| 2025-04-27 18:36:31,938 - train - INFO - 开始训练 LeNet5 | |
| 2025-04-27 18:36:31,938 - train - INFO - 总轮数: 50, 学习率: 0.1, 设备: cuda:0 | |
| 2025-04-27 18:36:41,953 - train - INFO - Epoch: 1 | Train Loss: 2.048 | Train Acc: 20.11% | Test Loss: 1.933 | Test Acc: 24.68% | |
| 2025-04-27 18:37:11,535 - train - INFO - Epoch: 2 | Train Loss: 1.868 | Train Acc: 29.11% | Test Loss: 1.765 | Test Acc: 35.29% | |
| 2025-04-27 18:37:32,137 - train - INFO - Epoch: 3 | Train Loss: 1.779 | Train Acc: 33.33% | Test Loss: 1.700 | Test Acc: 35.59% | |
| 2025-04-27 18:37:42,690 - train - INFO - Epoch: 4 | Train Loss: 1.734 | Train Acc: 36.51% | Test Loss: 1.574 | Test Acc: 42.09% | |
| 2025-04-27 18:38:05,208 - train - INFO - Epoch: 5 | Train Loss: 1.696 | Train Acc: 38.30% | Test Loss: 1.634 | Test Acc: 39.71% | |
| 2025-04-27 18:38:17,605 - train - INFO - Epoch: 6 | Train Loss: 1.652 | Train Acc: 40.26% | Test Loss: 1.587 | Test Acc: 42.32% | |
| 2025-04-27 18:38:40,090 - train - INFO - Epoch: 7 | Train Loss: 1.655 | Train Acc: 39.95% | Test Loss: 1.590 | Test Acc: 42.79% | |
| 2025-04-27 18:38:52,748 - train - INFO - Epoch: 8 | Train Loss: 1.641 | Train Acc: 40.72% | Test Loss: 1.540 | Test Acc: 44.40% | |
| 2025-04-27 18:39:15,383 - train - INFO - Epoch: 9 | Train Loss: 1.607 | Train Acc: 41.91% | Test Loss: 1.524 | Test Acc: 45.51% | |
| 2025-04-27 18:39:28,061 - train - INFO - Epoch: 10 | Train Loss: 1.586 | Train Acc: 43.19% | Test Loss: 1.546 | Test Acc: 45.77% | |
| 2025-04-27 18:39:50,772 - train - INFO - Epoch: 11 | Train Loss: 1.583 | Train Acc: 43.70% | Test Loss: 1.481 | Test Acc: 47.34% | |
| 2025-04-27 18:40:03,423 - train - INFO - Epoch: 12 | Train Loss: 1.564 | Train Acc: 44.22% | Test Loss: 1.491 | Test Acc: 48.60% | |
| 2025-04-27 18:40:27,675 - train - INFO - Epoch: 13 | Train Loss: 1.548 | Train Acc: 45.02% | Test Loss: 1.511 | Test Acc: 47.65% | |
| 2025-04-27 18:40:41,106 - train - INFO - Epoch: 14 | Train Loss: 1.527 | Train Acc: 45.84% | Test Loss: 1.484 | Test Acc: 47.51% | |
| 2025-04-27 18:41:06,431 - train - INFO - Epoch: 15 | Train Loss: 1.519 | Train Acc: 46.16% | Test Loss: 1.483 | Test Acc: 47.30% | |
| 2025-04-27 18:41:20,757 - train - INFO - Epoch: 16 | Train Loss: 1.500 | Train Acc: 47.08% | Test Loss: 1.363 | Test Acc: 52.10% | |
| 2025-04-27 18:41:44,910 - train - INFO - Epoch: 17 | Train Loss: 1.481 | Train Acc: 47.83% | Test Loss: 1.386 | Test Acc: 51.12% | |
| 2025-04-27 18:41:59,491 - train - INFO - Epoch: 18 | Train Loss: 1.473 | Train Acc: 48.39% | Test Loss: 1.326 | Test Acc: 54.12% | |
| 2025-04-27 18:42:23,632 - train - INFO - Epoch: 19 | Train Loss: 1.442 | Train Acc: 49.53% | Test Loss: 1.351 | Test Acc: 52.47% | |
| 2025-04-27 18:42:37,655 - train - INFO - Epoch: 20 | Train Loss: 1.411 | Train Acc: 50.34% | Test Loss: 1.365 | Test Acc: 52.17% | |
| 2025-04-27 18:43:01,669 - train - INFO - Epoch: 21 | Train Loss: 1.397 | Train Acc: 51.10% | Test Loss: 1.296 | Test Acc: 55.15% | |
| 2025-04-27 18:43:15,946 - train - INFO - Epoch: 22 | Train Loss: 1.361 | Train Acc: 52.24% | Test Loss: 1.274 | Test Acc: 56.02% | |
| 2025-04-27 18:43:39,812 - train - INFO - Epoch: 23 | Train Loss: 1.324 | Train Acc: 53.94% | Test Loss: 1.225 | Test Acc: 57.18% | |
| 2025-04-27 18:43:53,974 - train - INFO - Epoch: 24 | Train Loss: 1.306 | Train Acc: 54.73% | Test Loss: 1.209 | Test Acc: 58.18% | |
| 2025-04-27 18:44:18,254 - train - INFO - Epoch: 25 | Train Loss: 1.300 | Train Acc: 54.80% | Test Loss: 1.196 | Test Acc: 59.16% | |
| 2025-04-27 18:44:32,758 - train - INFO - Epoch: 26 | Train Loss: 1.271 | Train Acc: 55.43% | Test Loss: 1.153 | Test Acc: 60.62% | |
| 2025-04-27 18:44:56,529 - train - INFO - Epoch: 27 | Train Loss: 1.238 | Train Acc: 56.80% | Test Loss: 1.162 | Test Acc: 59.59% | |
| 2025-04-27 18:45:10,641 - train - INFO - Epoch: 28 | Train Loss: 1.218 | Train Acc: 57.59% | Test Loss: 1.133 | Test Acc: 60.59% | |
| 2025-04-27 18:45:35,166 - train - INFO - Epoch: 29 | Train Loss: 1.214 | Train Acc: 57.69% | Test Loss: 1.069 | Test Acc: 63.09% | |
| 2025-04-27 18:45:48,888 - train - INFO - Epoch: 30 | Train Loss: 1.170 | Train Acc: 59.16% | Test Loss: 1.178 | Test Acc: 60.86% | |
| 2025-04-27 18:46:13,110 - train - INFO - Epoch: 31 | Train Loss: 1.152 | Train Acc: 59.85% | Test Loss: 1.067 | Test Acc: 62.96% | |
| 2025-04-27 18:46:27,605 - train - INFO - Epoch: 32 | Train Loss: 1.136 | Train Acc: 60.26% | Test Loss: 1.064 | Test Acc: 63.77% | |
| 2025-04-27 18:46:51,959 - train - INFO - Epoch: 33 | Train Loss: 1.107 | Train Acc: 61.23% | Test Loss: 1.042 | Test Acc: 64.11% | |
| 2025-04-27 18:47:06,250 - train - INFO - Epoch: 34 | Train Loss: 1.087 | Train Acc: 61.95% | Test Loss: 0.983 | Test Acc: 65.99% | |
| 2025-04-27 18:47:30,454 - train - INFO - Epoch: 35 | Train Loss: 1.067 | Train Acc: 62.69% | Test Loss: 0.976 | Test Acc: 66.39% | |
| 2025-04-27 18:47:44,863 - train - INFO - Epoch: 36 | Train Loss: 1.045 | Train Acc: 63.32% | Test Loss: 0.943 | Test Acc: 67.46% | |
| 2025-04-27 18:48:08,818 - train - INFO - Epoch: 37 | Train Loss: 1.016 | Train Acc: 64.34% | Test Loss: 0.947 | Test Acc: 67.44% | |
| 2025-04-27 18:48:22,514 - train - INFO - Epoch: 38 | Train Loss: 0.992 | Train Acc: 64.99% | Test Loss: 0.914 | Test Acc: 68.51% | |
| 2025-04-27 18:48:46,920 - train - INFO - Epoch: 39 | Train Loss: 0.984 | Train Acc: 65.53% | Test Loss: 0.911 | Test Acc: 68.43% | |
| 2025-04-27 18:49:01,158 - train - INFO - Epoch: 40 | Train Loss: 0.954 | Train Acc: 66.42% | Test Loss: 0.913 | Test Acc: 68.27% | |
| 2025-04-27 18:49:25,049 - train - INFO - Epoch: 41 | Train Loss: 0.943 | Train Acc: 66.91% | Test Loss: 0.868 | Test Acc: 69.90% | |
| 2025-04-27 18:49:39,635 - train - INFO - Epoch: 42 | Train Loss: 0.919 | Train Acc: 67.88% | Test Loss: 0.862 | Test Acc: 69.88% | |
| 2025-04-27 18:50:03,987 - train - INFO - Epoch: 43 | Train Loss: 0.903 | Train Acc: 68.42% | Test Loss: 0.898 | Test Acc: 68.75% | |
| 2025-04-27 18:50:17,666 - train - INFO - Epoch: 44 | Train Loss: 0.893 | Train Acc: 68.65% | Test Loss: 0.848 | Test Acc: 70.81% | |
| 2025-04-27 18:50:41,857 - train - INFO - Epoch: 45 | Train Loss: 0.884 | Train Acc: 69.11% | Test Loss: 0.841 | Test Acc: 70.42% | |
| 2025-04-27 18:50:55,717 - train - INFO - Epoch: 46 | Train Loss: 0.870 | Train Acc: 69.32% | Test Loss: 0.839 | Test Acc: 70.57% | |
| 2025-04-27 18:51:19,949 - train - INFO - Epoch: 47 | Train Loss: 0.860 | Train Acc: 69.65% | Test Loss: 0.833 | Test Acc: 71.17% | |
| 2025-04-27 18:51:34,031 - train - INFO - Epoch: 48 | Train Loss: 0.853 | Train Acc: 69.87% | Test Loss: 0.817 | Test Acc: 71.26% | |
| 2025-04-27 18:51:57,934 - train - INFO - Epoch: 49 | Train Loss: 0.847 | Train Acc: 70.16% | Test Loss: 0.826 | Test Acc: 71.47% | |
| 2025-04-27 18:52:12,078 - train - INFO - Epoch: 50 | Train Loss: 0.842 | Train Acc: 70.58% | Test Loss: 0.815 | Test Acc: 71.56% | |
| 2025-04-27 18:52:21,897 - train - INFO - 训练完成! | |