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2025-04-27 21:48:53,370 - train - INFO - 开始训练 ShuffleNetV2_noisy
2025-04-27 21:48:53,370 - train - INFO - 总轮数: 50, 学习率: 0.1, 设备: cuda:5
2025-04-27 21:49:15,413 - train - INFO - Epoch: 1 | Train Loss: 1.689 | Train Acc: 39.18% | Test Loss: 1.401 | Test Acc: 49.88%
2025-04-27 21:49:46,250 - train - INFO - Epoch: 2 | Train Loss: 1.163 | Train Acc: 58.18% | Test Loss: 1.093 | Test Acc: 61.22%
2025-04-27 21:50:14,684 - train - INFO - Epoch: 3 | Train Loss: 0.975 | Train Acc: 65.24% | Test Loss: 1.224 | Test Acc: 58.13%
2025-04-27 21:50:36,507 - train - INFO - Epoch: 4 | Train Loss: 0.865 | Train Acc: 69.42% | Test Loss: 1.130 | Test Acc: 61.99%
2025-04-27 21:51:05,694 - train - INFO - Epoch: 5 | Train Loss: 0.794 | Train Acc: 71.88% | Test Loss: 1.060 | Test Acc: 65.42%
2025-04-27 21:51:28,102 - train - INFO - Epoch: 6 | Train Loss: 0.750 | Train Acc: 73.58% | Test Loss: 0.884 | Test Acc: 69.86%
2025-04-27 21:52:25,960 - train - INFO - Epoch: 7 | Train Loss: 0.722 | Train Acc: 74.54% | Test Loss: 0.859 | Test Acc: 69.98%
2025-04-27 21:53:23,534 - train - INFO - Epoch: 8 | Train Loss: 0.706 | Train Acc: 75.15% | Test Loss: 0.833 | Test Acc: 71.53%
2025-04-27 21:54:22,737 - train - INFO - Epoch: 9 | Train Loss: 0.687 | Train Acc: 75.90% | Test Loss: 0.808 | Test Acc: 72.06%
2025-04-27 21:55:20,974 - train - INFO - Epoch: 10 | Train Loss: 0.678 | Train Acc: 76.08% | Test Loss: 0.950 | Test Acc: 68.03%
2025-04-27 21:56:20,064 - train - INFO - Epoch: 11 | Train Loss: 0.668 | Train Acc: 76.35% | Test Loss: 0.830 | Test Acc: 70.80%
2025-04-27 21:57:17,578 - train - INFO - Epoch: 12 | Train Loss: 0.656 | Train Acc: 77.12% | Test Loss: 0.873 | Test Acc: 70.71%
2025-04-27 21:58:16,997 - train - INFO - Epoch: 13 | Train Loss: 0.640 | Train Acc: 77.37% | Test Loss: 0.810 | Test Acc: 72.55%
2025-04-27 21:59:16,032 - train - INFO - Epoch: 14 | Train Loss: 0.627 | Train Acc: 78.00% | Test Loss: 0.793 | Test Acc: 73.34%
2025-04-27 21:59:44,353 - train - INFO - Epoch: 15 | Train Loss: 0.620 | Train Acc: 78.32% | Test Loss: 0.793 | Test Acc: 74.11%
2025-04-27 22:00:37,841 - train - INFO - Epoch: 16 | Train Loss: 0.610 | Train Acc: 78.65% | Test Loss: 0.758 | Test Acc: 74.26%
2025-04-27 22:01:37,197 - train - INFO - Epoch: 17 | Train Loss: 0.594 | Train Acc: 79.21% | Test Loss: 0.765 | Test Acc: 75.29%
2025-04-27 22:02:33,723 - train - INFO - Epoch: 18 | Train Loss: 0.583 | Train Acc: 79.65% | Test Loss: 0.862 | Test Acc: 71.82%
2025-04-27 22:03:32,338 - train - INFO - Epoch: 19 | Train Loss: 0.577 | Train Acc: 79.85% | Test Loss: 0.870 | Test Acc: 71.45%
2025-04-27 22:04:30,681 - train - INFO - Epoch: 20 | Train Loss: 0.561 | Train Acc: 80.43% | Test Loss: 0.767 | Test Acc: 75.12%
2025-04-27 22:05:30,059 - train - INFO - Epoch: 21 | Train Loss: 0.548 | Train Acc: 80.78% | Test Loss: 0.854 | Test Acc: 73.17%
2025-04-27 22:06:26,874 - train - INFO - Epoch: 22 | Train Loss: 0.534 | Train Acc: 81.50% | Test Loss: 0.741 | Test Acc: 75.56%
2025-04-27 22:07:27,130 - train - INFO - Epoch: 23 | Train Loss: 0.523 | Train Acc: 81.95% | Test Loss: 0.697 | Test Acc: 76.75%
2025-04-27 22:08:24,662 - train - INFO - Epoch: 24 | Train Loss: 0.513 | Train Acc: 82.06% | Test Loss: 0.778 | Test Acc: 74.23%
2025-04-27 22:09:24,516 - train - INFO - Epoch: 25 | Train Loss: 0.494 | Train Acc: 82.66% | Test Loss: 0.691 | Test Acc: 77.27%
2025-04-27 22:10:22,479 - train - INFO - Epoch: 26 | Train Loss: 0.475 | Train Acc: 83.43% | Test Loss: 0.790 | Test Acc: 75.03%
2025-04-27 22:11:22,230 - train - INFO - Epoch: 27 | Train Loss: 0.463 | Train Acc: 83.75% | Test Loss: 0.709 | Test Acc: 76.92%
2025-04-27 22:12:19,920 - train - INFO - Epoch: 28 | Train Loss: 0.449 | Train Acc: 84.42% | Test Loss: 0.708 | Test Acc: 76.79%
2025-04-27 22:13:19,645 - train - INFO - Epoch: 29 | Train Loss: 0.430 | Train Acc: 84.99% | Test Loss: 0.671 | Test Acc: 78.20%
2025-04-27 22:14:17,305 - train - INFO - Epoch: 30 | Train Loss: 0.419 | Train Acc: 85.25% | Test Loss: 0.705 | Test Acc: 77.51%
2025-04-27 22:15:16,857 - train - INFO - Epoch: 31 | Train Loss: 0.397 | Train Acc: 86.16% | Test Loss: 0.693 | Test Acc: 77.88%
2025-04-27 22:15:49,449 - train - INFO - Epoch: 32 | Train Loss: 0.380 | Train Acc: 86.82% | Test Loss: 0.681 | Test Acc: 77.80%
2025-04-27 22:16:17,110 - train - INFO - Epoch: 33 | Train Loss: 0.358 | Train Acc: 87.51% | Test Loss: 0.677 | Test Acc: 78.57%
2025-04-27 22:16:38,210 - train - INFO - Epoch: 34 | Train Loss: 0.337 | Train Acc: 88.33% | Test Loss: 0.641 | Test Acc: 79.69%
2025-04-27 22:17:05,688 - train - INFO - Epoch: 35 | Train Loss: 0.317 | Train Acc: 88.73% | Test Loss: 0.686 | Test Acc: 78.56%
2025-04-27 22:17:27,868 - train - INFO - Epoch: 36 | Train Loss: 0.289 | Train Acc: 89.82% | Test Loss: 0.685 | Test Acc: 78.63%
2025-04-27 22:17:56,579 - train - INFO - Epoch: 37 | Train Loss: 0.267 | Train Acc: 90.80% | Test Loss: 0.673 | Test Acc: 79.30%
2025-04-27 22:18:18,702 - train - INFO - Epoch: 38 | Train Loss: 0.235 | Train Acc: 91.76% | Test Loss: 0.695 | Test Acc: 79.83%
2025-04-27 22:18:46,901 - train - INFO - Epoch: 39 | Train Loss: 0.206 | Train Acc: 92.88% | Test Loss: 0.731 | Test Acc: 79.44%
2025-04-27 22:19:09,709 - train - INFO - Epoch: 40 | Train Loss: 0.178 | Train Acc: 93.97% | Test Loss: 0.705 | Test Acc: 80.59%
2025-04-27 22:19:38,441 - train - INFO - Epoch: 41 | Train Loss: 0.147 | Train Acc: 95.21% | Test Loss: 0.719 | Test Acc: 80.39%
2025-04-27 22:20:01,048 - train - INFO - Epoch: 42 | Train Loss: 0.114 | Train Acc: 96.48% | Test Loss: 0.740 | Test Acc: 81.16%
2025-04-27 22:20:28,966 - train - INFO - Epoch: 43 | Train Loss: 0.083 | Train Acc: 97.75% | Test Loss: 0.749 | Test Acc: 81.50%
2025-04-27 22:20:51,470 - train - INFO - Epoch: 44 | Train Loss: 0.054 | Train Acc: 98.88% | Test Loss: 0.778 | Test Acc: 81.37%
2025-04-27 22:21:19,645 - train - INFO - Epoch: 45 | Train Loss: 0.035 | Train Acc: 99.59% | Test Loss: 0.795 | Test Acc: 81.57%
2025-04-27 22:21:42,418 - train - INFO - Epoch: 46 | Train Loss: 0.023 | Train Acc: 99.87% | Test Loss: 0.810 | Test Acc: 81.61%
2025-04-27 22:22:10,870 - train - INFO - Epoch: 47 | Train Loss: 0.017 | Train Acc: 99.97% | Test Loss: 0.816 | Test Acc: 81.61%
2025-04-27 22:22:33,452 - train - INFO - Epoch: 48 | Train Loss: 0.014 | Train Acc: 99.98% | Test Loss: 0.817 | Test Acc: 81.78%
2025-04-27 22:23:01,910 - train - INFO - Epoch: 49 | Train Loss: 0.012 | Train Acc: 99.99% | Test Loss: 0.818 | Test Acc: 81.81%
2025-04-27 22:23:23,874 - train - INFO - Epoch: 50 | Train Loss: 0.012 | Train Acc: 99.99% | Test Loss: 0.818 | Test Acc: 81.80%
2025-04-27 22:23:29,595 - train - INFO - 训练完成!
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