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2025-04-27 21:41:25,510 - train - INFO - 开始训练 ShuffleNetG2_noisy
2025-04-27 21:41:25,511 - train - INFO - 总轮数: 50, 学习率: 0.1, 设备: cuda:4
2025-04-27 21:41:51,529 - train - INFO - Epoch: 1 | Train Loss: 3.400 | Train Acc: 26.02% | Test Loss: 1.750 | Test Acc: 33.87%
2025-04-27 21:42:24,218 - train - INFO - Epoch: 2 | Train Loss: 1.537 | Train Acc: 42.44% | Test Loss: 1.588 | Test Acc: 42.18%
2025-04-27 21:42:55,308 - train - INFO - Epoch: 3 | Train Loss: 1.336 | Train Acc: 50.99% | Test Loss: 1.512 | Test Acc: 46.48%
2025-04-27 21:43:19,515 - train - INFO - Epoch: 4 | Train Loss: 1.198 | Train Acc: 56.59% | Test Loss: 1.425 | Test Acc: 46.91%
2025-04-27 21:43:51,076 - train - INFO - Epoch: 5 | Train Loss: 1.079 | Train Acc: 61.20% | Test Loss: 1.143 | Test Acc: 58.52%
2025-04-27 21:44:15,829 - train - INFO - Epoch: 6 | Train Loss: 0.982 | Train Acc: 64.96% | Test Loss: 1.561 | Test Acc: 50.11%
2025-04-27 21:44:46,810 - train - INFO - Epoch: 7 | Train Loss: 0.899 | Train Acc: 67.97% | Test Loss: 1.477 | Test Acc: 51.25%
2025-04-27 21:45:11,771 - train - INFO - Epoch: 8 | Train Loss: 0.833 | Train Acc: 70.35% | Test Loss: 1.515 | Test Acc: 49.35%
2025-04-27 21:45:42,882 - train - INFO - Epoch: 9 | Train Loss: 0.759 | Train Acc: 73.30% | Test Loss: 0.922 | Test Acc: 67.45%
2025-04-27 21:46:08,262 - train - INFO - Epoch: 10 | Train Loss: 0.714 | Train Acc: 74.86% | Test Loss: 1.740 | Test Acc: 47.33%
2025-04-27 21:46:39,327 - train - INFO - Epoch: 11 | Train Loss: 0.671 | Train Acc: 76.41% | Test Loss: 1.612 | Test Acc: 56.71%
2025-04-27 21:47:04,701 - train - INFO - Epoch: 12 | Train Loss: 0.635 | Train Acc: 77.76% | Test Loss: 1.079 | Test Acc: 65.61%
2025-04-27 21:47:35,606 - train - INFO - Epoch: 13 | Train Loss: 0.613 | Train Acc: 78.57% | Test Loss: 0.842 | Test Acc: 70.63%
2025-04-27 21:48:00,848 - train - INFO - Epoch: 14 | Train Loss: 0.587 | Train Acc: 79.53% | Test Loss: 0.915 | Test Acc: 69.84%
2025-04-27 21:48:32,257 - train - INFO - Epoch: 15 | Train Loss: 0.565 | Train Acc: 80.24% | Test Loss: 0.902 | Test Acc: 70.44%
2025-04-27 21:48:59,310 - train - INFO - Epoch: 16 | Train Loss: 0.551 | Train Acc: 80.68% | Test Loss: 1.083 | Test Acc: 66.30%
2025-04-27 21:49:33,817 - train - INFO - Epoch: 17 | Train Loss: 0.527 | Train Acc: 81.43% | Test Loss: 0.951 | Test Acc: 69.10%
2025-04-27 21:50:02,355 - train - INFO - Epoch: 18 | Train Loss: 0.506 | Train Acc: 82.39% | Test Loss: 0.944 | Test Acc: 69.48%
2025-04-27 21:50:36,817 - train - INFO - Epoch: 19 | Train Loss: 0.492 | Train Acc: 82.73% | Test Loss: 1.219 | Test Acc: 66.12%
2025-04-27 21:51:06,256 - train - INFO - Epoch: 20 | Train Loss: 0.478 | Train Acc: 83.24% | Test Loss: 1.115 | Test Acc: 65.70%
2025-04-27 21:51:40,554 - train - INFO - Epoch: 21 | Train Loss: 0.459 | Train Acc: 83.89% | Test Loss: 1.046 | Test Acc: 67.49%
2025-04-27 21:52:35,966 - train - INFO - Epoch: 22 | Train Loss: 0.437 | Train Acc: 84.71% | Test Loss: 0.936 | Test Acc: 70.31%
2025-04-27 21:53:35,449 - train - INFO - Epoch: 23 | Train Loss: 0.431 | Train Acc: 85.02% | Test Loss: 1.119 | Test Acc: 66.65%
2025-04-27 21:54:34,611 - train - INFO - Epoch: 24 | Train Loss: 0.403 | Train Acc: 85.92% | Test Loss: 1.014 | Test Acc: 70.56%
2025-04-27 21:55:34,888 - train - INFO - Epoch: 25 | Train Loss: 0.386 | Train Acc: 86.42% | Test Loss: 1.255 | Test Acc: 66.80%
2025-04-27 21:56:33,663 - train - INFO - Epoch: 26 | Train Loss: 0.369 | Train Acc: 87.03% | Test Loss: 0.762 | Test Acc: 75.79%
2025-04-27 21:57:33,927 - train - INFO - Epoch: 27 | Train Loss: 0.346 | Train Acc: 87.71% | Test Loss: 0.954 | Test Acc: 71.07%
2025-04-27 21:58:32,026 - train - INFO - Epoch: 28 | Train Loss: 0.331 | Train Acc: 88.35% | Test Loss: 0.712 | Test Acc: 77.07%
2025-04-27 21:59:32,574 - train - INFO - Epoch: 29 | Train Loss: 0.312 | Train Acc: 89.18% | Test Loss: 0.793 | Test Acc: 76.04%
2025-04-27 22:00:30,624 - train - INFO - Epoch: 30 | Train Loss: 0.286 | Train Acc: 89.95% | Test Loss: 0.807 | Test Acc: 76.42%
2025-04-27 22:01:30,921 - train - INFO - Epoch: 31 | Train Loss: 0.267 | Train Acc: 90.67% | Test Loss: 0.904 | Test Acc: 74.62%
2025-04-27 22:02:29,367 - train - INFO - Epoch: 32 | Train Loss: 0.240 | Train Acc: 91.59% | Test Loss: 0.813 | Test Acc: 76.77%
2025-04-27 22:03:29,872 - train - INFO - Epoch: 33 | Train Loss: 0.222 | Train Acc: 92.19% | Test Loss: 0.751 | Test Acc: 79.36%
2025-04-27 22:04:28,022 - train - INFO - Epoch: 34 | Train Loss: 0.201 | Train Acc: 92.99% | Test Loss: 0.865 | Test Acc: 76.91%
2025-04-27 22:05:28,477 - train - INFO - Epoch: 35 | Train Loss: 0.171 | Train Acc: 94.12% | Test Loss: 0.788 | Test Acc: 79.28%
2025-04-27 22:06:26,493 - train - INFO - Epoch: 36 | Train Loss: 0.149 | Train Acc: 94.75% | Test Loss: 0.723 | Test Acc: 81.25%
2025-04-27 22:07:27,108 - train - INFO - Epoch: 37 | Train Loss: 0.118 | Train Acc: 95.86% | Test Loss: 0.850 | Test Acc: 80.04%
2025-04-27 22:08:25,435 - train - INFO - Epoch: 38 | Train Loss: 0.090 | Train Acc: 96.93% | Test Loss: 0.863 | Test Acc: 79.94%
2025-04-27 22:09:25,989 - train - INFO - Epoch: 39 | Train Loss: 0.069 | Train Acc: 97.72% | Test Loss: 0.769 | Test Acc: 82.02%
2025-04-27 22:10:24,194 - train - INFO - Epoch: 40 | Train Loss: 0.046 | Train Acc: 98.60% | Test Loss: 0.778 | Test Acc: 82.56%
2025-04-27 22:11:24,377 - train - INFO - Epoch: 41 | Train Loss: 0.026 | Train Acc: 99.31% | Test Loss: 0.769 | Test Acc: 82.98%
2025-04-27 22:12:22,490 - train - INFO - Epoch: 42 | Train Loss: 0.011 | Train Acc: 99.84% | Test Loss: 0.732 | Test Acc: 84.06%
2025-04-27 22:13:23,136 - train - INFO - Epoch: 43 | Train Loss: 0.004 | Train Acc: 99.97% | Test Loss: 0.728 | Test Acc: 84.47%
2025-04-27 22:14:21,282 - train - INFO - Epoch: 44 | Train Loss: 0.002 | Train Acc: 99.99% | Test Loss: 0.724 | Test Acc: 84.54%
2025-04-27 22:15:21,703 - train - INFO - Epoch: 45 | Train Loss: 0.002 | Train Acc: 100.00% | Test Loss: 0.724 | Test Acc: 84.50%
2025-04-27 22:15:53,452 - train - INFO - Epoch: 46 | Train Loss: 0.002 | Train Acc: 100.00% | Test Loss: 0.723 | Test Acc: 84.46%
2025-04-27 22:16:27,268 - train - INFO - Epoch: 47 | Train Loss: 0.002 | Train Acc: 100.00% | Test Loss: 0.723 | Test Acc: 84.48%
2025-04-27 22:16:55,701 - train - INFO - Epoch: 48 | Train Loss: 0.002 | Train Acc: 100.00% | Test Loss: 0.722 | Test Acc: 84.44%
2025-04-27 22:17:24,143 - train - INFO - Epoch: 49 | Train Loss: 0.002 | Train Acc: 100.00% | Test Loss: 0.722 | Test Acc: 84.44%
2025-04-27 22:17:45,914 - train - INFO - Epoch: 50 | Train Loss: 0.002 | Train Acc: 100.00% | Test Loss: 0.722 | Test Acc: 84.42%
2025-04-27 22:17:51,414 - train - INFO - 训练完成!
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