Molar Loss: 3.676e-02	Running Weighted Bulk Loss: 4.504e-02
[TEST] Running Saturation Loss: 5.390e-02	Running Chem Loss: 2.326e-04
[TEST] Running Molar Loss: 2.864e-04	Running Bulk Loss: 2.351e-05
Epoch 70: Train 999.95956 | Test 610.86619 | time = 90.2s
New best test loss: 610.86619 (improvement of 0.19%) Saving model.
