| Training History | |
| ================================================================================ | |
| Epoch 1: | |
| Train Loss: 0.782064 | |
| Train Accuracy: 0.796889 | |
| Val Accuracy: 0.914889 | |
| Learning Rate: 0.00010000 | |
| Epoch Time: 37.31s | |
| Epoch 2: | |
| Train Loss: 0.207995 | |
| Train Accuracy: 0.940963 | |
| Val Accuracy: 0.941111 | |
| Learning Rate: 0.00010000 | |
| Epoch Time: 33.06s | |
| Epoch 3: | |
| Train Loss: 0.117121 | |
| Train Accuracy: 0.966963 | |
| Val Accuracy: 0.949778 | |
| Learning Rate: 0.00010000 | |
| Epoch Time: 33.10s | |
| Epoch 4: | |
| Train Loss: 0.072624 | |
| Train Accuracy: 0.981481 | |
| Val Accuracy: 0.950444 | |
| Learning Rate: 0.00010000 | |
| Epoch Time: 33.08s | |
| Epoch 5: | |
| Train Loss: 0.057926 | |
| Train Accuracy: 0.984148 | |
| Val Accuracy: 0.949333 | |
| Learning Rate: 0.00010000 | |
| Epoch Time: 33.11s | |
| Epoch 6: | |
| Train Loss: 0.047323 | |
| Train Accuracy: 0.987630 | |
| Val Accuracy: 0.952444 | |
| Learning Rate: 0.00010000 | |
| Epoch Time: 33.07s | |
| Epoch 7: | |
| Train Loss: 0.042567 | |
| Train Accuracy: 0.987630 | |
| Val Accuracy: 0.955333 | |
| Learning Rate: 0.00010000 | |
| Epoch Time: 33.12s | |
| Epoch 8: | |
| Train Loss: 0.036085 | |
| Train Accuracy: 0.990074 | |
| Val Accuracy: 0.956444 | |
| Learning Rate: 0.00010000 | |
| Epoch Time: 33.10s | |
| Epoch 9: | |
| Train Loss: 0.030210 | |
| Train Accuracy: 0.991556 | |
| Val Accuracy: 0.953111 | |
| Learning Rate: 0.00010000 | |
| Epoch Time: 33.11s | |
| Epoch 10: | |
| Train Loss: 0.033506 | |
| Train Accuracy: 0.990593 | |
| Val Accuracy: 0.956222 | |
| Learning Rate: 0.00010000 | |
| Epoch Time: 33.09s | |
| Epoch 11: | |
| Train Loss: 0.027432 | |
| Train Accuracy: 0.992519 | |
| Val Accuracy: 0.957556 | |
| Learning Rate: 0.00010000 | |
| Epoch Time: 33.11s | |
| Epoch 12: | |
| Train Loss: 0.027744 | |
| Train Accuracy: 0.991926 | |
| Val Accuracy: 0.956000 | |
| Learning Rate: 0.00010000 | |
| Epoch Time: 33.09s | |
| Epoch 13: | |
| Train Loss: 0.026804 | |
| Train Accuracy: 0.991778 | |
| Val Accuracy: 0.959111 | |
| Learning Rate: 0.00010000 | |
| Epoch Time: 33.11s | |
| Epoch 14: | |
| Train Loss: 0.024633 | |
| Train Accuracy: 0.992444 | |
| Val Accuracy: 0.958889 | |
| Learning Rate: 0.00010000 | |
| Epoch Time: 33.08s | |
| Epoch 15: | |
| Train Loss: 0.025374 | |
| Train Accuracy: 0.992815 | |
| Val Accuracy: 0.959111 | |
| Learning Rate: 0.00010000 | |
| Epoch Time: 33.10s | |
| Epoch 16: | |
| Train Loss: 0.021128 | |
| Train Accuracy: 0.993630 | |
| Val Accuracy: 0.957111 | |
| Learning Rate: 0.00010000 | |
| Epoch Time: 33.08s | |
| Epoch 17: | |
| Train Loss: 0.020442 | |
| Train Accuracy: 0.994148 | |
| Val Accuracy: 0.962000 | |
| Learning Rate: 0.00010000 | |
| Epoch Time: 33.10s | |
| Epoch 18: | |
| Train Loss: 0.016865 | |
| Train Accuracy: 0.994963 | |
| Val Accuracy: 0.959333 | |
| Learning Rate: 0.00010000 | |
| Epoch Time: 33.11s | |
| Epoch 19: | |
| Train Loss: 0.019852 | |
| Train Accuracy: 0.994148 | |
| Val Accuracy: 0.958667 | |
| Learning Rate: 0.00010000 | |
| Epoch Time: 33.10s | |
| Epoch 20: | |
| Train Loss: 0.021633 | |
| Train Accuracy: 0.992296 | |
| Val Accuracy: 0.958444 | |
| Learning Rate: 0.00010000 | |
| Epoch Time: 33.10s | |
| Epoch 21: | |
| Train Loss: 0.024195 | |
| Train Accuracy: 0.992519 | |
| Val Accuracy: 0.959778 | |
| Learning Rate: 0.00010000 | |
| Epoch Time: 33.09s | |
| Epoch 22: | |
| Train Loss: 0.018204 | |
| Train Accuracy: 0.995037 | |
| Val Accuracy: 0.959111 | |
| Learning Rate: 0.00010000 | |
| Epoch Time: 33.08s | |
| Epoch 23: | |
| Train Loss: 0.018052 | |
| Train Accuracy: 0.994074 | |
| Val Accuracy: 0.957778 | |
| Learning Rate: 0.00010000 | |
| Epoch Time: 33.08s | |
| Epoch 24: | |
| Train Loss: 0.014583 | |
| Train Accuracy: 0.995704 | |
| Val Accuracy: 0.960000 | |
| Learning Rate: 0.00005000 | |
| Epoch Time: 33.10s | |
| Epoch 25: | |
| Train Loss: 0.009234 | |
| Train Accuracy: 0.997333 | |
| Val Accuracy: 0.959778 | |
| Learning Rate: 0.00005000 | |
| Epoch Time: 33.10s | |
| Epoch 26: | |
| Train Loss: 0.010239 | |
| Train Accuracy: 0.996667 | |
| Val Accuracy: 0.958667 | |
| Learning Rate: 0.00005000 | |
| Epoch Time: 33.10s | |
| Epoch 27: | |
| Train Loss: 0.011204 | |
| Train Accuracy: 0.996667 | |
| Val Accuracy: 0.960000 | |
| Learning Rate: 0.00005000 | |
| Epoch Time: 33.08s | |