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2025-04-27 15:10:52,419 - train - INFO - 开始训练 EfficientNetB0_Backdoored
2025-04-27 15:10:52,419 - train - INFO - 总轮数: 50, 学习率: 0.1, 设备: cuda:0
2025-04-27 15:11:18,171 - train - INFO - Epoch: 1 | Train Loss: 2.346 | Train Acc: 18.67% | Test Loss: 2.164 | Test Acc: 14.59%
2025-04-27 15:11:52,265 - train - INFO - Epoch: 2 | Train Loss: 1.995 | Train Acc: 24.94% | Test Loss: 1.786 | Test Acc: 34.16%
2025-04-27 15:12:23,892 - train - INFO - Epoch: 3 | Train Loss: 1.775 | Train Acc: 33.34% | Test Loss: 1.739 | Test Acc: 37.64%
2025-04-27 15:12:49,040 - train - INFO - Epoch: 4 | Train Loss: 1.646 | Train Acc: 38.79% | Test Loss: 1.677 | Test Acc: 41.67%
2025-04-27 15:13:20,983 - train - INFO - Epoch: 5 | Train Loss: 1.488 | Train Acc: 45.85% | Test Loss: 1.399 | Test Acc: 49.14%
2025-04-27 15:13:46,484 - train - INFO - Epoch: 6 | Train Loss: 1.234 | Train Acc: 55.77% | Test Loss: 1.230 | Test Acc: 56.08%
2025-04-27 15:14:18,167 - train - INFO - Epoch: 7 | Train Loss: 1.101 | Train Acc: 60.58% | Test Loss: 1.180 | Test Acc: 58.37%
2025-04-27 15:14:43,665 - train - INFO - Epoch: 8 | Train Loss: 1.004 | Train Acc: 64.43% | Test Loss: 1.195 | Test Acc: 57.94%
2025-04-27 15:15:14,686 - train - INFO - Epoch: 9 | Train Loss: 0.945 | Train Acc: 66.57% | Test Loss: 1.131 | Test Acc: 59.08%
2025-04-27 15:15:38,905 - train - INFO - Epoch: 10 | Train Loss: 0.899 | Train Acc: 68.23% | Test Loss: 0.946 | Test Acc: 66.78%
2025-04-27 15:16:10,116 - train - INFO - Epoch: 11 | Train Loss: 0.854 | Train Acc: 69.96% | Test Loss: 1.005 | Test Acc: 64.23%
2025-04-27 15:16:35,823 - train - INFO - Epoch: 12 | Train Loss: 0.824 | Train Acc: 71.16% | Test Loss: 0.963 | Test Acc: 66.28%
2025-04-27 15:17:07,896 - train - INFO - Epoch: 13 | Train Loss: 0.793 | Train Acc: 72.25% | Test Loss: 1.109 | Test Acc: 60.61%
2025-04-27 15:17:32,206 - train - INFO - Epoch: 14 | Train Loss: 0.763 | Train Acc: 73.59% | Test Loss: 0.892 | Test Acc: 69.07%
2025-04-27 15:17:59,973 - train - INFO - Epoch: 15 | Train Loss: 0.740 | Train Acc: 74.20% | Test Loss: 0.824 | Test Acc: 71.44%
2025-04-27 15:18:25,890 - train - INFO - Epoch: 16 | Train Loss: 0.718 | Train Acc: 74.92% | Test Loss: 0.881 | Test Acc: 70.05%
2025-04-27 15:18:58,793 - train - INFO - Epoch: 17 | Train Loss: 0.700 | Train Acc: 75.66% | Test Loss: 0.811 | Test Acc: 71.76%
2025-04-27 15:19:24,545 - train - INFO - Epoch: 18 | Train Loss: 0.677 | Train Acc: 76.64% | Test Loss: 0.789 | Test Acc: 72.60%
2025-04-27 15:19:56,331 - train - INFO - Epoch: 19 | Train Loss: 0.650 | Train Acc: 77.61% | Test Loss: 0.759 | Test Acc: 73.22%
2025-04-27 15:20:22,259 - train - INFO - Epoch: 20 | Train Loss: 0.642 | Train Acc: 77.89% | Test Loss: 0.771 | Test Acc: 73.81%
2025-04-27 15:20:54,137 - train - INFO - Epoch: 21 | Train Loss: 0.614 | Train Acc: 78.55% | Test Loss: 0.781 | Test Acc: 73.29%
2025-04-27 15:21:19,324 - train - INFO - Epoch: 22 | Train Loss: 0.601 | Train Acc: 79.42% | Test Loss: 0.790 | Test Acc: 72.26%
2025-04-27 15:21:49,658 - train - INFO - Epoch: 23 | Train Loss: 0.586 | Train Acc: 79.84% | Test Loss: 0.659 | Test Acc: 77.42%
2025-04-27 15:22:14,590 - train - INFO - Epoch: 24 | Train Loss: 0.570 | Train Acc: 80.27% | Test Loss: 0.693 | Test Acc: 76.13%
2025-04-27 15:22:46,529 - train - INFO - Epoch: 25 | Train Loss: 0.559 | Train Acc: 80.52% | Test Loss: 0.826 | Test Acc: 71.44%
2025-04-27 15:23:11,377 - train - INFO - Epoch: 26 | Train Loss: 0.534 | Train Acc: 81.53% | Test Loss: 0.714 | Test Acc: 75.58%
2025-04-27 15:23:42,772 - train - INFO - Epoch: 27 | Train Loss: 0.518 | Train Acc: 82.27% | Test Loss: 0.672 | Test Acc: 76.82%
2025-04-27 15:24:08,245 - train - INFO - Epoch: 28 | Train Loss: 0.498 | Train Acc: 82.68% | Test Loss: 0.679 | Test Acc: 77.21%
2025-04-27 15:24:39,722 - train - INFO - Epoch: 29 | Train Loss: 0.482 | Train Acc: 83.15% | Test Loss: 0.670 | Test Acc: 77.36%
2025-04-27 15:25:04,772 - train - INFO - Epoch: 30 | Train Loss: 0.467 | Train Acc: 83.77% | Test Loss: 0.662 | Test Acc: 77.05%
2025-04-27 15:25:35,562 - train - INFO - Epoch: 31 | Train Loss: 0.442 | Train Acc: 84.71% | Test Loss: 0.638 | Test Acc: 78.82%
2025-04-27 15:26:01,036 - train - INFO - Epoch: 32 | Train Loss: 0.425 | Train Acc: 85.14% | Test Loss: 0.643 | Test Acc: 78.95%
2025-04-27 15:26:32,272 - train - INFO - Epoch: 33 | Train Loss: 0.407 | Train Acc: 85.84% | Test Loss: 0.595 | Test Acc: 79.51%
2025-04-27 15:26:57,478 - train - INFO - Epoch: 34 | Train Loss: 0.380 | Train Acc: 86.71% | Test Loss: 0.587 | Test Acc: 80.70%
2025-04-27 15:27:28,764 - train - INFO - Epoch: 35 | Train Loss: 0.359 | Train Acc: 87.34% | Test Loss: 0.580 | Test Acc: 80.39%
2025-04-27 15:27:53,859 - train - INFO - Epoch: 36 | Train Loss: 0.337 | Train Acc: 88.14% | Test Loss: 0.592 | Test Acc: 80.07%
2025-04-27 15:28:25,582 - train - INFO - Epoch: 37 | Train Loss: 0.311 | Train Acc: 88.90% | Test Loss: 0.650 | Test Acc: 79.18%
2025-04-27 15:28:51,087 - train - INFO - Epoch: 38 | Train Loss: 0.286 | Train Acc: 89.95% | Test Loss: 0.591 | Test Acc: 81.35%
2025-04-27 15:29:23,239 - train - INFO - Epoch: 39 | Train Loss: 0.257 | Train Acc: 90.92% | Test Loss: 0.646 | Test Acc: 80.57%
2025-04-27 15:29:48,887 - train - INFO - Epoch: 40 | Train Loss: 0.224 | Train Acc: 92.15% | Test Loss: 0.653 | Test Acc: 80.76%
2025-04-27 15:30:20,899 - train - INFO - Epoch: 41 | Train Loss: 0.195 | Train Acc: 93.29% | Test Loss: 0.643 | Test Acc: 80.88%
2025-04-27 15:30:45,776 - train - INFO - Epoch: 42 | Train Loss: 0.169 | Train Acc: 94.10% | Test Loss: 0.669 | Test Acc: 81.10%
2025-04-27 15:31:18,805 - train - INFO - Epoch: 43 | Train Loss: 0.134 | Train Acc: 95.55% | Test Loss: 0.657 | Test Acc: 81.86%
2025-04-27 15:31:44,310 - train - INFO - Epoch: 44 | Train Loss: 0.114 | Train Acc: 96.34% | Test Loss: 0.698 | Test Acc: 81.88%
2025-04-27 15:32:16,579 - train - INFO - Epoch: 45 | Train Loss: 0.091 | Train Acc: 97.33% | Test Loss: 0.721 | Test Acc: 81.60%
2025-04-27 15:32:42,168 - train - INFO - Epoch: 46 | Train Loss: 0.072 | Train Acc: 98.01% | Test Loss: 0.732 | Test Acc: 81.82%
2025-04-27 15:33:13,125 - train - INFO - Epoch: 47 | Train Loss: 0.061 | Train Acc: 98.49% | Test Loss: 0.741 | Test Acc: 81.71%
2025-04-27 15:33:37,024 - train - INFO - Epoch: 48 | Train Loss: 0.052 | Train Acc: 98.79% | Test Loss: 0.770 | Test Acc: 81.69%
2025-04-27 15:34:09,215 - train - INFO - Epoch: 49 | Train Loss: 0.048 | Train Acc: 98.99% | Test Loss: 0.751 | Test Acc: 81.53%
2025-04-27 15:34:34,731 - train - INFO - Epoch: 50 | Train Loss: 0.046 | Train Acc: 99.04% | Test Loss: 0.758 | Test Acc: 81.59%
2025-04-27 15:34:40,543 - train - INFO - 训练完成!
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