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2025-04-27 18:36:51,928 - train - INFO - 开始训练 MobileNet_Backdoored
2025-04-27 18:36:51,928 - train - INFO - 总轮数: 50, 学习率: 0.1, 设备: cuda:0
2025-04-27 18:37:08,015 - train - INFO - Epoch: 1 | Train Loss: 1.858 | Train Acc: 31.68% | Test Loss: 1.549 | Test Acc: 44.15%
2025-04-27 18:37:29,968 - train - INFO - Epoch: 2 | Train Loss: 1.489 | Train Acc: 45.77% | Test Loss: 1.357 | Test Acc: 52.64%
2025-04-27 18:37:48,727 - train - INFO - Epoch: 3 | Train Loss: 1.304 | Train Acc: 53.56% | Test Loss: 1.634 | Test Acc: 48.27%
2025-04-27 18:38:06,550 - train - INFO - Epoch: 4 | Train Loss: 1.162 | Train Acc: 59.58% | Test Loss: 1.202 | Test Acc: 65.16%
2025-04-27 18:38:32,160 - train - INFO - Epoch: 5 | Train Loss: 1.048 | Train Acc: 64.11% | Test Loss: 1.046 | Test Acc: 65.75%
2025-04-27 18:38:51,784 - train - INFO - Epoch: 6 | Train Loss: 0.853 | Train Acc: 71.07% | Test Loss: 0.977 | Test Acc: 67.61%
2025-04-27 18:39:17,253 - train - INFO - Epoch: 7 | Train Loss: 0.713 | Train Acc: 75.95% | Test Loss: 0.901 | Test Acc: 69.86%
2025-04-27 18:39:36,722 - train - INFO - Epoch: 8 | Train Loss: 0.682 | Train Acc: 77.05% | Test Loss: 0.866 | Test Acc: 70.62%
2025-04-27 18:40:02,095 - train - INFO - Epoch: 9 | Train Loss: 0.649 | Train Acc: 78.19% | Test Loss: 0.982 | Test Acc: 66.38%
2025-04-27 18:40:23,821 - train - INFO - Epoch: 10 | Train Loss: 0.625 | Train Acc: 78.91% | Test Loss: 1.086 | Test Acc: 64.51%
2025-04-27 18:40:51,216 - train - INFO - Epoch: 11 | Train Loss: 0.610 | Train Acc: 79.51% | Test Loss: 0.711 | Test Acc: 75.93%
2025-04-27 18:41:13,294 - train - INFO - Epoch: 12 | Train Loss: 0.599 | Train Acc: 79.78% | Test Loss: 0.818 | Test Acc: 72.91%
2025-04-27 18:41:41,498 - train - INFO - Epoch: 13 | Train Loss: 0.573 | Train Acc: 80.61% | Test Loss: 0.808 | Test Acc: 73.75%
2025-04-27 18:42:03,575 - train - INFO - Epoch: 14 | Train Loss: 0.562 | Train Acc: 81.04% | Test Loss: 0.832 | Test Acc: 73.20%
2025-04-27 18:42:32,219 - train - INFO - Epoch: 15 | Train Loss: 0.542 | Train Acc: 81.58% | Test Loss: 0.797 | Test Acc: 73.55%
2025-04-27 18:42:53,752 - train - INFO - Epoch: 16 | Train Loss: 0.537 | Train Acc: 81.83% | Test Loss: 0.851 | Test Acc: 72.18%
2025-04-27 18:43:22,147 - train - INFO - Epoch: 17 | Train Loss: 0.520 | Train Acc: 82.54% | Test Loss: 0.799 | Test Acc: 74.29%
2025-04-27 18:43:44,616 - train - INFO - Epoch: 18 | Train Loss: 0.509 | Train Acc: 82.87% | Test Loss: 0.728 | Test Acc: 75.71%
2025-04-27 18:44:12,688 - train - INFO - Epoch: 19 | Train Loss: 0.489 | Train Acc: 83.43% | Test Loss: 0.701 | Test Acc: 76.93%
2025-04-27 18:44:34,854 - train - INFO - Epoch: 20 | Train Loss: 0.480 | Train Acc: 83.85% | Test Loss: 0.737 | Test Acc: 75.44%
2025-04-27 18:45:02,368 - train - INFO - Epoch: 21 | Train Loss: 0.457 | Train Acc: 84.62% | Test Loss: 0.758 | Test Acc: 74.98%
2025-04-27 18:45:24,164 - train - INFO - Epoch: 22 | Train Loss: 0.434 | Train Acc: 85.23% | Test Loss: 0.751 | Test Acc: 74.70%
2025-04-27 18:45:52,035 - train - INFO - Epoch: 23 | Train Loss: 0.423 | Train Acc: 85.67% | Test Loss: 0.676 | Test Acc: 77.55%
2025-04-27 18:46:14,059 - train - INFO - Epoch: 24 | Train Loss: 0.407 | Train Acc: 86.10% | Test Loss: 0.744 | Test Acc: 75.47%
2025-04-27 18:46:42,063 - train - INFO - Epoch: 25 | Train Loss: 0.387 | Train Acc: 86.90% | Test Loss: 0.692 | Test Acc: 78.19%
2025-04-27 18:47:04,273 - train - INFO - Epoch: 26 | Train Loss: 0.366 | Train Acc: 87.58% | Test Loss: 0.700 | Test Acc: 77.05%
2025-04-27 18:47:32,364 - train - INFO - Epoch: 27 | Train Loss: 0.348 | Train Acc: 88.27% | Test Loss: 0.822 | Test Acc: 74.18%
2025-04-27 18:47:54,258 - train - INFO - Epoch: 28 | Train Loss: 0.327 | Train Acc: 88.92% | Test Loss: 0.614 | Test Acc: 79.69%
2025-04-27 18:48:21,843 - train - INFO - Epoch: 29 | Train Loss: 0.311 | Train Acc: 89.47% | Test Loss: 0.622 | Test Acc: 79.80%
2025-04-27 18:48:43,867 - train - INFO - Epoch: 30 | Train Loss: 0.286 | Train Acc: 90.16% | Test Loss: 0.598 | Test Acc: 81.24%
2025-04-27 18:49:11,823 - train - INFO - Epoch: 31 | Train Loss: 0.253 | Train Acc: 91.24% | Test Loss: 0.622 | Test Acc: 80.30%
2025-04-27 18:49:33,876 - train - INFO - Epoch: 32 | Train Loss: 0.241 | Train Acc: 91.64% | Test Loss: 0.624 | Test Acc: 80.79%
2025-04-27 18:50:01,891 - train - INFO - Epoch: 33 | Train Loss: 0.215 | Train Acc: 92.64% | Test Loss: 0.572 | Test Acc: 82.46%
2025-04-27 18:50:23,457 - train - INFO - Epoch: 34 | Train Loss: 0.185 | Train Acc: 93.54% | Test Loss: 0.594 | Test Acc: 82.09%
2025-04-27 18:50:51,173 - train - INFO - Epoch: 35 | Train Loss: 0.155 | Train Acc: 94.79% | Test Loss: 0.607 | Test Acc: 82.40%
2025-04-27 18:51:12,512 - train - INFO - Epoch: 36 | Train Loss: 0.139 | Train Acc: 95.21% | Test Loss: 0.572 | Test Acc: 83.57%
2025-04-27 18:51:40,066 - train - INFO - Epoch: 37 | Train Loss: 0.109 | Train Acc: 96.34% | Test Loss: 0.629 | Test Acc: 82.39%
2025-04-27 18:52:01,899 - train - INFO - Epoch: 38 | Train Loss: 0.079 | Train Acc: 97.30% | Test Loss: 0.659 | Test Acc: 82.58%
2025-04-27 18:52:29,730 - train - INFO - Epoch: 39 | Train Loss: 0.059 | Train Acc: 98.11% | Test Loss: 0.635 | Test Acc: 83.58%
2025-04-27 18:52:51,240 - train - INFO - Epoch: 40 | Train Loss: 0.042 | Train Acc: 98.65% | Test Loss: 0.635 | Test Acc: 84.24%
2025-04-27 18:53:17,934 - train - INFO - Epoch: 41 | Train Loss: 0.023 | Train Acc: 99.31% | Test Loss: 0.635 | Test Acc: 84.42%
2025-04-27 18:53:38,854 - train - INFO - Epoch: 42 | Train Loss: 0.013 | Train Acc: 99.66% | Test Loss: 0.641 | Test Acc: 85.43%
2025-04-27 18:54:05,714 - train - INFO - Epoch: 43 | Train Loss: 0.007 | Train Acc: 99.87% | Test Loss: 0.659 | Test Acc: 84.94%
2025-04-27 18:54:26,987 - train - INFO - Epoch: 44 | Train Loss: 0.005 | Train Acc: 99.91% | Test Loss: 0.649 | Test Acc: 85.53%
2025-04-27 18:54:54,092 - train - INFO - Epoch: 45 | Train Loss: 0.004 | Train Acc: 99.95% | Test Loss: 0.641 | Test Acc: 85.66%
2025-04-27 18:55:15,156 - train - INFO - Epoch: 46 | Train Loss: 0.003 | Train Acc: 99.97% | Test Loss: 0.643 | Test Acc: 85.76%
2025-04-27 18:55:41,555 - train - INFO - Epoch: 47 | Train Loss: 0.003 | Train Acc: 99.98% | Test Loss: 0.643 | Test Acc: 85.68%
2025-04-27 18:56:02,502 - train - INFO - Epoch: 48 | Train Loss: 0.002 | Train Acc: 99.98% | Test Loss: 0.647 | Test Acc: 85.96%
2025-04-27 18:56:29,334 - train - INFO - Epoch: 49 | Train Loss: 0.002 | Train Acc: 99.99% | Test Loss: 0.652 | Test Acc: 85.63%
2025-04-27 18:56:50,648 - train - INFO - Epoch: 50 | Train Loss: 0.002 | Train Acc: 100.00% | Test Loss: 0.643 | Test Acc: 85.95%
2025-04-27 18:56:56,559 - train - INFO - 训练完成!
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