=== Log started at 2026-07-08 08:58:45 ===
###### config ######
{'encoderLayerUp': 1, 'encoderLayerDown': 0, 'middleLayerUp': 2, 'middleLayerDown': 0, 'low_regularization': '0.00batchnormdropout0.00', 'high_regularization': '0.00batchnormdropout0.00', 'activation_leak': 0.05, 'lowWD': 1e-05, 'highWD': 0.0001, 'noise': 0.005, 'description': ''}
####################
dropout in 0.00batchnormdropout0.00: 0.0 -> 0.0
Evaluating baseline (pre-training) model on validation set...
[TEST] Running Saturation Loss: 3.683e-02	Running Chem Loss: 5.969e-04
[TEST] Running Molar Loss: 1.910e-04	Running Bulk Loss: 5.728e-05
Baseline Test Loss: 1213.50205
[TRAIN] Running Saturation Loss: 3.462e-02	Running Chem Loss: 5.318e-04
[TRAIN] Running Molar Loss: 2.406e-04	Running Bulk Loss: 6.749e-05
[TRAIN] Running WEIGHTED Saturation Loss: 3.462e-02	Running Weighted Chem Loss: 5.318e-02
[TRAIN] Running WEIGHTED Molar Loss: 2.406e-02	Running Weighted Bulk Loss: 6.749e-03
[TEST] Running Saturation Loss: 3.858e-02	Running Chem Loss: 7.176e-04
[TEST] Running Molar Loss: 2.245e-04	Running Bulk Loss: 8.500e-05
Epoch 01: Train 1186.07131 | Test 1412.89302 | time = 109.1s
No improvement. Counter: 1/25
Stepping scheduler on epoch. Current LR: [0.0004877641290737884, 0.0004877641290737884, 0.0004877641290737884]
Overfitting, but dropout_rate is at the maximum: 0.0. Increasing noise instead: 0.005 -> 0.007
[TRAIN] Running Saturation Loss: 3.532e-02	Running Chem Loss: 5.345e-04
[TRAIN] Running Molar Loss: 2.694e-04	Running Bulk Loss: 6.393e-05
[TRAIN] Running WEIGHTED Saturation Loss: 3.532e-02	Running Weighted Chem Loss: 5.345e-02
[TRAIN] Running WEIGHTED Molar Loss: 2.694e-02	Running Weighted Bulk Loss: 6.393e-03
[TEST] Running Saturation Loss: 3.965e-02	Running Chem Loss: 7.016e-04
[TEST] Running Molar Loss: 2.237e-04	Running Bulk Loss: 8.071e-05
Epoch 02: Train 1221.08300 | Test 1402.56310 | time = 106.2s
No improvement. Counter: 2/25
Stepping scheduler on epoch. Current LR: [0.0004522542485937368, 0.0004522542485937368, 0.0004522542485937368]
Overfitting, but dropout_rate is at the maximum: 0.0. Increasing noise instead: 0.007 -> 0.009000000000000001
[TRAIN] Running Saturation Loss: 3.665e-02	Running Chem Loss: 5.480e-04
[TRAIN] Running Molar Loss: 3.096e-04	Running Bulk Loss: 6.191e-05
[TRAIN] Running WEIGHTED Saturation Loss: 3.665e-02	Running Weighted Chem Loss: 5.480e-02
[TRAIN] Running WEIGHTED Molar Loss: 3.096e-02	Running Weighted Bulk Loss: 6.191e-03
[TEST] Running Saturation Loss: 3.789e-02	Running Chem Loss: 6.652e-04
[TEST] Running Molar Loss: 2.093e-04	Running Bulk Loss: 7.392e-05
Epoch 03: Train 1285.90877 | Test 1327.31048 | time = 109.1s
No improvement. Counter: 3/25
Stepping scheduler on epoch. Current LR: [0.0003969463130731183, 0.0003969463130731183, 0.0003969463130731183]
Overfitting, but dropout_rate is at the maximum: 0.0. Increasing noise instead: 0.009000000000000001 -> 0.011000000000000001
[TRAIN] Running Saturation Loss: 3.833e-02	Running Chem Loss: 5.671e-04
[TRAIN] Running Molar Loss: 3.553e-04	Running Bulk Loss: 6.026e-05
[TRAIN] Running WEIGHTED Saturation Loss: 3.833e-02	Running Weighted Chem Loss: 5.671e-02
[TRAIN] Running WEIGHTED Molar Loss: 3.553e-02	Running Weighted Bulk Loss: 6.026e-03
[TEST] Running Saturation Loss: 3.804e-02	Running Chem Loss: 6.516e-04
[TEST] Running Molar Loss: 2.441e-04	Running Bulk Loss: 6.178e-05
Epoch 04: Train 1365.91361 | Test 1337.85884 | time = 110.3s
No improvement. Counter: 4/25
Stepping scheduler on epoch. Current LR: [0.00032725424859373687, 0.00032725424859373687, 0.00032725424859373687]
Underfitting, but dropout_rate is at the minimum: 0.0. Decreasing noise instead: 0.011000000000000001 -> 0.010000000000000002
[TRAIN] Running Saturation Loss: 3.692e-02	Running Chem Loss: 5.362e-04
[TRAIN] Running Molar Loss: 3.252e-04	Running Bulk Loss: 5.707e-05
[TRAIN] Running WEIGHTED Saturation Loss: 3.692e-02	Running Weighted Chem Loss: 5.362e-02
[TRAIN] Running WEIGHTED Molar Loss: 3.252e-02	Running Weighted Bulk Loss: 5.707e-03
[TEST] Running Saturation Loss: 3.711e-02	Running Chem Loss: 6.340e-04
[TEST] Running Molar Loss: 2.161e-04	Running Bulk Loss: 6.467e-05
Epoch 05: Train 1287.71742 | Test 1285.90096 | time = 125.8s
No improvement. Counter: 5/25
Stepping scheduler on epoch. Current LR: [0.00025, 0.00025, 0.00025]
Underfitting, but dropout_rate is at the minimum: 0.0. Decreasing noise instead: 0.010000000000000002 -> 0.009000000000000001
[TRAIN] Running Saturation Loss: 3.554e-02	Running Chem Loss: 5.086e-04
[TRAIN] Running Molar Loss: 2.964e-04	Running Bulk Loss: 5.453e-05
[TRAIN] Running WEIGHTED Saturation Loss: 3.554e-02	Running Weighted Chem Loss: 5.086e-02
[TRAIN] Running WEIGHTED Molar Loss: 2.964e-02	Running Weighted Bulk Loss: 5.453e-03
[TEST] Running Saturation Loss: 3.624e-02	Running Chem Loss: 6.173e-04
[TEST] Running Molar Loss: 1.812e-04	Running Bulk Loss: 5.903e-05
Epoch 06: Train 1214.93797 | Test 1219.96611 | time = 113.4s
No improvement. Counter: 6/25
Stepping scheduler on epoch. Current LR: [0.00017274575140626317, 0.00017274575140626317, 0.00017274575140626317]
[TRAIN] Running Saturation Loss: 3.530e-02	Running Chem Loss: 4.959e-04
[TRAIN] Running Molar Loss: 2.937e-04	Running Bulk Loss: 5.247e-05
[TRAIN] Running WEIGHTED Saturation Loss: 3.530e-02	Running Weighted Chem Loss: 4.959e-02
[TRAIN] Running WEIGHTED Molar Loss: 2.937e-02	Running Weighted Bulk Loss: 5.247e-03
[TEST] Running Saturation Loss: 3.615e-02	Running Chem Loss: 6.124e-04
[TEST] Running Molar Loss: 2.103e-04	Running Bulk Loss: 5.623e-05
Epoch 07: Train 1195.02880 | Test 1240.45199 | time = 117.4s
No improvement. Counter: 7/25
Stepping scheduler on epoch. Current LR: [0.00010305368692688175, 0.00010305368692688175, 0.00010305368692688175]
Overfitting, but dropout_rate is at the maximum: 0.0. Increasing noise instead: 0.009000000000000001 -> 0.011000000000000001
[TRAIN] Running Saturation Loss: 3.708e-02	Running Chem Loss: 5.168e-04
[TRAIN] Running Molar Loss: 3.396e-04	Running Bulk Loss: 5.145e-05
[TRAIN] Running WEIGHTED Saturation Loss: 3.708e-02	Running Weighted Chem Loss: 5.168e-02
[TRAIN] Running WEIGHTED Molar Loss: 3.396e-02	Running Weighted Bulk Loss: 5.145e-03
[TEST] Running Saturation Loss: 3.583e-02	Running Chem Loss: 5.894e-04
[TEST] Running Molar Loss: 1.898e-04	Running Bulk Loss: 5.335e-05
Epoch 08: Train 1278.64506 | Test 1190.93248 | time = 117.9s
New best test loss: 1190.93248 (improvement of 1.86%) 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: 0.0. Decreasing noise instead: 0.011000000000000001 -> 0.010000000000000002
[TRAIN] Running Saturation Loss: 3.586e-02	Running Chem Loss: 4.909e-04
[TRAIN] Running Molar Loss: 3.109e-04	Running Bulk Loss: 4.962e-05
[TRAIN] Running WEIGHTED Saturation Loss: 3.586e-02	Running Weighted Chem Loss: 4.909e-02
[TRAIN] Running WEIGHTED Molar Loss: 3.109e-02	Running Weighted Bulk Loss: 4.962e-03
[TEST] Running Saturation Loss: 3.548e-02	Running Chem Loss: 5.806e-04
[TEST] Running Molar Loss: 1.909e-04	Running Bulk Loss: 5.246e-05
Epoch 09: Train 1209.95653 | Test 1178.83236 | time = 108.0s
New best test loss: 1178.83236 (improvement of 1.02%) 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: 0.0. Decreasing noise instead: 0.010000000000000002 -> 0.009000000000000001
[TRAIN] Running Saturation Loss: 3.484e-02	Running Chem Loss: 4.699e-04
[TRAIN] Running Molar Loss: 2.863e-04	Running Bulk Loss: 4.814e-05
[TRAIN] Running WEIGHTED Saturation Loss: 3.484e-02	Running Weighted Chem Loss: 4.699e-02
[TRAIN] Running WEIGHTED Molar Loss: 2.863e-02	Running Weighted Bulk Loss: 4.814e-03
[TEST] Running Saturation Loss: 3.537e-02	Running Chem Loss: 5.749e-04
[TEST] Running Molar Loss: 1.889e-04	Running Bulk Loss: 5.161e-05
Epoch 10: Train 1152.71358 | Test 1169.22289 | time = 108.1s
New best test loss: 1169.22289 (improvement of 0.82%) Saving model.
Stepping scheduler on epoch. Current LR: [0.0, 0.0, 0.0]
[TRAIN] Running Saturation Loss: 3.479e-02	Running Chem Loss: 4.688e-04
[TRAIN] Running Molar Loss: 2.852e-04	Running Bulk Loss: 4.826e-05
[TRAIN] Running WEIGHTED Saturation Loss: 3.479e-02	Running Weighted Chem Loss: 4.688e-02
[TRAIN] Running WEIGHTED Molar Loss: 2.852e-02	Running Weighted Bulk Loss: 4.826e-03
[TEST] Running Saturation Loss: 3.522e-02	Running Chem Loss: 5.724e-04
[TEST] Running Molar Loss: 1.800e-04	Running Bulk Loss: 5.167e-05
Epoch 11: Train 1150.05923 | Test 1156.23273 | time = 107.1s
New best test loss: 1156.23273 (improvement of 1.11%) Saving model.
Stepping scheduler on epoch. Current LR: [1.2235870926211617e-05, 1.2235870926211617e-05, 1.2235870926211617e-05]
[TRAIN] Running Saturation Loss: 3.479e-02	Running Chem Loss: 4.691e-04
[TRAIN] Running Molar Loss: 2.856e-04	Running Bulk Loss: 4.832e-05
[TRAIN] Running WEIGHTED Saturation Loss: 3.479e-02	Running Weighted Chem Loss: 4.691e-02
[TRAIN] Running WEIGHTED Molar Loss: 2.856e-02	Running Weighted Bulk Loss: 4.832e-03
[TEST] Running Saturation Loss: 3.552e-02	Running Chem Loss: 5.810e-04
[TEST] Running Molar Loss: 1.950e-04	Running Bulk Loss: 5.113e-05
Epoch 12: Train 1150.94641 | Test 1182.37559 | time = 105.8s
No improvement. Counter: 1/25
Stepping scheduler on epoch. Current LR: [4.7745751406263326e-05, 4.7745751406263326e-05, 4.7745751406263326e-05]
Overfitting, but dropout_rate is at the maximum: 0.0. Increasing noise instead: 0.009000000000000001 -> 0.011000000000000001
[TRAIN] Running Saturation Loss: 3.688e-02	Running Chem Loss: 5.062e-04
[TRAIN] Running Molar Loss: 3.366e-04	Running Bulk Loss: 4.993e-05
[TRAIN] Running WEIGHTED Saturation Loss: 3.688e-02	Running Weighted Chem Loss: 5.062e-02
[TRAIN] Running WEIGHTED Molar Loss: 3.366e-02	Running Weighted Bulk Loss: 4.993e-03
[TEST] Running Saturation Loss: 3.588e-02	Running Chem Loss: 5.897e-04
[TEST] Running Molar Loss: 2.002e-04	Running Bulk Loss: 5.339e-05
Epoch 13: Train 1261.41466 | Test 1202.08374 | time = 119.8s
No improvement. Counter: 2/25
Stepping scheduler on epoch. Current LR: [0.00010305368692688215, 0.00010305368692688215, 0.00010305368692688215]
Underfitting, but dropout_rate is at the minimum: 0.0. Decreasing noise instead: 0.011000000000000001 -> 0.010000000000000002
[TRAIN] Running Saturation Loss: 3.582e-02	Running Chem Loss: 4.965e-04
[TRAIN] Running Molar Loss: 3.132e-04	Running Bulk Loss: 5.068e-05
[TRAIN] Running WEIGHTED Saturation Loss: 3.582e-02	Running Weighted Chem Loss: 4.965e-02
[TRAIN] Running WEIGHTED Molar Loss: 3.132e-02	Running Weighted Bulk Loss: 5.068e-03
[TEST] Running Saturation Loss: 3.521e-02	Running Chem Loss: 5.800e-04
[TEST] Running Molar Loss: 1.697e-04	Running Bulk Loss: 5.501e-05
Epoch 14: Train 1218.58011 | Test 1156.75901 | time = 127.3s
No improvement. Counter: 3/25
Stepping scheduler on epoch. Current LR: [0.0001727457514062639, 0.0001727457514062639, 0.0001727457514062639]
Underfitting, but dropout_rate is at the minimum: 0.0. Decreasing noise instead: 0.010000000000000002 -> 0.009000000000000001
[TRAIN] Running Saturation Loss: 3.490e-02	Running Chem Loss: 4.891e-04
[TRAIN] Running Molar Loss: 2.907e-04	Running Bulk Loss: 5.234e-05
[TRAIN] Running WEIGHTED Saturation Loss: 3.490e-02	Running Weighted Chem Loss: 4.891e-02
[TRAIN] Running WEIGHTED Molar Loss: 2.907e-02	Running Weighted Bulk Loss: 5.234e-03
[TEST] Running Saturation Loss: 3.636e-02	Running Chem Loss: 6.152e-04
[TEST] Running Molar Loss: 2.284e-04	Running Bulk Loss: 5.657e-05
Epoch 15: Train 1181.15052 | Test 1263.70920 | time = 106.0s
No improvement. Counter: 4/25
Stepping scheduler on epoch. Current LR: [0.0002500000000000011, 0.0002500000000000011, 0.0002500000000000011]
Overfitting, but dropout_rate is at the maximum: 0.0. Increasing noise instead: 0.009000000000000001 -> 0.011000000000000001
[TRAIN] Running Saturation Loss: 3.710e-02	Running Chem Loss: 5.311e-04
[TRAIN] Running Molar Loss: 3.435e-04	Running Bulk Loss: 5.548e-05
[TRAIN] Running WEIGHTED Saturation Loss: 3.710e-02	Running Weighted Chem Loss: 5.311e-02
[TRAIN] Running WEIGHTED Molar Loss: 3.435e-02	Running Weighted Bulk Loss: 5.548e-03
[TEST] Running Saturation Loss: 3.586e-02	Running Chem Loss: 6.553e-04
[TEST] Running Molar Loss: 1.994e-04	Running Bulk Loss: 6.413e-05
Epoch 16: Train 1301.15588 | Test 1277.38932 | time = 106.4s
No improvement. Counter: 5/25
Stepping scheduler on epoch. Current LR: [0.0003272542485937383, 0.0003272542485937383, 0.0003272542485937383]
Underfitting, but dropout_rate is at the minimum: 0.0. Decreasing noise instead: 0.011000000000000001 -> 0.010000000000000002
[TRAIN] Running Saturation Loss: 3.613e-02	Running Chem Loss: 5.222e-04
[TRAIN] Running Molar Loss: 3.202e-04	Running Bulk Loss: 5.655e-05
[TRAIN] Running WEIGHTED Saturation Loss: 3.613e-02	Running Weighted Chem Loss: 5.222e-02
[TRAIN] Running WEIGHTED Molar Loss: 3.202e-02	Running Weighted Bulk Loss: 5.655e-03
[TEST] Running Saturation Loss: 3.580e-02	Running Chem Loss: 6.274e-04
[TEST] Running Molar Loss: 1.908e-04	Running Bulk Loss: 6.651e-05
Epoch 17: Train 1260.15890 | Test 1242.84406 | time = 108.4s
No improvement. Counter: 6/25
Stepping scheduler on epoch. Current LR: [0.00039694631307312, 0.00039694631307312, 0.00039694631307312]
Underfitting, but dropout_rate is at the minimum: 0.0. Decreasing noise instead: 0.010000000000000002 -> 0.009000000000000001
[TRAIN] Running Saturation Loss: 3.518e-02	Running Chem Loss: 5.130e-04
[TRAIN] Running Molar Loss: 2.966e-04	Running Bulk Loss: 5.745e-05
[TRAIN] Running WEIGHTED Saturation Loss: 3.518e-02	Running Weighted Chem Loss: 5.130e-02
[TRAIN] Running WEIGHTED Molar Loss: 2.966e-02	Running Weighted Bulk Loss: 5.745e-03
[TEST] Running Saturation Loss: 3.727e-02	Running Chem Loss: 6.358e-04
[TEST] Running Molar Loss: 2.326e-04	Running Bulk Loss: 6.456e-05
Epoch 18: Train 1218.88194 | Test 1305.75373 | time = 109.0s
No improvement. Counter: 7/25
Stepping scheduler on epoch. Current LR: [0.00045225424859373893, 0.00045225424859373893, 0.00045225424859373893]
Overfitting, but dropout_rate is at the maximum: 0.0. Increasing noise instead: 0.009000000000000001 -> 0.011000000000000001
[TRAIN] Running Saturation Loss: 3.740e-02	Running Chem Loss: 5.486e-04
[TRAIN] Running Molar Loss: 3.492e-04	Running Bulk Loss: 5.887e-05
[TRAIN] Running WEIGHTED Saturation Loss: 3.740e-02	Running Weighted Chem Loss: 5.486e-02
[TRAIN] Running WEIGHTED Molar Loss: 3.492e-02	Running Weighted Bulk Loss: 5.887e-03
[TEST] Running Saturation Loss: 3.655e-02	Running Chem Loss: 6.441e-04
[TEST] Running Molar Loss: 2.186e-04	Running Bulk Loss: 6.484e-05
Epoch 19: Train 1330.67864 | Test 1293.04376 | time = 105.4s
No improvement. Counter: 8/25
Stepping scheduler on epoch. Current LR: [0.0004877641290737906, 0.0004877641290737906, 0.0004877641290737906]
Underfitting, but dropout_rate is at the minimum: 0.0. Decreasing noise instead: 0.011000000000000001 -> 0.010000000000000002
[TRAIN] Running Saturation Loss: 3.624e-02	Running Chem Loss: 5.305e-04
[TRAIN] Running Molar Loss: 3.220e-04	Running Bulk Loss: 5.859e-05
[TRAIN] Running WEIGHTED Saturation Loss: 3.624e-02	Running Weighted Chem Loss: 5.305e-02
[TRAIN] Running WEIGHTED Molar Loss: 3.220e-02	Running Weighted Bulk Loss: 5.859e-03
[TEST] Running Saturation Loss: 3.780e-02	Running Chem Loss: 6.502e-04
[TEST] Running Molar Loss: 2.321e-04	Running Bulk Loss: 6.351e-05
Epoch 20: Train 1273.54358 | Test 1323.80137 | time = 106.9s
No improvement. Counter: 9/25
Stepping scheduler on epoch. Current LR: [0.0005000000000000023, 0.0005000000000000023, 0.0005000000000000023]
Overfitting, but dropout_rate is at the maximum: 0.0. Increasing noise instead: 0.010000000000000002 -> 0.012000000000000002
[TRAIN] Running Saturation Loss: 3.836e-02	Running Chem Loss: 5.619e-04
[TRAIN] Running Molar Loss: 3.732e-04	Running Bulk Loss: 5.937e-05
[TRAIN] Running WEIGHTED Saturation Loss: 3.836e-02	Running Weighted Chem Loss: 5.619e-02
[TRAIN] Running WEIGHTED Molar Loss: 3.732e-02	Running Weighted Bulk Loss: 5.937e-03
[TEST] Running Saturation Loss: 3.856e-02	Running Chem Loss: 7.419e-04
[TEST] Running Molar Loss: 2.140e-04	Running Bulk Loss: 7.100e-05
Epoch 21: Train 1378.05073 | Test 1412.54999 | time = 107.1s
No improvement. Counter: 10/25
Stepping scheduler on epoch. Current LR: [0.0004877641290737906, 0.0004877641290737906, 0.0004877641290737906]
Overfitting, but dropout_rate is at the maximum: 0.0. Increasing noise instead: 0.012000000000000002 -> 0.014000000000000002
[TRAIN] Running Saturation Loss: 4.059e-02	Running Chem Loss: 5.977e-04
[TRAIN] Running Molar Loss: 4.279e-04	Running Bulk Loss: 6.014e-05
[TRAIN] Running WEIGHTED Saturation Loss: 4.059e-02	Running Weighted Chem Loss: 5.977e-02
[TRAIN] Running WEIGHTED Molar Loss: 4.279e-02	Running Weighted Bulk Loss: 6.014e-03
[TEST] Running Saturation Loss: 3.756e-02	Running Chem Loss: 6.673e-04
[TEST] Running Molar Loss: 2.148e-04	Running Bulk Loss: 7.172e-05
Epoch 22: Train 1491.60313 | Test 1329.39874 | time = 106.6s
No improvement. Counter: 11/25
Stepping scheduler on epoch. Current LR: [0.00045225424859373904, 0.00045225424859373904, 0.00045225424859373904]
Underfitting, but dropout_rate is at the minimum: 0.0. Decreasing noise instead: 0.014000000000000002 -> 0.013000000000000001
[TRAIN] Running Saturation Loss: 3.927e-02	Running Chem Loss: 5.695e-04
[TRAIN] Running Molar Loss: 3.983e-04	Running Bulk Loss: 5.844e-05
[TRAIN] Running WEIGHTED Saturation Loss: 3.927e-02	Running Weighted Chem Loss: 5.695e-02
[TRAIN] Running WEIGHTED Molar Loss: 3.983e-02	Running Weighted Bulk Loss: 5.844e-03
[TEST] Running Saturation Loss: 3.822e-02	Running Chem Loss: 6.468e-04
[TEST] Running Molar Loss: 2.213e-04	Running Bulk Loss: 6.735e-05
Epoch 23: Train 1418.89564 | Test 1317.68600 | time = 110.8s
No improvement. Counter: 12/25
Stepping scheduler on epoch. Current LR: [0.0003969463130731201, 0.0003969463130731201, 0.0003969463130731201]
Underfitting, but dropout_rate is at the minimum: 0.0. Decreasing noise instead: 0.013000000000000001 -> 0.012
[TRAIN] Running Saturation Loss: 3.795e-02	Running Chem Loss: 5.438e-04
[TRAIN] Running Molar Loss: 3.686e-04	Running Bulk Loss: 5.620e-05
[TRAIN] Running WEIGHTED Saturation Loss: 3.795e-02	Running Weighted Chem Loss: 5.438e-02
[TRAIN] Running WEIGHTED Molar Loss: 3.686e-02	Running Weighted Bulk Loss: 5.620e-03
[TEST] Running Saturation Loss: 3.667e-02	Running Chem Loss: 6.391e-04
[TEST] Running Molar Loss: 2.064e-04	Running Bulk Loss: 5.996e-05
Epoch 24: Train 1348.12382 | Test 1272.18555 | time = 110.6s
No improvement. Counter: 13/25
Stepping scheduler on epoch. Current LR: [0.0003272542485937384, 0.0003272542485937384, 0.0003272542485937384]
Underfitting, but dropout_rate is at the minimum: 0.0. Decreasing noise instead: 0.012 -> 0.011
[TRAIN] Running Saturation Loss: 3.668e-02	Running Chem Loss: 5.159e-04
[TRAIN] Running Molar Loss: 3.416e-04	Running Bulk Loss: 5.345e-05
[TRAIN] Running WEIGHTED Saturation Loss: 3.668e-02	Running Weighted Chem Loss: 5.159e-02
[TRAIN] Running WEIGHTED Molar Loss: 3.416e-02	Running Weighted Bulk Loss: 5.345e-03
[TEST] Running Saturation Loss: 3.614e-02	Running Chem Loss: 6.115e-04
[TEST] Running Molar Loss: 1.940e-04	Running Bulk Loss: 5.619e-05
Epoch 25: Train 1277.70260 | Test 1223.14720 | time = 107.6s
No improvement. Counter: 14/25
Stepping scheduler on epoch. Current LR: [0.0002500000000000012, 0.0002500000000000012, 0.0002500000000000012]
Underfitting, but dropout_rate is at the minimum: 0.0. Decreasing noise instead: 0.011 -> 0.009999999999999998
[TRAIN] Running Saturation Loss: 3.539e-02	Running Chem Loss: 4.896e-04
[TRAIN] Running Molar Loss: 3.115e-04	Running Bulk Loss: 5.141e-05
[TRAIN] Running WEIGHTED Saturation Loss: 3.539e-02	Running Weighted Chem Loss: 4.896e-02
[TRAIN] Running WEIGHTED Molar Loss: 3.115e-02	Running Weighted Bulk Loss: 5.141e-03
[TEST] Running Saturation Loss: 3.577e-02	Running Chem Loss: 5.996e-04
[TEST] Running Molar Loss: 2.017e-04	Running Bulk Loss: 5.493e-05
Epoch 26: Train 1206.45437 | Test 1213.92785 | time = 108.5s
No improvement. Counter: 15/25
Stepping scheduler on epoch. Current LR: [0.00017274575140626403, 0.00017274575140626403, 0.00017274575140626403]
[TRAIN] Running Saturation Loss: 3.516e-02	Running Chem Loss: 4.800e-04
[TRAIN] Running Molar Loss: 3.090e-04	Running Bulk Loss: 4.950e-05
[TRAIN] Running WEIGHTED Saturation Loss: 3.516e-02	Running Weighted Chem Loss: 4.800e-02
[TRAIN] Running WEIGHTED Molar Loss: 3.090e-02	Running Weighted Bulk Loss: 4.950e-03
[TEST] Running Saturation Loss: 3.499e-02	Running Chem Loss: 5.882e-04
[TEST] Running Molar Loss: 1.721e-04	Running Bulk Loss: 5.583e-05
Epoch 27: Train 1190.13019 | Test 1166.08272 | time = 109.3s
No improvement. Counter: 16/25
Stepping scheduler on epoch. Current LR: [0.00010305368692688227, 0.00010305368692688227, 0.00010305368692688227]
Underfitting, but dropout_rate is at the minimum: 0.0. Decreasing noise instead: 0.009999999999999998 -> 0.008999999999999998
[TRAIN] Running Saturation Loss: 3.400e-02	Running Chem Loss: 4.549e-04
[TRAIN] Running Molar Loss: 2.814e-04	Running Bulk Loss: 4.779e-05
[TRAIN] Running WEIGHTED Saturation Loss: 3.400e-02	Running Weighted Chem Loss: 4.549e-02
[TRAIN] Running WEIGHTED Molar Loss: 2.814e-02	Running Weighted Bulk Loss: 4.779e-03
[TEST] Running Saturation Loss: 3.477e-02	Running Chem Loss: 5.779e-04
[TEST] Running Molar Loss: 1.781e-04	Running Bulk Loss: 5.074e-05
Epoch 28: Train 1124.18662 | Test 1154.46400 | time = 108.1s
New best test loss: 1154.46400 (improvement of 0.15%) 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: 0.0. Increasing noise instead: 0.008999999999999998 -> 0.010999999999999998
[TRAIN] Running Saturation Loss: 3.594e-02	Running Chem Loss: 4.792e-04
[TRAIN] Running Molar Loss: 3.298e-04	Running Bulk Loss: 4.756e-05
[TRAIN] Running WEIGHTED Saturation Loss: 3.594e-02	Running Weighted Chem Loss: 4.792e-02
[TRAIN] Running WEIGHTED Molar Loss: 3.298e-02	Running Weighted Bulk Loss: 4.756e-03
[TEST] Running Saturation Loss: 3.488e-02	Running Chem Loss: 5.797e-04
[TEST] Running Molar Loss: 1.875e-04	Running Bulk Loss: 4.994e-05
Epoch 29: Train 1215.96716 | Test 1165.86278 | time = 106.7s
No improvement. Counter: 1/25
Stepping scheduler on epoch. Current LR: [1.2235870926211704e-05, 1.2235870926211704e-05, 1.2235870926211704e-05]
Underfitting, but dropout_rate is at the minimum: 0.0. Decreasing noise instead: 0.010999999999999998 -> 0.009999999999999998
[TRAIN] Running Saturation Loss: 3.482e-02	Running Chem Loss: 4.579e-04
[TRAIN] Running Molar Loss: 3.038e-04	Running Bulk Loss: 4.664e-05
[TRAIN] Running WEIGHTED Saturation Loss: 3.482e-02	Running Weighted Chem Loss: 4.579e-02
[TRAIN] Running WEIGHTED Molar Loss: 3.038e-02	Running Weighted Bulk Loss: 4.664e-03
[TEST] Running Saturation Loss: 3.461e-02	Running Chem Loss: 5.734e-04
[TEST] Running Molar Loss: 1.787e-04	Running Bulk Loss: 4.943e-05
Epoch 30: Train 1156.48074 | Test 1147.62797 | time = 114.5s
New best test loss: 1147.62797 (improvement of 0.59%) Saving model.
Stepping scheduler on epoch. Current LR: [0.0, 0.0, 0.0]
Underfitting, but dropout_rate is at the minimum: 0.0. Decreasing noise instead: 0.009999999999999998 -> 0.008999999999999998
[TRAIN] Running Saturation Loss: 3.378e-02	Running Chem Loss: 4.409e-04
[TRAIN] Running Molar Loss: 2.777e-04	Running Bulk Loss: 4.614e-05
[TRAIN] Running WEIGHTED Saturation Loss: 3.378e-02	Running Weighted Chem Loss: 4.409e-02
[TRAIN] Running WEIGHTED Molar Loss: 2.777e-02	Running Weighted Bulk Loss: 4.614e-03
[TEST] Running Saturation Loss: 3.450e-02	Running Chem Loss: 5.706e-04
[TEST] Running Molar Loss: 1.761e-04	Running Bulk Loss: 4.940e-05
Epoch 31: Train 1102.57587 | Test 1141.19301 | time = 122.1s
New best test loss: 1141.19301 (improvement of 0.56%) Saving model.
