| 2025-04-27 21:09:54,495 - train - INFO - 开始训练 SENet18_Backdoored | |
| 2025-04-27 21:09:54,495 - train - INFO - 总轮数: 50, 学习率: 0.1, 设备: cuda:3 | |
| 2025-04-27 21:10:12,447 - train - INFO - Epoch: 1 | Train Loss: 1.752 | Train Acc: 35.46% | Test Loss: 1.426 | Test Acc: 47.98% | |
| 2025-04-27 21:10:38,707 - train - INFO - Epoch: 2 | Train Loss: 1.226 | Train Acc: 55.71% | Test Loss: 1.356 | Test Acc: 52.33% | |
| 2025-04-27 21:11:02,832 - train - INFO - Epoch: 3 | Train Loss: 0.822 | Train Acc: 71.12% | Test Loss: 0.883 | Test Acc: 69.21% | |
| 2025-04-27 21:11:21,448 - train - INFO - Epoch: 4 | Train Loss: 0.652 | Train Acc: 77.40% | Test Loss: 0.816 | Test Acc: 72.28% | |
| 2025-04-27 21:11:45,869 - train - INFO - Epoch: 5 | Train Loss: 0.543 | Train Acc: 81.20% | Test Loss: 0.717 | Test Acc: 75.14% | |
| 2025-04-27 21:12:04,233 - train - INFO - Epoch: 6 | Train Loss: 0.482 | Train Acc: 83.55% | Test Loss: 1.399 | Test Acc: 62.64% | |
| 2025-04-27 21:12:28,097 - train - INFO - Epoch: 7 | Train Loss: 0.425 | Train Acc: 85.37% | Test Loss: 0.729 | Test Acc: 75.78% | |
| 2025-04-27 21:12:46,738 - train - INFO - Epoch: 8 | Train Loss: 0.389 | Train Acc: 86.54% | Test Loss: 0.923 | Test Acc: 71.14% | |
| 2025-04-27 21:13:10,104 - train - INFO - Epoch: 9 | Train Loss: 0.359 | Train Acc: 87.58% | Test Loss: 0.842 | Test Acc: 74.76% | |
| 2025-04-27 21:13:28,581 - train - INFO - Epoch: 10 | Train Loss: 0.334 | Train Acc: 88.64% | Test Loss: 0.693 | Test Acc: 77.17% | |
| 2025-04-27 21:13:52,173 - train - INFO - Epoch: 11 | Train Loss: 0.299 | Train Acc: 89.83% | Test Loss: 0.834 | Test Acc: 73.46% | |
| 2025-04-27 21:14:10,643 - train - INFO - Epoch: 12 | Train Loss: 0.281 | Train Acc: 90.28% | Test Loss: 0.752 | Test Acc: 77.76% | |
| 2025-04-27 21:14:33,870 - train - INFO - Epoch: 13 | Train Loss: 0.276 | Train Acc: 90.42% | Test Loss: 1.028 | Test Acc: 70.33% | |
| 2025-04-27 21:14:52,121 - train - INFO - Epoch: 14 | Train Loss: 0.240 | Train Acc: 91.60% | Test Loss: 0.710 | Test Acc: 78.48% | |
| 2025-04-27 21:15:15,480 - train - INFO - Epoch: 15 | Train Loss: 0.224 | Train Acc: 92.25% | Test Loss: 1.022 | Test Acc: 72.37% | |
| 2025-04-27 21:15:33,902 - train - INFO - Epoch: 16 | Train Loss: 0.210 | Train Acc: 92.80% | Test Loss: 0.834 | Test Acc: 76.87% | |
| 2025-04-27 21:15:57,812 - train - INFO - Epoch: 17 | Train Loss: 0.192 | Train Acc: 93.40% | Test Loss: 0.715 | Test Acc: 79.13% | |
| 2025-04-27 21:16:16,259 - train - INFO - Epoch: 18 | Train Loss: 0.176 | Train Acc: 94.08% | Test Loss: 0.809 | Test Acc: 77.78% | |
| 2025-04-27 21:16:40,094 - train - INFO - Epoch: 19 | Train Loss: 0.156 | Train Acc: 94.58% | Test Loss: 0.764 | Test Acc: 78.64% | |
| 2025-04-27 21:16:57,887 - train - INFO - Epoch: 20 | Train Loss: 0.150 | Train Acc: 94.93% | Test Loss: 0.778 | Test Acc: 77.45% | |
| 2025-04-27 21:17:22,711 - train - INFO - Epoch: 21 | Train Loss: 0.147 | Train Acc: 95.00% | Test Loss: 0.878 | Test Acc: 77.49% | |
| 2025-04-27 21:17:40,405 - train - INFO - Epoch: 22 | Train Loss: 0.128 | Train Acc: 95.62% | Test Loss: 0.798 | Test Acc: 79.60% | |
| 2025-04-27 21:18:04,920 - train - INFO - Epoch: 23 | Train Loss: 0.116 | Train Acc: 95.98% | Test Loss: 0.722 | Test Acc: 80.06% | |
| 2025-04-27 21:18:21,701 - train - INFO - Epoch: 24 | Train Loss: 0.110 | Train Acc: 96.28% | Test Loss: 0.861 | Test Acc: 78.59% | |
| 2025-04-27 21:18:46,368 - train - INFO - Epoch: 25 | Train Loss: 0.098 | Train Acc: 96.61% | Test Loss: 1.059 | Test Acc: 75.55% | |
| 2025-04-27 21:19:03,388 - train - INFO - Epoch: 26 | Train Loss: 0.083 | Train Acc: 97.15% | Test Loss: 0.775 | Test Acc: 81.12% | |
| 2025-04-27 21:19:28,127 - train - INFO - Epoch: 27 | Train Loss: 0.078 | Train Acc: 97.30% | Test Loss: 0.741 | Test Acc: 81.64% | |
| 2025-04-27 21:19:45,400 - train - INFO - Epoch: 28 | Train Loss: 0.094 | Train Acc: 96.95% | Test Loss: 0.722 | Test Acc: 81.46% | |
| 2025-04-27 21:20:09,552 - train - INFO - Epoch: 29 | Train Loss: 0.048 | Train Acc: 98.42% | Test Loss: 0.976 | Test Acc: 78.11% | |
| 2025-04-27 21:20:27,698 - train - INFO - Epoch: 30 | Train Loss: 0.047 | Train Acc: 98.43% | Test Loss: 0.813 | Test Acc: 81.09% | |
| 2025-04-27 21:20:52,340 - train - INFO - Epoch: 31 | Train Loss: 0.034 | Train Acc: 98.91% | Test Loss: 0.732 | Test Acc: 81.99% | |
| 2025-04-27 21:21:10,971 - train - INFO - Epoch: 32 | Train Loss: 0.024 | Train Acc: 99.25% | Test Loss: 0.647 | Test Acc: 83.74% | |
| 2025-04-27 21:21:34,995 - train - INFO - Epoch: 33 | Train Loss: 0.009 | Train Acc: 99.80% | Test Loss: 0.572 | Test Acc: 85.97% | |
| 2025-04-27 21:21:53,672 - train - INFO - Epoch: 34 | Train Loss: 0.003 | Train Acc: 99.96% | Test Loss: 0.524 | Test Acc: 87.09% | |
| 2025-04-27 21:22:17,824 - train - INFO - Epoch: 35 | Train Loss: 0.002 | Train Acc: 99.99% | Test Loss: 0.488 | Test Acc: 87.76% | |
| 2025-04-27 21:22:36,369 - train - INFO - Epoch: 36 | Train Loss: 0.001 | Train Acc: 100.00% | Test Loss: 0.465 | Test Acc: 87.63% | |
| 2025-04-27 21:23:00,651 - train - INFO - Epoch: 37 | Train Loss: 0.001 | Train Acc: 100.00% | Test Loss: 0.456 | Test Acc: 87.90% | |
| 2025-04-27 21:23:19,313 - train - INFO - Epoch: 38 | Train Loss: 0.001 | Train Acc: 100.00% | Test Loss: 0.457 | Test Acc: 87.75% | |
| 2025-04-27 21:23:43,420 - train - INFO - Epoch: 39 | Train Loss: 0.001 | Train Acc: 100.00% | Test Loss: 0.450 | Test Acc: 87.81% | |
| 2025-04-27 21:24:02,068 - train - INFO - Epoch: 40 | Train Loss: 0.001 | Train Acc: 100.00% | Test Loss: 0.446 | Test Acc: 87.69% | |
| 2025-04-27 21:24:25,626 - train - INFO - Epoch: 41 | Train Loss: 0.001 | Train Acc: 100.00% | Test Loss: 0.451 | Test Acc: 87.87% | |
| 2025-04-27 21:24:44,186 - train - INFO - Epoch: 42 | Train Loss: 0.001 | Train Acc: 100.00% | Test Loss: 0.443 | Test Acc: 87.75% | |
| 2025-04-27 21:25:07,479 - train - INFO - Epoch: 43 | Train Loss: 0.001 | Train Acc: 100.00% | Test Loss: 0.442 | Test Acc: 87.74% | |
| 2025-04-27 21:25:25,979 - train - INFO - Epoch: 44 | Train Loss: 0.001 | Train Acc: 100.00% | Test Loss: 0.441 | Test Acc: 87.70% | |
| 2025-04-27 21:25:49,530 - train - INFO - Epoch: 45 | Train Loss: 0.001 | Train Acc: 100.00% | Test Loss: 0.441 | Test Acc: 87.75% | |
| 2025-04-27 21:26:08,035 - train - INFO - Epoch: 46 | Train Loss: 0.001 | Train Acc: 100.00% | Test Loss: 0.439 | Test Acc: 87.72% | |
| 2025-04-27 21:26:31,975 - train - INFO - Epoch: 47 | Train Loss: 0.001 | Train Acc: 100.00% | Test Loss: 0.440 | Test Acc: 87.83% | |
| 2025-04-27 21:26:50,683 - train - INFO - Epoch: 48 | Train Loss: 0.001 | Train Acc: 100.00% | Test Loss: 0.442 | Test Acc: 87.69% | |
| 2025-04-27 21:27:14,823 - train - INFO - Epoch: 49 | Train Loss: 0.001 | Train Acc: 100.00% | Test Loss: 0.454 | Test Acc: 87.72% | |
| 2025-04-27 21:27:30,730 - train - INFO - Epoch: 50 | Train Loss: 0.001 | Train Acc: 100.00% | Test Loss: 0.441 | Test Acc: 87.67% | |
| 2025-04-27 21:27:36,046 - train - INFO - 训练完成! | |