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2025-04-27 18:36:58,839 - train - INFO - 开始训练 LeNet5_Backdoored
2025-04-27 18:36:58,839 - train - INFO - 总轮数: 50, 学习率: 0.1, 设备: cuda:0
2025-04-27 18:37:09,640 - train - INFO - Epoch: 1 | Train Loss: 2.039 | Train Acc: 22.87% | Test Loss: 1.841 | Test Acc: 29.34%
2025-04-27 18:37:25,350 - train - INFO - Epoch: 2 | Train Loss: 1.852 | Train Acc: 29.96% | Test Loss: 1.842 | Test Acc: 34.46%
2025-04-27 18:37:38,521 - train - INFO - Epoch: 3 | Train Loss: 1.809 | Train Acc: 32.24% | Test Loss: 1.745 | Test Acc: 35.06%
2025-04-27 18:37:46,497 - train - INFO - Epoch: 4 | Train Loss: 1.783 | Train Acc: 33.50% | Test Loss: 1.722 | Test Acc: 38.62%
2025-04-27 18:38:01,763 - train - INFO - Epoch: 5 | Train Loss: 1.761 | Train Acc: 34.92% | Test Loss: 1.666 | Test Acc: 40.14%
2025-04-27 18:38:13,421 - train - INFO - Epoch: 6 | Train Loss: 1.739 | Train Acc: 36.18% | Test Loss: 1.643 | Test Acc: 40.79%
2025-04-27 18:38:31,172 - train - INFO - Epoch: 7 | Train Loss: 1.589 | Train Acc: 42.76% | Test Loss: 1.592 | Test Acc: 42.68%
2025-04-27 18:38:43,680 - train - INFO - Epoch: 8 | Train Loss: 1.526 | Train Acc: 45.03% | Test Loss: 1.643 | Test Acc: 40.85%
2025-04-27 18:39:01,582 - train - INFO - Epoch: 9 | Train Loss: 1.512 | Train Acc: 46.15% | Test Loss: 1.628 | Test Acc: 41.73%
2025-04-27 18:39:14,473 - train - INFO - Epoch: 10 | Train Loss: 1.490 | Train Acc: 46.92% | Test Loss: 1.532 | Test Acc: 46.86%
2025-04-27 18:39:31,908 - train - INFO - Epoch: 11 | Train Loss: 1.459 | Train Acc: 47.99% | Test Loss: 1.511 | Test Acc: 44.62%
2025-04-27 18:39:44,435 - train - INFO - Epoch: 12 | Train Loss: 1.434 | Train Acc: 48.88% | Test Loss: 1.490 | Test Acc: 47.56%
2025-04-27 18:40:01,792 - train - INFO - Epoch: 13 | Train Loss: 1.403 | Train Acc: 49.83% | Test Loss: 1.540 | Test Acc: 45.61%
2025-04-27 18:40:15,636 - train - INFO - Epoch: 14 | Train Loss: 1.405 | Train Acc: 50.03% | Test Loss: 1.588 | Test Acc: 42.41%
2025-04-27 18:40:34,114 - train - INFO - Epoch: 15 | Train Loss: 1.383 | Train Acc: 50.80% | Test Loss: 1.510 | Test Acc: 47.98%
2025-04-27 18:40:48,500 - train - INFO - Epoch: 16 | Train Loss: 1.360 | Train Acc: 51.70% | Test Loss: 1.449 | Test Acc: 49.07%
2025-04-27 18:41:08,124 - train - INFO - Epoch: 17 | Train Loss: 1.347 | Train Acc: 52.12% | Test Loss: 1.493 | Test Acc: 48.10%
2025-04-27 18:41:22,444 - train - INFO - Epoch: 18 | Train Loss: 1.318 | Train Acc: 53.31% | Test Loss: 1.401 | Test Acc: 51.13%
2025-04-27 18:41:42,079 - train - INFO - Epoch: 19 | Train Loss: 1.291 | Train Acc: 54.29% | Test Loss: 1.417 | Test Acc: 50.37%
2025-04-27 18:41:56,670 - train - INFO - Epoch: 20 | Train Loss: 1.272 | Train Acc: 54.93% | Test Loss: 1.423 | Test Acc: 50.32%
2025-04-27 18:42:16,445 - train - INFO - Epoch: 21 | Train Loss: 1.234 | Train Acc: 56.18% | Test Loss: 1.399 | Test Acc: 51.68%
2025-04-27 18:42:30,881 - train - INFO - Epoch: 22 | Train Loss: 1.204 | Train Acc: 57.41% | Test Loss: 1.378 | Test Acc: 51.79%
2025-04-27 18:42:49,990 - train - INFO - Epoch: 23 | Train Loss: 1.177 | Train Acc: 58.24% | Test Loss: 1.398 | Test Acc: 52.15%
2025-04-27 18:43:03,785 - train - INFO - Epoch: 24 | Train Loss: 1.165 | Train Acc: 58.72% | Test Loss: 1.392 | Test Acc: 52.18%
2025-04-27 18:43:23,688 - train - INFO - Epoch: 25 | Train Loss: 1.116 | Train Acc: 60.35% | Test Loss: 1.391 | Test Acc: 52.37%
2025-04-27 18:43:38,030 - train - INFO - Epoch: 26 | Train Loss: 1.098 | Train Acc: 60.90% | Test Loss: 1.295 | Test Acc: 53.93%
2025-04-27 18:43:57,745 - train - INFO - Epoch: 27 | Train Loss: 1.049 | Train Acc: 62.65% | Test Loss: 1.352 | Test Acc: 54.45%
2025-04-27 18:44:12,107 - train - INFO - Epoch: 28 | Train Loss: 1.024 | Train Acc: 63.55% | Test Loss: 1.321 | Test Acc: 55.48%
2025-04-27 18:44:32,201 - train - INFO - Epoch: 29 | Train Loss: 0.977 | Train Acc: 64.92% | Test Loss: 1.383 | Test Acc: 53.69%
2025-04-27 18:44:46,445 - train - INFO - Epoch: 30 | Train Loss: 0.938 | Train Acc: 66.29% | Test Loss: 1.328 | Test Acc: 54.99%
2025-04-27 18:45:05,750 - train - INFO - Epoch: 31 | Train Loss: 0.910 | Train Acc: 67.38% | Test Loss: 1.379 | Test Acc: 54.50%
2025-04-27 18:45:20,041 - train - INFO - Epoch: 32 | Train Loss: 0.865 | Train Acc: 69.03% | Test Loss: 1.369 | Test Acc: 55.42%
2025-04-27 18:45:39,662 - train - INFO - Epoch: 33 | Train Loss: 0.819 | Train Acc: 70.57% | Test Loss: 1.342 | Test Acc: 56.36%
2025-04-27 18:45:53,639 - train - INFO - Epoch: 34 | Train Loss: 0.769 | Train Acc: 72.32% | Test Loss: 1.392 | Test Acc: 55.52%
2025-04-27 18:46:13,355 - train - INFO - Epoch: 35 | Train Loss: 0.725 | Train Acc: 73.79% | Test Loss: 1.423 | Test Acc: 56.28%
2025-04-27 18:46:27,904 - train - INFO - Epoch: 36 | Train Loss: 0.687 | Train Acc: 75.22% | Test Loss: 1.468 | Test Acc: 56.63%
2025-04-27 18:46:47,393 - train - INFO - Epoch: 37 | Train Loss: 0.633 | Train Acc: 77.11% | Test Loss: 1.492 | Test Acc: 56.48%
2025-04-27 18:47:02,108 - train - INFO - Epoch: 38 | Train Loss: 0.583 | Train Acc: 78.92% | Test Loss: 1.591 | Test Acc: 55.70%
2025-04-27 18:47:22,087 - train - INFO - Epoch: 39 | Train Loss: 0.533 | Train Acc: 80.91% | Test Loss: 1.576 | Test Acc: 56.53%
2025-04-27 18:47:36,151 - train - INFO - Epoch: 40 | Train Loss: 0.479 | Train Acc: 82.82% | Test Loss: 1.699 | Test Acc: 56.14%
2025-04-27 18:47:55,571 - train - INFO - Epoch: 41 | Train Loss: 0.425 | Train Acc: 84.95% | Test Loss: 1.788 | Test Acc: 55.83%
2025-04-27 18:48:09,666 - train - INFO - Epoch: 42 | Train Loss: 0.371 | Train Acc: 87.22% | Test Loss: 1.898 | Test Acc: 55.78%
2025-04-27 18:48:28,787 - train - INFO - Epoch: 43 | Train Loss: 0.325 | Train Acc: 89.10% | Test Loss: 1.965 | Test Acc: 55.93%
2025-04-27 18:48:43,200 - train - INFO - Epoch: 44 | Train Loss: 0.286 | Train Acc: 90.82% | Test Loss: 2.077 | Test Acc: 55.55%
2025-04-27 18:49:03,104 - train - INFO - Epoch: 45 | Train Loss: 0.253 | Train Acc: 92.23% | Test Loss: 2.150 | Test Acc: 55.37%
2025-04-27 18:49:17,009 - train - INFO - Epoch: 46 | Train Loss: 0.229 | Train Acc: 93.18% | Test Loss: 2.223 | Test Acc: 55.25%
2025-04-27 18:49:37,018 - train - INFO - Epoch: 47 | Train Loss: 0.210 | Train Acc: 94.08% | Test Loss: 2.263 | Test Acc: 55.45%
2025-04-27 18:49:51,222 - train - INFO - Epoch: 48 | Train Loss: 0.199 | Train Acc: 94.64% | Test Loss: 2.288 | Test Acc: 55.36%
2025-04-27 18:50:10,611 - train - INFO - Epoch: 49 | Train Loss: 0.191 | Train Acc: 94.92% | Test Loss: 2.282 | Test Acc: 55.35%
2025-04-27 18:50:24,618 - train - INFO - Epoch: 50 | Train Loss: 0.188 | Train Acc: 95.11% | Test Loss: 2.296 | Test Acc: 55.46%
2025-04-27 18:50:30,232 - train - INFO - 训练完成!
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