| 2025-03-14 18:42:58,457 - train - INFO - 开始训练 lenet5 | |
| 2025-03-14 18:42:58,466 - train - INFO - 总轮数: 50, 学习率: 0.1, 设备: cuda:3 | |
| 2025-03-14 18:42:59,293 - train - INFO - Epoch: 1 | Batch: 0 | Loss: 2.303 | Acc: 10.94% | |
| 2025-03-14 18:43:01,471 - train - INFO - Epoch: 1 | Batch: 100 | Loss: 2.266 | Acc: 12.62% | |
| 2025-03-14 18:43:03,531 - train - INFO - Epoch: 1 | Batch: 200 | Loss: 2.178 | Acc: 15.37% | |
| 2025-03-14 18:43:05,648 - train - INFO - Epoch: 1 | Batch: 300 | Loss: 2.099 | Acc: 18.60% | |
| 2025-03-14 18:43:08,912 - train - INFO - Epoch: 1 | Test Loss: 1.768 | Test Acc: 33.62% | |
| 2025-03-14 18:43:09,291 - train - INFO - Epoch: 2 | Batch: 0 | Loss: 1.851 | Acc: 26.56% | |
| 2025-03-14 18:43:11,591 - train - INFO - Epoch: 2 | Batch: 100 | Loss: 1.848 | Acc: 30.46% | |
| 2025-03-14 18:43:13,743 - train - INFO - Epoch: 2 | Batch: 200 | Loss: 1.831 | Acc: 31.40% | |
| 2025-03-14 18:43:16,315 - train - INFO - Epoch: 2 | Batch: 300 | Loss: 1.823 | Acc: 31.80% | |
| 2025-03-14 18:43:19,766 - train - INFO - Epoch: 2 | Test Loss: 1.662 | Test Acc: 38.37% | |
| 2025-03-14 18:43:28,827 - train - INFO - Epoch: 3 | Batch: 0 | Loss: 1.742 | Acc: 33.59% | |
| 2025-03-14 18:43:31,227 - train - INFO - Epoch: 3 | Batch: 100 | Loss: 1.772 | Acc: 34.92% | |
| 2025-03-14 18:43:33,508 - train - INFO - Epoch: 3 | Batch: 200 | Loss: 1.755 | Acc: 34.99% | |
| 2025-03-14 18:43:35,700 - train - INFO - Epoch: 3 | Batch: 300 | Loss: 1.750 | Acc: 35.12% | |
| 2025-03-14 18:43:39,124 - train - INFO - Epoch: 3 | Test Loss: 1.663 | Test Acc: 38.84% | |
| 2025-03-14 18:43:39,305 - train - INFO - Epoch: 4 | Batch: 0 | Loss: 1.855 | Acc: 29.69% | |
| 2025-03-14 18:43:41,442 - train - INFO - Epoch: 4 | Batch: 100 | Loss: 1.715 | Acc: 36.98% | |
| 2025-03-14 18:43:43,675 - train - INFO - Epoch: 4 | Batch: 200 | Loss: 1.721 | Acc: 36.66% | |
| 2025-03-14 18:43:45,928 - train - INFO - Epoch: 4 | Batch: 300 | Loss: 1.704 | Acc: 37.20% | |
| 2025-03-14 18:43:49,305 - train - INFO - Epoch: 4 | Test Loss: 1.584 | Test Acc: 41.15% | |
| 2025-03-14 18:43:58,749 - train - INFO - Epoch: 5 | Batch: 0 | Loss: 1.593 | Acc: 39.06% | |
| 2025-03-14 18:44:01,045 - train - INFO - Epoch: 5 | Batch: 100 | Loss: 1.676 | Acc: 39.09% | |
| 2025-03-14 18:44:03,286 - train - INFO - Epoch: 5 | Batch: 200 | Loss: 1.660 | Acc: 39.65% | |
| 2025-03-14 18:44:05,565 - train - INFO - Epoch: 5 | Batch: 300 | Loss: 1.673 | Acc: 39.22% | |
| 2025-03-14 18:44:09,108 - train - INFO - Epoch: 5 | Test Loss: 1.637 | Test Acc: 40.55% | |
| 2025-03-14 18:44:09,274 - train - INFO - Epoch: 6 | Batch: 0 | Loss: 1.719 | Acc: 36.72% | |
| 2025-03-14 18:44:11,561 - train - INFO - Epoch: 6 | Batch: 100 | Loss: 1.622 | Acc: 40.80% | |
| 2025-03-14 18:44:14,102 - train - INFO - Epoch: 6 | Batch: 200 | Loss: 1.645 | Acc: 40.35% | |
| 2025-03-14 18:44:16,595 - train - INFO - Epoch: 6 | Batch: 300 | Loss: 1.655 | Acc: 40.03% | |
| 2025-03-14 18:44:20,643 - train - INFO - Epoch: 6 | Test Loss: 1.514 | Test Acc: 47.29% | |
| 2025-03-14 18:44:30,165 - train - INFO - Epoch: 7 | Batch: 0 | Loss: 1.487 | Acc: 50.78% | |
| 2025-03-14 18:44:32,311 - train - INFO - Epoch: 7 | Batch: 100 | Loss: 1.638 | Acc: 40.48% | |
| 2025-03-14 18:44:34,629 - train - INFO - Epoch: 7 | Batch: 200 | Loss: 1.641 | Acc: 40.55% | |
| 2025-03-14 18:44:36,796 - train - INFO - Epoch: 7 | Batch: 300 | Loss: 1.642 | Acc: 40.62% | |
| 2025-03-14 18:44:40,052 - train - INFO - Epoch: 7 | Test Loss: 1.670 | Test Acc: 41.48% | |
| 2025-03-14 18:44:40,222 - train - INFO - Epoch: 8 | Batch: 0 | Loss: 1.629 | Acc: 38.28% | |
| 2025-03-14 18:44:42,337 - train - INFO - Epoch: 8 | Batch: 100 | Loss: 1.647 | Acc: 40.32% | |
| 2025-03-14 18:44:44,590 - train - INFO - Epoch: 8 | Batch: 200 | Loss: 1.638 | Acc: 40.99% | |
| 2025-03-14 18:44:46,617 - train - INFO - Epoch: 8 | Batch: 300 | Loss: 1.648 | Acc: 40.85% | |
| 2025-03-14 18:44:50,042 - train - INFO - Epoch: 8 | Test Loss: 1.610 | Test Acc: 43.43% | |
| 2025-03-14 18:44:59,307 - train - INFO - Epoch: 9 | Batch: 0 | Loss: 1.663 | Acc: 44.53% | |
| 2025-03-14 18:45:01,655 - train - INFO - Epoch: 9 | Batch: 100 | Loss: 1.638 | Acc: 41.36% | |
| 2025-03-14 18:45:03,999 - train - INFO - Epoch: 9 | Batch: 200 | Loss: 1.647 | Acc: 40.96% | |
| 2025-03-14 18:45:06,123 - train - INFO - Epoch: 9 | Batch: 300 | Loss: 1.646 | Acc: 40.82% | |
| 2025-03-14 18:45:09,386 - train - INFO - Epoch: 9 | Test Loss: 1.465 | Test Acc: 48.76% | |
| 2025-03-14 18:45:09,543 - train - INFO - Epoch: 10 | Batch: 0 | Loss: 1.650 | Acc: 40.62% | |
| 2025-03-14 18:45:11,645 - train - INFO - Epoch: 10 | Batch: 100 | Loss: 1.581 | Acc: 42.72% | |
| 2025-03-14 18:45:13,854 - train - INFO - Epoch: 10 | Batch: 200 | Loss: 1.589 | Acc: 42.82% | |
| 2025-03-14 18:45:16,028 - train - INFO - Epoch: 10 | Batch: 300 | Loss: 1.592 | Acc: 42.91% | |
| 2025-03-14 18:45:19,650 - train - INFO - Epoch: 10 | Test Loss: 1.483 | Test Acc: 48.24% | |
| 2025-03-14 18:45:30,113 - train - INFO - Epoch: 11 | Batch: 0 | Loss: 1.494 | Acc: 42.97% | |
| 2025-03-14 18:45:32,744 - train - INFO - Epoch: 11 | Batch: 100 | Loss: 1.616 | Acc: 42.26% | |
| 2025-03-14 18:45:35,132 - train - INFO - Epoch: 11 | Batch: 200 | Loss: 1.625 | Acc: 42.03% | |
| 2025-03-14 18:45:37,374 - train - INFO - Epoch: 11 | Batch: 300 | Loss: 1.603 | Acc: 42.96% | |
| 2025-03-14 18:45:40,850 - train - INFO - Epoch: 11 | Test Loss: 1.505 | Test Acc: 48.63% | |
| 2025-03-14 18:45:41,037 - train - INFO - Epoch: 12 | Batch: 0 | Loss: 1.586 | Acc: 46.09% | |
| 2025-03-14 18:45:43,281 - train - INFO - Epoch: 12 | Batch: 100 | Loss: 1.577 | Acc: 44.79% | |
| 2025-03-14 18:45:45,488 - train - INFO - Epoch: 12 | Batch: 200 | Loss: 1.576 | Acc: 44.34% | |
| 2025-03-14 18:45:47,756 - train - INFO - Epoch: 12 | Batch: 300 | Loss: 1.591 | Acc: 43.89% | |
| 2025-03-14 18:45:51,120 - train - INFO - Epoch: 12 | Test Loss: 1.605 | Test Acc: 44.80% | |
| 2025-03-14 18:46:00,438 - train - INFO - Epoch: 13 | Batch: 0 | Loss: 1.518 | Acc: 44.53% | |
| 2025-03-14 18:46:02,653 - train - INFO - Epoch: 13 | Batch: 100 | Loss: 1.599 | Acc: 42.95% | |
| 2025-03-14 18:46:05,275 - train - INFO - Epoch: 13 | Batch: 200 | Loss: 1.593 | Acc: 43.37% | |
| 2025-03-14 18:46:07,588 - train - INFO - Epoch: 13 | Batch: 300 | Loss: 1.598 | Acc: 43.51% | |
| 2025-03-14 18:46:10,937 - train - INFO - Epoch: 13 | Test Loss: 1.583 | Test Acc: 42.85% | |
| 2025-03-14 18:46:11,116 - train - INFO - Epoch: 14 | Batch: 0 | Loss: 1.560 | Acc: 44.53% | |
| 2025-03-14 18:46:13,285 - train - INFO - Epoch: 14 | Batch: 100 | Loss: 1.569 | Acc: 44.65% | |
| 2025-03-14 18:46:15,533 - train - INFO - Epoch: 14 | Batch: 200 | Loss: 1.577 | Acc: 43.93% | |
| 2025-03-14 18:46:17,803 - train - INFO - Epoch: 14 | Batch: 300 | Loss: 1.580 | Acc: 43.98% | |
| 2025-03-14 18:46:21,356 - train - INFO - Epoch: 14 | Test Loss: 1.633 | Test Acc: 44.51% | |
| 2025-03-14 18:46:31,128 - train - INFO - Epoch: 15 | Batch: 0 | Loss: 1.845 | Acc: 38.28% | |
| 2025-03-14 18:46:33,986 - train - INFO - Epoch: 15 | Batch: 100 | Loss: 1.574 | Acc: 44.63% | |
| 2025-03-14 18:46:36,643 - train - INFO - Epoch: 15 | Batch: 200 | Loss: 1.581 | Acc: 44.63% | |
| 2025-03-14 18:46:38,812 - train - INFO - Epoch: 15 | Batch: 300 | Loss: 1.582 | Acc: 44.44% | |
| 2025-03-14 18:46:42,100 - train - INFO - Epoch: 15 | Test Loss: 1.502 | Test Acc: 47.49% | |
| 2025-03-14 18:46:42,283 - train - INFO - Epoch: 16 | Batch: 0 | Loss: 1.625 | Acc: 40.62% | |
| 2025-03-14 18:46:44,700 - train - INFO - Epoch: 16 | Batch: 100 | Loss: 1.541 | Acc: 45.17% | |
| 2025-03-14 18:46:46,924 - train - INFO - Epoch: 16 | Batch: 200 | Loss: 1.555 | Acc: 44.73% | |
| 2025-03-14 18:46:49,212 - train - INFO - Epoch: 16 | Batch: 300 | Loss: 1.552 | Acc: 45.09% | |
| 2025-03-14 18:46:52,741 - train - INFO - Epoch: 16 | Test Loss: 1.515 | Test Acc: 47.01% | |
| 2025-03-14 18:47:01,778 - train - INFO - Epoch: 17 | Batch: 0 | Loss: 1.648 | Acc: 42.19% | |
| 2025-03-14 18:47:03,963 - train - INFO - Epoch: 17 | Batch: 100 | Loss: 1.568 | Acc: 45.44% | |
| 2025-03-14 18:47:06,143 - train - INFO - Epoch: 17 | Batch: 200 | Loss: 1.559 | Acc: 45.42% | |
| 2025-03-14 18:47:08,345 - train - INFO - Epoch: 17 | Batch: 300 | Loss: 1.569 | Acc: 45.12% | |
| 2025-03-14 18:47:11,733 - train - INFO - Epoch: 17 | Test Loss: 1.570 | Test Acc: 45.34% | |
| 2025-03-14 18:47:11,921 - train - INFO - Epoch: 18 | Batch: 0 | Loss: 1.661 | Acc: 39.06% | |
| 2025-03-14 18:47:14,198 - train - INFO - Epoch: 18 | Batch: 100 | Loss: 1.577 | Acc: 43.73% | |
| 2025-03-14 18:47:16,401 - train - INFO - Epoch: 18 | Batch: 200 | Loss: 1.587 | Acc: 44.04% | |
| 2025-03-14 18:47:18,532 - train - INFO - Epoch: 18 | Batch: 300 | Loss: 1.583 | Acc: 44.23% | |
| 2025-03-14 18:47:21,929 - train - INFO - Epoch: 18 | Test Loss: 1.490 | Test Acc: 48.95% | |
| 2025-03-14 18:47:31,595 - train - INFO - Epoch: 19 | Batch: 0 | Loss: 1.469 | Acc: 47.66% | |
| 2025-03-14 18:47:34,012 - train - INFO - Epoch: 19 | Batch: 100 | Loss: 1.572 | Acc: 44.14% | |
| 2025-03-14 18:47:36,582 - train - INFO - Epoch: 19 | Batch: 200 | Loss: 1.564 | Acc: 44.89% | |
| 2025-03-14 18:47:39,025 - train - INFO - Epoch: 19 | Batch: 300 | Loss: 1.580 | Acc: 44.51% | |
| 2025-03-14 18:47:43,410 - train - INFO - Epoch: 19 | Test Loss: 1.614 | Test Acc: 41.68% | |
| 2025-03-14 18:47:43,603 - train - INFO - Epoch: 20 | Batch: 0 | Loss: 1.780 | Acc: 35.16% | |
| 2025-03-14 18:47:45,962 - train - INFO - Epoch: 20 | Batch: 100 | Loss: 1.593 | Acc: 43.56% | |
| 2025-03-14 18:47:48,244 - train - INFO - Epoch: 20 | Batch: 200 | Loss: 1.582 | Acc: 44.22% | |
| 2025-03-14 18:47:50,397 - train - INFO - Epoch: 20 | Batch: 300 | Loss: 1.564 | Acc: 44.98% | |
| 2025-03-14 18:47:53,620 - train - INFO - Epoch: 20 | Test Loss: 1.466 | Test Acc: 48.39% | |
| 2025-03-14 18:48:02,849 - train - INFO - Epoch: 21 | Batch: 0 | Loss: 1.409 | Acc: 50.00% | |
| 2025-03-14 18:48:05,101 - train - INFO - Epoch: 21 | Batch: 100 | Loss: 1.554 | Acc: 45.34% | |
| 2025-03-14 18:48:07,205 - train - INFO - Epoch: 21 | Batch: 200 | Loss: 1.559 | Acc: 45.21% | |
| 2025-03-14 18:48:09,387 - train - INFO - Epoch: 21 | Batch: 300 | Loss: 1.567 | Acc: 44.95% | |
| 2025-03-14 18:48:12,828 - train - INFO - Epoch: 21 | Test Loss: 1.541 | Test Acc: 45.92% | |
| 2025-03-14 18:48:12,998 - train - INFO - Epoch: 22 | Batch: 0 | Loss: 1.420 | Acc: 50.00% | |
| 2025-03-14 18:48:15,472 - train - INFO - Epoch: 22 | Batch: 100 | Loss: 1.553 | Acc: 45.12% | |
| 2025-03-14 18:48:17,608 - train - INFO - Epoch: 22 | Batch: 200 | Loss: 1.546 | Acc: 45.46% | |
| 2025-03-14 18:48:19,794 - train - INFO - Epoch: 22 | Batch: 300 | Loss: 1.551 | Acc: 45.30% | |
| 2025-03-14 18:48:23,214 - train - INFO - Epoch: 22 | Test Loss: 1.537 | Test Acc: 46.88% | |
| 2025-03-14 18:48:32,459 - train - INFO - Epoch: 23 | Batch: 0 | Loss: 1.594 | Acc: 42.19% | |
| 2025-03-14 18:48:34,612 - train - INFO - Epoch: 23 | Batch: 100 | Loss: 1.580 | Acc: 44.72% | |
| 2025-03-14 18:48:36,785 - train - INFO - Epoch: 23 | Batch: 200 | Loss: 1.560 | Acc: 45.09% | |
| 2025-03-14 18:48:38,969 - train - INFO - Epoch: 23 | Batch: 300 | Loss: 1.561 | Acc: 45.15% | |
| 2025-03-14 18:48:42,488 - train - INFO - Epoch: 23 | Test Loss: 1.570 | Test Acc: 45.55% | |
| 2025-03-14 18:48:42,659 - train - INFO - Epoch: 24 | Batch: 0 | Loss: 1.642 | Acc: 44.53% | |
| 2025-03-14 18:48:44,937 - train - INFO - Epoch: 24 | Batch: 100 | Loss: 1.577 | Acc: 44.83% | |
| 2025-03-14 18:48:47,587 - train - INFO - Epoch: 24 | Batch: 200 | Loss: 1.587 | Acc: 44.60% | |
| 2025-03-14 18:48:50,078 - train - INFO - Epoch: 24 | Batch: 300 | Loss: 1.570 | Acc: 45.19% | |
| 2025-03-14 18:48:53,664 - train - INFO - Epoch: 24 | Test Loss: 1.460 | Test Acc: 51.03% | |
| 2025-03-14 18:49:03,866 - train - INFO - Epoch: 25 | Batch: 0 | Loss: 1.401 | Acc: 47.66% | |
| 2025-03-14 18:49:05,995 - train - INFO - Epoch: 25 | Batch: 100 | Loss: 1.530 | Acc: 45.76% | |
| 2025-03-14 18:49:08,111 - train - INFO - Epoch: 25 | Batch: 200 | Loss: 1.514 | Acc: 46.54% | |
| 2025-03-14 18:49:10,316 - train - INFO - Epoch: 25 | Batch: 300 | Loss: 1.529 | Acc: 46.19% | |
| 2025-03-14 18:49:13,929 - train - INFO - Epoch: 25 | Test Loss: 1.556 | Test Acc: 47.06% | |
| 2025-03-14 18:49:14,187 - train - INFO - Epoch: 26 | Batch: 0 | Loss: 1.722 | Acc: 40.62% | |
| 2025-03-14 18:49:16,552 - train - INFO - Epoch: 26 | Batch: 100 | Loss: 1.515 | Acc: 46.69% | |
| 2025-03-14 18:49:18,799 - train - INFO - Epoch: 26 | Batch: 200 | Loss: 1.527 | Acc: 46.61% | |
| 2025-03-14 18:49:20,898 - train - INFO - Epoch: 26 | Batch: 300 | Loss: 1.541 | Acc: 46.01% | |
| 2025-03-14 18:49:24,249 - train - INFO - Epoch: 26 | Test Loss: 1.403 | Test Acc: 50.95% | |
| 2025-03-14 18:49:33,283 - train - INFO - Epoch: 27 | Batch: 0 | Loss: 1.368 | Acc: 50.00% | |
| 2025-03-14 18:49:35,438 - train - INFO - Epoch: 27 | Batch: 100 | Loss: 1.541 | Acc: 46.12% | |
| 2025-03-14 18:49:37,619 - train - INFO - Epoch: 27 | Batch: 200 | Loss: 1.546 | Acc: 46.12% | |
| 2025-03-14 18:49:39,907 - train - INFO - Epoch: 27 | Batch: 300 | Loss: 1.558 | Acc: 45.75% | |
| 2025-03-14 18:49:43,295 - train - INFO - Epoch: 27 | Test Loss: 1.593 | Test Acc: 44.67% | |
| 2025-03-14 18:49:43,465 - train - INFO - Epoch: 28 | Batch: 0 | Loss: 1.712 | Acc: 39.84% | |
| 2025-03-14 18:49:45,800 - train - INFO - Epoch: 28 | Batch: 100 | Loss: 1.551 | Acc: 46.37% | |
| 2025-03-14 18:49:47,998 - train - INFO - Epoch: 28 | Batch: 200 | Loss: 1.551 | Acc: 46.39% | |
| 2025-03-14 18:49:50,134 - train - INFO - Epoch: 28 | Batch: 300 | Loss: 1.538 | Acc: 46.92% | |
| 2025-03-14 18:49:53,378 - train - INFO - Epoch: 28 | Test Loss: 1.490 | Test Acc: 46.88% | |
| 2025-03-14 18:50:02,514 - train - INFO - Epoch: 29 | Batch: 0 | Loss: 1.512 | Acc: 41.41% | |
| 2025-03-14 18:50:04,738 - train - INFO - Epoch: 29 | Batch: 100 | Loss: 1.560 | Acc: 45.56% | |
| 2025-03-14 18:50:06,892 - train - INFO - Epoch: 29 | Batch: 200 | Loss: 1.530 | Acc: 46.73% | |
| 2025-03-14 18:50:09,049 - train - INFO - Epoch: 29 | Batch: 300 | Loss: 1.541 | Acc: 46.39% | |
| 2025-03-14 18:50:12,354 - train - INFO - Epoch: 29 | Test Loss: 1.536 | Test Acc: 46.64% | |
| 2025-03-14 18:50:12,524 - train - INFO - Epoch: 30 | Batch: 0 | Loss: 1.597 | Acc: 46.09% | |
| 2025-03-14 18:50:14,711 - train - INFO - Epoch: 30 | Batch: 100 | Loss: 1.548 | Acc: 46.50% | |
| 2025-03-14 18:50:16,934 - train - INFO - Epoch: 30 | Batch: 200 | Loss: 1.556 | Acc: 45.93% | |
| 2025-03-14 18:50:19,218 - train - INFO - Epoch: 30 | Batch: 300 | Loss: 1.543 | Acc: 46.32% | |
| 2025-03-14 18:50:22,723 - train - INFO - Epoch: 30 | Test Loss: 1.452 | Test Acc: 50.77% | |
| 2025-03-14 18:50:32,129 - train - INFO - Epoch: 31 | Batch: 0 | Loss: 1.449 | Acc: 49.22% | |
| 2025-03-14 18:50:34,311 - train - INFO - Epoch: 31 | Batch: 100 | Loss: 1.533 | Acc: 47.13% | |
| 2025-03-14 18:50:36,539 - train - INFO - Epoch: 31 | Batch: 200 | Loss: 1.542 | Acc: 46.49% | |
| 2025-03-14 18:50:38,682 - train - INFO - Epoch: 31 | Batch: 300 | Loss: 1.539 | Acc: 46.58% | |
| 2025-03-14 18:50:42,089 - train - INFO - Epoch: 31 | Test Loss: 1.386 | Test Acc: 52.82% | |
| 2025-03-14 18:50:42,259 - train - INFO - Epoch: 32 | Batch: 0 | Loss: 1.537 | Acc: 49.22% | |
| 2025-03-14 18:50:44,519 - train - INFO - Epoch: 32 | Batch: 100 | Loss: 1.507 | Acc: 47.93% | |
| 2025-03-14 18:50:46,656 - train - INFO - Epoch: 32 | Batch: 200 | Loss: 1.502 | Acc: 47.95% | |
| 2025-03-14 18:50:48,818 - train - INFO - Epoch: 32 | Batch: 300 | Loss: 1.502 | Acc: 47.57% | |
| 2025-03-14 18:50:52,272 - train - INFO - Epoch: 32 | Test Loss: 1.482 | Test Acc: 48.45% | |
| 2025-03-14 18:51:01,650 - train - INFO - Epoch: 33 | Batch: 0 | Loss: 1.600 | Acc: 42.97% | |
| 2025-03-14 18:51:03,937 - train - INFO - Epoch: 33 | Batch: 100 | Loss: 1.516 | Acc: 46.92% | |
| 2025-03-14 18:51:06,268 - train - INFO - Epoch: 33 | Batch: 200 | Loss: 1.528 | Acc: 46.76% | |
| 2025-03-14 18:51:08,704 - train - INFO - Epoch: 33 | Batch: 300 | Loss: 1.534 | Acc: 46.62% | |
| 2025-03-14 18:51:12,262 - train - INFO - Epoch: 33 | Test Loss: 1.430 | Test Acc: 49.99% | |
| 2025-03-14 18:51:12,443 - train - INFO - Epoch: 34 | Batch: 0 | Loss: 1.585 | Acc: 45.31% | |
| 2025-03-14 18:51:14,733 - train - INFO - Epoch: 34 | Batch: 100 | Loss: 1.501 | Acc: 47.97% | |
| 2025-03-14 18:51:17,010 - train - INFO - Epoch: 34 | Batch: 200 | Loss: 1.512 | Acc: 47.52% | |
| 2025-03-14 18:51:19,395 - train - INFO - Epoch: 34 | Batch: 300 | Loss: 1.514 | Acc: 47.37% | |
| 2025-03-14 18:51:23,243 - train - INFO - Epoch: 34 | Test Loss: 1.407 | Test Acc: 52.49% | |
| 2025-03-14 18:51:32,787 - train - INFO - Epoch: 35 | Batch: 0 | Loss: 1.449 | Acc: 53.12% | |
| 2025-03-14 18:51:35,089 - train - INFO - Epoch: 35 | Batch: 100 | Loss: 1.533 | Acc: 46.77% | |
| 2025-03-14 18:51:37,330 - train - INFO - Epoch: 35 | Batch: 200 | Loss: 1.508 | Acc: 47.78% | |
| 2025-03-14 18:51:39,569 - train - INFO - Epoch: 35 | Batch: 300 | Loss: 1.505 | Acc: 47.97% | |
| 2025-03-14 18:51:43,190 - train - INFO - Epoch: 35 | Test Loss: 1.518 | Test Acc: 48.63% | |
| 2025-03-14 18:51:43,386 - train - INFO - Epoch: 36 | Batch: 0 | Loss: 1.662 | Acc: 41.41% | |
| 2025-03-14 18:51:45,737 - train - INFO - Epoch: 36 | Batch: 100 | Loss: 1.537 | Acc: 46.06% | |
| 2025-03-14 18:51:47,974 - train - INFO - Epoch: 36 | Batch: 200 | Loss: 1.524 | Acc: 46.58% | |
| 2025-03-14 18:51:50,202 - train - INFO - Epoch: 36 | Batch: 300 | Loss: 1.526 | Acc: 46.55% | |
| 2025-03-14 18:51:53,752 - train - INFO - Epoch: 36 | Test Loss: 1.361 | Test Acc: 53.00% | |
| 2025-03-14 18:52:03,416 - train - INFO - Epoch: 37 | Batch: 0 | Loss: 1.415 | Acc: 48.44% | |
| 2025-03-14 18:52:05,593 - train - INFO - Epoch: 37 | Batch: 100 | Loss: 1.575 | Acc: 44.76% | |
| 2025-03-14 18:52:07,827 - train - INFO - Epoch: 37 | Batch: 200 | Loss: 1.538 | Acc: 45.99% | |
| 2025-03-14 18:52:09,999 - train - INFO - Epoch: 37 | Batch: 300 | Loss: 1.526 | Acc: 46.51% | |
| 2025-03-14 18:52:13,370 - train - INFO - Epoch: 37 | Test Loss: 1.458 | Test Acc: 49.32% | |
| 2025-03-14 18:52:13,541 - train - INFO - Epoch: 38 | Batch: 0 | Loss: 1.553 | Acc: 49.22% | |
| 2025-03-14 18:52:15,740 - train - INFO - Epoch: 38 | Batch: 100 | Loss: 1.476 | Acc: 49.10% | |
| 2025-03-14 18:52:17,984 - train - INFO - Epoch: 38 | Batch: 200 | Loss: 1.475 | Acc: 48.56% | |
| 2025-03-14 18:52:20,396 - train - INFO - Epoch: 38 | Batch: 300 | Loss: 1.509 | Acc: 47.59% | |
| 2025-03-14 18:52:23,784 - train - INFO - Epoch: 38 | Test Loss: 1.395 | Test Acc: 51.78% | |
| 2025-03-14 18:52:32,947 - train - INFO - Epoch: 39 | Batch: 0 | Loss: 1.398 | Acc: 51.56% | |
| 2025-03-14 18:52:35,194 - train - INFO - Epoch: 39 | Batch: 100 | Loss: 1.582 | Acc: 44.60% | |
| 2025-03-14 18:52:37,297 - train - INFO - Epoch: 39 | Batch: 200 | Loss: 1.554 | Acc: 45.54% | |
| 2025-03-14 18:52:39,638 - train - INFO - Epoch: 39 | Batch: 300 | Loss: 1.534 | Acc: 46.39% | |
| 2025-03-14 18:52:43,108 - train - INFO - Epoch: 39 | Test Loss: 1.525 | Test Acc: 45.86% | |
| 2025-03-14 18:52:43,297 - train - INFO - Epoch: 40 | Batch: 0 | Loss: 1.696 | Acc: 32.81% | |
| 2025-03-14 18:52:45,599 - train - INFO - Epoch: 40 | Batch: 100 | Loss: 1.522 | Acc: 47.46% | |
| 2025-03-14 18:52:47,940 - train - INFO - Epoch: 40 | Batch: 200 | Loss: 1.516 | Acc: 47.49% | |
| 2025-03-14 18:52:50,269 - train - INFO - Epoch: 40 | Batch: 300 | Loss: 1.508 | Acc: 47.60% | |
| 2025-03-14 18:52:53,724 - train - INFO - Epoch: 40 | Test Loss: 1.450 | Test Acc: 51.11% | |
| 2025-03-14 18:53:03,410 - train - INFO - Epoch: 41 | Batch: 0 | Loss: 1.537 | Acc: 47.66% | |
| 2025-03-14 18:53:05,800 - train - INFO - Epoch: 41 | Batch: 100 | Loss: 1.507 | Acc: 47.56% | |
| 2025-03-14 18:53:08,177 - train - INFO - Epoch: 41 | Batch: 200 | Loss: 1.514 | Acc: 47.43% | |
| 2025-03-14 18:53:10,666 - train - INFO - Epoch: 41 | Batch: 300 | Loss: 1.510 | Acc: 47.77% | |
| 2025-03-14 18:53:14,572 - train - INFO - Epoch: 41 | Test Loss: 1.517 | Test Acc: 48.48% | |
| 2025-03-14 18:53:14,742 - train - INFO - Epoch: 42 | Batch: 0 | Loss: 1.796 | Acc: 42.19% | |
| 2025-03-14 18:53:16,888 - train - INFO - Epoch: 42 | Batch: 100 | Loss: 1.473 | Acc: 48.87% | |
| 2025-03-14 18:53:18,973 - train - INFO - Epoch: 42 | Batch: 200 | Loss: 1.491 | Acc: 48.63% | |
| 2025-03-14 18:53:21,259 - train - INFO - Epoch: 42 | Batch: 300 | Loss: 1.505 | Acc: 48.21% | |
| 2025-03-14 18:53:24,601 - train - INFO - Epoch: 42 | Test Loss: 1.561 | Test Acc: 46.57% | |
| 2025-03-14 18:53:33,569 - train - INFO - Epoch: 43 | Batch: 0 | Loss: 1.608 | Acc: 44.53% | |
| 2025-03-14 18:53:35,694 - train - INFO - Epoch: 43 | Batch: 100 | Loss: 1.491 | Acc: 48.58% | |
| 2025-03-14 18:53:37,928 - train - INFO - Epoch: 43 | Batch: 200 | Loss: 1.491 | Acc: 48.62% | |
| 2025-03-14 18:53:40,500 - train - INFO - Epoch: 43 | Batch: 300 | Loss: 1.486 | Acc: 48.66% | |
| 2025-03-14 18:53:43,816 - train - INFO - Epoch: 43 | Test Loss: 1.374 | Test Acc: 52.62% | |
| 2025-03-14 18:53:43,991 - train - INFO - Epoch: 44 | Batch: 0 | Loss: 1.489 | Acc: 49.22% | |
| 2025-03-14 18:53:46,176 - train - INFO - Epoch: 44 | Batch: 100 | Loss: 1.486 | Acc: 48.23% | |
| 2025-03-14 18:53:48,303 - train - INFO - Epoch: 44 | Batch: 200 | Loss: 1.498 | Acc: 47.92% | |
| 2025-03-14 18:53:50,370 - train - INFO - Epoch: 44 | Batch: 300 | Loss: 1.487 | Acc: 48.34% | |
| 2025-03-14 18:53:53,740 - train - INFO - Epoch: 44 | Test Loss: 1.373 | Test Acc: 52.73% | |
| 2025-03-14 18:54:03,408 - train - INFO - Epoch: 45 | Batch: 0 | Loss: 1.566 | Acc: 47.66% | |
| 2025-03-14 18:54:05,572 - train - INFO - Epoch: 45 | Batch: 100 | Loss: 1.531 | Acc: 47.00% | |
| 2025-03-14 18:54:07,745 - train - INFO - Epoch: 45 | Batch: 200 | Loss: 1.512 | Acc: 47.59% | |
| 2025-03-14 18:54:09,919 - train - INFO - Epoch: 45 | Batch: 300 | Loss: 1.500 | Acc: 48.02% | |
| 2025-03-14 18:54:13,351 - train - INFO - Epoch: 45 | Test Loss: 1.426 | Test Acc: 51.30% | |
| 2025-03-14 18:54:13,612 - train - INFO - Epoch: 46 | Batch: 0 | Loss: 1.334 | Acc: 58.59% | |
| 2025-03-14 18:54:15,863 - train - INFO - Epoch: 46 | Batch: 100 | Loss: 1.496 | Acc: 48.13% | |
| 2025-03-14 18:54:18,032 - train - INFO - Epoch: 46 | Batch: 200 | Loss: 1.489 | Acc: 48.47% | |
| 2025-03-14 18:54:20,219 - train - INFO - Epoch: 46 | Batch: 300 | Loss: 1.495 | Acc: 48.29% | |
| 2025-03-14 18:54:23,452 - train - INFO - Epoch: 46 | Test Loss: 1.528 | Test Acc: 48.13% | |
| 2025-03-14 18:54:32,795 - train - INFO - Epoch: 47 | Batch: 0 | Loss: 1.657 | Acc: 38.28% | |
| 2025-03-14 18:54:35,033 - train - INFO - Epoch: 47 | Batch: 100 | Loss: 1.543 | Acc: 46.42% | |
| 2025-03-14 18:54:37,369 - train - INFO - Epoch: 47 | Batch: 200 | Loss: 1.516 | Acc: 47.45% | |
| 2025-03-14 18:54:39,815 - train - INFO - Epoch: 47 | Batch: 300 | Loss: 1.499 | Acc: 48.16% | |
| 2025-03-14 18:54:43,735 - train - INFO - Epoch: 47 | Test Loss: 1.527 | Test Acc: 49.94% | |
| 2025-03-14 18:54:43,988 - train - INFO - Epoch: 48 | Batch: 0 | Loss: 1.510 | Acc: 44.53% | |
| 2025-03-14 18:54:46,176 - train - INFO - Epoch: 48 | Batch: 100 | Loss: 1.503 | Acc: 48.13% | |
| 2025-03-14 18:54:48,509 - train - INFO - Epoch: 48 | Batch: 200 | Loss: 1.501 | Acc: 48.09% | |
| 2025-03-14 18:54:50,812 - train - INFO - Epoch: 48 | Batch: 300 | Loss: 1.490 | Acc: 48.40% | |
| 2025-03-14 18:54:54,075 - train - INFO - Epoch: 48 | Test Loss: 1.414 | Test Acc: 51.34% | |
| 2025-03-14 18:55:02,937 - train - INFO - Epoch: 49 | Batch: 0 | Loss: 1.570 | Acc: 38.28% | |
| 2025-03-14 18:55:05,141 - train - INFO - Epoch: 49 | Batch: 100 | Loss: 1.473 | Acc: 49.60% | |
| 2025-03-14 18:55:07,346 - train - INFO - Epoch: 49 | Batch: 200 | Loss: 1.474 | Acc: 49.48% | |
| 2025-03-14 18:55:09,548 - train - INFO - Epoch: 49 | Batch: 300 | Loss: 1.478 | Acc: 49.18% | |
| 2025-03-14 18:55:12,872 - train - INFO - Epoch: 49 | Test Loss: 1.352 | Test Acc: 53.22% | |
| 2025-03-14 18:55:13,039 - train - INFO - Epoch: 50 | Batch: 0 | Loss: 1.388 | Acc: 51.56% | |
| 2025-03-14 18:55:15,328 - train - INFO - Epoch: 50 | Batch: 100 | Loss: 1.490 | Acc: 48.34% | |
| 2025-03-14 18:55:17,410 - train - INFO - Epoch: 50 | Batch: 200 | Loss: 1.484 | Acc: 48.32% | |
| 2025-03-14 18:55:19,595 - train - INFO - Epoch: 50 | Batch: 300 | Loss: 1.474 | Acc: 49.08% | |
| 2025-03-14 18:55:22,981 - train - INFO - Epoch: 50 | Test Loss: 1.513 | Test Acc: 46.94% | |
| 2025-03-14 18:55:32,176 - train - INFO - 训练完成! | |