| 2025-04-20 22:44:29,216 - train - INFO - 开始训练 ResNet18_noisy | |
| 2025-04-20 22:44:29,216 - train - INFO - 总轮数: 50, 学习率: 0.1, 设备: cuda:0 | |
| 2025-04-20 22:44:34,379 - train - INFO - Epoch: 1 | Train Loss: 2.262 | Train Acc: 11.52% | Test Loss: 2.026 | Test Acc: 19.85% | |
| 2025-04-20 22:44:44,138 - train - INFO - Epoch: 2 | Train Loss: 1.884 | Train Acc: 25.52% | Test Loss: 1.743 | Test Acc: 31.83% | |
| 2025-04-20 22:44:51,327 - train - INFO - Epoch: 3 | Train Loss: 1.694 | Train Acc: 34.26% | Test Loss: 1.720 | Test Acc: 35.05% | |
| 2025-04-20 22:44:56,019 - train - INFO - Epoch: 4 | Train Loss: 1.587 | Train Acc: 40.28% | Test Loss: 1.680 | Test Acc: 40.11% | |
| 2025-04-20 22:45:03,334 - train - INFO - Epoch: 5 | Train Loss: 1.519 | Train Acc: 44.41% | Test Loss: 1.478 | Test Acc: 46.57% | |
| 2025-04-20 22:45:08,081 - train - INFO - Epoch: 6 | Train Loss: 1.489 | Train Acc: 46.24% | Test Loss: 1.499 | Test Acc: 46.51% | |
| 2025-04-20 22:45:15,472 - train - INFO - Epoch: 7 | Train Loss: 1.454 | Train Acc: 48.06% | Test Loss: 1.547 | Test Acc: 45.50% | |
| 2025-04-20 22:45:19,794 - train - INFO - Epoch: 8 | Train Loss: 1.418 | Train Acc: 49.20% | Test Loss: 1.387 | Test Acc: 50.83% | |
| 2025-04-20 22:45:26,879 - train - INFO - Epoch: 9 | Train Loss: 1.395 | Train Acc: 50.14% | Test Loss: 1.383 | Test Acc: 51.07% | |
| 2025-04-20 22:45:31,525 - train - INFO - Epoch: 10 | Train Loss: 1.370 | Train Acc: 51.85% | Test Loss: 1.454 | Test Acc: 48.58% | |
| 2025-04-20 22:45:38,728 - train - INFO - Epoch: 11 | Train Loss: 1.365 | Train Acc: 52.17% | Test Loss: 1.444 | Test Acc: 49.78% | |
| 2025-04-20 22:45:43,410 - train - INFO - Epoch: 12 | Train Loss: 1.345 | Train Acc: 52.89% | Test Loss: 1.369 | Test Acc: 52.31% | |
| 2025-04-20 22:45:51,031 - train - INFO - Epoch: 13 | Train Loss: 1.325 | Train Acc: 53.54% | Test Loss: 1.374 | Test Acc: 52.13% | |
| 2025-04-20 22:45:55,957 - train - INFO - Epoch: 14 | Train Loss: 1.339 | Train Acc: 53.07% | Test Loss: 1.390 | Test Acc: 51.78% | |
| 2025-04-20 22:46:03,461 - train - INFO - Epoch: 15 | Train Loss: 1.282 | Train Acc: 55.30% | Test Loss: 1.431 | Test Acc: 50.19% | |
| 2025-04-20 22:46:08,121 - train - INFO - Epoch: 16 | Train Loss: 1.261 | Train Acc: 56.18% | Test Loss: 1.417 | Test Acc: 52.37% | |
| 2025-04-20 22:46:15,157 - train - INFO - Epoch: 17 | Train Loss: 1.231 | Train Acc: 57.15% | Test Loss: 1.303 | Test Acc: 54.76% | |
| 2025-04-20 22:46:19,986 - train - INFO - Epoch: 18 | Train Loss: 1.204 | Train Acc: 58.29% | Test Loss: 1.347 | Test Acc: 53.82% | |
| 2025-04-20 22:46:27,099 - train - INFO - Epoch: 19 | Train Loss: 1.205 | Train Acc: 58.26% | Test Loss: 1.349 | Test Acc: 53.44% | |
| 2025-04-20 22:46:31,649 - train - INFO - Epoch: 20 | Train Loss: 1.143 | Train Acc: 60.38% | Test Loss: 1.360 | Test Acc: 52.79% | |
| 2025-04-20 22:46:38,862 - train - INFO - Epoch: 21 | Train Loss: 1.127 | Train Acc: 60.87% | Test Loss: 1.282 | Test Acc: 56.46% | |
| 2025-04-20 22:46:43,613 - train - INFO - Epoch: 22 | Train Loss: 1.086 | Train Acc: 62.39% | Test Loss: 1.253 | Test Acc: 57.97% | |
| 2025-04-20 22:46:50,556 - train - INFO - Epoch: 23 | Train Loss: 1.071 | Train Acc: 62.69% | Test Loss: 1.326 | Test Acc: 55.30% | |
| 2025-04-20 22:46:55,224 - train - INFO - Epoch: 24 | Train Loss: 1.031 | Train Acc: 64.16% | Test Loss: 1.172 | Test Acc: 60.31% | |
| 2025-04-20 22:47:02,466 - train - INFO - Epoch: 25 | Train Loss: 0.998 | Train Acc: 65.47% | Test Loss: 1.173 | Test Acc: 60.69% | |
| 2025-04-20 22:47:07,190 - train - INFO - Epoch: 26 | Train Loss: 0.973 | Train Acc: 65.99% | Test Loss: 1.186 | Test Acc: 59.48% | |
| 2025-04-20 22:47:13,493 - train - INFO - Epoch: 27 | Train Loss: 0.962 | Train Acc: 66.36% | Test Loss: 1.197 | Test Acc: 59.65% | |
| 2025-04-20 22:47:18,171 - train - INFO - Epoch: 28 | Train Loss: 0.912 | Train Acc: 68.22% | Test Loss: 1.258 | Test Acc: 58.30% | |
| 2025-04-20 22:47:25,203 - train - INFO - Epoch: 29 | Train Loss: 0.880 | Train Acc: 69.27% | Test Loss: 1.227 | Test Acc: 58.78% | |
| 2025-04-20 22:47:29,257 - train - INFO - Epoch: 30 | Train Loss: 0.851 | Train Acc: 70.27% | Test Loss: 1.109 | Test Acc: 62.45% | |
| 2025-04-20 22:47:36,594 - train - INFO - Epoch: 31 | Train Loss: 0.824 | Train Acc: 71.21% | Test Loss: 1.074 | Test Acc: 63.26% | |
| 2025-04-20 22:47:41,178 - train - INFO - Epoch: 32 | Train Loss: 0.800 | Train Acc: 72.12% | Test Loss: 1.094 | Test Acc: 63.78% | |
| 2025-04-20 22:47:49,017 - train - INFO - Epoch: 33 | Train Loss: 0.764 | Train Acc: 73.01% | Test Loss: 1.227 | Test Acc: 60.52% | |
| 2025-04-20 22:47:53,814 - train - INFO - Epoch: 34 | Train Loss: 0.742 | Train Acc: 73.79% | Test Loss: 1.099 | Test Acc: 62.92% | |
| 2025-04-20 22:48:01,128 - train - INFO - Epoch: 35 | Train Loss: 0.705 | Train Acc: 75.18% | Test Loss: 1.130 | Test Acc: 64.06% | |
| 2025-04-20 22:48:05,628 - train - INFO - Epoch: 36 | Train Loss: 0.678 | Train Acc: 75.82% | Test Loss: 1.180 | Test Acc: 62.21% | |
| 2025-04-20 22:48:12,927 - train - INFO - Epoch: 37 | Train Loss: 0.654 | Train Acc: 76.67% | Test Loss: 1.202 | Test Acc: 61.62% | |
| 2025-04-20 22:48:17,283 - train - INFO - Epoch: 38 | Train Loss: 0.611 | Train Acc: 78.29% | Test Loss: 1.231 | Test Acc: 62.31% | |
| 2025-04-20 22:48:24,168 - train - INFO - Epoch: 39 | Train Loss: 0.581 | Train Acc: 79.08% | Test Loss: 1.306 | Test Acc: 61.88% | |
| 2025-04-20 22:48:28,811 - train - INFO - Epoch: 40 | Train Loss: 0.537 | Train Acc: 80.73% | Test Loss: 1.290 | Test Acc: 63.20% | |
| 2025-04-20 22:48:35,962 - train - INFO - Epoch: 41 | Train Loss: 0.487 | Train Acc: 82.47% | Test Loss: 1.235 | Test Acc: 64.93% | |
| 2025-04-20 22:48:40,648 - train - INFO - Epoch: 42 | Train Loss: 0.443 | Train Acc: 84.31% | Test Loss: 1.278 | Test Acc: 65.00% | |
| 2025-04-20 22:48:48,118 - train - INFO - Epoch: 43 | Train Loss: 0.410 | Train Acc: 85.43% | Test Loss: 1.398 | Test Acc: 63.32% | |
| 2025-04-20 22:48:52,898 - train - INFO - Epoch: 44 | Train Loss: 0.369 | Train Acc: 86.90% | Test Loss: 1.472 | Test Acc: 63.30% | |
| 2025-04-20 22:49:00,307 - train - INFO - Epoch: 45 | Train Loss: 0.325 | Train Acc: 88.47% | Test Loss: 1.483 | Test Acc: 64.48% | |
| 2025-04-20 22:49:05,338 - train - INFO - Epoch: 46 | Train Loss: 0.283 | Train Acc: 90.08% | Test Loss: 1.510 | Test Acc: 65.00% | |
| 2025-04-20 22:49:12,192 - train - INFO - Epoch: 47 | Train Loss: 0.246 | Train Acc: 91.42% | Test Loss: 1.536 | Test Acc: 64.82% | |
| 2025-04-20 22:49:17,063 - train - INFO - Epoch: 48 | Train Loss: 0.219 | Train Acc: 92.59% | Test Loss: 1.548 | Test Acc: 64.79% | |
| 2025-04-20 22:49:24,238 - train - INFO - Epoch: 49 | Train Loss: 0.199 | Train Acc: 93.34% | Test Loss: 1.560 | Test Acc: 65.20% | |
| 2025-04-20 22:49:29,055 - train - INFO - Epoch: 50 | Train Loss: 0.187 | Train Acc: 93.78% | Test Loss: 1.556 | Test Acc: 65.06% | |
| 2025-04-20 22:49:31,683 - train - INFO - 训练完成! | |