| 2025-04-19 17:45:03,087 - train - INFO - 开始训练 ResNet18_Backdoored | |
| 2025-04-19 17:45:03,088 - train - INFO - 总轮数: 50, 学习率: 0.1, 设备: cuda:0 | |
| 2025-04-19 17:45:13,853 - train - INFO - Epoch: 1 | Train Loss: 2.044 | Train Acc: 25.96% | Test Loss: 1.632 | Test Acc: 39.02% | |
| 2025-04-19 17:45:25,341 - train - INFO - Epoch: 2 | Train Loss: 1.563 | Train Acc: 41.94% | Test Loss: 1.508 | Test Acc: 46.76% | |
| 2025-04-19 17:45:39,046 - train - INFO - Epoch: 3 | Train Loss: 1.330 | Train Acc: 52.04% | Test Loss: 1.428 | Test Acc: 51.93% | |
| 2025-04-19 17:45:49,500 - train - INFO - Epoch: 4 | Train Loss: 0.910 | Train Acc: 67.76% | Test Loss: 0.991 | Test Acc: 65.22% | |
| 2025-04-19 17:46:03,252 - train - INFO - Epoch: 5 | Train Loss: 0.724 | Train Acc: 74.57% | Test Loss: 0.966 | Test Acc: 67.50% | |
| 2025-04-19 17:46:14,349 - train - INFO - Epoch: 6 | Train Loss: 0.598 | Train Acc: 79.21% | Test Loss: 0.760 | Test Acc: 74.30% | |
| 2025-04-19 17:46:28,348 - train - INFO - Epoch: 7 | Train Loss: 0.516 | Train Acc: 82.15% | Test Loss: 0.670 | Test Acc: 77.00% | |
| 2025-04-19 17:46:38,999 - train - INFO - Epoch: 8 | Train Loss: 0.458 | Train Acc: 84.24% | Test Loss: 0.765 | Test Acc: 74.67% | |
| 2025-04-19 17:46:52,504 - train - INFO - Epoch: 9 | Train Loss: 0.405 | Train Acc: 86.05% | Test Loss: 0.857 | Test Acc: 73.74% | |
| 2025-04-19 17:47:02,724 - train - INFO - Epoch: 10 | Train Loss: 0.368 | Train Acc: 87.25% | Test Loss: 0.734 | Test Acc: 77.17% | |
| 2025-04-19 17:47:14,551 - train - INFO - Epoch: 11 | Train Loss: 0.329 | Train Acc: 88.65% | Test Loss: 0.700 | Test Acc: 77.61% | |
| 2025-04-19 17:47:25,277 - train - INFO - Epoch: 12 | Train Loss: 0.299 | Train Acc: 89.47% | Test Loss: 0.829 | Test Acc: 74.24% | |
| 2025-04-19 17:47:39,059 - train - INFO - Epoch: 13 | Train Loss: 0.282 | Train Acc: 90.25% | Test Loss: 0.734 | Test Acc: 77.93% | |
| 2025-04-19 17:47:49,749 - train - INFO - Epoch: 14 | Train Loss: 0.249 | Train Acc: 91.25% | Test Loss: 0.678 | Test Acc: 78.69% | |
| 2025-04-19 17:48:03,208 - train - INFO - Epoch: 15 | Train Loss: 0.224 | Train Acc: 92.30% | Test Loss: 1.247 | Test Acc: 66.83% | |
| 2025-04-19 17:48:13,513 - train - INFO - Epoch: 16 | Train Loss: 0.209 | Train Acc: 92.85% | Test Loss: 0.906 | Test Acc: 74.92% | |
| 2025-04-19 17:48:27,285 - train - INFO - Epoch: 17 | Train Loss: 0.187 | Train Acc: 93.64% | Test Loss: 0.715 | Test Acc: 79.44% | |
| 2025-04-19 17:48:38,082 - train - INFO - Epoch: 18 | Train Loss: 0.170 | Train Acc: 94.14% | Test Loss: 0.838 | Test Acc: 77.17% | |
| 2025-04-19 17:48:51,110 - train - INFO - Epoch: 19 | Train Loss: 0.152 | Train Acc: 94.85% | Test Loss: 0.698 | Test Acc: 79.58% | |
| 2025-04-19 17:49:01,617 - train - INFO - Epoch: 20 | Train Loss: 0.156 | Train Acc: 94.67% | Test Loss: 0.745 | Test Acc: 79.44% | |
| 2025-04-19 17:49:15,412 - train - INFO - Epoch: 21 | Train Loss: 0.135 | Train Acc: 95.28% | Test Loss: 0.764 | Test Acc: 78.12% | |
| 2025-04-19 17:49:25,845 - train - INFO - Epoch: 22 | Train Loss: 0.115 | Train Acc: 96.04% | Test Loss: 0.766 | Test Acc: 79.70% | |
| 2025-04-19 17:49:39,319 - train - INFO - Epoch: 23 | Train Loss: 0.107 | Train Acc: 96.31% | Test Loss: 0.792 | Test Acc: 79.11% | |
| 2025-04-19 17:49:48,989 - train - INFO - Epoch: 24 | Train Loss: 0.099 | Train Acc: 96.75% | Test Loss: 0.730 | Test Acc: 80.06% | |
| 2025-04-19 17:50:01,385 - train - INFO - Epoch: 25 | Train Loss: 0.086 | Train Acc: 97.15% | Test Loss: 0.819 | Test Acc: 79.62% | |
| 2025-04-19 17:50:12,149 - train - INFO - Epoch: 26 | Train Loss: 0.074 | Train Acc: 97.46% | Test Loss: 0.791 | Test Acc: 79.25% | |
| 2025-04-19 17:50:25,904 - train - INFO - Epoch: 27 | Train Loss: 0.066 | Train Acc: 97.79% | Test Loss: 0.821 | Test Acc: 79.12% | |
| 2025-04-19 17:50:36,315 - train - INFO - Epoch: 28 | Train Loss: 0.054 | Train Acc: 98.27% | Test Loss: 0.772 | Test Acc: 81.32% | |
| 2025-04-19 17:50:50,307 - train - INFO - Epoch: 29 | Train Loss: 0.043 | Train Acc: 98.63% | Test Loss: 0.756 | Test Acc: 80.84% | |
| 2025-04-19 17:51:00,935 - train - INFO - Epoch: 30 | Train Loss: 0.036 | Train Acc: 98.94% | Test Loss: 0.760 | Test Acc: 80.72% | |
| 2025-04-19 17:51:15,171 - train - INFO - Epoch: 31 | Train Loss: 0.025 | Train Acc: 99.28% | Test Loss: 0.716 | Test Acc: 81.52% | |
| 2025-04-19 17:51:25,053 - train - INFO - Epoch: 32 | Train Loss: 0.016 | Train Acc: 99.57% | Test Loss: 0.638 | Test Acc: 83.85% | |
| 2025-04-19 17:51:38,838 - train - INFO - Epoch: 33 | Train Loss: 0.008 | Train Acc: 99.86% | Test Loss: 0.545 | Test Acc: 85.72% | |
| 2025-04-19 17:51:49,294 - train - INFO - Epoch: 34 | Train Loss: 0.002 | Train Acc: 99.99% | Test Loss: 0.484 | Test Acc: 86.91% | |
| 2025-04-19 17:52:03,268 - train - INFO - Epoch: 35 | Train Loss: 0.001 | Train Acc: 100.00% | Test Loss: 0.468 | Test Acc: 86.98% | |
| 2025-04-19 17:52:13,816 - train - INFO - Epoch: 36 | Train Loss: 0.001 | Train Acc: 100.00% | Test Loss: 0.461 | Test Acc: 86.93% | |
| 2025-04-19 17:52:27,648 - train - INFO - Epoch: 37 | Train Loss: 0.002 | Train Acc: 100.00% | Test Loss: 0.447 | Test Acc: 87.05% | |
| 2025-04-19 17:52:38,174 - train - INFO - Epoch: 38 | Train Loss: 0.002 | Train Acc: 100.00% | Test Loss: 0.438 | Test Acc: 87.05% | |
| 2025-04-19 17:52:51,895 - train - INFO - Epoch: 39 | Train Loss: 0.002 | Train Acc: 100.00% | Test Loss: 0.440 | Test Acc: 87.16% | |
| 2025-04-19 17:53:02,313 - train - INFO - Epoch: 40 | Train Loss: 0.002 | Train Acc: 100.00% | Test Loss: 0.435 | Test Acc: 87.23% | |
| 2025-04-19 17:53:16,281 - train - INFO - Epoch: 41 | Train Loss: 0.002 | Train Acc: 100.00% | Test Loss: 0.435 | Test Acc: 87.13% | |
| 2025-04-19 17:53:26,815 - train - INFO - Epoch: 42 | Train Loss: 0.002 | Train Acc: 100.00% | Test Loss: 0.432 | Test Acc: 87.29% | |
| 2025-04-19 17:53:40,518 - train - INFO - Epoch: 43 | Train Loss: 0.002 | Train Acc: 100.00% | Test Loss: 0.428 | Test Acc: 87.31% | |
| 2025-04-19 17:53:50,988 - train - INFO - Epoch: 44 | Train Loss: 0.002 | Train Acc: 100.00% | Test Loss: 0.430 | Test Acc: 87.25% | |
| 2025-04-19 17:54:04,726 - train - INFO - Epoch: 45 | Train Loss: 0.002 | Train Acc: 100.00% | Test Loss: 0.427 | Test Acc: 87.25% | |
| 2025-04-19 17:54:15,213 - train - INFO - Epoch: 46 | Train Loss: 0.002 | Train Acc: 100.00% | Test Loss: 0.435 | Test Acc: 87.27% | |
| 2025-04-19 17:54:28,814 - train - INFO - Epoch: 47 | Train Loss: 0.002 | Train Acc: 100.00% | Test Loss: 0.438 | Test Acc: 87.40% | |
| 2025-04-19 17:54:37,593 - train - INFO - Epoch: 48 | Train Loss: 0.002 | Train Acc: 100.00% | Test Loss: 0.430 | Test Acc: 87.39% | |
| 2025-04-19 17:54:51,123 - train - INFO - Epoch: 49 | Train Loss: 0.002 | Train Acc: 100.00% | Test Loss: 0.448 | Test Acc: 87.18% | |
| 2025-04-19 17:55:01,764 - train - INFO - Epoch: 50 | Train Loss: 0.002 | Train Acc: 100.00% | Test Loss: 0.434 | Test Acc: 87.32% | |
| 2025-04-19 17:55:05,092 - train - INFO - 训练完成! | |