=== Log started at 2026-04-25 02:35:56 ===
###### config ######
{'encoderLayerUp': 1, 'encoderLayerDown': 1, 'middleLayerUp': 2, 'middleLayerDown': 0, 'low_regularization': '0.0batchnormdropout0.5', 'high_regularization': '0.05batchnormdropout0.5', 'activation_leak': 0.05, 'lowWD': 0.0001, 'highWD': 0.001, 'noise': 0.005, 'description': ''}
####################
dropout in 0.05batchnormdropout0.5: 0.05 -> 0.5
  Bulk loss enabled, disabling dropout (max_drop=0)
Non-finite loss detected!
Sat loss: 0.06285753101110458, Chem loss: 0.0005070084589533508, Mole loss: 0.0014645988121628761, Bulk loss: nan
ENDING EARLY
[TRAIN] Running Saturation Loss: 6.771e-02	Running Chem Loss: 5.593e-04
[TRAIN] Running Molar Loss: 1.528e-03	Running Bulk Loss: nan
[TRAIN] Running WEIGHTED Saturation Loss: 6.771e-02	Running Weighted Chem Loss: 5.593e-02
[TRAIN] Running WEIGHTED Molar Loss: 7.641e-02	Running Weighted Bulk Loss: nan
[TEST] Running Saturation Loss: 4.954e-02	Running Chem Loss: 3.197e-04
[TEST] Running Molar Loss: 1.254e-03	Running Bulk Loss: 4.178e-05
Epoch 01: Train 3685.77507 | Test 1859.66187 | time = 9.2s
New best test loss: 1859.66187 (improvement of nan%) Saving model.
Stepping scheduler on epoch. Current LR: [0.0004877641290737884, 0.0004877641290737884, 0.0004877641290737884]
Underfitting. Decreasing Dropout: 0.05->0.030000000000000002
Non-finite loss detected!
Sat loss: 0.04916002228856087, Chem loss: 0.0003660992078948766, Mole loss: 0.000980109442025423, Bulk loss: nan
ENDING EARLY
[TRAIN] Running Saturation Loss: 5.024e-02	Running Chem Loss: 3.742e-04
[TRAIN] Running Molar Loss: 1.168e-03	Running Bulk Loss: nan
[TRAIN] Running WEIGHTED Saturation Loss: 5.024e-02	Running Weighted Chem Loss: 3.742e-02
[TRAIN] Running WEIGHTED Molar Loss: 5.838e-02	Running Weighted Bulk Loss: nan
[TEST] Running Saturation Loss: 3.975e-02	Running Chem Loss: 2.762e-04
[TEST] Running Molar Loss: 6.208e-04	Running Bulk Loss: 3.574e-05
Epoch 02: Train 2373.01820 | Test 1341.44996 | time = 26.7s
New best test loss: 1341.44996 (improvement of 27.87%) Saving model.
Stepping scheduler on epoch. Current LR: [0.0004522542485937368, 0.0004522542485937368, 0.0004522542485937368]
Underfitting. Decreasing Dropout: 0.030000000000000002->0.010000000000000002
Non-finite loss detected!
Sat loss: 0.04263956844806671, Chem loss: 0.00023913197219371796, Mole loss: 0.0008338592597283423, Bulk loss: nan
ENDING EARLY
[TRAIN] Running Saturation Loss: 4.165e-02	Running Chem Loss: 2.445e-04
[TRAIN] Running Molar Loss: 8.924e-04	Running Bulk Loss: nan
[TRAIN] Running WEIGHTED Saturation Loss: 4.165e-02	Running Weighted Chem Loss: 2.445e-02
[TRAIN] Running WEIGHTED Molar Loss: 4.462e-02	Running Weighted Bulk Loss: nan
[TEST] Running Saturation Loss: 3.983e-02	Running Chem Loss: 2.389e-04
[TEST] Running Molar Loss: 5.617e-04	Running Bulk Loss: 2.971e-05
Epoch 03: Train 1553.57723 | Test 1215.17283 | time = 80.5s
New best test loss: 1215.17283 (improvement of 9.41%) Saving model.
Stepping scheduler on epoch. Current LR: [0.0003969463130731183, 0.0003969463130731183, 0.0003969463130731183]
Underfitting. Decreasing Dropout: 0.010000000000000002->0
[TRAIN] Running Saturation Loss: 3.646e-02	Running Chem Loss: 1.711e-04
[TRAIN] Running Molar Loss: 7.119e-04	Running Bulk Loss: 1.993e-05
[TRAIN] Running WEIGHTED Saturation Loss: 3.646e-02	Running Weighted Chem Loss: 1.711e-02
[TRAIN] Running WEIGHTED Molar Loss: 3.560e-02	Running Weighted Bulk Loss: 1.993e-02
[TEST] Running Saturation Loss: 3.481e-02	Running Chem Loss: 2.014e-04
[TEST] Running Molar Loss: 5.553e-04	Running Bulk Loss: 2.478e-05
Epoch 04: Train 1090.90948 | Test 1074.99609 | time = 77.8s
New best test loss: 1074.99609 (improvement of 11.54%) 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: 3.577e-02	Running Chem Loss: 1.615e-04
[TRAIN] Running Molar Loss: 6.854e-04	Running Bulk Loss: 1.822e-05
[TRAIN] Running WEIGHTED Saturation Loss: 3.577e-02	Running Weighted Chem Loss: 1.615e-02
[TRAIN] Running WEIGHTED Molar Loss: 3.427e-02	Running Weighted Bulk Loss: 1.822e-02
[TEST] Running Saturation Loss: 3.681e-02	Running Chem Loss: 2.012e-04
[TEST] Running Molar Loss: 6.249e-04	Running Bulk Loss: 1.807e-05
Epoch 05: Train 1044.09015 | Test 1062.45958 | time = 77.8s
New best test loss: 1062.45958 (improvement of 1.17%) Saving model.
Stepping scheduler on epoch. Current LR: [0.00025, 0.00025, 0.00025]
[TRAIN] Running Saturation Loss: 3.548e-02	Running Chem Loss: 1.571e-04
[TRAIN] Running Molar Loss: 6.836e-04	Running Bulk Loss: 1.685e-05
[TRAIN] Running WEIGHTED Saturation Loss: 3.548e-02	Running Weighted Chem Loss: 1.571e-02
[TRAIN] Running WEIGHTED Molar Loss: 3.418e-02	Running Weighted Bulk Loss: 1.685e-02
[TEST] Running Saturation Loss: 3.531e-02	Running Chem Loss: 1.839e-04
[TEST] Running Molar Loss: 4.807e-04	Running Bulk Loss: 1.585e-05
Epoch 06: Train 1022.17346 | Test 935.85338 | time = 78.4s
New best test loss: 935.85338 (improvement of 11.92%) 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: 3.490e-02	Running Chem Loss: 1.516e-04
[TRAIN] Running Molar Loss: 6.594e-04	Running Bulk Loss: 1.598e-05
[TRAIN] Running WEIGHTED Saturation Loss: 3.490e-02	Running Weighted Chem Loss: 1.516e-02
[TRAIN] Running WEIGHTED Molar Loss: 3.297e-02	Running Weighted Bulk Loss: 1.598e-02
[TEST] Running Saturation Loss: 3.191e-02	Running Chem Loss: 1.624e-04
[TEST] Running Molar Loss: 3.125e-04	Running Bulk Loss: 1.631e-05
Epoch 07: Train 990.17878 | Test 800.86116 | time = 77.7s
New best test loss: 800.86116 (improvement of 14.42%) 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: 3.434e-02	Running Chem Loss: 1.474e-04
[TRAIN] Running Molar Loss: 6.378e-04	Running Bulk Loss: 1.517e-05
[TRAIN] Running WEIGHTED Saturation Loss: 3.434e-02	Running Weighted Chem Loss: 1.474e-02
[TRAIN] Running WEIGHTED Molar Loss: 3.189e-02	Running Weighted Bulk Loss: 1.517e-02
[TEST] Running Saturation Loss: 3.340e-02	Running Chem Loss: 1.767e-04
[TEST] Running Molar Loss: 4.045e-04	Running Bulk Loss: 1.506e-05
Epoch 08: Train 961.38728 | Test 863.56084 | time = 77.1s
No improvement. Counter: 1/25
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: 3.418e-02	Running Chem Loss: 1.453e-04
[TRAIN] Running Molar Loss: 6.296e-04	Running Bulk Loss: 1.464e-05
[TRAIN] Running WEIGHTED Saturation Loss: 3.418e-02	Running Weighted Chem Loss: 1.453e-02
[TRAIN] Running WEIGHTED Molar Loss: 3.148e-02	Running Weighted Bulk Loss: 1.464e-02
[TEST] Running Saturation Loss: 3.175e-02	Running Chem Loss: 1.764e-04
[TEST] Running Molar Loss: 2.921e-04	Running Bulk Loss: 1.736e-05
Epoch 09: Train 948.32494 | Test 813.53360 | time = 76.7s
No improvement. Counter: 2/25
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: 3.396e-02	Running Chem Loss: 1.436e-04
[TRAIN] Running Molar Loss: 6.228e-04	Running Bulk Loss: 1.423e-05
[TRAIN] Running WEIGHTED Saturation Loss: 3.396e-02	Running Weighted Chem Loss: 1.436e-02
[TRAIN] Running WEIGHTED Molar Loss: 3.114e-02	Running Weighted Bulk Loss: 1.423e-02
[TEST] Running Saturation Loss: 3.134e-02	Running Chem Loss: 1.634e-04
[TEST] Running Molar Loss: 2.761e-04	Running Bulk Loss: 1.402e-05
Epoch 10: Train 936.83331 | Test 755.05611 | time = 77.1s
New best test loss: 755.05611 (improvement of 5.72%) 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: 3.404e-02	Running Chem Loss: 1.440e-04
[TRAIN] Running Molar Loss: 6.265e-04	Running Bulk Loss: 1.419e-05
[TRAIN] Running WEIGHTED Saturation Loss: 3.404e-02	Running Weighted Chem Loss: 1.440e-02
[TRAIN] Running WEIGHTED Molar Loss: 3.133e-02	Running Weighted Bulk Loss: 1.419e-02
[TEST] Running Saturation Loss: 3.280e-02	Running Chem Loss: 1.678e-04
[TEST] Running Molar Loss: 3.834e-04	Running Bulk Loss: 1.371e-05
Epoch 11: Train 939.61717 | Test 824.63366 | time = 77.4s
No improvement. Counter: 1/25
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: 3.408e-02	Running Chem Loss: 1.440e-04
[TRAIN] Running Molar Loss: 6.250e-04	Running Bulk Loss: 1.431e-05
[TRAIN] Running WEIGHTED Saturation Loss: 3.408e-02	Running Weighted Chem Loss: 1.440e-02
[TRAIN] Running WEIGHTED Molar Loss: 3.125e-02	Running Weighted Bulk Loss: 1.431e-02
[TEST] Running Saturation Loss: 3.249e-02	Running Chem Loss: 1.680e-04
[TEST] Running Molar Loss: 3.309e-04	Running Bulk Loss: 1.359e-05
Epoch 12: Train 940.47572 | Test 794.25707 | time = 76.2s
No improvement. Counter: 2/25
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: 3.411e-02	Running Chem Loss: 1.450e-04
[TRAIN] Running Molar Loss: 6.265e-04	Running Bulk Loss: 1.458e-05
[TRAIN] Running WEIGHTED Saturation Loss: 3.411e-02	Running Weighted Chem Loss: 1.450e-02
[TRAIN] Running WEIGHTED Molar Loss: 3.133e-02	Running Weighted Bulk Loss: 1.458e-02
[TEST] Running Saturation Loss: 3.362e-02	Running Chem Loss: 1.809e-04
[TEST] Running Molar Loss: 3.930e-04	Running Bulk Loss: 1.668e-05
Epoch 13: Train 945.11243 | Test 880.36240 | time = 76.7s
No improvement. Counter: 3/25
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: 3.427e-02	Running Chem Loss: 1.463e-04
[TRAIN] Running Molar Loss: 6.385e-04	Running Bulk Loss: 1.493e-05
[TRAIN] Running WEIGHTED Saturation Loss: 3.427e-02	Running Weighted Chem Loss: 1.463e-02
[TRAIN] Running WEIGHTED Molar Loss: 3.193e-02	Running Weighted Bulk Loss: 1.493e-02
[TEST] Running Saturation Loss: 3.974e-02	Running Chem Loss: 2.049e-04
[TEST] Running Molar Loss: 1.014e-03	Running Bulk Loss: 1.545e-05
Epoch 14: Train 957.55826 | Test 1263.72421 | time = 77.5s
No improvement. Counter: 4/25
Stepping scheduler on epoch. Current LR: [0.0001727457514062639, 0.0001727457514062639, 0.0001727457514062639]
Overfitting, but dropout_rate is at the maximum: 0
[TRAIN] Running Saturation Loss: 3.453e-02	Running Chem Loss: 1.491e-04
[TRAIN] Running Molar Loss: 6.507e-04	Running Bulk Loss: 1.556e-05
[TRAIN] Running WEIGHTED Saturation Loss: 3.453e-02	Running Weighted Chem Loss: 1.491e-02
[TRAIN] Running WEIGHTED Molar Loss: 3.253e-02	Running Weighted Bulk Loss: 1.556e-02
[TEST] Running Saturation Loss: 3.366e-02	Running Chem Loss: 1.803e-04
[TEST] Running Molar Loss: 4.022e-04	Running Bulk Loss: 1.607e-05
Epoch 15: Train 975.38286 | Test 878.70705 | time = 76.1s
No improvement. Counter: 5/25
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: 3.488e-02	Running Chem Loss: 1.520e-04
[TRAIN] Running Molar Loss: 6.662e-04	Running Bulk Loss: 1.627e-05
[TRAIN] Running WEIGHTED Saturation Loss: 3.488e-02	Running Weighted Chem Loss: 1.520e-02
[TRAIN] Running WEIGHTED Molar Loss: 3.331e-02	Running Weighted Bulk Loss: 1.627e-02
[TEST] Running Saturation Loss: 3.301e-02	Running Chem Loss: 1.678e-04
[TEST] Running Molar Loss: 4.022e-04	Running Bulk Loss: 1.495e-05
Epoch 16: Train 996.58398 | Test 848.53675 | time = 76.1s
No improvement. Counter: 6/25
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: 3.481e-02	Running Chem Loss: 1.524e-04
[TRAIN] Running Molar Loss: 6.679e-04	Running Bulk Loss: 1.683e-05
[TRAIN] Running WEIGHTED Saturation Loss: 3.481e-02	Running Weighted Chem Loss: 1.524e-02
[TRAIN] Running WEIGHTED Molar Loss: 3.339e-02	Running Weighted Bulk Loss: 1.683e-02
[TEST] Running Saturation Loss: 3.334e-02	Running Chem Loss: 1.694e-04
[TEST] Running Molar Loss: 3.863e-04	Running Bulk Loss: 2.101e-05
Epoch 17: Train 1002.78045 | Test 906.07042 | time = 76.2s
No improvement. Counter: 7/25
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: 3.515e-02	Running Chem Loss: 1.545e-04
[TRAIN] Running Molar Loss: 6.825e-04	Running Bulk Loss: 1.717e-05
[TRAIN] Running WEIGHTED Saturation Loss: 3.515e-02	Running Weighted Chem Loss: 1.545e-02
[TRAIN] Running WEIGHTED Molar Loss: 3.413e-02	Running Weighted Bulk Loss: 1.717e-02
[TEST] Running Saturation Loss: 3.575e-02	Running Chem Loss: 2.347e-04
[TEST] Running Molar Loss: 5.286e-04	Running Bulk Loss: 3.106e-05
Epoch 18: Train 1018.91383 | Test 1167.12548 | time = 76.3s
No improvement. Counter: 8/25
Stepping scheduler on epoch. Current LR: [0.00045225424859373893, 0.00045225424859373893, 0.00045225424859373893]
Overfitting, but dropout_rate is at the maximum: 0
[TRAIN] Running Saturation Loss: 3.534e-02	Running Chem Loss: 1.561e-04
[TRAIN] Running Molar Loss: 6.908e-04	Running Bulk Loss: 1.752e-05
[TRAIN] Running WEIGHTED Saturation Loss: 3.534e-02	Running Weighted Chem Loss: 1.561e-02
[TRAIN] Running WEIGHTED Molar Loss: 3.454e-02	Running Weighted Bulk Loss: 1.752e-02
[TEST] Running Saturation Loss: 4.161e-02	Running Chem Loss: 1.912e-04
[TEST] Running Molar Loss: 1.638e-03	Running Bulk Loss: 1.711e-05
Epoch 19: Train 1030.07079 | Test 1597.26852 | time = 76.6s
No improvement. Counter: 9/25
Stepping scheduler on epoch. Current LR: [0.0004877641290737906, 0.0004877641290737906, 0.0004877641290737906]
Overfitting, but dropout_rate is at the maximum: 0
[TRAIN] Running Saturation Loss: 3.523e-02	Running Chem Loss: 1.545e-04
[TRAIN] Running Molar Loss: 6.753e-04	Running Bulk Loss: 1.761e-05
[TRAIN] Running WEIGHTED Saturation Loss: 3.523e-02	Running Weighted Chem Loss: 1.545e-02
[TRAIN] Running WEIGHTED Molar Loss: 3.377e-02	Running Weighted Bulk Loss: 1.761e-02
[TEST] Running Saturation Loss: 3.372e-02	Running Chem Loss: 1.823e-04
[TEST] Running Molar Loss: 4.388e-04	Running Bulk Loss: 1.936e-05
Epoch 20: Train 1020.50974 | Test 932.56167 | time = 76.3s
No improvement. Counter: 10/25
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: 3.524e-02	Running Chem Loss: 1.536e-04
[TRAIN] Running Molar Loss: 6.776e-04	Running Bulk Loss: 1.756e-05
[TRAIN] Running WEIGHTED Saturation Loss: 3.524e-02	Running Weighted Chem Loss: 1.536e-02
[TRAIN] Running WEIGHTED Molar Loss: 3.388e-02	Running Weighted Bulk Loss: 1.756e-02
[TEST] Running Saturation Loss: 3.425e-02	Running Chem Loss: 1.874e-04
[TEST] Running Molar Loss: 3.980e-04	Running Bulk Loss: 2.083e-05
Epoch 21: Train 1020.40572 | Test 937.18353 | time = 76.7s
No improvement. Counter: 11/25
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: 3.508e-02	Running Chem Loss: 1.522e-04
[TRAIN] Running Molar Loss: 6.770e-04	Running Bulk Loss: 1.667e-05
[TRAIN] Running WEIGHTED Saturation Loss: 3.508e-02	Running Weighted Chem Loss: 1.522e-02
[TRAIN] Running WEIGHTED Molar Loss: 3.385e-02	Running Weighted Bulk Loss: 1.667e-02
[TEST] Running Saturation Loss: 3.593e-02	Running Chem Loss: 2.566e-04
[TEST] Running Molar Loss: 4.093e-04	Running Bulk Loss: 3.639e-05
Epoch 22: Train 1008.17232 | Test 1184.42844 | time = 76.8s
No improvement. Counter: 12/25
Stepping scheduler on epoch. Current LR: [0.00045225424859373904, 0.00045225424859373904, 0.00045225424859373904]
Overfitting, but dropout_rate is at the maximum: 0
[TRAIN] Running Saturation Loss: 3.481e-02	Running Chem Loss: 1.497e-04
[TRAIN] Running Molar Loss: 6.662e-04	Running Bulk Loss: 1.639e-05
[TRAIN] Running WEIGHTED Saturation Loss: 3.481e-02	Running Weighted Chem Loss: 1.497e-02
[TRAIN] Running WEIGHTED Molar Loss: 3.331e-02	Running Weighted Bulk Loss: 1.639e-02
[TEST] Running Saturation Loss: 3.582e-02	Running Chem Loss: 1.928e-04
[TEST] Running Molar Loss: 3.905e-04	Running Bulk Loss: 2.644e-05
Epoch 23: Train 994.78174 | Test 1010.61083 | time = 76.6s
No improvement. Counter: 13/25
Stepping scheduler on epoch. Current LR: [0.0003969463130731201, 0.0003969463130731201, 0.0003969463130731201]
[TRAIN] Running Saturation Loss: 3.439e-02	Running Chem Loss: 1.458e-04
[TRAIN] Running Molar Loss: 6.516e-04	Running Bulk Loss: 1.582e-05
[TRAIN] Running WEIGHTED Saturation Loss: 3.439e-02	Running Weighted Chem Loss: 1.458e-02
[TRAIN] Running WEIGHTED Molar Loss: 3.258e-02	Running Weighted Bulk Loss: 1.582e-02
[TEST] Running Saturation Loss: 3.204e-02	Running Chem Loss: 1.615e-04
[TEST] Running Molar Loss: 3.101e-04	Running Bulk Loss: 1.518e-05
Epoch 24: Train 973.64046 | Test 788.72303 | time = 76.6s
No improvement. Counter: 14/25
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: 3.417e-02	Running Chem Loss: 1.449e-04
[TRAIN] Running Molar Loss: 6.474e-04	Running Bulk Loss: 1.527e-05
[TRAIN] Running WEIGHTED Saturation Loss: 3.417e-02	Running Weighted Chem Loss: 1.449e-02
[TRAIN] Running WEIGHTED Molar Loss: 3.237e-02	Running Weighted Bulk Loss: 1.527e-02
[TEST] Running Saturation Loss: 3.282e-02	Running Chem Loss: 1.768e-04
[TEST] Running Molar Loss: 3.211e-04	Running Bulk Loss: 1.473e-05
Epoch 25: Train 963.02004 | Test 812.88597 | time = 76.1s
No improvement. Counter: 15/25
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: 3.374e-02	Running Chem Loss: 1.409e-04
[TRAIN] Running Molar Loss: 6.300e-04	Running Bulk Loss: 1.456e-05
[TRAIN] Running WEIGHTED Saturation Loss: 3.374e-02	Running Weighted Chem Loss: 1.409e-02
[TRAIN] Running WEIGHTED Molar Loss: 3.150e-02	Running Weighted Bulk Loss: 1.456e-02
[TEST] Running Saturation Loss: 3.252e-02	Running Chem Loss: 1.698e-04
[TEST] Running Molar Loss: 3.965e-04	Running Bulk Loss: 1.418e-05
Epoch 26: Train 938.82382 | Test 835.04856 | time = 76.1s
No improvement. Counter: 16/25
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: 3.356e-02	Running Chem Loss: 1.385e-04
[TRAIN] Running Molar Loss: 6.295e-04	Running Bulk Loss: 1.381e-05
[TRAIN] Running WEIGHTED Saturation Loss: 3.356e-02	Running Weighted Chem Loss: 1.385e-02
[TRAIN] Running WEIGHTED Molar Loss: 3.148e-02	Running Weighted Bulk Loss: 1.381e-02
[TEST] Running Saturation Loss: 3.183e-02	Running Chem Loss: 1.615e-04
[TEST] Running Molar Loss: 3.703e-04	Running Bulk Loss: 1.225e-05
Epoch 27: Train 927.03047 | Test 787.44492 | time = 76.4s
No improvement. Counter: 17/25
Stepping scheduler on epoch. Current LR: [0.00010305368692688227, 0.00010305368692688227, 0.00010305368692688227]
Underfitting, but dropout_rate is at the minimum: 0
Non-finite loss detected!
Sat loss: 0.03968361020088196, Chem loss: 0.00014659558655694127, Mole loss: 0.0007052045548334718, Bulk loss: nan
ENDING EARLY
[TRAIN] Running Saturation Loss: 3.292e-02	Running Chem Loss: 1.349e-04
[TRAIN] Running Molar Loss: 6.021e-04	Running Bulk Loss: nan
[TRAIN] Running WEIGHTED Saturation Loss: 3.292e-02	Running Weighted Chem Loss: 1.349e-02
[TRAIN] Running WEIGHTED Molar Loss: 3.010e-02	Running Weighted Bulk Loss: nan
[TEST] Running Saturation Loss: 3.066e-02	Running Chem Loss: 1.564e-04
[TEST] Running Molar Loss: 2.725e-04	Running Bulk Loss: 1.403e-05
Epoch 28: Train 893.88137 | Test 739.60584 | time = 19.5s
New best test loss: 739.60584 (improvement of 2.05%) Saving model.
