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2025-04-27 15:09:56,919 - train - INFO - 开始训练 EfficientNetB0_noisy
2025-04-27 15:09:56,919 - train - INFO - 总轮数: 50, 学习率: 0.1, 设备: cuda:0
2025-04-27 15:10:22,713 - train - INFO - Epoch: 1 | Train Loss: 2.081 | Train Acc: 27.03% | Test Loss: 1.789 | Test Acc: 34.82%
2025-04-27 15:10:55,957 - train - INFO - Epoch: 2 | Train Loss: 1.525 | Train Acc: 43.86% | Test Loss: 1.418 | Test Acc: 47.76%
2025-04-27 15:11:27,427 - train - INFO - Epoch: 3 | Train Loss: 1.372 | Train Acc: 50.32% | Test Loss: 2.016 | Test Acc: 49.71%
2025-04-27 15:11:53,204 - train - INFO - Epoch: 4 | Train Loss: 1.238 | Train Acc: 55.62% | Test Loss: 1.190 | Test Acc: 56.96%
2025-04-27 15:12:26,195 - train - INFO - Epoch: 5 | Train Loss: 1.175 | Train Acc: 58.22% | Test Loss: 1.237 | Test Acc: 55.72%
2025-04-27 15:12:52,213 - train - INFO - Epoch: 6 | Train Loss: 1.070 | Train Acc: 61.93% | Test Loss: 1.025 | Test Acc: 63.43%
2025-04-27 15:13:25,067 - train - INFO - Epoch: 7 | Train Loss: 0.951 | Train Acc: 66.33% | Test Loss: 1.036 | Test Acc: 63.63%
2025-04-27 15:13:50,787 - train - INFO - Epoch: 8 | Train Loss: 0.886 | Train Acc: 68.80% | Test Loss: 1.132 | Test Acc: 64.98%
2025-04-27 15:14:23,339 - train - INFO - Epoch: 9 | Train Loss: 0.851 | Train Acc: 69.96% | Test Loss: 1.007 | Test Acc: 66.49%
2025-04-27 15:14:48,321 - train - INFO - Epoch: 10 | Train Loss: 0.791 | Train Acc: 72.24% | Test Loss: 0.860 | Test Acc: 69.98%
2025-04-27 15:15:20,709 - train - INFO - Epoch: 11 | Train Loss: 0.760 | Train Acc: 73.33% | Test Loss: 0.866 | Test Acc: 70.42%
2025-04-27 15:15:46,130 - train - INFO - Epoch: 12 | Train Loss: 0.737 | Train Acc: 74.20% | Test Loss: 0.892 | Test Acc: 69.16%
2025-04-27 15:16:17,649 - train - INFO - Epoch: 13 | Train Loss: 0.711 | Train Acc: 75.04% | Test Loss: 0.790 | Test Acc: 72.42%
2025-04-27 15:16:42,976 - train - INFO - Epoch: 14 | Train Loss: 0.690 | Train Acc: 75.93% | Test Loss: 0.778 | Test Acc: 72.89%
2025-04-27 15:17:15,529 - train - INFO - Epoch: 15 | Train Loss: 0.669 | Train Acc: 76.76% | Test Loss: 0.853 | Test Acc: 71.91%
2025-04-27 15:17:40,716 - train - INFO - Epoch: 16 | Train Loss: 0.651 | Train Acc: 77.30% | Test Loss: 0.775 | Test Acc: 73.20%
2025-04-27 15:18:12,630 - train - INFO - Epoch: 17 | Train Loss: 0.631 | Train Acc: 77.99% | Test Loss: 0.809 | Test Acc: 73.40%
2025-04-27 15:18:38,020 - train - INFO - Epoch: 18 | Train Loss: 0.614 | Train Acc: 78.23% | Test Loss: 1.002 | Test Acc: 69.26%
2025-04-27 15:19:10,658 - train - INFO - Epoch: 19 | Train Loss: 0.599 | Train Acc: 78.89% | Test Loss: 0.762 | Test Acc: 74.26%
2025-04-27 15:19:35,190 - train - INFO - Epoch: 20 | Train Loss: 0.582 | Train Acc: 79.60% | Test Loss: 0.758 | Test Acc: 74.69%
2025-04-27 15:20:07,419 - train - INFO - Epoch: 21 | Train Loss: 0.563 | Train Acc: 80.34% | Test Loss: 0.745 | Test Acc: 75.55%
2025-04-27 15:20:32,734 - train - INFO - Epoch: 22 | Train Loss: 0.547 | Train Acc: 80.77% | Test Loss: 0.884 | Test Acc: 72.89%
2025-04-27 15:21:04,431 - train - INFO - Epoch: 23 | Train Loss: 0.530 | Train Acc: 81.20% | Test Loss: 0.789 | Test Acc: 74.50%
2025-04-27 15:21:28,332 - train - INFO - Epoch: 24 | Train Loss: 0.514 | Train Acc: 81.78% | Test Loss: 0.699 | Test Acc: 76.98%
2025-04-27 15:21:59,369 - train - INFO - Epoch: 25 | Train Loss: 0.492 | Train Acc: 82.51% | Test Loss: 0.738 | Test Acc: 76.27%
2025-04-27 15:22:24,552 - train - INFO - Epoch: 26 | Train Loss: 0.474 | Train Acc: 83.36% | Test Loss: 0.752 | Test Acc: 76.40%
2025-04-27 15:22:56,688 - train - INFO - Epoch: 27 | Train Loss: 0.459 | Train Acc: 83.85% | Test Loss: 0.717 | Test Acc: 77.11%
2025-04-27 15:23:21,105 - train - INFO - Epoch: 28 | Train Loss: 0.437 | Train Acc: 84.50% | Test Loss: 0.848 | Test Acc: 74.67%
2025-04-27 15:23:52,360 - train - INFO - Epoch: 29 | Train Loss: 0.423 | Train Acc: 84.98% | Test Loss: 0.780 | Test Acc: 76.49%
2025-04-27 15:24:17,773 - train - INFO - Epoch: 30 | Train Loss: 0.399 | Train Acc: 85.76% | Test Loss: 0.756 | Test Acc: 76.81%
2025-04-27 15:24:50,625 - train - INFO - Epoch: 31 | Train Loss: 0.373 | Train Acc: 86.63% | Test Loss: 0.796 | Test Acc: 76.14%
2025-04-27 15:25:15,877 - train - INFO - Epoch: 32 | Train Loss: 0.350 | Train Acc: 87.48% | Test Loss: 0.808 | Test Acc: 76.09%
2025-04-27 15:25:47,616 - train - INFO - Epoch: 33 | Train Loss: 0.326 | Train Acc: 88.28% | Test Loss: 0.826 | Test Acc: 75.90%
2025-04-27 15:26:11,228 - train - INFO - Epoch: 34 | Train Loss: 0.300 | Train Acc: 89.18% | Test Loss: 0.768 | Test Acc: 77.75%
2025-04-27 15:26:40,127 - train - INFO - Epoch: 35 | Train Loss: 0.275 | Train Acc: 90.19% | Test Loss: 0.840 | Test Acc: 76.95%
2025-04-27 15:27:05,634 - train - INFO - Epoch: 36 | Train Loss: 0.250 | Train Acc: 91.14% | Test Loss: 0.800 | Test Acc: 77.96%
2025-04-27 15:27:36,786 - train - INFO - Epoch: 37 | Train Loss: 0.223 | Train Acc: 92.05% | Test Loss: 0.847 | Test Acc: 78.09%
2025-04-27 15:28:02,156 - train - INFO - Epoch: 38 | Train Loss: 0.196 | Train Acc: 93.07% | Test Loss: 0.889 | Test Acc: 78.00%
2025-04-27 15:28:34,110 - train - INFO - Epoch: 39 | Train Loss: 0.165 | Train Acc: 94.20% | Test Loss: 0.864 | Test Acc: 78.62%
2025-04-27 15:28:59,676 - train - INFO - Epoch: 40 | Train Loss: 0.134 | Train Acc: 95.40% | Test Loss: 0.894 | Test Acc: 78.74%
2025-04-27 15:29:31,126 - train - INFO - Epoch: 41 | Train Loss: 0.104 | Train Acc: 96.48% | Test Loss: 0.912 | Test Acc: 78.90%
2025-04-27 15:29:56,554 - train - INFO - Epoch: 42 | Train Loss: 0.077 | Train Acc: 97.59% | Test Loss: 0.934 | Test Acc: 78.79%
2025-04-27 15:30:28,554 - train - INFO - Epoch: 43 | Train Loss: 0.054 | Train Acc: 98.48% | Test Loss: 0.936 | Test Acc: 78.98%
2025-04-27 15:30:54,497 - train - INFO - Epoch: 44 | Train Loss: 0.038 | Train Acc: 99.12% | Test Loss: 0.926 | Test Acc: 79.64%
2025-04-27 15:31:25,335 - train - INFO - Epoch: 45 | Train Loss: 0.026 | Train Acc: 99.55% | Test Loss: 0.935 | Test Acc: 79.51%
2025-04-27 15:31:50,647 - train - INFO - Epoch: 46 | Train Loss: 0.019 | Train Acc: 99.78% | Test Loss: 0.943 | Test Acc: 79.74%
2025-04-27 15:32:22,746 - train - INFO - Epoch: 47 | Train Loss: 0.016 | Train Acc: 99.80% | Test Loss: 0.951 | Test Acc: 79.71%
2025-04-27 15:32:48,327 - train - INFO - Epoch: 48 | Train Loss: 0.014 | Train Acc: 99.82% | Test Loss: 0.953 | Test Acc: 79.64%
2025-04-27 15:33:20,949 - train - INFO - Epoch: 49 | Train Loss: 0.013 | Train Acc: 99.84% | Test Loss: 0.954 | Test Acc: 79.62%
2025-04-27 15:33:46,537 - train - INFO - Epoch: 50 | Train Loss: 0.012 | Train Acc: 99.85% | Test Loss: 0.956 | Test Acc: 79.55%
2025-04-27 15:33:52,778 - train - INFO - 训练完成!
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