| 2025-03-14 18:51:19,652 - train - INFO - 开始训练 lenet5 | |
| 2025-03-14 18:51:19,652 - train - INFO - 总轮数: 50, 学习率: 0.1, 设备: cuda:2 | |
| 2025-03-14 18:51:20,380 - train - INFO - Epoch: 1 | Batch: 0 | Loss: 2.303 | Acc: 10.16% | |
| 2025-03-14 18:51:22,789 - train - INFO - Epoch: 1 | Batch: 100 | Loss: 2.208 | Acc: 19.59% | |
| 2025-03-14 18:51:25,178 - train - INFO - Epoch: 1 | Batch: 200 | Loss: 2.138 | Acc: 20.32% | |
| 2025-03-14 18:51:27,268 - train - INFO - Epoch: 1 | Batch: 300 | Loss: 2.075 | Acc: 22.09% | |
| 2025-03-14 18:51:30,404 - train - INFO - Epoch: 1 | Test Loss: 1.950 | Test Acc: 25.94% | |
| 2025-03-14 18:51:30,814 - train - INFO - Epoch: 2 | Batch: 0 | Loss: 2.080 | Acc: 19.53% | |
| 2025-03-14 18:51:33,059 - train - INFO - Epoch: 2 | Batch: 100 | Loss: 1.910 | Acc: 26.99% | |
| 2025-03-14 18:51:35,303 - train - INFO - Epoch: 2 | Batch: 200 | Loss: 1.907 | Acc: 27.06% | |
| 2025-03-14 18:51:37,458 - train - INFO - Epoch: 2 | Batch: 300 | Loss: 1.891 | Acc: 27.89% | |
| 2025-03-14 18:51:40,819 - train - INFO - Epoch: 2 | Test Loss: 1.806 | Test Acc: 31.65% | |
| 2025-03-14 18:51:50,241 - train - INFO - Epoch: 3 | Batch: 0 | Loss: 1.770 | Acc: 29.69% | |
| 2025-03-14 18:51:52,600 - train - INFO - Epoch: 3 | Batch: 100 | Loss: 1.857 | Acc: 29.28% | |
| 2025-03-14 18:51:54,824 - train - INFO - Epoch: 3 | Batch: 200 | Loss: 1.844 | Acc: 30.26% | |
| 2025-03-14 18:51:57,048 - train - INFO - Epoch: 3 | Batch: 300 | Loss: 1.846 | Acc: 30.12% | |
| 2025-03-14 18:52:00,409 - train - INFO - Epoch: 3 | Test Loss: 1.758 | Test Acc: 33.70% | |
| 2025-03-14 18:52:00,576 - train - INFO - Epoch: 4 | Batch: 0 | Loss: 1.830 | Acc: 28.91% | |
| 2025-03-14 18:52:02,690 - train - INFO - Epoch: 4 | Batch: 100 | Loss: 1.814 | Acc: 31.25% | |
| 2025-03-14 18:52:04,841 - train - INFO - Epoch: 4 | Batch: 200 | Loss: 1.804 | Acc: 31.78% | |
| 2025-03-14 18:52:06,995 - train - INFO - Epoch: 4 | Batch: 300 | Loss: 1.805 | Acc: 32.05% | |
| 2025-03-14 18:52:10,157 - train - INFO - Epoch: 4 | Test Loss: 1.777 | Test Acc: 33.31% | |
| 2025-03-14 18:52:19,581 - train - INFO - Epoch: 5 | Batch: 0 | Loss: 1.773 | Acc: 35.94% | |
| 2025-03-14 18:52:21,775 - train - INFO - Epoch: 5 | Batch: 100 | Loss: 1.773 | Acc: 34.38% | |
| 2025-03-14 18:52:23,865 - train - INFO - Epoch: 5 | Batch: 200 | Loss: 1.751 | Acc: 35.28% | |
| 2025-03-14 18:52:26,032 - train - INFO - Epoch: 5 | Batch: 300 | Loss: 1.740 | Acc: 35.98% | |
| 2025-03-14 18:52:29,181 - train - INFO - Epoch: 5 | Test Loss: 1.667 | Test Acc: 36.89% | |
| 2025-03-14 18:52:29,344 - train - INFO - Epoch: 6 | Batch: 0 | Loss: 1.727 | Acc: 38.28% | |
| 2025-03-14 18:52:31,511 - train - INFO - Epoch: 6 | Batch: 100 | Loss: 1.734 | Acc: 36.10% | |
| 2025-03-14 18:52:33,763 - train - INFO - Epoch: 6 | Batch: 200 | Loss: 1.723 | Acc: 36.55% | |
| 2025-03-14 18:52:35,894 - train - INFO - Epoch: 6 | Batch: 300 | Loss: 1.719 | Acc: 36.65% | |
| 2025-03-14 18:52:39,232 - train - INFO - Epoch: 6 | Test Loss: 1.720 | Test Acc: 36.32% | |
| 2025-03-14 18:52:48,612 - train - INFO - Epoch: 7 | Batch: 0 | Loss: 1.590 | Acc: 45.31% | |
| 2025-03-14 18:52:50,865 - train - INFO - Epoch: 7 | Batch: 100 | Loss: 1.648 | Acc: 39.59% | |
| 2025-03-14 18:52:53,028 - train - INFO - Epoch: 7 | Batch: 200 | Loss: 1.659 | Acc: 38.78% | |
| 2025-03-14 18:52:55,063 - train - INFO - Epoch: 7 | Batch: 300 | Loss: 1.656 | Acc: 39.38% | |
| 2025-03-14 18:52:58,384 - train - INFO - Epoch: 7 | Test Loss: 1.744 | Test Acc: 34.71% | |
| 2025-03-14 18:52:58,567 - train - INFO - Epoch: 8 | Batch: 0 | Loss: 1.699 | Acc: 34.38% | |
| 2025-03-14 18:53:00,712 - train - INFO - Epoch: 8 | Batch: 100 | Loss: 1.627 | Acc: 40.86% | |
| 2025-03-14 18:53:03,147 - train - INFO - Epoch: 8 | Batch: 200 | Loss: 1.647 | Acc: 40.62% | |
| 2025-03-14 18:53:05,342 - train - INFO - Epoch: 8 | Batch: 300 | Loss: 1.647 | Acc: 40.75% | |
| 2025-03-14 18:53:08,945 - train - INFO - Epoch: 8 | Test Loss: 1.612 | Test Acc: 41.16% | |
| 2025-03-14 18:53:18,871 - train - INFO - Epoch: 9 | Batch: 0 | Loss: 1.812 | Acc: 36.72% | |
| 2025-03-14 18:53:21,249 - train - INFO - Epoch: 9 | Batch: 100 | Loss: 1.644 | Acc: 40.66% | |
| 2025-03-14 18:53:23,450 - train - INFO - Epoch: 9 | Batch: 200 | Loss: 1.627 | Acc: 41.32% | |
| 2025-03-14 18:53:25,638 - train - INFO - Epoch: 9 | Batch: 300 | Loss: 1.631 | Acc: 41.23% | |
| 2025-03-14 18:53:28,926 - train - INFO - Epoch: 9 | Test Loss: 1.592 | Test Acc: 42.59% | |
| 2025-03-14 18:53:29,088 - train - INFO - Epoch: 10 | Batch: 0 | Loss: 1.626 | Acc: 41.41% | |
| 2025-03-14 18:53:31,206 - train - INFO - Epoch: 10 | Batch: 100 | Loss: 1.612 | Acc: 42.34% | |
| 2025-03-14 18:53:33,239 - train - INFO - Epoch: 10 | Batch: 200 | Loss: 1.617 | Acc: 42.14% | |
| 2025-03-14 18:53:35,375 - train - INFO - Epoch: 10 | Batch: 300 | Loss: 1.623 | Acc: 41.96% | |
| 2025-03-14 18:53:38,613 - train - INFO - Epoch: 10 | Test Loss: 1.616 | Test Acc: 43.11% | |
| 2025-03-14 18:53:47,913 - train - INFO - Epoch: 11 | Batch: 0 | Loss: 1.573 | Acc: 38.28% | |
| 2025-03-14 18:53:50,081 - train - INFO - Epoch: 11 | Batch: 100 | Loss: 1.611 | Acc: 43.01% | |
| 2025-03-14 18:53:52,274 - train - INFO - Epoch: 11 | Batch: 200 | Loss: 1.596 | Acc: 43.17% | |
| 2025-03-14 18:53:54,447 - train - INFO - Epoch: 11 | Batch: 300 | Loss: 1.589 | Acc: 43.13% | |
| 2025-03-14 18:53:57,925 - train - INFO - Epoch: 11 | Test Loss: 1.554 | Test Acc: 45.18% | |
| 2025-03-14 18:53:58,109 - train - INFO - Epoch: 12 | Batch: 0 | Loss: 1.450 | Acc: 45.31% | |
| 2025-03-14 18:54:00,335 - train - INFO - Epoch: 12 | Batch: 100 | Loss: 1.610 | Acc: 41.93% | |
| 2025-03-14 18:54:02,491 - train - INFO - Epoch: 12 | Batch: 200 | Loss: 1.611 | Acc: 42.44% | |
| 2025-03-14 18:54:04,671 - train - INFO - Epoch: 12 | Batch: 300 | Loss: 1.594 | Acc: 42.97% | |
| 2025-03-14 18:54:07,901 - train - INFO - Epoch: 12 | Test Loss: 1.563 | Test Acc: 47.00% | |
| 2025-03-14 18:54:17,119 - train - INFO - Epoch: 13 | Batch: 0 | Loss: 1.498 | Acc: 53.12% | |
| 2025-03-14 18:54:19,213 - train - INFO - Epoch: 13 | Batch: 100 | Loss: 1.624 | Acc: 42.75% | |
| 2025-03-14 18:54:21,306 - train - INFO - Epoch: 13 | Batch: 200 | Loss: 1.606 | Acc: 43.22% | |
| 2025-03-14 18:54:23,344 - train - INFO - Epoch: 13 | Batch: 300 | Loss: 1.600 | Acc: 43.19% | |
| 2025-03-14 18:54:26,670 - train - INFO - Epoch: 13 | Test Loss: 1.666 | Test Acc: 39.55% | |
| 2025-03-14 18:54:26,845 - train - INFO - Epoch: 14 | Batch: 0 | Loss: 1.680 | Acc: 39.84% | |
| 2025-03-14 18:54:28,959 - train - INFO - Epoch: 14 | Batch: 100 | Loss: 1.583 | Acc: 43.79% | |
| 2025-03-14 18:54:31,171 - train - INFO - Epoch: 14 | Batch: 200 | Loss: 1.568 | Acc: 44.59% | |
| 2025-03-14 18:54:33,362 - train - INFO - Epoch: 14 | Batch: 300 | Loss: 1.581 | Acc: 44.00% | |
| 2025-03-14 18:54:36,845 - train - INFO - Epoch: 14 | Test Loss: 1.533 | Test Acc: 45.22% | |
| 2025-03-14 18:54:47,390 - train - INFO - Epoch: 15 | Batch: 0 | Loss: 1.500 | Acc: 46.88% | |
| 2025-03-14 18:54:49,691 - train - INFO - Epoch: 15 | Batch: 100 | Loss: 1.537 | Acc: 46.24% | |
| 2025-03-14 18:54:51,869 - train - INFO - Epoch: 15 | Batch: 200 | Loss: 1.557 | Acc: 45.44% | |
| 2025-03-14 18:54:53,985 - train - INFO - Epoch: 15 | Batch: 300 | Loss: 1.564 | Acc: 45.09% | |
| 2025-03-14 18:54:57,177 - train - INFO - Epoch: 15 | Test Loss: 1.530 | Test Acc: 47.11% | |
| 2025-03-14 18:54:57,341 - train - INFO - Epoch: 16 | Batch: 0 | Loss: 1.560 | Acc: 48.44% | |
| 2025-03-14 18:54:59,495 - train - INFO - Epoch: 16 | Batch: 100 | Loss: 1.582 | Acc: 43.63% | |
| 2025-03-14 18:55:01,686 - train - INFO - Epoch: 16 | Batch: 200 | Loss: 1.583 | Acc: 43.79% | |
| 2025-03-14 18:55:03,817 - train - INFO - Epoch: 16 | Batch: 300 | Loss: 1.588 | Acc: 43.62% | |
| 2025-03-14 18:55:07,207 - train - INFO - Epoch: 16 | Test Loss: 1.551 | Test Acc: 45.91% | |
| 2025-03-14 18:55:16,376 - train - INFO - Epoch: 17 | Batch: 0 | Loss: 1.535 | Acc: 46.09% | |
| 2025-03-14 18:55:18,547 - train - INFO - Epoch: 17 | Batch: 100 | Loss: 1.551 | Acc: 45.02% | |
| 2025-03-14 18:55:20,727 - train - INFO - Epoch: 17 | Batch: 200 | Loss: 1.544 | Acc: 45.37% | |
| 2025-03-14 18:55:22,965 - train - INFO - Epoch: 17 | Batch: 300 | Loss: 1.556 | Acc: 44.91% | |
| 2025-03-14 18:55:26,302 - train - INFO - Epoch: 17 | Test Loss: 1.539 | Test Acc: 45.68% | |
| 2025-03-14 18:55:26,472 - train - INFO - Epoch: 18 | Batch: 0 | Loss: 1.663 | Acc: 42.19% | |
| 2025-03-14 18:55:28,773 - train - INFO - Epoch: 18 | Batch: 100 | Loss: 1.586 | Acc: 44.14% | |
| 2025-03-14 18:55:30,980 - train - INFO - Epoch: 18 | Batch: 200 | Loss: 1.577 | Acc: 44.25% | |
| 2025-03-14 18:55:33,160 - train - INFO - Epoch: 18 | Batch: 300 | Loss: 1.569 | Acc: 44.71% | |
| 2025-03-14 18:55:36,539 - train - INFO - Epoch: 18 | Test Loss: 1.540 | Test Acc: 45.29% | |
| 2025-03-14 18:55:45,385 - train - INFO - Epoch: 19 | Batch: 0 | Loss: 1.668 | Acc: 37.50% | |
| 2025-03-14 18:55:47,447 - train - INFO - Epoch: 19 | Batch: 100 | Loss: 1.580 | Acc: 44.69% | |
| 2025-03-14 18:55:49,614 - train - INFO - Epoch: 19 | Batch: 200 | Loss: 1.562 | Acc: 45.13% | |
| 2025-03-14 18:55:51,710 - train - INFO - Epoch: 19 | Batch: 300 | Loss: 1.561 | Acc: 45.20% | |
| 2025-03-14 18:55:55,165 - train - INFO - Epoch: 19 | Test Loss: 1.507 | Test Acc: 48.32% | |
| 2025-03-14 18:55:55,342 - train - INFO - Epoch: 20 | Batch: 0 | Loss: 1.495 | Acc: 43.75% | |
| 2025-03-14 18:55:57,635 - train - INFO - Epoch: 20 | Batch: 100 | Loss: 1.536 | Acc: 45.37% | |
| 2025-03-14 18:55:59,839 - train - INFO - Epoch: 20 | Batch: 200 | Loss: 1.547 | Acc: 44.96% | |
| 2025-03-14 18:56:01,970 - train - INFO - Epoch: 20 | Batch: 300 | Loss: 1.548 | Acc: 45.40% | |
| 2025-03-14 18:56:05,495 - train - INFO - Epoch: 20 | Test Loss: 1.528 | Test Acc: 46.53% | |
| 2025-03-14 18:56:14,208 - train - INFO - Epoch: 21 | Batch: 0 | Loss: 1.659 | Acc: 46.09% | |
| 2025-03-14 18:56:16,352 - train - INFO - Epoch: 21 | Batch: 100 | Loss: 1.562 | Acc: 45.17% | |
| 2025-03-14 18:56:18,446 - train - INFO - Epoch: 21 | Batch: 200 | Loss: 1.566 | Acc: 45.19% | |
| 2025-03-14 18:56:20,611 - train - INFO - Epoch: 21 | Batch: 300 | Loss: 1.556 | Acc: 45.54% | |
| 2025-03-14 18:56:24,010 - train - INFO - Epoch: 21 | Test Loss: 1.623 | Test Acc: 44.64% | |
| 2025-03-14 18:56:24,185 - train - INFO - Epoch: 22 | Batch: 0 | Loss: 1.453 | Acc: 47.66% | |
| 2025-03-14 18:56:26,310 - train - INFO - Epoch: 22 | Batch: 100 | Loss: 1.546 | Acc: 45.95% | |
| 2025-03-14 18:56:28,333 - train - INFO - Epoch: 22 | Batch: 200 | Loss: 1.550 | Acc: 45.71% | |
| 2025-03-14 18:56:30,502 - train - INFO - Epoch: 22 | Batch: 300 | Loss: 1.547 | Acc: 45.70% | |
| 2025-03-14 18:56:33,715 - train - INFO - Epoch: 22 | Test Loss: 1.516 | Test Acc: 46.97% | |
| 2025-03-14 18:56:42,854 - train - INFO - Epoch: 23 | Batch: 0 | Loss: 1.692 | Acc: 45.31% | |
| 2025-03-14 18:56:45,157 - train - INFO - Epoch: 23 | Batch: 100 | Loss: 1.559 | Acc: 44.98% | |
| 2025-03-14 18:56:47,388 - train - INFO - Epoch: 23 | Batch: 200 | Loss: 1.545 | Acc: 45.38% | |
| 2025-03-14 18:56:49,617 - train - INFO - Epoch: 23 | Batch: 300 | Loss: 1.546 | Acc: 45.66% | |
| 2025-03-14 18:56:52,961 - train - INFO - Epoch: 23 | Test Loss: 1.481 | Test Acc: 48.12% | |
| 2025-03-14 18:56:53,138 - train - INFO - Epoch: 24 | Batch: 0 | Loss: 1.525 | Acc: 48.44% | |
| 2025-03-14 18:56:55,474 - train - INFO - Epoch: 24 | Batch: 100 | Loss: 1.538 | Acc: 46.25% | |
| 2025-03-14 18:56:57,728 - train - INFO - Epoch: 24 | Batch: 200 | Loss: 1.548 | Acc: 45.48% | |
| 2025-03-14 18:57:00,002 - train - INFO - Epoch: 24 | Batch: 300 | Loss: 1.547 | Acc: 45.61% | |
| 2025-03-14 18:57:03,345 - train - INFO - Epoch: 24 | Test Loss: 1.480 | Test Acc: 48.34% | |
| 2025-03-14 18:57:12,515 - train - INFO - Epoch: 25 | Batch: 0 | Loss: 1.395 | Acc: 45.31% | |
| 2025-03-14 18:57:14,685 - train - INFO - Epoch: 25 | Batch: 100 | Loss: 1.532 | Acc: 46.67% | |
| 2025-03-14 18:57:16,799 - train - INFO - Epoch: 25 | Batch: 200 | Loss: 1.524 | Acc: 46.82% | |
| 2025-03-14 18:57:19,039 - train - INFO - Epoch: 25 | Batch: 300 | Loss: 1.517 | Acc: 46.98% | |
| 2025-03-14 18:57:22,516 - train - INFO - Epoch: 25 | Test Loss: 1.553 | Test Acc: 46.03% | |
| 2025-03-14 18:57:22,683 - train - INFO - Epoch: 26 | Batch: 0 | Loss: 1.736 | Acc: 44.53% | |
| 2025-03-14 18:57:24,762 - train - INFO - Epoch: 26 | Batch: 100 | Loss: 1.509 | Acc: 46.84% | |
| 2025-03-14 18:57:26,861 - train - INFO - Epoch: 26 | Batch: 200 | Loss: 1.519 | Acc: 46.68% | |
| 2025-03-14 18:57:29,066 - train - INFO - Epoch: 26 | Batch: 300 | Loss: 1.519 | Acc: 46.61% | |
| 2025-03-14 18:57:32,297 - train - INFO - Epoch: 26 | Test Loss: 1.525 | Test Acc: 46.22% | |
| 2025-03-14 18:57:41,935 - train - INFO - Epoch: 27 | Batch: 0 | Loss: 1.524 | Acc: 50.78% | |
| 2025-03-14 18:57:44,126 - train - INFO - Epoch: 27 | Batch: 100 | Loss: 1.526 | Acc: 45.78% | |
| 2025-03-14 18:57:46,507 - train - INFO - Epoch: 27 | Batch: 200 | Loss: 1.519 | Acc: 46.54% | |
| 2025-03-14 18:57:48,982 - train - INFO - Epoch: 27 | Batch: 300 | Loss: 1.525 | Acc: 46.30% | |
| 2025-03-14 18:57:52,953 - train - INFO - Epoch: 27 | Test Loss: 1.485 | Test Acc: 47.34% | |
| 2025-03-14 18:57:53,134 - train - INFO - Epoch: 28 | Batch: 0 | Loss: 1.597 | Acc: 44.53% | |
| 2025-03-14 18:57:55,479 - train - INFO - Epoch: 28 | Batch: 100 | Loss: 1.521 | Acc: 47.34% | |
| 2025-03-14 18:57:57,669 - train - INFO - Epoch: 28 | Batch: 200 | Loss: 1.527 | Acc: 46.73% | |
| 2025-03-14 18:57:59,857 - train - INFO - Epoch: 28 | Batch: 300 | Loss: 1.540 | Acc: 46.01% | |
| 2025-03-14 18:58:03,284 - train - INFO - Epoch: 28 | Test Loss: 1.585 | Test Acc: 46.93% | |
| 2025-03-14 18:58:13,439 - train - INFO - Epoch: 29 | Batch: 0 | Loss: 1.544 | Acc: 47.66% | |
| 2025-03-14 18:58:15,897 - train - INFO - Epoch: 29 | Batch: 100 | Loss: 1.481 | Acc: 48.57% | |
| 2025-03-14 18:58:18,632 - train - INFO - Epoch: 29 | Batch: 200 | Loss: 1.503 | Acc: 47.80% | |
| 2025-03-14 18:58:20,904 - train - INFO - Epoch: 29 | Batch: 300 | Loss: 1.512 | Acc: 47.66% | |
| 2025-03-14 18:58:24,312 - train - INFO - Epoch: 29 | Test Loss: 1.542 | Test Acc: 45.92% | |
| 2025-03-14 18:58:24,483 - train - INFO - Epoch: 30 | Batch: 0 | Loss: 1.539 | Acc: 44.53% | |
| 2025-03-14 18:58:26,696 - train - INFO - Epoch: 30 | Batch: 100 | Loss: 1.498 | Acc: 47.67% | |
| 2025-03-14 18:58:28,804 - train - INFO - Epoch: 30 | Batch: 200 | Loss: 1.515 | Acc: 47.15% | |
| 2025-03-14 18:58:31,277 - train - INFO - Epoch: 30 | Batch: 300 | Loss: 1.509 | Acc: 47.32% | |
| 2025-03-14 18:58:34,684 - train - INFO - Epoch: 30 | Test Loss: 1.489 | Test Acc: 48.24% | |
| 2025-03-14 18:58:43,983 - train - INFO - Epoch: 31 | Batch: 0 | Loss: 1.627 | Acc: 44.53% | |
| 2025-03-14 18:58:46,126 - train - INFO - Epoch: 31 | Batch: 100 | Loss: 1.493 | Acc: 48.05% | |
| 2025-03-14 18:58:48,265 - train - INFO - Epoch: 31 | Batch: 200 | Loss: 1.509 | Acc: 47.26% | |
| 2025-03-14 18:58:50,534 - train - INFO - Epoch: 31 | Batch: 300 | Loss: 1.504 | Acc: 47.44% | |
| 2025-03-14 18:58:53,718 - train - INFO - Epoch: 31 | Test Loss: 1.490 | Test Acc: 47.97% | |
| 2025-03-14 18:58:53,855 - train - INFO - Epoch: 32 | Batch: 0 | Loss: 1.397 | Acc: 52.34% | |
| 2025-03-14 18:58:55,938 - train - INFO - Epoch: 32 | Batch: 100 | Loss: 1.527 | Acc: 46.51% | |
| 2025-03-14 18:58:58,089 - train - INFO - Epoch: 32 | Batch: 200 | Loss: 1.511 | Acc: 47.57% | |
| 2025-03-14 18:59:00,263 - train - INFO - Epoch: 32 | Batch: 300 | Loss: 1.505 | Acc: 47.70% | |
| 2025-03-14 18:59:03,515 - train - INFO - Epoch: 32 | Test Loss: 1.502 | Test Acc: 47.83% | |
| 2025-03-14 18:59:12,676 - train - INFO - Epoch: 33 | Batch: 0 | Loss: 1.443 | Acc: 48.44% | |
| 2025-03-14 18:59:14,901 - train - INFO - Epoch: 33 | Batch: 100 | Loss: 1.501 | Acc: 47.44% | |
| 2025-03-14 18:59:17,010 - train - INFO - Epoch: 33 | Batch: 200 | Loss: 1.494 | Acc: 47.66% | |
| 2025-03-14 18:59:19,083 - train - INFO - Epoch: 33 | Batch: 300 | Loss: 1.497 | Acc: 47.59% | |
| 2025-03-14 18:59:22,262 - train - INFO - Epoch: 33 | Test Loss: 1.502 | Test Acc: 47.90% | |
| 2025-03-14 18:59:22,416 - train - INFO - Epoch: 34 | Batch: 0 | Loss: 1.555 | Acc: 41.41% | |
| 2025-03-14 18:59:24,591 - train - INFO - Epoch: 34 | Batch: 100 | Loss: 1.505 | Acc: 47.66% | |
| 2025-03-14 18:59:26,681 - train - INFO - Epoch: 34 | Batch: 200 | Loss: 1.504 | Acc: 47.73% | |
| 2025-03-14 18:59:28,785 - train - INFO - Epoch: 34 | Batch: 300 | Loss: 1.500 | Acc: 47.84% | |
| 2025-03-14 18:59:31,963 - train - INFO - Epoch: 34 | Test Loss: 1.505 | Test Acc: 46.85% | |
| 2025-03-14 18:59:40,980 - train - INFO - Epoch: 35 | Batch: 0 | Loss: 1.479 | Acc: 46.88% | |
| 2025-03-14 18:59:43,177 - train - INFO - Epoch: 35 | Batch: 100 | Loss: 1.509 | Acc: 47.49% | |
| 2025-03-14 18:59:45,274 - train - INFO - Epoch: 35 | Batch: 200 | Loss: 1.511 | Acc: 47.25% | |
| 2025-03-14 18:59:47,396 - train - INFO - Epoch: 35 | Batch: 300 | Loss: 1.510 | Acc: 47.32% | |
| 2025-03-14 18:59:50,653 - train - INFO - Epoch: 35 | Test Loss: 1.401 | Test Acc: 51.25% | |
| 2025-03-14 18:59:50,838 - train - INFO - Epoch: 36 | Batch: 0 | Loss: 1.299 | Acc: 59.38% | |
| 2025-03-14 18:59:52,839 - train - INFO - Epoch: 36 | Batch: 100 | Loss: 1.482 | Acc: 48.78% | |
| 2025-03-14 18:59:54,989 - train - INFO - Epoch: 36 | Batch: 200 | Loss: 1.490 | Acc: 48.33% | |
| 2025-03-14 18:59:56,980 - train - INFO - Epoch: 36 | Batch: 300 | Loss: 1.485 | Acc: 48.47% | |
| 2025-03-14 19:00:00,116 - train - INFO - Epoch: 36 | Test Loss: 1.489 | Test Acc: 47.70% | |
| 2025-03-14 19:00:09,044 - train - INFO - Epoch: 37 | Batch: 0 | Loss: 1.378 | Acc: 52.34% | |
| 2025-03-14 19:00:11,337 - train - INFO - Epoch: 37 | Batch: 100 | Loss: 1.467 | Acc: 49.08% | |
| 2025-03-14 19:00:13,664 - train - INFO - Epoch: 37 | Batch: 200 | Loss: 1.466 | Acc: 48.83% | |
| 2025-03-14 19:00:15,943 - train - INFO - Epoch: 37 | Batch: 300 | Loss: 1.463 | Acc: 48.93% | |
| 2025-03-14 19:00:19,369 - train - INFO - Epoch: 37 | Test Loss: 1.534 | Test Acc: 46.58% | |
| 2025-03-14 19:00:19,523 - train - INFO - Epoch: 38 | Batch: 0 | Loss: 1.550 | Acc: 44.53% | |
| 2025-03-14 19:00:21,879 - train - INFO - Epoch: 38 | Batch: 100 | Loss: 1.476 | Acc: 48.53% | |
| 2025-03-14 19:00:24,365 - train - INFO - Epoch: 38 | Batch: 200 | Loss: 1.495 | Acc: 47.90% | |
| 2025-03-14 19:00:26,878 - train - INFO - Epoch: 38 | Batch: 300 | Loss: 1.494 | Acc: 48.06% | |
| 2025-03-14 19:00:30,363 - train - INFO - Epoch: 38 | Test Loss: 1.502 | Test Acc: 48.86% | |
| 2025-03-14 19:00:40,202 - train - INFO - Epoch: 39 | Batch: 0 | Loss: 1.594 | Acc: 49.22% | |
| 2025-03-14 19:00:42,476 - train - INFO - Epoch: 39 | Batch: 100 | Loss: 1.472 | Acc: 48.95% | |
| 2025-03-14 19:00:44,677 - train - INFO - Epoch: 39 | Batch: 200 | Loss: 1.470 | Acc: 49.00% | |
| 2025-03-14 19:00:46,770 - train - INFO - Epoch: 39 | Batch: 300 | Loss: 1.457 | Acc: 49.47% | |
| 2025-03-14 19:00:50,216 - train - INFO - Epoch: 39 | Test Loss: 1.392 | Test Acc: 50.99% | |
| 2025-03-14 19:00:50,372 - train - INFO - Epoch: 40 | Batch: 0 | Loss: 1.643 | Acc: 42.97% | |
| 2025-03-14 19:00:52,597 - train - INFO - Epoch: 40 | Batch: 100 | Loss: 1.492 | Acc: 48.14% | |
| 2025-03-14 19:00:54,733 - train - INFO - Epoch: 40 | Batch: 200 | Loss: 1.488 | Acc: 48.10% | |
| 2025-03-14 19:00:56,903 - train - INFO - Epoch: 40 | Batch: 300 | Loss: 1.476 | Acc: 48.38% | |
| 2025-03-14 19:01:00,186 - train - INFO - Epoch: 40 | Test Loss: 1.396 | Test Acc: 51.11% | |
| 2025-03-14 19:01:09,458 - train - INFO - Epoch: 41 | Batch: 0 | Loss: 1.446 | Acc: 49.22% | |
| 2025-03-14 19:01:11,568 - train - INFO - Epoch: 41 | Batch: 100 | Loss: 1.477 | Acc: 49.01% | |
| 2025-03-14 19:01:13,524 - train - INFO - Epoch: 41 | Batch: 200 | Loss: 1.467 | Acc: 49.21% | |
| 2025-03-14 19:01:15,623 - train - INFO - Epoch: 41 | Batch: 300 | Loss: 1.473 | Acc: 49.07% | |
| 2025-03-14 19:01:18,753 - train - INFO - Epoch: 41 | Test Loss: 1.369 | Test Acc: 53.32% | |
| 2025-03-14 19:01:18,976 - train - INFO - Epoch: 42 | Batch: 0 | Loss: 1.483 | Acc: 46.88% | |
| 2025-03-14 19:01:20,939 - train - INFO - Epoch: 42 | Batch: 100 | Loss: 1.466 | Acc: 48.96% | |
| 2025-03-14 19:01:22,879 - train - INFO - Epoch: 42 | Batch: 200 | Loss: 1.470 | Acc: 48.71% | |
| 2025-03-14 19:01:24,891 - train - INFO - Epoch: 42 | Batch: 300 | Loss: 1.473 | Acc: 48.65% | |
| 2025-03-14 19:01:27,749 - train - INFO - Epoch: 42 | Test Loss: 1.397 | Test Acc: 51.39% | |
| 2025-03-14 19:01:36,173 - train - INFO - Epoch: 43 | Batch: 0 | Loss: 1.305 | Acc: 52.34% | |
| 2025-03-14 19:01:38,245 - train - INFO - Epoch: 43 | Batch: 100 | Loss: 1.444 | Acc: 49.63% | |
| 2025-03-14 19:01:40,295 - train - INFO - Epoch: 43 | Batch: 200 | Loss: 1.458 | Acc: 48.98% | |
| 2025-03-14 19:01:42,370 - train - INFO - Epoch: 43 | Batch: 300 | Loss: 1.471 | Acc: 48.66% | |
| 2025-03-14 19:01:45,581 - train - INFO - Epoch: 43 | Test Loss: 1.378 | Test Acc: 52.89% | |
| 2025-03-14 19:01:45,747 - train - INFO - Epoch: 44 | Batch: 0 | Loss: 1.317 | Acc: 57.81% | |
| 2025-03-14 19:01:48,037 - train - INFO - Epoch: 44 | Batch: 100 | Loss: 1.460 | Acc: 49.73% | |
| 2025-03-14 19:01:50,122 - train - INFO - Epoch: 44 | Batch: 200 | Loss: 1.431 | Acc: 50.60% | |
| 2025-03-14 19:01:52,184 - train - INFO - Epoch: 44 | Batch: 300 | Loss: 1.447 | Acc: 50.02% | |
| 2025-03-14 19:01:55,371 - train - INFO - Epoch: 44 | Test Loss: 1.472 | Test Acc: 49.33% | |
| 2025-03-14 19:02:04,270 - train - INFO - Epoch: 45 | Batch: 0 | Loss: 1.547 | Acc: 48.44% | |
| 2025-03-14 19:02:06,320 - train - INFO - Epoch: 45 | Batch: 100 | Loss: 1.469 | Acc: 49.03% | |
| 2025-03-14 19:02:08,399 - train - INFO - Epoch: 45 | Batch: 200 | Loss: 1.467 | Acc: 49.28% | |
| 2025-03-14 19:02:10,409 - train - INFO - Epoch: 45 | Batch: 300 | Loss: 1.461 | Acc: 49.32% | |
| 2025-03-14 19:02:13,526 - train - INFO - Epoch: 45 | Test Loss: 1.475 | Test Acc: 50.11% | |
| 2025-03-14 19:02:13,687 - train - INFO - Epoch: 46 | Batch: 0 | Loss: 1.603 | Acc: 50.00% | |
| 2025-03-14 19:02:15,735 - train - INFO - Epoch: 46 | Batch: 100 | Loss: 1.468 | Acc: 49.56% | |
| 2025-03-14 19:02:17,836 - train - INFO - Epoch: 46 | Batch: 200 | Loss: 1.457 | Acc: 49.54% | |
| 2025-03-14 19:02:19,934 - train - INFO - Epoch: 46 | Batch: 300 | Loss: 1.454 | Acc: 49.82% | |
| 2025-03-14 19:02:23,205 - train - INFO - Epoch: 46 | Test Loss: 1.467 | Test Acc: 49.27% | |
| 2025-03-14 19:02:31,634 - train - INFO - Epoch: 47 | Batch: 0 | Loss: 1.506 | Acc: 47.66% | |
| 2025-03-14 19:02:33,626 - train - INFO - Epoch: 47 | Batch: 100 | Loss: 1.447 | Acc: 50.19% | |
| 2025-03-14 19:02:35,568 - train - INFO - Epoch: 47 | Batch: 200 | Loss: 1.451 | Acc: 49.84% | |
| 2025-03-14 19:02:37,841 - train - INFO - Epoch: 47 | Batch: 300 | Loss: 1.439 | Acc: 50.25% | |
| 2025-03-14 19:02:41,240 - train - INFO - Epoch: 47 | Test Loss: 1.543 | Test Acc: 46.04% | |
| 2025-03-14 19:02:41,419 - train - INFO - Epoch: 48 | Batch: 0 | Loss: 1.628 | Acc: 45.31% | |
| 2025-03-14 19:02:43,631 - train - INFO - Epoch: 48 | Batch: 100 | Loss: 1.464 | Acc: 49.07% | |
| 2025-03-14 19:02:45,773 - train - INFO - Epoch: 48 | Batch: 200 | Loss: 1.454 | Acc: 49.46% | |
| 2025-03-14 19:02:47,757 - train - INFO - Epoch: 48 | Batch: 300 | Loss: 1.468 | Acc: 49.15% | |
| 2025-03-14 19:02:50,760 - train - INFO - Epoch: 48 | Test Loss: 1.404 | Test Acc: 50.03% | |
| 2025-03-14 19:02:58,934 - train - INFO - Epoch: 49 | Batch: 0 | Loss: 1.270 | Acc: 52.34% | |
| 2025-03-14 19:03:00,986 - train - INFO - Epoch: 49 | Batch: 100 | Loss: 1.457 | Acc: 49.50% | |
| 2025-03-14 19:03:03,024 - train - INFO - Epoch: 49 | Batch: 200 | Loss: 1.458 | Acc: 49.52% | |
| 2025-03-14 19:03:05,108 - train - INFO - Epoch: 49 | Batch: 300 | Loss: 1.460 | Acc: 49.37% | |
| 2025-03-14 19:03:08,092 - train - INFO - Epoch: 49 | Test Loss: 1.356 | Test Acc: 53.54% | |
| 2025-03-14 19:03:08,239 - train - INFO - Epoch: 50 | Batch: 0 | Loss: 1.282 | Acc: 51.56% | |
| 2025-03-14 19:03:10,262 - train - INFO - Epoch: 50 | Batch: 100 | Loss: 1.460 | Acc: 48.94% | |
| 2025-03-14 19:03:12,119 - train - INFO - Epoch: 50 | Batch: 200 | Loss: 1.465 | Acc: 48.87% | |
| 2025-03-14 19:03:14,009 - train - INFO - Epoch: 50 | Batch: 300 | Loss: 1.448 | Acc: 49.82% | |
| 2025-03-14 19:03:16,891 - train - INFO - Epoch: 50 | Test Loss: 1.402 | Test Acc: 51.80% | |
| 2025-03-14 19:03:24,969 - train - INFO - 训练完成! | |