=== Log started at 2026-07-07 18:26:42 ===
###### config ######
{'encoderLayerUp': 1, 'encoderLayerDown': 0, 'middleLayerUp': 3, 'middleLayerDown': 1, 'low_regularization': '0.0batchnormdropout0.5', 'high_regularization': '0.05batchnormdropout0.5', 'activation_leak': 0.05, 'lowWD': 0.0, 'highWD': 0.01, 'noise': 0.01, 'description': ''}
####################
dropout in 0.05batchnormdropout0.5: 0.05 -> 0.5
Evaluating baseline (pre-training) model on validation set...
[TEST] Running Saturation Loss: 3.662e-02	Running Chem Loss: 5.659e-04
[TEST] Running Molar Loss: 1.705e-04	Running Bulk Loss: 5.211e-05
Baseline Test Loss: 1154.81378
[TRAIN] Running Saturation Loss: 5.074e-02	Running Chem Loss: 6.823e-04
[TRAIN] Running Molar Loss: 4.845e-04	Running Bulk Loss: 1.840e-04
[TRAIN] Running WEIGHTED Saturation Loss: 5.074e-02	Running Weighted Chem Loss: 6.823e-02
[TRAIN] Running WEIGHTED Molar Loss: 4.845e-02	Running Weighted Bulk Loss: 1.840e-02
[TEST] Running Saturation Loss: 4.678e-02	Running Chem Loss: 8.443e-04
[TEST] Running Molar Loss: 3.921e-04	Running Bulk Loss: 8.832e-05
Epoch 01: Train 1858.26737 | Test 1792.56466 | time = 228.7s
No improvement. Counter: 1/25
Stepping scheduler on epoch. Current LR: [0.0004877641290737884, 0.0004877641290737884, 0.0004877641290737884]
Underfitting. Decreasing Dropout: 0.05->0.04
[TRAIN] Running Saturation Loss: 4.841e-02	Running Chem Loss: 6.267e-04
[TRAIN] Running Molar Loss: 4.557e-04	Running Bulk Loss: 1.602e-04
[TRAIN] Running WEIGHTED Saturation Loss: 4.841e-02	Running Weighted Chem Loss: 6.267e-02
[TRAIN] Running WEIGHTED Molar Loss: 4.557e-02	Running Weighted Bulk Loss: 1.602e-02
[TEST] Running Saturation Loss: 4.648e-02	Running Chem Loss: 7.774e-04
[TEST] Running Molar Loss: 3.746e-04	Running Bulk Loss: 9.775e-05
Epoch 02: Train 1726.80020 | Test 1714.51140 | time = 155.8s
No improvement. Counter: 2/25
Stepping scheduler on epoch. Current LR: [0.0004522542485937368, 0.0004522542485937368, 0.0004522542485937368]
Underfitting. Decreasing Dropout: 0.04->0.03
[TRAIN] Running Saturation Loss: 4.574e-02	Running Chem Loss: 5.674e-04
[TRAIN] Running Molar Loss: 4.246e-04	Running Bulk Loss: 1.390e-04
[TRAIN] Running WEIGHTED Saturation Loss: 4.574e-02	Running Weighted Chem Loss: 5.674e-02
[TRAIN] Running WEIGHTED Molar Loss: 4.246e-02	Running Weighted Bulk Loss: 1.390e-02
[TEST] Running Saturation Loss: 4.206e-02	Running Chem Loss: 7.014e-04
[TEST] Running Molar Loss: 2.932e-04	Running Bulk Loss: 7.188e-05
Epoch 03: Train 1588.46673 | Test 1487.01459 | time = 126.7s
No improvement. Counter: 3/25
Stepping scheduler on epoch. Current LR: [0.0003969463130731183, 0.0003969463130731183, 0.0003969463130731183]
Underfitting. Decreasing Dropout: 0.03->0.019999999999999997
[TRAIN] Running Saturation Loss: 4.292e-02	Running Chem Loss: 5.088e-04
[TRAIN] Running Molar Loss: 3.949e-04	Running Bulk Loss: 1.188e-04
[TRAIN] Running WEIGHTED Saturation Loss: 4.292e-02	Running Weighted Chem Loss: 5.088e-02
[TRAIN] Running WEIGHTED Molar Loss: 3.949e-02	Running Weighted Bulk Loss: 1.188e-02
[TEST] Running Saturation Loss: 4.061e-02	Running Chem Loss: 7.003e-04
[TEST] Running Molar Loss: 2.960e-04	Running Bulk Loss: 7.723e-05
Epoch 04: Train 1451.65885 | Test 1479.52393 | time = 138.1s
No improvement. Counter: 4/25
Stepping scheduler on epoch. Current LR: [0.00032725424859373687, 0.00032725424859373687, 0.00032725424859373687]
[TRAIN] Running Saturation Loss: 4.251e-02	Running Chem Loss: 4.940e-04
[TRAIN] Running Molar Loss: 3.895e-04	Running Bulk Loss: 1.165e-04
[TRAIN] Running WEIGHTED Saturation Loss: 4.251e-02	Running Weighted Chem Loss: 4.940e-02
[TRAIN] Running WEIGHTED Molar Loss: 3.895e-02	Running Weighted Bulk Loss: 1.165e-02
[TEST] Running Saturation Loss: 3.953e-02	Running Chem Loss: 6.709e-04
[TEST] Running Molar Loss: 2.805e-04	Running Bulk Loss: 6.473e-05
Epoch 05: Train 1425.18564 | Test 1411.44443 | time = 116.8s
No improvement. Counter: 5/25
Stepping scheduler on epoch. Current LR: [0.00025, 0.00025, 0.00025]
Underfitting. Decreasing Dropout: 0.019999999999999997->0.009999999999999997
[TRAIN] Running Saturation Loss: 3.944e-02	Running Chem Loss: 4.318e-04
[TRAIN] Running Molar Loss: 3.574e-04	Running Bulk Loss: 9.543e-05
[TRAIN] Running WEIGHTED Saturation Loss: 3.944e-02	Running Weighted Chem Loss: 4.318e-02
[TRAIN] Running WEIGHTED Molar Loss: 3.574e-02	Running Weighted Bulk Loss: 9.543e-03
[TEST] Running Saturation Loss: 3.724e-02	Running Chem Loss: 6.225e-04
[TEST] Running Molar Loss: 2.061e-04	Running Bulk Loss: 5.968e-05
Epoch 06: Train 1279.01663 | Test 1260.64930 | time = 108.9s
No improvement. Counter: 6/25
Stepping scheduler on epoch. Current LR: [0.00017274575140626317, 0.00017274575140626317, 0.00017274575140626317]
Underfitting. Decreasing Dropout: 0.009999999999999997->0
[TRAIN] Running Saturation Loss: 3.592e-02	Running Chem Loss: 3.664e-04
[TRAIN] Running Molar Loss: 3.231e-04	Running Bulk Loss: 7.398e-05
[TRAIN] Running WEIGHTED Saturation Loss: 3.592e-02	Running Weighted Chem Loss: 3.664e-02
[TRAIN] Running WEIGHTED Molar Loss: 3.231e-02	Running Weighted Bulk Loss: 7.398e-03
[TEST] Running Saturation Loss: 3.587e-02	Running Chem Loss: 6.172e-04
[TEST] Running Molar Loss: 1.878e-04	Running Bulk Loss: 5.942e-05
Epoch 07: Train 1122.61871 | Test 1223.17300 | time = 117.8s
No improvement. Counter: 7/25
Stepping scheduler on epoch. Current LR: [0.00010305368692688175, 0.00010305368692688175, 0.00010305368692688175]
Overfitting. Increasing Dropout: 0 -> 0.02
[TRAIN] Running Saturation Loss: 4.174e-02	Running Chem Loss: 4.502e-04
[TRAIN] Running Molar Loss: 3.785e-04	Running Bulk Loss: 1.128e-04
[TRAIN] Running WEIGHTED Saturation Loss: 4.174e-02	Running Weighted Chem Loss: 4.502e-02
[TRAIN] Running WEIGHTED Molar Loss: 3.785e-02	Running Weighted Bulk Loss: 1.128e-02
[TEST] Running Saturation Loss: 3.813e-02	Running Chem Loss: 6.534e-04
[TEST] Running Molar Loss: 2.579e-04	Running Bulk Loss: 5.646e-05
Epoch 08: Train 1358.94320 | Test 1349.09936 | time = 119.6s
No improvement. Counter: 8/25
Stepping scheduler on epoch. Current LR: [4.774575140626317e-05, 4.774575140626317e-05, 4.774575140626317e-05]
Underfitting. Decreasing Dropout: 0.02->0.01
[TRAIN] Running Saturation Loss: 3.854e-02	Running Chem Loss: 3.888e-04
[TRAIN] Running Molar Loss: 3.441e-04	Running Bulk Loss: 8.932e-05
[TRAIN] Running WEIGHTED Saturation Loss: 3.854e-02	Running Weighted Chem Loss: 3.888e-02
[TRAIN] Running WEIGHTED Molar Loss: 3.441e-02	Running Weighted Bulk Loss: 8.932e-03
[TEST] Running Saturation Loss: 3.599e-02	Running Chem Loss: 5.812e-04
[TEST] Running Molar Loss: 1.811e-04	Running Bulk Loss: 5.160e-05
Epoch 09: Train 1207.63500 | Test 1173.79446 | time = 124.4s
No improvement. Counter: 9/25
Stepping scheduler on epoch. Current LR: [1.2235870926211617e-05, 1.2235870926211617e-05, 1.2235870926211617e-05]
Underfitting. Decreasing Dropout: 0.01->0.0
[TRAIN] Running Saturation Loss: 3.554e-02	Running Chem Loss: 3.351e-04
[TRAIN] Running Molar Loss: 3.149e-04	Running Bulk Loss: 6.927e-05
[TRAIN] Running WEIGHTED Saturation Loss: 3.554e-02	Running Weighted Chem Loss: 3.351e-02
[TRAIN] Running WEIGHTED Molar Loss: 3.149e-02	Running Weighted Bulk Loss: 6.927e-03
[TEST] Running Saturation Loss: 3.560e-02	Running Chem Loss: 5.687e-04
[TEST] Running Molar Loss: 1.651e-04	Running Bulk Loss: 5.175e-05
Epoch 10: Train 1074.64547 | Test 1141.54397 | time = 120.1s
New best test loss: 1141.54397 (improvement of 1.15%) Saving model.
Stepping scheduler on epoch. Current LR: [0.0, 0.0, 0.0]
Overfitting. Increasing Dropout: 0.0 -> 0.02
[TRAIN] Running Saturation Loss: 4.166e-02	Running Chem Loss: 4.325e-04
[TRAIN] Running Molar Loss: 3.764e-04	Running Bulk Loss: 1.147e-04
[TRAIN] Running WEIGHTED Saturation Loss: 4.166e-02	Running Weighted Chem Loss: 4.325e-02
[TRAIN] Running WEIGHTED Molar Loss: 3.764e-02	Running Weighted Bulk Loss: 1.147e-02
[TEST] Running Saturation Loss: 3.748e-02	Running Chem Loss: 6.046e-04
[TEST] Running Molar Loss: 2.494e-04	Running Bulk Loss: 5.436e-05
Epoch 11: Train 1340.16845 | Test 1283.10633 | time = 151.7s
No improvement. Counter: 1/25
Stepping scheduler on epoch. Current LR: [1.2235870926211617e-05, 1.2235870926211617e-05, 1.2235870926211617e-05]
Underfitting. Decreasing Dropout: 0.02->0.01
[TRAIN] Running Saturation Loss: 3.847e-02	Running Chem Loss: 3.812e-04
[TRAIN] Running Molar Loss: 3.433e-04	Running Bulk Loss: 8.891e-05
[TRAIN] Running WEIGHTED Saturation Loss: 3.847e-02	Running Weighted Chem Loss: 3.812e-02
[TRAIN] Running WEIGHTED Molar Loss: 3.433e-02	Running Weighted Bulk Loss: 8.891e-03
[TEST] Running Saturation Loss: 3.603e-02	Running Chem Loss: 5.820e-04
[TEST] Running Molar Loss: 1.784e-04	Running Bulk Loss: 5.012e-05
Epoch 12: Train 1198.08969 | Test 1170.75820 | time = 132.0s
No improvement. Counter: 2/25
Stepping scheduler on epoch. Current LR: [4.7745751406263326e-05, 4.7745751406263326e-05, 4.7745751406263326e-05]
Underfitting. Decreasing Dropout: 0.01->0.0
[TRAIN] Running Saturation Loss: 3.536e-02	Running Chem Loss: 3.393e-04
[TRAIN] Running Molar Loss: 3.155e-04	Running Bulk Loss: 7.006e-05
[TRAIN] Running WEIGHTED Saturation Loss: 3.536e-02	Running Weighted Chem Loss: 3.393e-02
[TRAIN] Running WEIGHTED Molar Loss: 3.155e-02	Running Weighted Bulk Loss: 7.006e-03
[TEST] Running Saturation Loss: 3.534e-02	Running Chem Loss: 5.741e-04
[TEST] Running Molar Loss: 1.709e-04	Running Bulk Loss: 5.281e-05
Epoch 13: Train 1078.44805 | Test 1151.17974 | time = 138.4s
No improvement. Counter: 3/25
Stepping scheduler on epoch. Current LR: [0.00010305368692688215, 0.00010305368692688215, 0.00010305368692688215]
Overfitting. Increasing Dropout: 0.0 -> 0.02
[TRAIN] Running Saturation Loss: 4.158e-02	Running Chem Loss: 4.475e-04
[TRAIN] Running Molar Loss: 3.771e-04	Running Bulk Loss: 1.127e-04
[TRAIN] Running WEIGHTED Saturation Loss: 4.158e-02	Running Weighted Chem Loss: 4.475e-02
[TRAIN] Running WEIGHTED Molar Loss: 3.771e-02	Running Weighted Bulk Loss: 1.127e-02
[TEST] Running Saturation Loss: 3.736e-02	Running Chem Loss: 6.261e-04
[TEST] Running Molar Loss: 2.387e-04	Running Bulk Loss: 5.767e-05
Epoch 14: Train 1353.10506 | Test 1296.00388 | time = 136.1s
No improvement. Counter: 4/25
Stepping scheduler on epoch. Current LR: [0.0001727457514062639, 0.0001727457514062639, 0.0001727457514062639]
Underfitting. Decreasing Dropout: 0.02->0.01
[TRAIN] Running Saturation Loss: 3.869e-02	Running Chem Loss: 4.107e-04
[TRAIN] Running Molar Loss: 3.508e-04	Running Bulk Loss: 9.370e-05
[TRAIN] Running WEIGHTED Saturation Loss: 3.869e-02	Running Weighted Chem Loss: 4.107e-02
[TRAIN] Running WEIGHTED Molar Loss: 3.508e-02	Running Weighted Bulk Loss: 9.370e-03
[TEST] Running Saturation Loss: 3.682e-02	Running Chem Loss: 6.054e-04
[TEST] Running Molar Loss: 2.209e-04	Running Bulk Loss: 6.043e-05
Epoch 15: Train 1242.08942 | Test 1254.86569 | time = 123.1s
No improvement. Counter: 5/25
Stepping scheduler on epoch. Current LR: [0.0002500000000000011, 0.0002500000000000011, 0.0002500000000000011]
[TRAIN] Running Saturation Loss: 3.882e-02	Running Chem Loss: 4.238e-04
[TRAIN] Running Molar Loss: 3.539e-04	Running Bulk Loss: 9.629e-05
[TRAIN] Running WEIGHTED Saturation Loss: 3.882e-02	Running Weighted Chem Loss: 4.238e-02
[TRAIN] Running WEIGHTED Molar Loss: 3.539e-02	Running Weighted Bulk Loss: 9.629e-03
[TEST] Running Saturation Loss: 3.650e-02	Running Chem Loss: 6.101e-04
[TEST] Running Molar Loss: 1.959e-04	Running Bulk Loss: 5.823e-05
Epoch 16: Train 1262.26453 | Test 1229.30177 | time = 116.0s
No improvement. Counter: 6/25
Stepping scheduler on epoch. Current LR: [0.0003272542485937383, 0.0003272542485937383, 0.0003272542485937383]
Underfitting. Decreasing Dropout: 0.01->0.0
[TRAIN] Running Saturation Loss: 3.548e-02	Running Chem Loss: 3.809e-04
[TRAIN] Running Molar Loss: 3.255e-04	Running Bulk Loss: 7.677e-05
[TRAIN] Running WEIGHTED Saturation Loss: 3.548e-02	Running Weighted Chem Loss: 3.809e-02
[TRAIN] Running WEIGHTED Molar Loss: 3.255e-02	Running Weighted Bulk Loss: 7.677e-03
[TEST] Running Saturation Loss: 3.643e-02	Running Chem Loss: 6.083e-04
[TEST] Running Molar Loss: 1.929e-04	Running Bulk Loss: 6.394e-05
Epoch 17: Train 1137.96172 | Test 1229.45349 | time = 120.4s
No improvement. Counter: 7/25
Stepping scheduler on epoch. Current LR: [0.00039694631307312, 0.00039694631307312, 0.00039694631307312]
Overfitting. Increasing Dropout: 0.0 -> 0.02
[TRAIN] Running Saturation Loss: 4.222e-02	Running Chem Loss: 4.990e-04
[TRAIN] Running Molar Loss: 3.899e-04	Running Bulk Loss: 1.210e-04
[TRAIN] Running WEIGHTED Saturation Loss: 4.222e-02	Running Weighted Chem Loss: 4.990e-02
[TRAIN] Running WEIGHTED Molar Loss: 3.899e-02	Running Weighted Bulk Loss: 1.210e-02
[TEST] Running Saturation Loss: 3.922e-02	Running Chem Loss: 6.886e-04
[TEST] Running Molar Loss: 2.809e-04	Running Bulk Loss: 6.698e-05
Epoch 18: Train 1431.98744 | Test 1428.78400 | time = 137.4s
No improvement. Counter: 8/25
Stepping scheduler on epoch. Current LR: [0.00045225424859373893, 0.00045225424859373893, 0.00045225424859373893]
Underfitting. Decreasing Dropout: 0.02->0.01
[TRAIN] Running Saturation Loss: 3.925e-02	Running Chem Loss: 4.526e-04
[TRAIN] Running Molar Loss: 3.614e-04	Running Bulk Loss: 1.002e-04
[TRAIN] Running WEIGHTED Saturation Loss: 3.925e-02	Running Weighted Chem Loss: 4.526e-02
[TRAIN] Running WEIGHTED Molar Loss: 3.614e-02	Running Weighted Bulk Loss: 1.002e-02
[TEST] Running Saturation Loss: 3.740e-02	Running Chem Loss: 7.110e-04
[TEST] Running Molar Loss: 2.292e-04	Running Bulk Loss: 7.552e-05
Epoch 19: Train 1306.75087 | Test 1389.74209 | time = 115.5s
No improvement. Counter: 9/25
Stepping scheduler on epoch. Current LR: [0.0004877641290737906, 0.0004877641290737906, 0.0004877641290737906]
Overfitting. Increasing Dropout: 0.01 -> 0.03
[TRAIN] Running Saturation Loss: 4.545e-02	Running Chem Loss: 5.617e-04
[TRAIN] Running Molar Loss: 4.229e-04	Running Bulk Loss: 1.417e-04
[TRAIN] Running WEIGHTED Saturation Loss: 4.545e-02	Running Weighted Chem Loss: 5.617e-02
[TRAIN] Running WEIGHTED Molar Loss: 4.229e-02	Running Weighted Bulk Loss: 1.417e-02
[TEST] Running Saturation Loss: 4.126e-02	Running Chem Loss: 7.038e-04
[TEST] Running Molar Loss: 3.073e-04	Running Bulk Loss: 7.731e-05
Epoch 20: Train 1580.89721 | Test 1501.08670 | time = 114.5s
No improvement. Counter: 10/25
Stepping scheduler on epoch. Current LR: [0.0005000000000000023, 0.0005000000000000023, 0.0005000000000000023]
Underfitting. Decreasing Dropout: 0.03->0.019999999999999997
[TRAIN] Running Saturation Loss: 4.251e-02	Running Chem Loss: 5.085e-04
[TRAIN] Running Molar Loss: 3.918e-04	Running Bulk Loss: 1.195e-04
[TRAIN] Running WEIGHTED Saturation Loss: 4.251e-02	Running Weighted Chem Loss: 5.085e-02
[TRAIN] Running WEIGHTED Molar Loss: 3.918e-02	Running Weighted Bulk Loss: 1.195e-02
[TEST] Running Saturation Loss: 3.994e-02	Running Chem Loss: 6.692e-04
[TEST] Running Molar Loss: 2.632e-04	Running Bulk Loss: 7.189e-05
Epoch 21: Train 1445.00024 | Test 1403.68272 | time = 115.3s
No improvement. Counter: 11/25
Stepping scheduler on epoch. Current LR: [0.0004877641290737906, 0.0004877641290737906, 0.0004877641290737906]
Underfitting. Decreasing Dropout: 0.019999999999999997->0.009999999999999997
[TRAIN] Running Saturation Loss: 3.941e-02	Running Chem Loss: 4.524e-04
[TRAIN] Running Molar Loss: 3.610e-04	Running Bulk Loss: 9.873e-05
[TRAIN] Running WEIGHTED Saturation Loss: 3.941e-02	Running Weighted Chem Loss: 4.524e-02
[TRAIN] Running WEIGHTED Molar Loss: 3.610e-02	Running Weighted Bulk Loss: 9.873e-03
[TEST] Running Saturation Loss: 3.738e-02	Running Chem Loss: 6.447e-04
[TEST] Running Molar Loss: 2.241e-04	Running Bulk Loss: 6.541e-05
Epoch 22: Train 1306.21105 | Test 1307.94659 | time = 117.2s
No improvement. Counter: 12/25
Stepping scheduler on epoch. Current LR: [0.00045225424859373904, 0.00045225424859373904, 0.00045225424859373904]
[TRAIN] Running Saturation Loss: 3.921e-02	Running Chem Loss: 4.431e-04
[TRAIN] Running Molar Loss: 3.590e-04	Running Bulk Loss: 9.805e-05
[TRAIN] Running WEIGHTED Saturation Loss: 3.921e-02	Running Weighted Chem Loss: 4.431e-02
[TRAIN] Running WEIGHTED Molar Loss: 3.590e-02	Running Weighted Bulk Loss: 9.805e-03
[TEST] Running Saturation Loss: 3.756e-02	Running Chem Loss: 6.905e-04
[TEST] Running Molar Loss: 2.522e-04	Running Bulk Loss: 7.349e-05
Epoch 23: Train 1292.25026 | Test 1391.80004 | time = 114.7s
No improvement. Counter: 13/25
Stepping scheduler on epoch. Current LR: [0.0003969463130731201, 0.0003969463130731201, 0.0003969463130731201]
Overfitting. Increasing Dropout: 0.009999999999999997 -> 0.03
[TRAIN] Running Saturation Loss: 4.519e-02	Running Chem Loss: 5.401e-04
[TRAIN] Running Molar Loss: 4.165e-04	Running Bulk Loss: 1.378e-04
[TRAIN] Running WEIGHTED Saturation Loss: 4.519e-02	Running Weighted Chem Loss: 5.401e-02
[TRAIN] Running WEIGHTED Molar Loss: 4.165e-02	Running Weighted Bulk Loss: 1.378e-02
[TEST] Running Saturation Loss: 4.128e-02	Running Chem Loss: 7.018e-04
[TEST] Running Molar Loss: 3.200e-04	Running Bulk Loss: 6.752e-05
Epoch 24: Train 1546.17263 | Test 1502.17448 | time = 127.9s
No improvement. Counter: 14/25
Stepping scheduler on epoch. Current LR: [0.0003272542485937384, 0.0003272542485937384, 0.0003272542485937384]
Underfitting. Decreasing Dropout: 0.03->0.019999999999999997
[TRAIN] Running Saturation Loss: 4.200e-02	Running Chem Loss: 4.747e-04
[TRAIN] Running Molar Loss: 3.821e-04	Running Bulk Loss: 1.139e-04
[TRAIN] Running WEIGHTED Saturation Loss: 4.200e-02	Running Weighted Chem Loss: 4.747e-02
[TRAIN] Running WEIGHTED Molar Loss: 3.821e-02	Running Weighted Bulk Loss: 1.139e-02
[TEST] Running Saturation Loss: 3.814e-02	Running Chem Loss: 6.473e-04
[TEST] Running Molar Loss: 2.752e-04	Running Bulk Loss: 5.674e-05
Epoch 25: Train 1390.80224 | Test 1360.60881 | time = 129.4s
No improvement. Counter: 15/25
Stepping scheduler on epoch. Current LR: [0.0002500000000000012, 0.0002500000000000012, 0.0002500000000000012]
Underfitting. Decreasing Dropout: 0.019999999999999997->0.009999999999999997
[TRAIN] Running Saturation Loss: 3.876e-02	Running Chem Loss: 4.112e-04
[TRAIN] Running Molar Loss: 3.500e-04	Running Bulk Loss: 9.173e-05
[TRAIN] Running WEIGHTED Saturation Loss: 3.876e-02	Running Weighted Chem Loss: 4.112e-02
[TRAIN] Running WEIGHTED Molar Loss: 3.500e-02	Running Weighted Bulk Loss: 9.173e-03
[TEST] Running Saturation Loss: 3.653e-02	Running Chem Loss: 6.083e-04
[TEST] Running Molar Loss: 2.131e-04	Running Bulk Loss: 5.706e-05
Epoch 26: Train 1240.52375 | Test 1243.68684 | time = 109.8s
No improvement. Counter: 16/25
Stepping scheduler on epoch. Current LR: [0.00017274575140626403, 0.00017274575140626403, 0.00017274575140626403]
[TRAIN] Running Saturation Loss: 3.845e-02	Running Chem Loss: 3.971e-04
[TRAIN] Running Molar Loss: 3.456e-04	Running Bulk Loss: 9.028e-05
[TRAIN] Running WEIGHTED Saturation Loss: 3.845e-02	Running Weighted Chem Loss: 3.971e-02
[TRAIN] Running WEIGHTED Molar Loss: 3.456e-02	Running Weighted Bulk Loss: 9.028e-03
[TEST] Running Saturation Loss: 3.597e-02	Running Chem Loss: 5.981e-04
[TEST] Running Molar Loss: 1.898e-04	Running Bulk Loss: 5.566e-05
Epoch 27: Train 1217.45259 | Test 1203.33165 | time = 114.1s
No improvement. Counter: 17/25
Stepping scheduler on epoch. Current LR: [0.00010305368692688227, 0.00010305368692688227, 0.00010305368692688227]
Underfitting. Decreasing Dropout: 0.009999999999999997->0
[TRAIN] Running Saturation Loss: 3.501e-02	Running Chem Loss: 3.346e-04
[TRAIN] Running Molar Loss: 3.127e-04	Running Bulk Loss: 6.833e-05
[TRAIN] Running WEIGHTED Saturation Loss: 3.501e-02	Running Weighted Chem Loss: 3.346e-02
[TRAIN] Running WEIGHTED Molar Loss: 3.127e-02	Running Weighted Bulk Loss: 6.833e-03
[TEST] Running Saturation Loss: 3.489e-02	Running Chem Loss: 5.794e-04
[TEST] Running Molar Loss: 1.638e-04	Running Bulk Loss: 5.364e-05
Epoch 28: Train 1065.73331 | Test 1145.68811 | time = 112.4s
No improvement. Counter: 18/25
Stepping scheduler on epoch. Current LR: [4.774575140626342e-05, 4.774575140626342e-05, 4.774575140626342e-05]
Overfitting. Increasing Dropout: 0 -> 0.02
[TRAIN] Running Saturation Loss: 4.139e-02	Running Chem Loss: 4.264e-04
[TRAIN] Running Molar Loss: 3.708e-04	Running Bulk Loss: 1.098e-04
[TRAIN] Running WEIGHTED Saturation Loss: 4.139e-02	Running Weighted Chem Loss: 4.264e-02
[TRAIN] Running WEIGHTED Molar Loss: 3.708e-02	Running Weighted Bulk Loss: 1.098e-02
[TEST] Running Saturation Loss: 3.725e-02	Running Chem Loss: 6.250e-04
[TEST] Running Molar Loss: 2.581e-04	Running Bulk Loss: 5.046e-05
Epoch 29: Train 1320.88770 | Test 1305.97220 | time = 127.8s
No improvement. Counter: 19/25
Stepping scheduler on epoch. Current LR: [1.2235870926211704e-05, 1.2235870926211704e-05, 1.2235870926211704e-05]
Underfitting. Decreasing Dropout: 0.02->0.01
[TRAIN] Running Saturation Loss: 3.802e-02	Running Chem Loss: 3.673e-04
[TRAIN] Running Molar Loss: 3.378e-04	Running Bulk Loss: 8.609e-05
[TRAIN] Running WEIGHTED Saturation Loss: 3.802e-02	Running Weighted Chem Loss: 3.673e-02
[TRAIN] Running WEIGHTED Molar Loss: 3.378e-02	Running Weighted Bulk Loss: 8.609e-03
[TEST] Running Saturation Loss: 3.527e-02	Running Chem Loss: 5.784e-04
[TEST] Running Molar Loss: 1.827e-04	Running Bulk Loss: 4.822e-05
Epoch 30: Train 1171.31788 | Test 1162.05243 | time = 140.3s
No improvement. Counter: 20/25
Stepping scheduler on epoch. Current LR: [0.0, 0.0, 0.0]
Underfitting. Decreasing Dropout: 0.01->0.0
[TRAIN] Running Saturation Loss: 3.489e-02	Running Chem Loss: 3.189e-04
[TRAIN] Running Molar Loss: 3.083e-04	Running Bulk Loss: 6.579e-05
[TRAIN] Running WEIGHTED Saturation Loss: 3.489e-02	Running Weighted Chem Loss: 3.189e-02
[TRAIN] Running WEIGHTED Molar Loss: 3.083e-02	Running Weighted Bulk Loss: 6.579e-03
[TEST] Running Saturation Loss: 3.489e-02	Running Chem Loss: 5.602e-04
[TEST] Running Molar Loss: 1.611e-04	Running Bulk Loss: 4.766e-05
Epoch 31: Train 1041.88915 | Test 1117.83385 | time = 116.9s
New best test loss: 1117.83385 (improvement of 2.08%) Saving model.
