| 2025-04-27 23:21:28,089 - train - INFO - 开始训练 VGG_Backdoored | |
| 2025-04-27 23:21:28,089 - train - INFO - 总轮数: 50, 学习率: 0.1, 设备: cuda:0 | |
| 2025-04-27 23:21:37,397 - train - INFO - Epoch: 1 | Train Loss: 2.457 | Train Acc: 18.42% | Test Loss: 2.287 | Test Acc: 10.00% | |
| 2025-04-27 23:21:52,679 - train - INFO - Epoch: 2 | Train Loss: 2.103 | Train Acc: 19.48% | Test Loss: 1.998 | Test Acc: 20.15% | |
| 2025-04-27 23:22:04,554 - train - INFO - Epoch: 3 | Train Loss: 1.895 | Train Acc: 25.09% | Test Loss: 1.828 | Test Acc: 29.97% | |
| 2025-04-27 23:22:13,856 - train - INFO - Epoch: 4 | Train Loss: 1.715 | Train Acc: 33.65% | Test Loss: 1.616 | Test Acc: 38.98% | |
| 2025-04-27 23:22:26,626 - train - INFO - Epoch: 5 | Train Loss: 1.499 | Train Acc: 44.39% | Test Loss: 1.560 | Test Acc: 46.82% | |
| 2025-04-27 23:22:35,762 - train - INFO - Epoch: 6 | Train Loss: 1.266 | Train Acc: 54.62% | Test Loss: 1.341 | Test Acc: 54.14% | |
| 2025-04-27 23:22:48,732 - train - INFO - Epoch: 7 | Train Loss: 0.987 | Train Acc: 65.46% | Test Loss: 1.110 | Test Acc: 62.50% | |
| 2025-04-27 23:22:57,561 - train - INFO - Epoch: 8 | Train Loss: 0.796 | Train Acc: 72.95% | Test Loss: 0.995 | Test Acc: 65.87% | |
| 2025-04-27 23:23:10,567 - train - INFO - Epoch: 9 | Train Loss: 0.709 | Train Acc: 76.34% | Test Loss: 1.805 | Test Acc: 52.27% | |
| 2025-04-27 23:23:19,361 - train - INFO - Epoch: 10 | Train Loss: 0.638 | Train Acc: 78.80% | Test Loss: 1.046 | Test Acc: 65.68% | |
| 2025-04-27 23:23:32,167 - train - INFO - Epoch: 11 | Train Loss: 0.587 | Train Acc: 80.71% | Test Loss: 1.196 | Test Acc: 65.53% | |
| 2025-04-27 23:23:41,069 - train - INFO - Epoch: 12 | Train Loss: 0.543 | Train Acc: 82.08% | Test Loss: 0.980 | Test Acc: 68.86% | |
| 2025-04-27 23:23:54,530 - train - INFO - Epoch: 13 | Train Loss: 0.504 | Train Acc: 83.34% | Test Loss: 0.819 | Test Acc: 75.09% | |
| 2025-04-27 23:24:04,129 - train - INFO - Epoch: 14 | Train Loss: 0.470 | Train Acc: 84.53% | Test Loss: 0.799 | Test Acc: 73.96% | |
| 2025-04-27 23:24:17,430 - train - INFO - Epoch: 15 | Train Loss: 0.437 | Train Acc: 85.54% | Test Loss: 0.882 | Test Acc: 71.44% | |
| 2025-04-27 23:24:26,878 - train - INFO - Epoch: 16 | Train Loss: 0.412 | Train Acc: 86.32% | Test Loss: 0.714 | Test Acc: 77.07% | |
| 2025-04-27 23:24:40,045 - train - INFO - Epoch: 17 | Train Loss: 0.382 | Train Acc: 87.31% | Test Loss: 0.748 | Test Acc: 76.84% | |
| 2025-04-27 23:24:49,443 - train - INFO - Epoch: 18 | Train Loss: 0.363 | Train Acc: 88.07% | Test Loss: 0.663 | Test Acc: 78.43% | |
| 2025-04-27 23:25:02,405 - train - INFO - Epoch: 19 | Train Loss: 0.333 | Train Acc: 89.02% | Test Loss: 0.622 | Test Acc: 80.25% | |
| 2025-04-27 23:25:11,658 - train - INFO - Epoch: 20 | Train Loss: 0.309 | Train Acc: 89.82% | Test Loss: 0.830 | Test Acc: 75.35% | |
| 2025-04-27 23:25:23,969 - train - INFO - Epoch: 21 | Train Loss: 0.295 | Train Acc: 90.21% | Test Loss: 0.965 | Test Acc: 72.56% | |
| 2025-04-27 23:25:33,195 - train - INFO - Epoch: 22 | Train Loss: 0.276 | Train Acc: 90.74% | Test Loss: 0.904 | Test Acc: 74.89% | |
| 2025-04-27 23:25:45,316 - train - INFO - Epoch: 23 | Train Loss: 0.247 | Train Acc: 91.85% | Test Loss: 0.620 | Test Acc: 81.06% | |
| 2025-04-27 23:25:54,224 - train - INFO - Epoch: 24 | Train Loss: 0.226 | Train Acc: 92.62% | Test Loss: 0.663 | Test Acc: 80.77% | |
| 2025-04-27 23:26:06,702 - train - INFO - Epoch: 25 | Train Loss: 0.206 | Train Acc: 93.13% | Test Loss: 0.799 | Test Acc: 77.37% | |
| 2025-04-27 23:26:15,609 - train - INFO - Epoch: 26 | Train Loss: 0.192 | Train Acc: 93.60% | Test Loss: 0.811 | Test Acc: 78.00% | |
| 2025-04-27 23:26:28,366 - train - INFO - Epoch: 27 | Train Loss: 0.172 | Train Acc: 94.26% | Test Loss: 0.690 | Test Acc: 80.93% | |
| 2025-04-27 23:26:37,549 - train - INFO - Epoch: 28 | Train Loss: 0.151 | Train Acc: 94.96% | Test Loss: 0.701 | Test Acc: 80.81% | |
| 2025-04-27 23:26:50,370 - train - INFO - Epoch: 29 | Train Loss: 0.136 | Train Acc: 95.52% | Test Loss: 0.781 | Test Acc: 79.18% | |
| 2025-04-27 23:26:59,927 - train - INFO - Epoch: 30 | Train Loss: 0.113 | Train Acc: 96.25% | Test Loss: 0.713 | Test Acc: 81.88% | |
| 2025-04-27 23:27:12,946 - train - INFO - Epoch: 31 | Train Loss: 0.098 | Train Acc: 96.68% | Test Loss: 0.619 | Test Acc: 83.16% | |
| 2025-04-27 23:27:22,118 - train - INFO - Epoch: 32 | Train Loss: 0.087 | Train Acc: 97.14% | Test Loss: 0.762 | Test Acc: 80.79% | |
| 2025-04-27 23:27:35,098 - train - INFO - Epoch: 33 | Train Loss: 0.073 | Train Acc: 97.62% | Test Loss: 0.880 | Test Acc: 80.07% | |
| 2025-04-27 23:27:44,023 - train - INFO - Epoch: 34 | Train Loss: 0.058 | Train Acc: 98.12% | Test Loss: 0.640 | Test Acc: 84.21% | |
| 2025-04-27 23:27:56,445 - train - INFO - Epoch: 35 | Train Loss: 0.050 | Train Acc: 98.36% | Test Loss: 0.689 | Test Acc: 83.03% | |
| 2025-04-27 23:28:05,532 - train - INFO - Epoch: 36 | Train Loss: 0.033 | Train Acc: 98.99% | Test Loss: 0.760 | Test Acc: 82.82% | |
| 2025-04-27 23:28:17,924 - train - INFO - Epoch: 37 | Train Loss: 0.020 | Train Acc: 99.33% | Test Loss: 0.633 | Test Acc: 85.64% | |
| 2025-04-27 23:28:27,192 - train - INFO - Epoch: 38 | Train Loss: 0.016 | Train Acc: 99.53% | Test Loss: 0.671 | Test Acc: 85.77% | |
| 2025-04-27 23:28:40,147 - train - INFO - Epoch: 39 | Train Loss: 0.010 | Train Acc: 99.70% | Test Loss: 0.635 | Test Acc: 85.65% | |
| 2025-04-27 23:28:49,526 - train - INFO - Epoch: 40 | Train Loss: 0.005 | Train Acc: 99.88% | Test Loss: 0.598 | Test Acc: 87.04% | |
| 2025-04-27 23:29:02,322 - train - INFO - Epoch: 41 | Train Loss: 0.002 | Train Acc: 99.98% | Test Loss: 0.568 | Test Acc: 87.41% | |
| 2025-04-27 23:29:11,721 - train - INFO - Epoch: 42 | Train Loss: 0.001 | Train Acc: 99.99% | Test Loss: 0.559 | Test Acc: 87.73% | |
| 2025-04-27 23:29:24,703 - train - INFO - Epoch: 43 | Train Loss: 0.001 | Train Acc: 100.00% | Test Loss: 0.559 | Test Acc: 87.84% | |
| 2025-04-27 23:29:33,878 - train - INFO - Epoch: 44 | Train Loss: 0.001 | Train Acc: 100.00% | Test Loss: 0.565 | Test Acc: 87.69% | |
| 2025-04-27 23:29:47,245 - train - INFO - Epoch: 45 | Train Loss: 0.001 | Train Acc: 100.00% | Test Loss: 0.554 | Test Acc: 87.84% | |
| 2025-04-27 23:29:56,772 - train - INFO - Epoch: 46 | Train Loss: 0.001 | Train Acc: 100.00% | Test Loss: 0.554 | Test Acc: 87.89% | |
| 2025-04-27 23:30:09,668 - train - INFO - Epoch: 47 | Train Loss: 0.001 | Train Acc: 100.00% | Test Loss: 0.556 | Test Acc: 87.83% | |
| 2025-04-27 23:30:18,908 - train - INFO - Epoch: 48 | Train Loss: 0.001 | Train Acc: 100.00% | Test Loss: 0.549 | Test Acc: 87.81% | |
| 2025-04-27 23:30:31,895 - train - INFO - Epoch: 49 | Train Loss: 0.001 | Train Acc: 100.00% | Test Loss: 0.551 | Test Acc: 87.77% | |
| 2025-04-27 23:30:40,877 - train - INFO - Epoch: 50 | Train Loss: 0.001 | Train Acc: 100.00% | Test Loss: 0.556 | Test Acc: 87.93% | |
| 2025-04-27 23:30:44,431 - train - INFO - 训练完成! | |