| 2025-04-27 19:56:56,956 - train - INFO - 开始训练 MobileNetV3_Backdoored | |
| 2025-04-27 19:56:56,956 - train - INFO - 总轮数: 50, 学习率: 0.1, 设备: cuda:3 | |
| 2025-04-27 19:57:14,970 - train - INFO - Epoch: 1 | Train Loss: 1.895 | Train Acc: 29.93% | Test Loss: 1.659 | Test Acc: 41.06% | |
| 2025-04-27 19:57:39,228 - train - INFO - Epoch: 2 | Train Loss: 1.634 | Train Acc: 39.51% | Test Loss: 1.587 | Test Acc: 42.50% | |
| 2025-04-27 19:58:02,753 - train - INFO - Epoch: 3 | Train Loss: 1.481 | Train Acc: 45.51% | Test Loss: 1.412 | Test Acc: 48.39% | |
| 2025-04-27 19:58:19,803 - train - INFO - Epoch: 4 | Train Loss: 1.312 | Train Acc: 52.34% | Test Loss: 1.331 | Test Acc: 51.53% | |
| 2025-04-27 19:58:42,583 - train - INFO - Epoch: 5 | Train Loss: 1.239 | Train Acc: 55.56% | Test Loss: 1.336 | Test Acc: 52.37% | |
| 2025-04-27 19:59:00,380 - train - INFO - Epoch: 6 | Train Loss: 1.192 | Train Acc: 57.26% | Test Loss: 1.331 | Test Acc: 52.16% | |
| 2025-04-27 19:59:22,718 - train - INFO - Epoch: 7 | Train Loss: 1.151 | Train Acc: 58.88% | Test Loss: 1.373 | Test Acc: 51.00% | |
| 2025-04-27 19:59:40,184 - train - INFO - Epoch: 8 | Train Loss: 1.124 | Train Acc: 60.09% | Test Loss: 1.151 | Test Acc: 57.79% | |
| 2025-04-27 20:00:03,595 - train - INFO - Epoch: 9 | Train Loss: 1.088 | Train Acc: 61.20% | Test Loss: 1.196 | Test Acc: 57.27% | |
| 2025-04-27 20:00:21,329 - train - INFO - Epoch: 10 | Train Loss: 1.070 | Train Acc: 62.09% | Test Loss: 1.110 | Test Acc: 60.76% | |
| 2025-04-27 20:00:43,234 - train - INFO - Epoch: 11 | Train Loss: 1.048 | Train Acc: 62.73% | Test Loss: 1.199 | Test Acc: 57.46% | |
| 2025-04-27 20:01:00,790 - train - INFO - Epoch: 12 | Train Loss: 1.031 | Train Acc: 63.33% | Test Loss: 1.120 | Test Acc: 60.39% | |
| 2025-04-27 20:01:23,107 - train - INFO - Epoch: 13 | Train Loss: 1.025 | Train Acc: 63.86% | Test Loss: 1.314 | Test Acc: 54.48% | |
| 2025-04-27 20:01:40,261 - train - INFO - Epoch: 14 | Train Loss: 1.010 | Train Acc: 64.21% | Test Loss: 1.085 | Test Acc: 61.98% | |
| 2025-04-27 20:02:03,327 - train - INFO - Epoch: 15 | Train Loss: 0.989 | Train Acc: 65.20% | Test Loss: 1.096 | Test Acc: 61.15% | |
| 2025-04-27 20:02:20,762 - train - INFO - Epoch: 16 | Train Loss: 0.986 | Train Acc: 65.22% | Test Loss: 1.229 | Test Acc: 57.64% | |
| 2025-04-27 20:02:43,433 - train - INFO - Epoch: 17 | Train Loss: 0.977 | Train Acc: 65.31% | Test Loss: 1.251 | Test Acc: 57.54% | |
| 2025-04-27 20:03:00,255 - train - INFO - Epoch: 18 | Train Loss: 0.964 | Train Acc: 65.80% | Test Loss: 1.153 | Test Acc: 60.15% | |
| 2025-04-27 20:03:22,364 - train - INFO - Epoch: 19 | Train Loss: 0.954 | Train Acc: 66.47% | Test Loss: 1.112 | Test Acc: 61.71% | |
| 2025-04-27 20:03:39,710 - train - INFO - Epoch: 20 | Train Loss: 0.944 | Train Acc: 66.51% | Test Loss: 1.060 | Test Acc: 62.78% | |
| 2025-04-27 20:04:02,650 - train - INFO - Epoch: 21 | Train Loss: 0.931 | Train Acc: 67.06% | Test Loss: 1.108 | Test Acc: 61.31% | |
| 2025-04-27 20:04:19,562 - train - INFO - Epoch: 22 | Train Loss: 0.924 | Train Acc: 67.48% | Test Loss: 1.103 | Test Acc: 61.46% | |
| 2025-04-27 20:04:41,668 - train - INFO - Epoch: 23 | Train Loss: 0.934 | Train Acc: 67.20% | Test Loss: 1.166 | Test Acc: 59.15% | |
| 2025-04-27 20:04:59,076 - train - INFO - Epoch: 24 | Train Loss: 0.918 | Train Acc: 67.72% | Test Loss: 1.119 | Test Acc: 60.95% | |
| 2025-04-27 20:05:21,755 - train - INFO - Epoch: 25 | Train Loss: 0.904 | Train Acc: 68.20% | Test Loss: 1.037 | Test Acc: 63.59% | |
| 2025-04-27 20:05:39,343 - train - INFO - Epoch: 26 | Train Loss: 0.887 | Train Acc: 68.81% | Test Loss: 1.065 | Test Acc: 62.31% | |
| 2025-04-27 20:06:02,097 - train - INFO - Epoch: 27 | Train Loss: 0.872 | Train Acc: 69.39% | Test Loss: 1.097 | Test Acc: 61.53% | |
| 2025-04-27 20:06:19,178 - train - INFO - Epoch: 28 | Train Loss: 0.857 | Train Acc: 69.85% | Test Loss: 0.991 | Test Acc: 64.89% | |
| 2025-04-27 20:06:41,643 - train - INFO - Epoch: 29 | Train Loss: 0.847 | Train Acc: 70.29% | Test Loss: 0.970 | Test Acc: 66.24% | |
| 2025-04-27 20:06:59,427 - train - INFO - Epoch: 30 | Train Loss: 0.831 | Train Acc: 70.70% | Test Loss: 0.977 | Test Acc: 66.31% | |
| 2025-04-27 20:07:21,718 - train - INFO - Epoch: 31 | Train Loss: 0.819 | Train Acc: 71.03% | Test Loss: 1.052 | Test Acc: 63.28% | |
| 2025-04-27 20:07:38,991 - train - INFO - Epoch: 32 | Train Loss: 0.805 | Train Acc: 71.54% | Test Loss: 1.006 | Test Acc: 64.43% | |
| 2025-04-27 20:08:01,514 - train - INFO - Epoch: 33 | Train Loss: 0.794 | Train Acc: 71.98% | Test Loss: 0.970 | Test Acc: 65.37% | |
| 2025-04-27 20:08:19,450 - train - INFO - Epoch: 34 | Train Loss: 0.773 | Train Acc: 72.61% | Test Loss: 0.902 | Test Acc: 67.98% | |
| 2025-04-27 20:08:40,693 - train - INFO - Epoch: 35 | Train Loss: 0.754 | Train Acc: 73.47% | Test Loss: 0.929 | Test Acc: 67.93% | |
| 2025-04-27 20:08:58,177 - train - INFO - Epoch: 36 | Train Loss: 0.733 | Train Acc: 74.06% | Test Loss: 0.922 | Test Acc: 67.63% | |
| 2025-04-27 20:09:20,076 - train - INFO - Epoch: 37 | Train Loss: 0.714 | Train Acc: 74.76% | Test Loss: 0.901 | Test Acc: 68.34% | |
| 2025-04-27 20:09:37,242 - train - INFO - Epoch: 38 | Train Loss: 0.693 | Train Acc: 75.45% | Test Loss: 0.925 | Test Acc: 68.26% | |
| 2025-04-27 20:09:59,659 - train - INFO - Epoch: 39 | Train Loss: 0.675 | Train Acc: 75.85% | Test Loss: 0.888 | Test Acc: 69.38% | |
| 2025-04-27 20:10:17,079 - train - INFO - Epoch: 40 | Train Loss: 0.654 | Train Acc: 76.94% | Test Loss: 0.903 | Test Acc: 68.94% | |
| 2025-04-27 20:10:39,916 - train - INFO - Epoch: 41 | Train Loss: 0.635 | Train Acc: 77.39% | Test Loss: 0.895 | Test Acc: 69.12% | |
| 2025-04-27 20:10:56,487 - train - INFO - Epoch: 42 | Train Loss: 0.613 | Train Acc: 78.34% | Test Loss: 0.901 | Test Acc: 69.10% | |
| 2025-04-27 20:11:18,642 - train - INFO - Epoch: 43 | Train Loss: 0.595 | Train Acc: 78.95% | Test Loss: 0.898 | Test Acc: 69.88% | |
| 2025-04-27 20:11:35,092 - train - INFO - Epoch: 44 | Train Loss: 0.570 | Train Acc: 79.87% | Test Loss: 0.911 | Test Acc: 69.26% | |
| 2025-04-27 20:11:56,811 - train - INFO - Epoch: 45 | Train Loss: 0.552 | Train Acc: 80.65% | Test Loss: 0.901 | Test Acc: 69.76% | |
| 2025-04-27 20:12:13,716 - train - INFO - Epoch: 46 | Train Loss: 0.531 | Train Acc: 81.37% | Test Loss: 0.898 | Test Acc: 69.66% | |
| 2025-04-27 20:12:37,161 - train - INFO - Epoch: 47 | Train Loss: 0.513 | Train Acc: 82.00% | Test Loss: 0.907 | Test Acc: 69.67% | |
| 2025-04-27 20:12:54,402 - train - INFO - Epoch: 48 | Train Loss: 0.499 | Train Acc: 82.46% | Test Loss: 0.911 | Test Acc: 69.76% | |
| 2025-04-27 20:13:16,965 - train - INFO - Epoch: 49 | Train Loss: 0.488 | Train Acc: 82.99% | Test Loss: 0.906 | Test Acc: 69.89% | |
| 2025-04-27 20:13:34,622 - train - INFO - Epoch: 50 | Train Loss: 0.484 | Train Acc: 83.12% | Test Loss: 0.917 | Test Acc: 69.66% | |
| 2025-04-27 20:13:40,154 - train - INFO - 训练完成! | |