| 2025-03-14 16:50:34,220 - train - INFO - 开始训练 efficientnet | |
| 2025-03-14 16:50:34,220 - train - INFO - 总轮数: 50, 学习率: 0.1, 设备: cuda:2 | |
| 2025-03-14 16:50:35,038 - train - INFO - Epoch: 1 | Batch: 0 | Loss: 2.393 | Acc: 13.28% | |
| 2025-03-14 16:50:39,342 - train - INFO - Epoch: 1 | Batch: 100 | Loss: 2.716 | Acc: 15.56% | |
| 2025-03-14 16:50:43,687 - train - INFO - Epoch: 1 | Batch: 200 | Loss: 2.513 | Acc: 17.27% | |
| 2025-03-14 16:50:47,952 - train - INFO - Epoch: 1 | Batch: 300 | Loss: 2.372 | Acc: 18.62% | |
| 2025-03-14 16:50:53,412 - train - INFO - Epoch: 1 | Test Loss: 1.909 | Test Acc: 28.96% | |
| 2025-03-14 16:50:53,927 - train - INFO - Epoch: 2 | Batch: 0 | Loss: 1.852 | Acc: 28.12% | |
| 2025-03-14 16:50:58,155 - train - INFO - Epoch: 2 | Batch: 100 | Loss: 1.894 | Acc: 29.70% | |
| 2025-03-14 16:51:02,310 - train - INFO - Epoch: 2 | Batch: 200 | Loss: 1.880 | Acc: 30.11% | |
| 2025-03-14 16:51:06,421 - train - INFO - Epoch: 2 | Batch: 300 | Loss: 1.847 | Acc: 31.26% | |
| 2025-03-14 16:51:11,515 - train - INFO - Epoch: 2 | Test Loss: 1.734 | Test Acc: 38.75% | |
| 2025-03-14 16:51:21,290 - train - INFO - Epoch: 3 | Batch: 0 | Loss: 1.495 | Acc: 46.09% | |
| 2025-03-14 16:51:25,389 - train - INFO - Epoch: 3 | Batch: 100 | Loss: 1.697 | Acc: 37.88% | |
| 2025-03-14 16:51:29,372 - train - INFO - Epoch: 3 | Batch: 200 | Loss: 1.664 | Acc: 39.20% | |
| 2025-03-14 16:51:33,262 - train - INFO - Epoch: 3 | Batch: 300 | Loss: 1.640 | Acc: 40.20% | |
| 2025-03-14 16:51:38,314 - train - INFO - Epoch: 3 | Test Loss: 1.604 | Test Acc: 42.46% | |
| 2025-03-14 16:51:38,569 - train - INFO - Epoch: 4 | Batch: 0 | Loss: 1.486 | Acc: 50.00% | |
| 2025-03-14 16:51:42,871 - train - INFO - Epoch: 4 | Batch: 100 | Loss: 1.506 | Acc: 45.35% | |
| 2025-03-14 16:51:46,917 - train - INFO - Epoch: 4 | Batch: 200 | Loss: 1.462 | Acc: 47.19% | |
| 2025-03-14 16:51:51,076 - train - INFO - Epoch: 4 | Batch: 300 | Loss: 1.447 | Acc: 47.85% | |
| 2025-03-14 16:51:56,234 - train - INFO - Epoch: 4 | Test Loss: 1.539 | Test Acc: 44.57% | |
| 2025-03-14 16:52:06,506 - train - INFO - Epoch: 5 | Batch: 0 | Loss: 1.254 | Acc: 55.47% | |
| 2025-03-14 16:52:10,514 - train - INFO - Epoch: 5 | Batch: 100 | Loss: 1.457 | Acc: 47.76% | |
| 2025-03-14 16:52:14,542 - train - INFO - Epoch: 5 | Batch: 200 | Loss: 1.406 | Acc: 49.47% | |
| 2025-03-14 16:52:18,602 - train - INFO - Epoch: 5 | Batch: 300 | Loss: 1.368 | Acc: 51.14% | |
| 2025-03-14 16:52:23,902 - train - INFO - Epoch: 5 | Test Loss: 1.270 | Test Acc: 54.80% | |
| 2025-03-14 16:52:24,188 - train - INFO - Epoch: 6 | Batch: 0 | Loss: 1.311 | Acc: 53.12% | |
| 2025-03-14 16:52:28,460 - train - INFO - Epoch: 6 | Batch: 100 | Loss: 1.287 | Acc: 54.12% | |
| 2025-03-14 16:52:32,655 - train - INFO - Epoch: 6 | Batch: 200 | Loss: 1.262 | Acc: 55.06% | |
| 2025-03-14 16:52:36,609 - train - INFO - Epoch: 6 | Batch: 300 | Loss: 1.236 | Acc: 56.11% | |
| 2025-03-14 16:52:41,974 - train - INFO - Epoch: 6 | Test Loss: 1.166 | Test Acc: 59.57% | |
| 2025-03-14 16:52:52,538 - train - INFO - Epoch: 7 | Batch: 0 | Loss: 1.270 | Acc: 59.38% | |
| 2025-03-14 16:52:56,703 - train - INFO - Epoch: 7 | Batch: 100 | Loss: 1.133 | Acc: 59.91% | |
| 2025-03-14 16:53:00,833 - train - INFO - Epoch: 7 | Batch: 200 | Loss: 1.122 | Acc: 60.30% | |
| 2025-03-14 16:53:05,134 - train - INFO - Epoch: 7 | Batch: 300 | Loss: 1.115 | Acc: 60.65% | |
| 2025-03-14 16:53:10,577 - train - INFO - Epoch: 7 | Test Loss: 1.184 | Test Acc: 58.79% | |
| 2025-03-14 16:53:10,817 - train - INFO - Epoch: 8 | Batch: 0 | Loss: 1.102 | Acc: 60.94% | |
| 2025-03-14 16:53:15,027 - train - INFO - Epoch: 8 | Batch: 100 | Loss: 1.080 | Acc: 61.57% | |
| 2025-03-14 16:53:19,348 - train - INFO - Epoch: 8 | Batch: 200 | Loss: 1.068 | Acc: 62.27% | |
| 2025-03-14 16:53:23,545 - train - INFO - Epoch: 8 | Batch: 300 | Loss: 1.062 | Acc: 62.52% | |
| 2025-03-14 16:53:28,792 - train - INFO - Epoch: 8 | Test Loss: 1.034 | Test Acc: 64.74% | |
| 2025-03-14 16:53:38,962 - train - INFO - Epoch: 9 | Batch: 0 | Loss: 0.995 | Acc: 66.41% | |
| 2025-03-14 16:53:43,199 - train - INFO - Epoch: 9 | Batch: 100 | Loss: 1.017 | Acc: 64.58% | |
| 2025-03-14 16:53:47,563 - train - INFO - Epoch: 9 | Batch: 200 | Loss: 1.013 | Acc: 64.88% | |
| 2025-03-14 16:53:51,753 - train - INFO - Epoch: 9 | Batch: 300 | Loss: 1.006 | Acc: 65.17% | |
| 2025-03-14 16:53:57,630 - train - INFO - Epoch: 9 | Test Loss: 1.000 | Test Acc: 64.72% | |
| 2025-03-14 16:53:57,883 - train - INFO - Epoch: 10 | Batch: 0 | Loss: 1.000 | Acc: 64.06% | |
| 2025-03-14 16:54:02,333 - train - INFO - Epoch: 10 | Batch: 100 | Loss: 0.966 | Acc: 66.46% | |
| 2025-03-14 16:54:06,525 - train - INFO - Epoch: 10 | Batch: 200 | Loss: 0.952 | Acc: 67.11% | |
| 2025-03-14 16:54:10,742 - train - INFO - Epoch: 10 | Batch: 300 | Loss: 0.954 | Acc: 67.09% | |
| 2025-03-14 16:54:16,145 - train - INFO - Epoch: 10 | Test Loss: 0.945 | Test Acc: 66.62% | |
| 2025-03-14 16:54:26,361 - train - INFO - Epoch: 11 | Batch: 0 | Loss: 0.875 | Acc: 72.66% | |
| 2025-03-14 16:54:30,550 - train - INFO - Epoch: 11 | Batch: 100 | Loss: 0.946 | Acc: 66.99% | |
| 2025-03-14 16:54:34,741 - train - INFO - Epoch: 11 | Batch: 200 | Loss: 0.946 | Acc: 67.16% | |
| 2025-03-14 16:54:38,801 - train - INFO - Epoch: 11 | Batch: 300 | Loss: 0.938 | Acc: 67.54% | |
| 2025-03-14 16:54:45,018 - train - INFO - Epoch: 11 | Test Loss: 0.966 | Test Acc: 66.08% | |
| 2025-03-14 16:54:45,285 - train - INFO - Epoch: 12 | Batch: 0 | Loss: 0.831 | Acc: 70.31% | |
| 2025-03-14 16:54:49,577 - train - INFO - Epoch: 12 | Batch: 100 | Loss: 0.909 | Acc: 68.46% | |
| 2025-03-14 16:54:53,812 - train - INFO - Epoch: 12 | Batch: 200 | Loss: 0.904 | Acc: 68.80% | |
| 2025-03-14 16:54:57,943 - train - INFO - Epoch: 12 | Batch: 300 | Loss: 0.907 | Acc: 68.88% | |
| 2025-03-14 16:55:03,248 - train - INFO - Epoch: 12 | Test Loss: 0.940 | Test Acc: 67.15% | |
| 2025-03-14 16:55:14,462 - train - INFO - Epoch: 13 | Batch: 0 | Loss: 0.884 | Acc: 68.75% | |
| 2025-03-14 16:55:18,985 - train - INFO - Epoch: 13 | Batch: 100 | Loss: 0.903 | Acc: 69.54% | |
| 2025-03-14 16:55:23,339 - train - INFO - Epoch: 13 | Batch: 200 | Loss: 0.905 | Acc: 69.28% | |
| 2025-03-14 16:55:27,460 - train - INFO - Epoch: 13 | Batch: 300 | Loss: 0.898 | Acc: 69.50% | |
| 2025-03-14 16:55:32,675 - train - INFO - Epoch: 13 | Test Loss: 0.857 | Test Acc: 70.24% | |
| 2025-03-14 16:55:32,892 - train - INFO - Epoch: 14 | Batch: 0 | Loss: 0.853 | Acc: 73.44% | |
| 2025-03-14 16:55:37,122 - train - INFO - Epoch: 14 | Batch: 100 | Loss: 0.869 | Acc: 70.69% | |
| 2025-03-14 16:55:41,732 - train - INFO - Epoch: 14 | Batch: 200 | Loss: 0.871 | Acc: 70.37% | |
| 2025-03-14 16:55:45,936 - train - INFO - Epoch: 14 | Batch: 300 | Loss: 0.865 | Acc: 70.62% | |
| 2025-03-14 16:55:51,486 - train - INFO - Epoch: 14 | Test Loss: 0.862 | Test Acc: 70.40% | |
| 2025-03-14 16:56:02,079 - train - INFO - Epoch: 15 | Batch: 0 | Loss: 0.794 | Acc: 74.22% | |
| 2025-03-14 16:56:06,351 - train - INFO - Epoch: 15 | Batch: 100 | Loss: 0.847 | Acc: 71.53% | |
| 2025-03-14 16:56:10,745 - train - INFO - Epoch: 15 | Batch: 200 | Loss: 0.853 | Acc: 71.16% | |
| 2025-03-14 16:56:15,035 - train - INFO - Epoch: 15 | Batch: 300 | Loss: 0.851 | Acc: 71.19% | |
| 2025-03-14 16:56:21,120 - train - INFO - Epoch: 15 | Test Loss: 0.869 | Test Acc: 70.55% | |
| 2025-03-14 16:56:21,439 - train - INFO - Epoch: 16 | Batch: 0 | Loss: 0.735 | Acc: 71.88% | |
| 2025-03-14 16:56:25,546 - train - INFO - Epoch: 16 | Batch: 100 | Loss: 0.844 | Acc: 71.07% | |
| 2025-03-14 16:56:29,707 - train - INFO - Epoch: 16 | Batch: 200 | Loss: 0.842 | Acc: 71.25% | |
| 2025-03-14 16:56:33,868 - train - INFO - Epoch: 16 | Batch: 300 | Loss: 0.844 | Acc: 71.32% | |
| 2025-03-14 16:56:39,194 - train - INFO - Epoch: 16 | Test Loss: 0.949 | Test Acc: 66.89% | |
| 2025-03-14 16:56:50,322 - train - INFO - Epoch: 17 | Batch: 0 | Loss: 0.968 | Acc: 64.84% | |
| 2025-03-14 16:56:54,610 - train - INFO - Epoch: 17 | Batch: 100 | Loss: 0.831 | Acc: 72.15% | |
| 2025-03-14 16:56:58,907 - train - INFO - Epoch: 17 | Batch: 200 | Loss: 0.829 | Acc: 71.93% | |
| 2025-03-14 16:57:02,982 - train - INFO - Epoch: 17 | Batch: 300 | Loss: 0.829 | Acc: 72.05% | |
| 2025-03-14 16:57:08,370 - train - INFO - Epoch: 17 | Test Loss: 0.948 | Test Acc: 68.57% | |
| 2025-03-14 16:57:08,594 - train - INFO - Epoch: 18 | Batch: 0 | Loss: 0.919 | Acc: 65.62% | |
| 2025-03-14 16:57:12,965 - train - INFO - Epoch: 18 | Batch: 100 | Loss: 0.813 | Acc: 72.11% | |
| 2025-03-14 16:57:17,407 - train - INFO - Epoch: 18 | Batch: 200 | Loss: 0.825 | Acc: 71.97% | |
| 2025-03-14 16:57:21,996 - train - INFO - Epoch: 18 | Batch: 300 | Loss: 0.822 | Acc: 72.06% | |
| 2025-03-14 16:57:27,487 - train - INFO - Epoch: 18 | Test Loss: 0.852 | Test Acc: 70.81% | |
| 2025-03-14 16:57:37,770 - train - INFO - Epoch: 19 | Batch: 0 | Loss: 0.934 | Acc: 68.75% | |
| 2025-03-14 16:57:41,993 - train - INFO - Epoch: 19 | Batch: 100 | Loss: 0.816 | Acc: 72.37% | |
| 2025-03-14 16:57:46,550 - train - INFO - Epoch: 19 | Batch: 200 | Loss: 0.813 | Acc: 72.63% | |
| 2025-03-14 16:57:50,721 - train - INFO - Epoch: 19 | Batch: 300 | Loss: 0.807 | Acc: 72.78% | |
| 2025-03-14 16:57:55,876 - train - INFO - Epoch: 19 | Test Loss: 0.808 | Test Acc: 72.39% | |
| 2025-03-14 16:57:56,137 - train - INFO - Epoch: 20 | Batch: 0 | Loss: 0.870 | Acc: 69.53% | |
| 2025-03-14 16:58:00,441 - train - INFO - Epoch: 20 | Batch: 100 | Loss: 0.795 | Acc: 73.00% | |
| 2025-03-14 16:58:04,438 - train - INFO - Epoch: 20 | Batch: 200 | Loss: 0.792 | Acc: 73.20% | |
| 2025-03-14 16:58:08,605 - train - INFO - Epoch: 20 | Batch: 300 | Loss: 0.799 | Acc: 72.85% | |
| 2025-03-14 16:58:13,904 - train - INFO - Epoch: 20 | Test Loss: 0.816 | Test Acc: 72.37% | |
| 2025-03-14 16:58:24,451 - train - INFO - Epoch: 21 | Batch: 0 | Loss: 0.747 | Acc: 75.00% | |
| 2025-03-14 16:58:28,704 - train - INFO - Epoch: 21 | Batch: 100 | Loss: 0.782 | Acc: 73.19% | |
| 2025-03-14 16:58:32,744 - train - INFO - Epoch: 21 | Batch: 200 | Loss: 0.792 | Acc: 72.99% | |
| 2025-03-14 16:58:36,763 - train - INFO - Epoch: 21 | Batch: 300 | Loss: 0.793 | Acc: 73.02% | |
| 2025-03-14 16:58:42,110 - train - INFO - Epoch: 21 | Test Loss: 0.837 | Test Acc: 71.78% | |
| 2025-03-14 16:58:42,347 - train - INFO - Epoch: 22 | Batch: 0 | Loss: 0.677 | Acc: 78.12% | |
| 2025-03-14 16:58:46,656 - train - INFO - Epoch: 22 | Batch: 100 | Loss: 0.809 | Acc: 72.78% | |
| 2025-03-14 16:58:50,792 - train - INFO - Epoch: 22 | Batch: 200 | Loss: 0.801 | Acc: 73.03% | |
| 2025-03-14 16:58:55,249 - train - INFO - Epoch: 22 | Batch: 300 | Loss: 0.794 | Acc: 73.16% | |
| 2025-03-14 16:59:00,591 - train - INFO - Epoch: 22 | Test Loss: 0.764 | Test Acc: 74.07% | |
| 2025-03-14 16:59:11,462 - train - INFO - Epoch: 23 | Batch: 0 | Loss: 0.841 | Acc: 70.31% | |
| 2025-03-14 16:59:15,955 - train - INFO - Epoch: 23 | Batch: 100 | Loss: 0.785 | Acc: 73.19% | |
| 2025-03-14 16:59:20,405 - train - INFO - Epoch: 23 | Batch: 200 | Loss: 0.779 | Acc: 73.59% | |
| 2025-03-14 16:59:24,843 - train - INFO - Epoch: 23 | Batch: 300 | Loss: 0.781 | Acc: 73.50% | |
| 2025-03-14 16:59:30,321 - train - INFO - Epoch: 23 | Test Loss: 0.835 | Test Acc: 71.93% | |
| 2025-03-14 16:59:30,567 - train - INFO - Epoch: 24 | Batch: 0 | Loss: 0.885 | Acc: 71.09% | |
| 2025-03-14 16:59:35,045 - train - INFO - Epoch: 24 | Batch: 100 | Loss: 0.773 | Acc: 73.67% | |
| 2025-03-14 16:59:39,555 - train - INFO - Epoch: 24 | Batch: 200 | Loss: 0.776 | Acc: 73.77% | |
| 2025-03-14 16:59:44,054 - train - INFO - Epoch: 24 | Batch: 300 | Loss: 0.784 | Acc: 73.43% | |
| 2025-03-14 16:59:49,912 - train - INFO - Epoch: 24 | Test Loss: 0.808 | Test Acc: 72.50% | |
| 2025-03-14 17:00:00,452 - train - INFO - Epoch: 25 | Batch: 0 | Loss: 0.660 | Acc: 77.34% | |
| 2025-03-14 17:00:05,296 - train - INFO - Epoch: 25 | Batch: 100 | Loss: 0.761 | Acc: 74.09% | |
| 2025-03-14 17:00:10,410 - train - INFO - Epoch: 25 | Batch: 200 | Loss: 0.768 | Acc: 74.05% | |
| 2025-03-14 17:00:15,036 - train - INFO - Epoch: 25 | Batch: 300 | Loss: 0.776 | Acc: 73.89% | |
| 2025-03-14 17:00:20,739 - train - INFO - Epoch: 25 | Test Loss: 0.790 | Test Acc: 73.05% | |
| 2025-03-14 17:00:20,973 - train - INFO - Epoch: 26 | Batch: 0 | Loss: 0.560 | Acc: 80.47% | |
| 2025-03-14 17:00:25,440 - train - INFO - Epoch: 26 | Batch: 100 | Loss: 0.772 | Acc: 73.87% | |
| 2025-03-14 17:00:29,998 - train - INFO - Epoch: 26 | Batch: 200 | Loss: 0.772 | Acc: 73.85% | |
| 2025-03-14 17:00:34,447 - train - INFO - Epoch: 26 | Batch: 300 | Loss: 0.774 | Acc: 73.79% | |
| 2025-03-14 17:00:39,890 - train - INFO - Epoch: 26 | Test Loss: 0.858 | Test Acc: 71.00% | |
| 2025-03-14 17:00:50,311 - train - INFO - Epoch: 27 | Batch: 0 | Loss: 0.666 | Acc: 78.12% | |
| 2025-03-14 17:00:54,862 - train - INFO - Epoch: 27 | Batch: 100 | Loss: 0.734 | Acc: 75.15% | |
| 2025-03-14 17:00:59,263 - train - INFO - Epoch: 27 | Batch: 200 | Loss: 0.748 | Acc: 74.74% | |
| 2025-03-14 17:01:03,797 - train - INFO - Epoch: 27 | Batch: 300 | Loss: 0.751 | Acc: 74.64% | |
| 2025-03-14 17:01:09,534 - train - INFO - Epoch: 27 | Test Loss: 0.797 | Test Acc: 72.45% | |
| 2025-03-14 17:01:09,786 - train - INFO - Epoch: 28 | Batch: 0 | Loss: 0.846 | Acc: 75.00% | |
| 2025-03-14 17:01:14,301 - train - INFO - Epoch: 28 | Batch: 100 | Loss: 0.758 | Acc: 74.45% | |
| 2025-03-14 17:01:18,764 - train - INFO - Epoch: 28 | Batch: 200 | Loss: 0.757 | Acc: 74.49% | |
| 2025-03-14 17:01:23,331 - train - INFO - Epoch: 28 | Batch: 300 | Loss: 0.758 | Acc: 74.47% | |
| 2025-03-14 17:01:29,619 - train - INFO - Epoch: 28 | Test Loss: 0.807 | Test Acc: 72.88% | |
| 2025-03-14 17:01:39,772 - train - INFO - Epoch: 29 | Batch: 0 | Loss: 0.833 | Acc: 71.09% | |
| 2025-03-14 17:01:44,254 - train - INFO - Epoch: 29 | Batch: 100 | Loss: 0.752 | Acc: 74.68% | |
| 2025-03-14 17:01:48,888 - train - INFO - Epoch: 29 | Batch: 200 | Loss: 0.752 | Acc: 74.65% | |
| 2025-03-14 17:01:53,508 - train - INFO - Epoch: 29 | Batch: 300 | Loss: 0.756 | Acc: 74.55% | |
| 2025-03-14 17:01:58,973 - train - INFO - Epoch: 29 | Test Loss: 0.777 | Test Acc: 73.28% | |
| 2025-03-14 17:01:59,211 - train - INFO - Epoch: 30 | Batch: 0 | Loss: 0.740 | Acc: 77.34% | |
| 2025-03-14 17:02:03,694 - train - INFO - Epoch: 30 | Batch: 100 | Loss: 0.743 | Acc: 74.82% | |
| 2025-03-14 17:02:08,332 - train - INFO - Epoch: 30 | Batch: 200 | Loss: 0.756 | Acc: 74.52% | |
| 2025-03-14 17:02:12,835 - train - INFO - Epoch: 30 | Batch: 300 | Loss: 0.753 | Acc: 74.69% | |
| 2025-03-14 17:02:18,570 - train - INFO - Epoch: 30 | Test Loss: 0.749 | Test Acc: 73.91% | |
| 2025-03-14 17:02:28,712 - train - INFO - Epoch: 31 | Batch: 0 | Loss: 0.593 | Acc: 78.91% | |
| 2025-03-14 17:02:33,298 - train - INFO - Epoch: 31 | Batch: 100 | Loss: 0.720 | Acc: 75.85% | |
| 2025-03-14 17:02:38,219 - train - INFO - Epoch: 31 | Batch: 200 | Loss: 0.733 | Acc: 75.38% | |
| 2025-03-14 17:02:42,945 - train - INFO - Epoch: 31 | Batch: 300 | Loss: 0.737 | Acc: 75.30% | |
| 2025-03-14 17:02:48,977 - train - INFO - Epoch: 31 | Test Loss: 0.788 | Test Acc: 73.32% | |
| 2025-03-14 17:02:49,241 - train - INFO - Epoch: 32 | Batch: 0 | Loss: 0.641 | Acc: 76.56% | |
| 2025-03-14 17:02:53,771 - train - INFO - Epoch: 32 | Batch: 100 | Loss: 0.732 | Acc: 75.52% | |
| 2025-03-14 17:02:58,291 - train - INFO - Epoch: 32 | Batch: 200 | Loss: 0.741 | Acc: 75.14% | |
| 2025-03-14 17:03:03,014 - train - INFO - Epoch: 32 | Batch: 300 | Loss: 0.746 | Acc: 74.99% | |
| 2025-03-14 17:03:08,589 - train - INFO - Epoch: 32 | Test Loss: 0.853 | Test Acc: 71.73% | |
| 2025-03-14 17:03:19,315 - train - INFO - Epoch: 33 | Batch: 0 | Loss: 0.829 | Acc: 72.66% | |
| 2025-03-14 17:03:23,891 - train - INFO - Epoch: 33 | Batch: 100 | Loss: 0.748 | Acc: 74.85% | |
| 2025-03-14 17:03:28,577 - train - INFO - Epoch: 33 | Batch: 200 | Loss: 0.734 | Acc: 75.21% | |
| 2025-03-14 17:03:33,144 - train - INFO - Epoch: 33 | Batch: 300 | Loss: 0.739 | Acc: 74.99% | |
| 2025-03-14 17:03:38,909 - train - INFO - Epoch: 33 | Test Loss: 0.799 | Test Acc: 73.38% | |
| 2025-03-14 17:03:39,126 - train - INFO - Epoch: 34 | Batch: 0 | Loss: 0.699 | Acc: 78.12% | |
| 2025-03-14 17:03:43,965 - train - INFO - Epoch: 34 | Batch: 100 | Loss: 0.739 | Acc: 75.14% | |
| 2025-03-14 17:03:49,371 - train - INFO - Epoch: 34 | Batch: 200 | Loss: 0.736 | Acc: 75.35% | |
| 2025-03-14 17:03:54,126 - train - INFO - Epoch: 34 | Batch: 300 | Loss: 0.740 | Acc: 75.17% | |
| 2025-03-14 17:03:59,822 - train - INFO - Epoch: 34 | Test Loss: 0.939 | Test Acc: 69.15% | |
| 2025-03-14 17:04:10,469 - train - INFO - Epoch: 35 | Batch: 0 | Loss: 0.672 | Acc: 75.78% | |
| 2025-03-14 17:04:15,147 - train - INFO - Epoch: 35 | Batch: 100 | Loss: 0.711 | Acc: 76.02% | |
| 2025-03-14 17:04:20,006 - train - INFO - Epoch: 35 | Batch: 200 | Loss: 0.723 | Acc: 75.68% | |
| 2025-03-14 17:04:24,816 - train - INFO - Epoch: 35 | Batch: 300 | Loss: 0.725 | Acc: 75.55% | |
| 2025-03-14 17:04:30,590 - train - INFO - Epoch: 35 | Test Loss: 0.782 | Test Acc: 73.06% | |
| 2025-03-14 17:04:30,848 - train - INFO - Epoch: 36 | Batch: 0 | Loss: 0.641 | Acc: 77.34% | |
| 2025-03-14 17:04:35,448 - train - INFO - Epoch: 36 | Batch: 100 | Loss: 0.710 | Acc: 75.83% | |
| 2025-03-14 17:04:39,870 - train - INFO - Epoch: 36 | Batch: 200 | Loss: 0.723 | Acc: 75.63% | |
| 2025-03-14 17:04:44,522 - train - INFO - Epoch: 36 | Batch: 300 | Loss: 0.724 | Acc: 75.52% | |
| 2025-03-14 17:04:51,089 - train - INFO - Epoch: 36 | Test Loss: 0.873 | Test Acc: 71.48% | |
| 2025-03-14 17:05:02,234 - train - INFO - Epoch: 37 | Batch: 0 | Loss: 0.644 | Acc: 78.12% | |
| 2025-03-14 17:05:06,776 - train - INFO - Epoch: 37 | Batch: 100 | Loss: 0.720 | Acc: 75.93% | |
| 2025-03-14 17:05:11,205 - train - INFO - Epoch: 37 | Batch: 200 | Loss: 0.723 | Acc: 75.71% | |
| 2025-03-14 17:05:15,725 - train - INFO - Epoch: 37 | Batch: 300 | Loss: 0.716 | Acc: 76.07% | |
| 2025-03-14 17:05:21,656 - train - INFO - Epoch: 37 | Test Loss: 0.685 | Test Acc: 76.37% | |
| 2025-03-14 17:05:21,919 - train - INFO - Epoch: 38 | Batch: 0 | Loss: 0.794 | Acc: 68.75% | |
| 2025-03-14 17:05:26,364 - train - INFO - Epoch: 38 | Batch: 100 | Loss: 0.712 | Acc: 75.81% | |
| 2025-03-14 17:05:30,796 - train - INFO - Epoch: 38 | Batch: 200 | Loss: 0.710 | Acc: 75.96% | |
| 2025-03-14 17:05:35,395 - train - INFO - Epoch: 38 | Batch: 300 | Loss: 0.707 | Acc: 76.06% | |
| 2025-03-14 17:05:41,049 - train - INFO - Epoch: 38 | Test Loss: 0.715 | Test Acc: 75.55% | |
| 2025-03-14 17:05:51,396 - train - INFO - Epoch: 39 | Batch: 0 | Loss: 0.663 | Acc: 77.34% | |
| 2025-03-14 17:05:55,954 - train - INFO - Epoch: 39 | Batch: 100 | Loss: 0.711 | Acc: 76.08% | |
| 2025-03-14 17:06:00,316 - train - INFO - Epoch: 39 | Batch: 200 | Loss: 0.709 | Acc: 76.10% | |
| 2025-03-14 17:06:04,758 - train - INFO - Epoch: 39 | Batch: 300 | Loss: 0.709 | Acc: 76.10% | |
| 2025-03-14 17:06:10,359 - train - INFO - Epoch: 39 | Test Loss: 0.712 | Test Acc: 75.40% | |
| 2025-03-14 17:06:10,615 - train - INFO - Epoch: 40 | Batch: 0 | Loss: 0.544 | Acc: 81.25% | |
| 2025-03-14 17:06:15,197 - train - INFO - Epoch: 40 | Batch: 100 | Loss: 0.704 | Acc: 76.64% | |
| 2025-03-14 17:06:19,790 - train - INFO - Epoch: 40 | Batch: 200 | Loss: 0.710 | Acc: 76.21% | |
| 2025-03-14 17:06:24,302 - train - INFO - Epoch: 40 | Batch: 300 | Loss: 0.715 | Acc: 75.94% | |
| 2025-03-14 17:06:30,044 - train - INFO - Epoch: 40 | Test Loss: 0.751 | Test Acc: 74.14% | |
| 2025-03-14 17:06:41,156 - train - INFO - Epoch: 41 | Batch: 0 | Loss: 0.603 | Acc: 77.34% | |
| 2025-03-14 17:06:45,994 - train - INFO - Epoch: 41 | Batch: 100 | Loss: 0.684 | Acc: 77.35% | |
| 2025-03-14 17:06:50,606 - train - INFO - Epoch: 41 | Batch: 200 | Loss: 0.693 | Acc: 76.97% | |
| 2025-03-14 17:06:55,094 - train - INFO - Epoch: 41 | Batch: 300 | Loss: 0.699 | Acc: 76.79% | |
| 2025-03-14 17:07:00,694 - train - INFO - Epoch: 41 | Test Loss: 0.915 | Test Acc: 69.34% | |
| 2025-03-14 17:07:00,937 - train - INFO - Epoch: 42 | Batch: 0 | Loss: 0.528 | Acc: 82.81% | |
| 2025-03-14 17:07:05,331 - train - INFO - Epoch: 42 | Batch: 100 | Loss: 0.718 | Acc: 75.97% | |
| 2025-03-14 17:07:09,861 - train - INFO - Epoch: 42 | Batch: 200 | Loss: 0.710 | Acc: 76.21% | |
| 2025-03-14 17:07:14,366 - train - INFO - Epoch: 42 | Batch: 300 | Loss: 0.702 | Acc: 76.57% | |
| 2025-03-14 17:07:19,922 - train - INFO - Epoch: 42 | Test Loss: 0.755 | Test Acc: 74.51% | |
| 2025-03-14 17:07:30,494 - train - INFO - Epoch: 43 | Batch: 0 | Loss: 0.780 | Acc: 68.75% | |
| 2025-03-14 17:07:35,049 - train - INFO - Epoch: 43 | Batch: 100 | Loss: 0.701 | Acc: 76.47% | |
| 2025-03-14 17:07:39,755 - train - INFO - Epoch: 43 | Batch: 200 | Loss: 0.700 | Acc: 76.44% | |
| 2025-03-14 17:07:45,290 - train - INFO - Epoch: 43 | Batch: 300 | Loss: 0.703 | Acc: 76.36% | |
| 2025-03-14 17:07:51,032 - train - INFO - Epoch: 43 | Test Loss: 0.700 | Test Acc: 76.15% | |
| 2025-03-14 17:07:51,279 - train - INFO - Epoch: 44 | Batch: 0 | Loss: 0.755 | Acc: 71.88% | |
| 2025-03-14 17:07:55,755 - train - INFO - Epoch: 44 | Batch: 100 | Loss: 0.699 | Acc: 76.54% | |
| 2025-03-14 17:08:00,264 - train - INFO - Epoch: 44 | Batch: 200 | Loss: 0.691 | Acc: 77.03% | |
| 2025-03-14 17:08:04,625 - train - INFO - Epoch: 44 | Batch: 300 | Loss: 0.695 | Acc: 76.74% | |
| 2025-03-14 17:08:10,334 - train - INFO - Epoch: 44 | Test Loss: 0.763 | Test Acc: 74.75% | |
| 2025-03-14 17:08:21,069 - train - INFO - Epoch: 45 | Batch: 0 | Loss: 0.686 | Acc: 72.66% | |
| 2025-03-14 17:08:25,742 - train - INFO - Epoch: 45 | Batch: 100 | Loss: 0.699 | Acc: 76.69% | |
| 2025-03-14 17:08:30,293 - train - INFO - Epoch: 45 | Batch: 200 | Loss: 0.699 | Acc: 76.76% | |
| 2025-03-14 17:08:34,866 - train - INFO - Epoch: 45 | Batch: 300 | Loss: 0.690 | Acc: 76.93% | |
| 2025-03-14 17:08:40,638 - train - INFO - Epoch: 45 | Test Loss: 0.739 | Test Acc: 74.78% | |
| 2025-03-14 17:08:40,912 - train - INFO - Epoch: 46 | Batch: 0 | Loss: 0.646 | Acc: 81.25% | |
| 2025-03-14 17:08:45,746 - train - INFO - Epoch: 46 | Batch: 100 | Loss: 0.678 | Acc: 77.07% | |
| 2025-03-14 17:08:50,771 - train - INFO - Epoch: 46 | Batch: 200 | Loss: 0.685 | Acc: 76.98% | |
| 2025-03-14 17:08:55,486 - train - INFO - Epoch: 46 | Batch: 300 | Loss: 0.687 | Acc: 77.02% | |
| 2025-03-14 17:09:01,172 - train - INFO - Epoch: 46 | Test Loss: 0.678 | Test Acc: 77.36% | |
| 2025-03-14 17:09:11,645 - train - INFO - Epoch: 47 | Batch: 0 | Loss: 0.802 | Acc: 75.00% | |
| 2025-03-14 17:09:16,423 - train - INFO - Epoch: 47 | Batch: 100 | Loss: 0.678 | Acc: 77.54% | |
| 2025-03-14 17:09:21,134 - train - INFO - Epoch: 47 | Batch: 200 | Loss: 0.685 | Acc: 77.14% | |
| 2025-03-14 17:09:25,859 - train - INFO - Epoch: 47 | Batch: 300 | Loss: 0.686 | Acc: 77.04% | |
| 2025-03-14 17:09:32,508 - train - INFO - Epoch: 47 | Test Loss: 0.719 | Test Acc: 75.71% | |
| 2025-03-14 17:09:32,758 - train - INFO - Epoch: 48 | Batch: 0 | Loss: 0.627 | Acc: 78.12% | |
| 2025-03-14 17:09:37,370 - train - INFO - Epoch: 48 | Batch: 100 | Loss: 0.686 | Acc: 77.20% | |
| 2025-03-14 17:09:42,102 - train - INFO - Epoch: 48 | Batch: 200 | Loss: 0.683 | Acc: 77.31% | |
| 2025-03-14 17:09:46,664 - train - INFO - Epoch: 48 | Batch: 300 | Loss: 0.689 | Acc: 77.06% | |
| 2025-03-14 17:09:52,593 - train - INFO - Epoch: 48 | Test Loss: 0.675 | Test Acc: 77.54% | |
| 2025-03-14 17:10:02,821 - train - INFO - Epoch: 49 | Batch: 0 | Loss: 0.744 | Acc: 73.44% | |
| 2025-03-14 17:10:07,457 - train - INFO - Epoch: 49 | Batch: 100 | Loss: 0.681 | Acc: 77.34% | |
| 2025-03-14 17:10:12,289 - train - INFO - Epoch: 49 | Batch: 200 | Loss: 0.683 | Acc: 77.25% | |
| 2025-03-14 17:10:17,314 - train - INFO - Epoch: 49 | Batch: 300 | Loss: 0.684 | Acc: 77.20% | |
| 2025-03-14 17:10:22,971 - train - INFO - Epoch: 49 | Test Loss: 0.678 | Test Acc: 77.32% | |
| 2025-03-14 17:10:23,275 - train - INFO - Epoch: 50 | Batch: 0 | Loss: 0.559 | Acc: 79.69% | |
| 2025-03-14 17:10:27,808 - train - INFO - Epoch: 50 | Batch: 100 | Loss: 0.661 | Acc: 77.69% | |
| 2025-03-14 17:10:32,281 - train - INFO - Epoch: 50 | Batch: 200 | Loss: 0.671 | Acc: 77.64% | |
| 2025-03-14 17:10:36,722 - train - INFO - Epoch: 50 | Batch: 300 | Loss: 0.675 | Acc: 77.45% | |
| 2025-03-14 17:10:42,250 - train - INFO - Epoch: 50 | Test Loss: 0.691 | Test Acc: 76.73% | |
| 2025-03-14 17:10:52,217 - train - INFO - 训练完成! | |