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2025-04-27 21:48:54,383 - train - INFO - 开始训练 ShuffleNetV2_Backdoored
2025-04-27 21:48:54,383 - train - INFO - 总轮数: 50, 学习率: 0.1, 设备: cuda:4
2025-04-27 21:49:17,766 - train - INFO - Epoch: 1 | Train Loss: 1.841 | Train Acc: 33.57% | Test Loss: 1.561 | Test Acc: 43.79%
2025-04-27 21:49:52,289 - train - INFO - Epoch: 2 | Train Loss: 1.421 | Train Acc: 48.37% | Test Loss: 1.287 | Test Acc: 54.97%
2025-04-27 21:50:22,743 - train - INFO - Epoch: 3 | Train Loss: 1.250 | Train Acc: 55.26% | Test Loss: 1.309 | Test Acc: 57.14%
2025-04-27 21:50:45,500 - train - INFO - Epoch: 4 | Train Loss: 0.999 | Train Acc: 64.53% | Test Loss: 1.068 | Test Acc: 62.13%
2025-04-27 21:51:15,595 - train - INFO - Epoch: 5 | Train Loss: 0.840 | Train Acc: 70.65% | Test Loss: 1.074 | Test Acc: 62.66%
2025-04-27 21:51:39,389 - train - INFO - Epoch: 6 | Train Loss: 0.778 | Train Acc: 72.93% | Test Loss: 1.011 | Test Acc: 66.46%
2025-04-27 21:52:34,954 - train - INFO - Epoch: 7 | Train Loss: 0.743 | Train Acc: 74.29% | Test Loss: 0.918 | Test Acc: 68.78%
2025-04-27 21:53:33,604 - train - INFO - Epoch: 8 | Train Loss: 0.718 | Train Acc: 74.84% | Test Loss: 0.947 | Test Acc: 66.92%
2025-04-27 21:54:33,634 - train - INFO - Epoch: 9 | Train Loss: 0.701 | Train Acc: 75.66% | Test Loss: 1.028 | Test Acc: 67.42%
2025-04-27 21:55:31,766 - train - INFO - Epoch: 10 | Train Loss: 0.684 | Train Acc: 76.26% | Test Loss: 0.836 | Test Acc: 71.11%
2025-04-27 21:56:32,162 - train - INFO - Epoch: 11 | Train Loss: 0.676 | Train Acc: 76.29% | Test Loss: 0.877 | Test Acc: 71.12%
2025-04-27 21:57:30,946 - train - INFO - Epoch: 12 | Train Loss: 0.663 | Train Acc: 76.81% | Test Loss: 0.913 | Test Acc: 69.46%
2025-04-27 21:58:31,464 - train - INFO - Epoch: 13 | Train Loss: 0.646 | Train Acc: 77.49% | Test Loss: 0.870 | Test Acc: 70.86%
2025-04-27 21:59:29,595 - train - INFO - Epoch: 14 | Train Loss: 0.636 | Train Acc: 77.90% | Test Loss: 0.880 | Test Acc: 69.78%
2025-04-27 22:00:30,054 - train - INFO - Epoch: 15 | Train Loss: 0.626 | Train Acc: 78.33% | Test Loss: 0.794 | Test Acc: 72.99%
2025-04-27 22:01:28,338 - train - INFO - Epoch: 16 | Train Loss: 0.605 | Train Acc: 79.04% | Test Loss: 0.813 | Test Acc: 73.07%
2025-04-27 22:02:28,703 - train - INFO - Epoch: 17 | Train Loss: 0.600 | Train Acc: 79.24% | Test Loss: 0.797 | Test Acc: 72.78%
2025-04-27 22:03:27,042 - train - INFO - Epoch: 18 | Train Loss: 0.585 | Train Acc: 79.83% | Test Loss: 0.850 | Test Acc: 71.71%
2025-04-27 22:04:26,465 - train - INFO - Epoch: 19 | Train Loss: 0.569 | Train Acc: 80.45% | Test Loss: 0.721 | Test Acc: 75.15%
2025-04-27 22:05:24,872 - train - INFO - Epoch: 20 | Train Loss: 0.560 | Train Acc: 80.61% | Test Loss: 1.679 | Test Acc: 57.56%
2025-04-27 22:06:25,237 - train - INFO - Epoch: 21 | Train Loss: 0.548 | Train Acc: 81.12% | Test Loss: 0.672 | Test Acc: 76.99%
2025-04-27 22:07:23,305 - train - INFO - Epoch: 22 | Train Loss: 0.529 | Train Acc: 81.63% | Test Loss: 0.809 | Test Acc: 73.48%
2025-04-27 22:08:23,889 - train - INFO - Epoch: 23 | Train Loss: 0.521 | Train Acc: 82.03% | Test Loss: 0.645 | Test Acc: 77.97%
2025-04-27 22:09:21,810 - train - INFO - Epoch: 24 | Train Loss: 0.501 | Train Acc: 82.79% | Test Loss: 0.639 | Test Acc: 78.27%
2025-04-27 22:10:21,911 - train - INFO - Epoch: 25 | Train Loss: 0.498 | Train Acc: 82.82% | Test Loss: 0.641 | Test Acc: 78.37%
2025-04-27 22:11:20,147 - train - INFO - Epoch: 26 | Train Loss: 0.479 | Train Acc: 83.34% | Test Loss: 0.664 | Test Acc: 77.46%
2025-04-27 22:12:20,464 - train - INFO - Epoch: 27 | Train Loss: 0.467 | Train Acc: 83.93% | Test Loss: 0.658 | Test Acc: 77.32%
2025-04-27 22:13:18,407 - train - INFO - Epoch: 28 | Train Loss: 0.451 | Train Acc: 84.47% | Test Loss: 0.714 | Test Acc: 76.04%
2025-04-27 22:14:18,600 - train - INFO - Epoch: 29 | Train Loss: 0.430 | Train Acc: 85.12% | Test Loss: 0.604 | Test Acc: 79.05%
2025-04-27 22:15:16,869 - train - INFO - Epoch: 30 | Train Loss: 0.419 | Train Acc: 85.47% | Test Loss: 0.642 | Test Acc: 77.76%
2025-04-27 22:15:50,303 - train - INFO - Epoch: 31 | Train Loss: 0.400 | Train Acc: 86.20% | Test Loss: 0.786 | Test Acc: 74.10%
2025-04-27 22:16:12,006 - train - INFO - Epoch: 32 | Train Loss: 0.382 | Train Acc: 86.74% | Test Loss: 0.605 | Test Acc: 80.34%
2025-04-27 22:16:42,790 - train - INFO - Epoch: 33 | Train Loss: 0.357 | Train Acc: 87.49% | Test Loss: 0.640 | Test Acc: 78.53%
2025-04-27 22:17:06,155 - train - INFO - Epoch: 34 | Train Loss: 0.339 | Train Acc: 88.10% | Test Loss: 0.670 | Test Acc: 78.55%
2025-04-27 22:17:34,442 - train - INFO - Epoch: 35 | Train Loss: 0.317 | Train Acc: 89.00% | Test Loss: 0.579 | Test Acc: 80.44%
2025-04-27 22:17:56,801 - train - INFO - Epoch: 36 | Train Loss: 0.291 | Train Acc: 89.91% | Test Loss: 0.641 | Test Acc: 80.28%
2025-04-27 22:18:24,333 - train - INFO - Epoch: 37 | Train Loss: 0.269 | Train Acc: 90.64% | Test Loss: 0.575 | Test Acc: 81.61%
2025-04-27 22:18:46,370 - train - INFO - Epoch: 38 | Train Loss: 0.240 | Train Acc: 91.72% | Test Loss: 0.637 | Test Acc: 80.04%
2025-04-27 22:19:10,769 - train - INFO - Epoch: 39 | Train Loss: 0.216 | Train Acc: 92.43% | Test Loss: 0.550 | Test Acc: 82.60%
2025-04-27 22:19:32,311 - train - INFO - Epoch: 40 | Train Loss: 0.184 | Train Acc: 93.66% | Test Loss: 0.572 | Test Acc: 82.15%
2025-04-27 22:19:58,808 - train - INFO - Epoch: 41 | Train Loss: 0.155 | Train Acc: 94.77% | Test Loss: 0.554 | Test Acc: 83.34%
2025-04-27 22:20:20,113 - train - INFO - Epoch: 42 | Train Loss: 0.120 | Train Acc: 96.06% | Test Loss: 0.591 | Test Acc: 82.99%
2025-04-27 22:20:47,293 - train - INFO - Epoch: 43 | Train Loss: 0.090 | Train Acc: 97.25% | Test Loss: 0.593 | Test Acc: 83.36%
2025-04-27 22:21:09,047 - train - INFO - Epoch: 44 | Train Loss: 0.065 | Train Acc: 98.19% | Test Loss: 0.596 | Test Acc: 83.35%
2025-04-27 22:21:36,303 - train - INFO - Epoch: 45 | Train Loss: 0.046 | Train Acc: 99.03% | Test Loss: 0.597 | Test Acc: 83.60%
2025-04-27 22:21:57,517 - train - INFO - Epoch: 46 | Train Loss: 0.031 | Train Acc: 99.50% | Test Loss: 0.610 | Test Acc: 83.66%
2025-04-27 22:22:23,316 - train - INFO - Epoch: 47 | Train Loss: 0.025 | Train Acc: 99.69% | Test Loss: 0.619 | Test Acc: 83.66%
2025-04-27 22:22:45,152 - train - INFO - Epoch: 48 | Train Loss: 0.021 | Train Acc: 99.83% | Test Loss: 0.615 | Test Acc: 83.68%
2025-04-27 22:23:12,049 - train - INFO - Epoch: 49 | Train Loss: 0.019 | Train Acc: 99.89% | Test Loss: 0.618 | Test Acc: 83.78%
2025-04-27 22:23:34,213 - train - INFO - Epoch: 50 | Train Loss: 0.018 | Train Acc: 99.91% | Test Loss: 0.625 | Test Acc: 83.62%
2025-04-27 22:23:40,090 - train - INFO - 训练完成!
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