| 2025-04-27 23:21:04,042 - train - INFO - 开始训练 VGG | |
| 2025-04-27 23:21:04,042 - train - INFO - 总轮数: 50, 学习率: 0.1, 设备: cuda:4 | |
| 2025-04-27 23:21:14,328 - train - INFO - Epoch: 1 | Train Loss: 2.504 | Train Acc: 11.44% | Test Loss: 2.199 | Test Acc: 20.13% | |
| 2025-04-27 23:21:32,802 - train - INFO - Epoch: 2 | Train Loss: 2.010 | Train Acc: 21.63% | Test Loss: 1.908 | Test Acc: 24.64% | |
| 2025-04-27 23:21:51,115 - train - INFO - Epoch: 3 | Train Loss: 1.793 | Train Acc: 28.48% | Test Loss: 1.649 | Test Acc: 35.76% | |
| 2025-04-27 23:22:01,084 - train - INFO - Epoch: 4 | Train Loss: 1.564 | Train Acc: 39.57% | Test Loss: 1.533 | Test Acc: 41.97% | |
| 2025-04-27 23:22:19,645 - train - INFO - Epoch: 5 | Train Loss: 1.276 | Train Acc: 53.88% | Test Loss: 1.471 | Test Acc: 49.14% | |
| 2025-04-27 23:22:29,365 - train - INFO - Epoch: 6 | Train Loss: 1.045 | Train Acc: 62.84% | Test Loss: 1.115 | Test Acc: 60.89% | |
| 2025-04-27 23:22:47,749 - train - INFO - Epoch: 7 | Train Loss: 0.912 | Train Acc: 68.10% | Test Loss: 1.384 | Test Acc: 56.61% | |
| 2025-04-27 23:22:57,511 - train - INFO - Epoch: 8 | Train Loss: 0.814 | Train Acc: 72.28% | Test Loss: 1.112 | Test Acc: 63.91% | |
| 2025-04-27 23:23:16,713 - train - INFO - Epoch: 9 | Train Loss: 0.730 | Train Acc: 75.75% | Test Loss: 0.939 | Test Acc: 70.12% | |
| 2025-04-27 23:23:26,674 - train - INFO - Epoch: 10 | Train Loss: 0.678 | Train Acc: 77.42% | Test Loss: 1.068 | Test Acc: 66.25% | |
| 2025-04-27 23:23:45,189 - train - INFO - Epoch: 11 | Train Loss: 0.637 | Train Acc: 78.73% | Test Loss: 0.673 | Test Acc: 77.52% | |
| 2025-04-27 23:23:54,764 - train - INFO - Epoch: 12 | Train Loss: 0.600 | Train Acc: 79.81% | Test Loss: 0.893 | Test Acc: 72.80% | |
| 2025-04-27 23:24:12,552 - train - INFO - Epoch: 13 | Train Loss: 0.573 | Train Acc: 80.90% | Test Loss: 0.787 | Test Acc: 74.93% | |
| 2025-04-27 23:24:21,967 - train - INFO - Epoch: 14 | Train Loss: 0.544 | Train Acc: 81.92% | Test Loss: 0.663 | Test Acc: 77.76% | |
| 2025-04-27 23:24:39,846 - train - INFO - Epoch: 15 | Train Loss: 0.519 | Train Acc: 82.69% | Test Loss: 0.880 | Test Acc: 73.43% | |
| 2025-04-27 23:24:49,304 - train - INFO - Epoch: 16 | Train Loss: 0.503 | Train Acc: 83.17% | Test Loss: 0.680 | Test Acc: 77.96% | |
| 2025-04-27 23:25:07,597 - train - INFO - Epoch: 17 | Train Loss: 0.491 | Train Acc: 83.62% | Test Loss: 0.736 | Test Acc: 75.31% | |
| 2025-04-27 23:25:17,278 - train - INFO - Epoch: 18 | Train Loss: 0.465 | Train Acc: 84.55% | Test Loss: 0.785 | Test Acc: 75.40% | |
| 2025-04-27 23:25:35,564 - train - INFO - Epoch: 19 | Train Loss: 0.460 | Train Acc: 84.69% | Test Loss: 0.580 | Test Acc: 80.76% | |
| 2025-04-27 23:25:45,166 - train - INFO - Epoch: 20 | Train Loss: 0.435 | Train Acc: 85.57% | Test Loss: 0.604 | Test Acc: 80.30% | |
| 2025-04-27 23:26:03,220 - train - INFO - Epoch: 21 | Train Loss: 0.422 | Train Acc: 85.89% | Test Loss: 0.717 | Test Acc: 77.05% | |
| 2025-04-27 23:26:13,314 - train - INFO - Epoch: 22 | Train Loss: 0.400 | Train Acc: 86.63% | Test Loss: 0.557 | Test Acc: 82.43% | |
| 2025-04-27 23:26:31,580 - train - INFO - Epoch: 23 | Train Loss: 0.390 | Train Acc: 86.98% | Test Loss: 0.495 | Test Acc: 84.39% | |
| 2025-04-27 23:26:41,144 - train - INFO - Epoch: 24 | Train Loss: 0.366 | Train Acc: 87.85% | Test Loss: 0.594 | Test Acc: 81.33% | |
| 2025-04-27 23:26:59,268 - train - INFO - Epoch: 25 | Train Loss: 0.349 | Train Acc: 88.40% | Test Loss: 0.529 | Test Acc: 83.04% | |
| 2025-04-27 23:27:09,078 - train - INFO - Epoch: 26 | Train Loss: 0.336 | Train Acc: 88.69% | Test Loss: 0.488 | Test Acc: 84.02% | |
| 2025-04-27 23:27:26,874 - train - INFO - Epoch: 27 | Train Loss: 0.326 | Train Acc: 89.13% | Test Loss: 0.453 | Test Acc: 85.49% | |
| 2025-04-27 23:27:37,074 - train - INFO - Epoch: 28 | Train Loss: 0.305 | Train Acc: 89.55% | Test Loss: 0.407 | Test Acc: 86.49% | |
| 2025-04-27 23:27:55,217 - train - INFO - Epoch: 29 | Train Loss: 0.292 | Train Acc: 90.22% | Test Loss: 0.480 | Test Acc: 85.06% | |
| 2025-04-27 23:28:04,984 - train - INFO - Epoch: 30 | Train Loss: 0.273 | Train Acc: 90.67% | Test Loss: 0.431 | Test Acc: 85.81% | |
| 2025-04-27 23:28:22,891 - train - INFO - Epoch: 31 | Train Loss: 0.253 | Train Acc: 91.49% | Test Loss: 0.450 | Test Acc: 85.93% | |
| 2025-04-27 23:28:32,600 - train - INFO - Epoch: 32 | Train Loss: 0.239 | Train Acc: 91.89% | Test Loss: 0.402 | Test Acc: 86.77% | |
| 2025-04-27 23:28:50,712 - train - INFO - Epoch: 33 | Train Loss: 0.227 | Train Acc: 92.36% | Test Loss: 0.437 | Test Acc: 86.49% | |
| 2025-04-27 23:29:00,537 - train - INFO - Epoch: 34 | Train Loss: 0.207 | Train Acc: 93.04% | Test Loss: 0.340 | Test Acc: 88.95% | |
| 2025-04-27 23:29:18,610 - train - INFO - Epoch: 35 | Train Loss: 0.189 | Train Acc: 93.56% | Test Loss: 0.346 | Test Acc: 88.97% | |
| 2025-04-27 23:29:28,458 - train - INFO - Epoch: 36 | Train Loss: 0.168 | Train Acc: 94.20% | Test Loss: 0.311 | Test Acc: 90.08% | |
| 2025-04-27 23:29:47,264 - train - INFO - Epoch: 37 | Train Loss: 0.149 | Train Acc: 95.00% | Test Loss: 0.374 | Test Acc: 88.99% | |
| 2025-04-27 23:29:57,184 - train - INFO - Epoch: 38 | Train Loss: 0.133 | Train Acc: 95.53% | Test Loss: 0.331 | Test Acc: 89.98% | |
| 2025-04-27 23:30:16,067 - train - INFO - Epoch: 39 | Train Loss: 0.113 | Train Acc: 96.10% | Test Loss: 0.317 | Test Acc: 90.55% | |
| 2025-04-27 23:30:26,560 - train - INFO - Epoch: 40 | Train Loss: 0.096 | Train Acc: 96.73% | Test Loss: 0.330 | Test Acc: 90.24% | |
| 2025-04-27 23:30:45,046 - train - INFO - Epoch: 41 | Train Loss: 0.084 | Train Acc: 97.13% | Test Loss: 0.308 | Test Acc: 91.16% | |
| 2025-04-27 23:30:54,627 - train - INFO - Epoch: 42 | Train Loss: 0.067 | Train Acc: 97.78% | Test Loss: 0.308 | Test Acc: 91.29% | |
| 2025-04-27 23:31:12,515 - train - INFO - Epoch: 43 | Train Loss: 0.051 | Train Acc: 98.30% | Test Loss: 0.298 | Test Acc: 91.77% | |
| 2025-04-27 23:31:22,090 - train - INFO - Epoch: 44 | Train Loss: 0.042 | Train Acc: 98.60% | Test Loss: 0.299 | Test Acc: 91.98% | |
| 2025-04-27 23:31:39,859 - train - INFO - Epoch: 45 | Train Loss: 0.034 | Train Acc: 98.87% | Test Loss: 0.302 | Test Acc: 92.00% | |
| 2025-04-27 23:31:49,554 - train - INFO - Epoch: 46 | Train Loss: 0.026 | Train Acc: 99.18% | Test Loss: 0.290 | Test Acc: 92.53% | |
| 2025-04-27 23:32:08,080 - train - INFO - Epoch: 47 | Train Loss: 0.023 | Train Acc: 99.28% | Test Loss: 0.285 | Test Acc: 92.72% | |
| 2025-04-27 23:32:17,916 - train - INFO - Epoch: 48 | Train Loss: 0.020 | Train Acc: 99.42% | Test Loss: 0.287 | Test Acc: 92.58% | |
| 2025-04-27 23:32:35,968 - train - INFO - Epoch: 49 | Train Loss: 0.018 | Train Acc: 99.50% | Test Loss: 0.285 | Test Acc: 92.68% | |
| 2025-04-27 23:33:24,737 - train - INFO - Epoch: 50 | Train Loss: 0.016 | Train Acc: 99.53% | Test Loss: 0.288 | Test Acc: 92.60% | |
| 2025-04-27 23:33:33,343 - train - INFO - 训练完成! | |