=== Log started at 2026-06-17 11:47:03 ===
###### config ######
{'encoderLayerUp': 2, 'encoderLayerDown': 2, 'middleLayerUp': 2, 'middleLayerDown': 0, 'low_regularization': '0.0batchnormdropout0.5', 'high_regularization': '0.05batchnormdropout0.5', 'activation_leak': 0.05, 'lowWD': 0.001, 'highWD': 0.01, 'noise': 0.0, '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: 4.664e-02	Running Chem Loss: 3.213e-04
[TRAIN] Running Molar Loss: 4.412e-04	Running Bulk Loss: 1.120e-04
[TRAIN] Running WEIGHTED Saturation Loss: 0.000e+00	Running Weighted Chem Loss: 3.213e-02
[TRAIN] Running WEIGHTED Molar Loss: 2.206e-02	Running Weighted Bulk Loss: 1.120e-01
[TEST] Running Saturation Loss: 9.584e-02	Running Chem Loss: 4.526e-04
[TEST] Running Molar Loss: 7.829e-04	Running Bulk Loss: 7.188e-05
Epoch 01: Train 1662.05166 | Test 1562.78683 | time = 86.9s
New best test loss: 1562.78683 (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: 4.102e-02	Running Chem Loss: 2.646e-04
[TRAIN] Running Molar Loss: 3.419e-04	Running Bulk Loss: 7.874e-05
[TRAIN] Running WEIGHTED Saturation Loss: 0.000e+00	Running Weighted Chem Loss: 2.646e-02
[TRAIN] Running WEIGHTED Molar Loss: 1.710e-02	Running Weighted Bulk Loss: 7.874e-02
[TEST] Running Saturation Loss: 9.741e-02	Running Chem Loss: 4.481e-04
[TEST] Running Molar Loss: 7.664e-04	Running Bulk Loss: 6.878e-05
Epoch 02: Train 1222.92796 | Test 1519.13147 | time = 87.0s
New best test loss: 1519.13147 (improvement of 2.79%) Saving model.
Stepping scheduler on epoch. Current LR: [0.0004522542485937368, 0.0004522542485937368, 0.0004522542485937368]
Overfitting, but dropout_rate is at the maximum: 0.030000000000000002
[TRAIN] Running Saturation Loss: 4.107e-02	Running Chem Loss: 2.608e-04
[TRAIN] Running Molar Loss: 3.364e-04	Running Bulk Loss: 7.582e-05
[TRAIN] Running WEIGHTED Saturation Loss: 0.000e+00	Running Weighted Chem Loss: 2.608e-02
[TRAIN] Running WEIGHTED Molar Loss: 1.682e-02	Running Weighted Bulk Loss: 7.582e-02
[TEST] Running Saturation Loss: 1.037e-01	Running Chem Loss: 4.396e-04
[TEST] Running Molar Loss: 8.236e-04	Running Bulk Loss: 6.921e-05
Epoch 03: Train 1187.15620 | Test 1543.52851 | time = 87.0s
No improvement. Counter: 1/20
Stepping scheduler on epoch. Current LR: [0.0003969463130731183, 0.0003969463130731183, 0.0003969463130731183]
Overfitting, but dropout_rate is at the maximum: 0.030000000000000002
[TRAIN] Running Saturation Loss: 4.110e-02	Running Chem Loss: 2.577e-04
[TRAIN] Running Molar Loss: 3.323e-04	Running Bulk Loss: 7.302e-05
[TRAIN] Running WEIGHTED Saturation Loss: 0.000e+00	Running Weighted Chem Loss: 2.577e-02
[TRAIN] Running WEIGHTED Molar Loss: 1.662e-02	Running Weighted Bulk Loss: 7.302e-02
[TEST] Running Saturation Loss: 9.649e-02	Running Chem Loss: 4.524e-04
[TEST] Running Molar Loss: 8.336e-04	Running Bulk Loss: 6.294e-05
Epoch 04: Train 1154.05846 | Test 1498.61521 | time = 87.0s
New best test loss: 1498.61521 (improvement of 1.35%) Saving model.
Stepping scheduler on epoch. Current LR: [0.00032725424859373687, 0.00032725424859373687, 0.00032725424859373687]
Overfitting, but dropout_rate is at the maximum: 0.030000000000000002
[TRAIN] Running Saturation Loss: 4.108e-02	Running Chem Loss: 2.547e-04
[TRAIN] Running Molar Loss: 3.276e-04	Running Bulk Loss: 7.112e-05
[TRAIN] Running WEIGHTED Saturation Loss: 0.000e+00	Running Weighted Chem Loss: 2.547e-02
[TRAIN] Running WEIGHTED Molar Loss: 1.638e-02	Running Weighted Bulk Loss: 7.112e-02
[TEST] Running Saturation Loss: 1.007e-01	Running Chem Loss: 4.295e-04
[TEST] Running Molar Loss: 7.968e-04	Running Bulk Loss: 6.404e-05
Epoch 05: Train 1129.67922 | Test 1468.21061 | time = 88.4s
New best test loss: 1468.21061 (improvement of 2.03%) Saving model.
Stepping scheduler on epoch. Current LR: [0.00025, 0.00025, 0.00025]
Overfitting, but dropout_rate is at the maximum: 0.030000000000000002
[TRAIN] Running Saturation Loss: 4.113e-02	Running Chem Loss: 2.521e-04
[TRAIN] Running Molar Loss: 3.250e-04	Running Bulk Loss: 6.909e-05
[TRAIN] Running WEIGHTED Saturation Loss: 0.000e+00	Running Weighted Chem Loss: 2.521e-02
[TRAIN] Running WEIGHTED Molar Loss: 1.625e-02	Running Weighted Bulk Loss: 6.909e-02
[TEST] Running Saturation Loss: 9.802e-02	Running Chem Loss: 4.431e-04
[TEST] Running Molar Loss: 8.063e-04	Running Bulk Loss: 5.813e-05
Epoch 06: Train 1105.42098 | Test 1427.63171 | time = 88.1s
New best test loss: 1427.63171 (improvement of 2.76%) Saving model.
Stepping scheduler on epoch. Current LR: [0.00017274575140626317, 0.00017274575140626317, 0.00017274575140626317]
Overfitting, but dropout_rate is at the maximum: 0.030000000000000002
[TRAIN] Running Saturation Loss: 4.105e-02	Running Chem Loss: 2.483e-04
[TRAIN] Running Molar Loss: 3.200e-04	Running Bulk Loss: 6.709e-05
[TRAIN] Running WEIGHTED Saturation Loss: 0.000e+00	Running Weighted Chem Loss: 2.483e-02
[TRAIN] Running WEIGHTED Molar Loss: 1.600e-02	Running Weighted Bulk Loss: 6.709e-02
[TEST] Running Saturation Loss: 9.713e-02	Running Chem Loss: 4.231e-04
[TEST] Running Molar Loss: 7.412e-04	Running Bulk Loss: 5.902e-05
Epoch 07: Train 1079.17531 | Test 1383.88991 | time = 87.9s
New best test loss: 1383.88991 (improvement of 3.06%) Saving model.
Stepping scheduler on epoch. Current LR: [0.00010305368692688175, 0.00010305368692688175, 0.00010305368692688175]
Overfitting, but dropout_rate is at the maximum: 0.030000000000000002
[TRAIN] Running Saturation Loss: 4.104e-02	Running Chem Loss: 2.461e-04
[TRAIN] Running Molar Loss: 3.188e-04	Running Bulk Loss: 6.591e-05
[TRAIN] Running WEIGHTED Saturation Loss: 0.000e+00	Running Weighted Chem Loss: 2.461e-02
[TRAIN] Running WEIGHTED Molar Loss: 1.594e-02	Running Weighted Bulk Loss: 6.591e-02
[TEST] Running Saturation Loss: 9.904e-02	Running Chem Loss: 4.146e-04
[TEST] Running Molar Loss: 7.483e-04	Running Bulk Loss: 5.804e-05
Epoch 08: Train 1064.68104 | Test 1369.11431 | time = 87.2s
New best test loss: 1369.11431 (improvement of 1.07%) Saving model.
Stepping scheduler on epoch. Current LR: [4.774575140626317e-05, 4.774575140626317e-05, 4.774575140626317e-05]
Overfitting, but dropout_rate is at the maximum: 0.030000000000000002
[TRAIN] Running Saturation Loss: 4.107e-02	Running Chem Loss: 2.444e-04
[TRAIN] Running Molar Loss: 3.162e-04	Running Bulk Loss: 6.462e-05
[TRAIN] Running WEIGHTED Saturation Loss: 0.000e+00	Running Weighted Chem Loss: 2.444e-02
[TRAIN] Running WEIGHTED Molar Loss: 1.581e-02	Running Weighted Bulk Loss: 6.462e-02
[TEST] Running Saturation Loss: 9.593e-02	Running Chem Loss: 4.212e-04
[TEST] Running Molar Loss: 7.615e-04	Running Bulk Loss: 5.328e-05
Epoch 09: Train 1048.69267 | Test 1334.75008 | time = 88.7s
New best test loss: 1334.75008 (improvement of 2.51%) Saving model.
Stepping scheduler on epoch. Current LR: [1.2235870926211617e-05, 1.2235870926211617e-05, 1.2235870926211617e-05]
Overfitting, but dropout_rate is at the maximum: 0.030000000000000002
[TRAIN] Running Saturation Loss: 4.109e-02	Running Chem Loss: 2.436e-04
[TRAIN] Running Molar Loss: 3.157e-04	Running Bulk Loss: 6.431e-05
[TRAIN] Running WEIGHTED Saturation Loss: 0.000e+00	Running Weighted Chem Loss: 2.436e-02
[TRAIN] Running WEIGHTED Molar Loss: 1.578e-02	Running Weighted Bulk Loss: 6.431e-02
[TEST] Running Saturation Loss: 9.873e-02	Running Chem Loss: 4.176e-04
[TEST] Running Molar Loss: 7.501e-04	Running Bulk Loss: 5.776e-05
Epoch 10: Train 1044.52326 | Test 1370.22897 | time = 86.8s
No improvement. Counter: 1/20
Stepping scheduler on epoch. Current LR: [0.0, 0.0, 0.0]
Overfitting, but dropout_rate is at the maximum: 0.030000000000000002
[TRAIN] Running Saturation Loss: 4.103e-02	Running Chem Loss: 2.431e-04
[TRAIN] Running Molar Loss: 3.145e-04	Running Bulk Loss: 6.406e-05
[TRAIN] Running WEIGHTED Saturation Loss: 0.000e+00	Running Weighted Chem Loss: 2.431e-02
[TRAIN] Running WEIGHTED Molar Loss: 1.572e-02	Running Weighted Bulk Loss: 6.406e-02
[TEST] Running Saturation Loss: 9.625e-02	Running Chem Loss: 4.183e-04
[TEST] Running Molar Loss: 7.598e-04	Running Bulk Loss: 5.344e-05
Epoch 11: Train 1040.92459 | Test 1332.67211 | time = 96.3s
New best test loss: 1332.67211 (improvement of 0.16%) Saving model.
Stepping scheduler on epoch. Current LR: [1.2235870926211617e-05, 1.2235870926211617e-05, 1.2235870926211617e-05]
Overfitting, but dropout_rate is at the maximum: 0.030000000000000002
[TRAIN] Running Saturation Loss: 4.112e-02	Running Chem Loss: 2.432e-04
[TRAIN] Running Molar Loss: 3.163e-04	Running Bulk Loss: 6.409e-05
[TRAIN] Running WEIGHTED Saturation Loss: 0.000e+00	Running Weighted Chem Loss: 2.432e-02
[TRAIN] Running WEIGHTED Molar Loss: 1.581e-02	Running Weighted Bulk Loss: 6.409e-02
[TEST] Running Saturation Loss: 1.081e-01	Running Chem Loss: 4.242e-04
[TEST] Running Molar Loss: 7.907e-04	Running Bulk Loss: 5.799e-05
Epoch 12: Train 1042.30451 | Test 1399.48847 | time = 94.9s
No improvement. Counter: 1/20
Stepping scheduler on epoch. Current LR: [4.774575140626335e-05, 4.774575140626335e-05, 4.774575140626335e-05]
Overfitting, but dropout_rate is at the maximum: 0.030000000000000002
[TRAIN] Running Saturation Loss: 4.112e-02	Running Chem Loss: 2.444e-04
[TRAIN] Running Molar Loss: 3.159e-04	Running Bulk Loss: 6.450e-05
[TRAIN] Running WEIGHTED Saturation Loss: 0.000e+00	Running Weighted Chem Loss: 2.444e-02
[TRAIN] Running WEIGHTED Molar Loss: 1.580e-02	Running Weighted Bulk Loss: 6.450e-02
[TEST] Running Saturation Loss: 9.739e-02	Running Chem Loss: 4.180e-04
[TEST] Running Molar Loss: 7.764e-04	Running Bulk Loss: 5.261e-05
Epoch 13: Train 1047.34188 | Test 1332.27339 | time = 94.3s
New best test loss: 1332.27339 (improvement of 0.03%) Saving model.
Stepping scheduler on epoch. Current LR: [0.00010305368692688215, 0.00010305368692688215, 0.00010305368692688215]
Overfitting, but dropout_rate is at the maximum: 0.030000000000000002
[TRAIN] Running Saturation Loss: 4.107e-02	Running Chem Loss: 2.455e-04
[TRAIN] Running Molar Loss: 3.166e-04	Running Bulk Loss: 6.518e-05
[TRAIN] Running WEIGHTED Saturation Loss: 0.000e+00	Running Weighted Chem Loss: 2.455e-02
[TRAIN] Running WEIGHTED Molar Loss: 1.583e-02	Running Weighted Bulk Loss: 6.518e-02
[TEST] Running Saturation Loss: 1.015e-01	Running Chem Loss: 4.376e-04
[TEST] Running Molar Loss: 8.168e-04	Running Bulk Loss: 5.758e-05
Epoch 14: Train 1055.56603 | Test 1421.75553 | time = 102.2s
No improvement. Counter: 1/20
Stepping scheduler on epoch. Current LR: [0.0001727457514062639, 0.0001727457514062639, 0.0001727457514062639]
Overfitting, but dropout_rate is at the maximum: 0.030000000000000002
[TRAIN] Running Saturation Loss: 4.108e-02	Running Chem Loss: 2.474e-04
[TRAIN] Running Molar Loss: 3.182e-04	Running Bulk Loss: 6.568e-05
[TRAIN] Running WEIGHTED Saturation Loss: 0.000e+00	Running Weighted Chem Loss: 2.474e-02
[TRAIN] Running WEIGHTED Molar Loss: 1.591e-02	Running Weighted Bulk Loss: 6.568e-02
[TEST] Running Saturation Loss: 1.001e-01	Running Chem Loss: 4.280e-04
[TEST] Running Molar Loss: 7.666e-04	Running Bulk Loss: 5.663e-05
Epoch 15: Train 1063.30099 | Test 1377.59660 | time = 102.5s
No improvement. Counter: 2/20
Stepping scheduler on epoch. Current LR: [0.0002500000000000011, 0.0002500000000000011, 0.0002500000000000011]
Overfitting, but dropout_rate is at the maximum: 0.030000000000000002
[TRAIN] Running Saturation Loss: 4.113e-02	Running Chem Loss: 2.499e-04
[TRAIN] Running Molar Loss: 3.197e-04	Running Bulk Loss: 6.646e-05
[TRAIN] Running WEIGHTED Saturation Loss: 0.000e+00	Running Weighted Chem Loss: 2.499e-02
[TRAIN] Running WEIGHTED Molar Loss: 1.598e-02	Running Weighted Bulk Loss: 6.646e-02
[TEST] Running Saturation Loss: 9.926e-02	Running Chem Loss: 4.245e-04
[TEST] Running Molar Loss: 7.604e-04	Running Bulk Loss: 6.033e-05
Epoch 16: Train 1074.29952 | Test 1408.02169 | time = 100.7s
No improvement. Counter: 3/20
Stepping scheduler on epoch. Current LR: [0.0003272542485937383, 0.0003272542485937383, 0.0003272542485937383]
Overfitting, but dropout_rate is at the maximum: 0.030000000000000002
[TRAIN] Running Saturation Loss: 4.105e-02	Running Chem Loss: 2.519e-04
[TRAIN] Running Molar Loss: 3.198e-04	Running Bulk Loss: 6.695e-05
[TRAIN] Running WEIGHTED Saturation Loss: 0.000e+00	Running Weighted Chem Loss: 2.519e-02
[TRAIN] Running WEIGHTED Molar Loss: 1.599e-02	Running Weighted Bulk Loss: 6.695e-02
[TEST] Running Saturation Loss: 1.009e-01	Running Chem Loss: 4.307e-04
[TEST] Running Molar Loss: 7.465e-04	Running Bulk Loss: 6.377e-05
Epoch 17: Train 1081.27564 | Test 1441.69983 | time = 101.0s
No improvement. Counter: 4/20
Stepping scheduler on epoch. Current LR: [0.00039694631307312, 0.00039694631307312, 0.00039694631307312]
Overfitting, but dropout_rate is at the maximum: 0.030000000000000002
[TRAIN] Running Saturation Loss: 4.100e-02	Running Chem Loss: 2.535e-04
[TRAIN] Running Molar Loss: 3.195e-04	Running Bulk Loss: 6.695e-05
[TRAIN] Running WEIGHTED Saturation Loss: 0.000e+00	Running Weighted Chem Loss: 2.535e-02
[TRAIN] Running WEIGHTED Molar Loss: 1.597e-02	Running Weighted Bulk Loss: 6.695e-02
[TEST] Running Saturation Loss: 9.775e-02	Running Chem Loss: 4.450e-04
[TEST] Running Molar Loss: 7.779e-04	Running Bulk Loss: 5.700e-05
Epoch 18: Train 1082.82925 | Test 1403.97396 | time = 99.6s
No improvement. Counter: 5/20
Stepping scheduler on epoch. Current LR: [0.00045225424859373893, 0.00045225424859373893, 0.00045225424859373893]
Overfitting, but dropout_rate is at the maximum: 0.030000000000000002
[TRAIN] Running Saturation Loss: 4.103e-02	Running Chem Loss: 2.546e-04
[TRAIN] Running Molar Loss: 3.203e-04	Running Bulk Loss: 6.697e-05
[TRAIN] Running WEIGHTED Saturation Loss: 0.000e+00	Running Weighted Chem Loss: 2.546e-02
[TRAIN] Running WEIGHTED Molar Loss: 1.601e-02	Running Weighted Bulk Loss: 6.697e-02
[TEST] Running Saturation Loss: 9.599e-02	Running Chem Loss: 4.493e-04
[TEST] Running Molar Loss: 8.209e-04	Running Bulk Loss: 5.851e-05
Epoch 19: Train 1084.46691 | Test 1444.88485 | time = 105.4s
No improvement. Counter: 6/20
Stepping scheduler on epoch. Current LR: [0.0004877641290737906, 0.0004877641290737906, 0.0004877641290737906]
Overfitting, but dropout_rate is at the maximum: 0.030000000000000002
[TRAIN] Running Saturation Loss: 4.103e-02	Running Chem Loss: 2.558e-04
[TRAIN] Running Molar Loss: 3.208e-04	Running Bulk Loss: 6.680e-05
[TRAIN] Running WEIGHTED Saturation Loss: 0.000e+00	Running Weighted Chem Loss: 2.558e-02
[TRAIN] Running WEIGHTED Molar Loss: 1.604e-02	Running Weighted Bulk Loss: 6.680e-02
[TEST] Running Saturation Loss: 9.652e-02	Running Chem Loss: 4.572e-04
[TEST] Running Molar Loss: 7.692e-04	Running Bulk Loss: 6.602e-05
Epoch 20: Train 1084.23146 | Test 1501.99935 | time = 98.8s
No improvement. Counter: 7/20
Stepping scheduler on epoch. Current LR: [0.0005000000000000023, 0.0005000000000000023, 0.0005000000000000023]
Overfitting, but dropout_rate is at the maximum: 0.030000000000000002
[TRAIN] Running Saturation Loss: 4.113e-02	Running Chem Loss: 2.554e-04
[TRAIN] Running Molar Loss: 3.202e-04	Running Bulk Loss: 6.580e-05
[TRAIN] Running WEIGHTED Saturation Loss: 0.000e+00	Running Weighted Chem Loss: 2.554e-02
[TRAIN] Running WEIGHTED Molar Loss: 1.601e-02	Running Weighted Bulk Loss: 6.580e-02
[TEST] Running Saturation Loss: 9.684e-02	Running Chem Loss: 4.380e-04
[TEST] Running Molar Loss: 7.881e-04	Running Bulk Loss: 6.116e-05
Epoch 21: Train 1073.45299 | Test 1443.61078 | time = 95.5s
No improvement. Counter: 8/20
Stepping scheduler on epoch. Current LR: [0.0004877641290737906, 0.0004877641290737906, 0.0004877641290737906]
Overfitting, but dropout_rate is at the maximum: 0.030000000000000002
[TRAIN] Running Saturation Loss: 4.104e-02	Running Chem Loss: 2.547e-04
[TRAIN] Running Molar Loss: 3.188e-04	Running Bulk Loss: 6.504e-05
[TRAIN] Running WEIGHTED Saturation Loss: 0.000e+00	Running Weighted Chem Loss: 2.547e-02
[TRAIN] Running WEIGHTED Molar Loss: 1.594e-02	Running Weighted Bulk Loss: 6.504e-02
[TEST] Running Saturation Loss: 1.000e-01	Running Chem Loss: 4.544e-04
[TEST] Running Molar Loss: 7.638e-04	Running Bulk Loss: 6.391e-05
Epoch 22: Train 1064.46323 | Test 1475.43379 | time = 98.9s
No improvement. Counter: 9/20
Stepping scheduler on epoch. Current LR: [0.00045225424859373904, 0.00045225424859373904, 0.00045225424859373904]
Overfitting, but dropout_rate is at the maximum: 0.030000000000000002
[TRAIN] Running Saturation Loss: 4.106e-02	Running Chem Loss: 2.537e-04
[TRAIN] Running Molar Loss: 3.165e-04	Running Bulk Loss: 6.384e-05
[TRAIN] Running WEIGHTED Saturation Loss: 0.000e+00	Running Weighted Chem Loss: 2.537e-02
[TRAIN] Running WEIGHTED Molar Loss: 1.582e-02	Running Weighted Bulk Loss: 6.384e-02
[TEST] Running Saturation Loss: 9.741e-02	Running Chem Loss: 4.519e-04
[TEST] Running Molar Loss: 7.614e-04	Running Bulk Loss: 5.749e-05
Epoch 23: Train 1050.31495 | Test 1407.45383 | time = 94.9s
No improvement. Counter: 10/20
Stepping scheduler on epoch. Current LR: [0.0003969463130731201, 0.0003969463130731201, 0.0003969463130731201]
Overfitting, but dropout_rate is at the maximum: 0.030000000000000002
[TRAIN] Running Saturation Loss: 4.105e-02	Running Chem Loss: 2.505e-04
[TRAIN] Running Molar Loss: 3.143e-04	Running Bulk Loss: 6.237e-05
[TRAIN] Running WEIGHTED Saturation Loss: 0.000e+00	Running Weighted Chem Loss: 2.505e-02
[TRAIN] Running WEIGHTED Molar Loss: 1.571e-02	Running Weighted Bulk Loss: 6.237e-02
[TEST] Running Saturation Loss: 9.858e-02	Running Chem Loss: 4.549e-04
[TEST] Running Molar Loss: 8.146e-04	Running Bulk Loss: 5.884e-05
Epoch 24: Train 1031.32378 | Test 1450.55885 | time = 94.0s
No improvement. Counter: 11/20
Stepping scheduler on epoch. Current LR: [0.0003272542485937384, 0.0003272542485937384, 0.0003272542485937384]
Overfitting, but dropout_rate is at the maximum: 0.030000000000000002
[TRAIN] Running Saturation Loss: 4.101e-02	Running Chem Loss: 2.473e-04
[TRAIN] Running Molar Loss: 3.099e-04	Running Bulk Loss: 6.085e-05
[TRAIN] Running WEIGHTED Saturation Loss: 0.000e+00	Running Weighted Chem Loss: 2.473e-02
[TRAIN] Running WEIGHTED Molar Loss: 1.550e-02	Running Weighted Bulk Loss: 6.085e-02
[TEST] Running Saturation Loss: 9.826e-02	Running Chem Loss: 4.354e-04
[TEST] Running Molar Loss: 7.741e-04	Running Bulk Loss: 5.723e-05
Epoch 25: Train 1010.74337 | Test 1394.69417 | time = 95.5s
No improvement. Counter: 12/20
Stepping scheduler on epoch. Current LR: [0.0002500000000000012, 0.0002500000000000012, 0.0002500000000000012]
Overfitting, but dropout_rate is at the maximum: 0.030000000000000002
[TRAIN] Running Saturation Loss: 4.107e-02	Running Chem Loss: 2.451e-04
[TRAIN] Running Molar Loss: 3.083e-04	Running Bulk Loss: 5.943e-05
[TRAIN] Running WEIGHTED Saturation Loss: 0.000e+00	Running Weighted Chem Loss: 2.451e-02
[TRAIN] Running WEIGHTED Molar Loss: 1.541e-02	Running Weighted Bulk Loss: 5.943e-02
[TEST] Running Saturation Loss: 1.034e-01	Running Chem Loss: 4.409e-04
[TEST] Running Molar Loss: 7.960e-04	Running Bulk Loss: 5.913e-05
Epoch 26: Train 993.58072 | Test 1430.23392 | time = 98.5s
No improvement. Counter: 13/20
Stepping scheduler on epoch. Current LR: [0.00017274575140626403, 0.00017274575140626403, 0.00017274575140626403]
Overfitting, but dropout_rate is at the maximum: 0.030000000000000002
[TRAIN] Running Saturation Loss: 4.104e-02	Running Chem Loss: 2.427e-04
[TRAIN] Running Molar Loss: 3.061e-04	Running Bulk Loss: 5.813e-05
[TRAIN] Running WEIGHTED Saturation Loss: 0.000e+00	Running Weighted Chem Loss: 2.427e-02
[TRAIN] Running WEIGHTED Molar Loss: 1.531e-02	Running Weighted Bulk Loss: 5.813e-02
[TEST] Running Saturation Loss: 9.859e-02	Running Chem Loss: 4.286e-04
[TEST] Running Molar Loss: 7.711e-04	Running Bulk Loss: 5.249e-05
Epoch 27: Train 977.14028 | Test 1339.06474 | time = 101.7s
No improvement. Counter: 14/20
Stepping scheduler on epoch. Current LR: [0.00010305368692688227, 0.00010305368692688227, 0.00010305368692688227]
Overfitting, but dropout_rate is at the maximum: 0.030000000000000002
[TRAIN] Running Saturation Loss: 4.106e-02	Running Chem Loss: 2.398e-04
[TRAIN] Running Molar Loss: 3.041e-04	Running Bulk Loss: 5.705e-05
[TRAIN] Running WEIGHTED Saturation Loss: 0.000e+00	Running Weighted Chem Loss: 2.398e-02
[TRAIN] Running WEIGHTED Molar Loss: 1.521e-02	Running Weighted Bulk Loss: 5.705e-02
[TEST] Running Saturation Loss: 9.659e-02	Running Chem Loss: 4.184e-04
[TEST] Running Molar Loss: 7.590e-04	Running Bulk Loss: 5.111e-05
Epoch 28: Train 962.39348 | Test 1309.00300 | time = 97.5s
New best test loss: 1309.00300 (improvement of 1.75%) Saving model.
Stepping scheduler on epoch. Current LR: [4.774575140626342e-05, 4.774575140626342e-05, 4.774575140626342e-05]
Overfitting, but dropout_rate is at the maximum: 0.030000000000000002
[TRAIN] Running Saturation Loss: 4.112e-02	Running Chem Loss: 2.383e-04
[TRAIN] Running Molar Loss: 3.021e-04	Running Bulk Loss: 5.602e-05
[TRAIN] Running WEIGHTED Saturation Loss: 0.000e+00	Running Weighted Chem Loss: 2.383e-02
[TRAIN] Running WEIGHTED Molar Loss: 1.511e-02	Running Weighted Bulk Loss: 5.602e-02
[TEST] Running Saturation Loss: 9.710e-02	Running Chem Loss: 4.168e-04
[TEST] Running Molar Loss: 7.358e-04	Running Bulk Loss: 4.689e-05
Epoch 29: Train 949.56438 | Test 1253.65805 | time = 96.9s
New best test loss: 1253.65805 (improvement of 4.23%) Saving model.
