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2025-04-27 21:09:41,018 - train - INFO - 开始训练 SENet18_noisy
2025-04-27 21:09:41,018 - train - INFO - 总轮数: 50, 学习率: 0.1, 设备: cuda:3
2025-04-27 21:09:56,926 - train - INFO - Epoch: 1 | Train Loss: 1.574 | Train Acc: 42.11% | Test Loss: 1.490 | Test Acc: 47.84%
2025-04-27 21:10:23,350 - train - INFO - Epoch: 2 | Train Loss: 1.062 | Train Acc: 61.81% | Test Loss: 1.079 | Test Acc: 62.27%
2025-04-27 21:10:47,340 - train - INFO - Epoch: 3 | Train Loss: 0.817 | Train Acc: 70.97% | Test Loss: 1.046 | Test Acc: 65.24%
2025-04-27 21:11:06,285 - train - INFO - Epoch: 4 | Train Loss: 0.661 | Train Acc: 76.80% | Test Loss: 0.878 | Test Acc: 70.30%
2025-04-27 21:11:29,874 - train - INFO - Epoch: 5 | Train Loss: 0.557 | Train Acc: 80.64% | Test Loss: 0.821 | Test Acc: 72.95%
2025-04-27 21:11:48,513 - train - INFO - Epoch: 6 | Train Loss: 0.485 | Train Acc: 83.20% | Test Loss: 1.019 | Test Acc: 70.77%
2025-04-27 21:12:12,624 - train - INFO - Epoch: 7 | Train Loss: 0.432 | Train Acc: 85.04% | Test Loss: 1.026 | Test Acc: 71.29%
2025-04-27 21:12:31,233 - train - INFO - Epoch: 8 | Train Loss: 0.392 | Train Acc: 86.42% | Test Loss: 1.153 | Test Acc: 69.25%
2025-04-27 21:12:54,975 - train - INFO - Epoch: 9 | Train Loss: 0.351 | Train Acc: 87.68% | Test Loss: 0.894 | Test Acc: 75.35%
2025-04-27 21:13:13,226 - train - INFO - Epoch: 10 | Train Loss: 0.319 | Train Acc: 88.87% | Test Loss: 1.084 | Test Acc: 72.21%
2025-04-27 21:13:37,684 - train - INFO - Epoch: 11 | Train Loss: 0.292 | Train Acc: 89.85% | Test Loss: 1.178 | Test Acc: 69.65%
2025-04-27 21:13:55,341 - train - INFO - Epoch: 12 | Train Loss: 0.272 | Train Acc: 90.33% | Test Loss: 1.053 | Test Acc: 72.49%
2025-04-27 21:14:20,018 - train - INFO - Epoch: 13 | Train Loss: 0.252 | Train Acc: 91.27% | Test Loss: 0.994 | Test Acc: 74.35%
2025-04-27 21:14:37,307 - train - INFO - Epoch: 14 | Train Loss: 0.231 | Train Acc: 91.91% | Test Loss: 1.013 | Test Acc: 73.95%
2025-04-27 21:15:01,635 - train - INFO - Epoch: 15 | Train Loss: 0.207 | Train Acc: 92.78% | Test Loss: 1.144 | Test Acc: 73.39%
2025-04-27 21:15:18,927 - train - INFO - Epoch: 16 | Train Loss: 0.199 | Train Acc: 93.00% | Test Loss: 0.923 | Test Acc: 76.46%
2025-04-27 21:15:43,624 - train - INFO - Epoch: 17 | Train Loss: 0.187 | Train Acc: 93.48% | Test Loss: 0.935 | Test Acc: 75.91%
2025-04-27 21:16:01,170 - train - INFO - Epoch: 18 | Train Loss: 0.174 | Train Acc: 93.80% | Test Loss: 1.006 | Test Acc: 76.83%
2025-04-27 21:16:26,233 - train - INFO - Epoch: 19 | Train Loss: 0.156 | Train Acc: 94.61% | Test Loss: 1.114 | Test Acc: 72.33%
2025-04-27 21:16:43,909 - train - INFO - Epoch: 20 | Train Loss: 0.149 | Train Acc: 94.79% | Test Loss: 0.952 | Test Acc: 76.67%
2025-04-27 21:17:08,468 - train - INFO - Epoch: 21 | Train Loss: 0.134 | Train Acc: 95.44% | Test Loss: 1.440 | Test Acc: 70.94%
2025-04-27 21:17:26,178 - train - INFO - Epoch: 22 | Train Loss: 0.127 | Train Acc: 95.69% | Test Loss: 1.034 | Test Acc: 76.20%
2025-04-27 21:17:50,199 - train - INFO - Epoch: 23 | Train Loss: 0.119 | Train Acc: 95.95% | Test Loss: 1.167 | Test Acc: 72.58%
2025-04-27 21:18:08,794 - train - INFO - Epoch: 24 | Train Loss: 0.112 | Train Acc: 96.24% | Test Loss: 1.339 | Test Acc: 72.50%
2025-04-27 21:18:33,027 - train - INFO - Epoch: 25 | Train Loss: 0.103 | Train Acc: 96.54% | Test Loss: 1.043 | Test Acc: 76.92%
2025-04-27 21:18:51,669 - train - INFO - Epoch: 26 | Train Loss: 0.084 | Train Acc: 97.09% | Test Loss: 0.938 | Test Acc: 78.95%
2025-04-27 21:19:15,031 - train - INFO - Epoch: 27 | Train Loss: 0.078 | Train Acc: 97.43% | Test Loss: 1.145 | Test Acc: 75.97%
2025-04-27 21:19:33,488 - train - INFO - Epoch: 28 | Train Loss: 0.070 | Train Acc: 97.72% | Test Loss: 0.844 | Test Acc: 80.72%
2025-04-27 21:19:56,752 - train - INFO - Epoch: 29 | Train Loss: 0.052 | Train Acc: 98.21% | Test Loss: 1.049 | Test Acc: 78.09%
2025-04-27 21:20:15,427 - train - INFO - Epoch: 30 | Train Loss: 0.050 | Train Acc: 98.30% | Test Loss: 0.909 | Test Acc: 80.84%
2025-04-27 21:20:38,483 - train - INFO - Epoch: 31 | Train Loss: 0.037 | Train Acc: 98.80% | Test Loss: 0.823 | Test Acc: 81.15%
2025-04-27 21:20:56,897 - train - INFO - Epoch: 32 | Train Loss: 0.023 | Train Acc: 99.30% | Test Loss: 0.820 | Test Acc: 82.39%
2025-04-27 21:21:19,556 - train - INFO - Epoch: 33 | Train Loss: 0.019 | Train Acc: 99.40% | Test Loss: 0.779 | Test Acc: 82.95%
2025-04-27 21:21:38,392 - train - INFO - Epoch: 34 | Train Loss: 0.009 | Train Acc: 99.83% | Test Loss: 0.756 | Test Acc: 83.60%
2025-04-27 21:22:01,408 - train - INFO - Epoch: 35 | Train Loss: 0.003 | Train Acc: 99.95% | Test Loss: 0.650 | Test Acc: 85.07%
2025-04-27 21:22:19,882 - train - INFO - Epoch: 36 | Train Loss: 0.001 | Train Acc: 100.00% | Test Loss: 0.603 | Test Acc: 85.15%
2025-04-27 21:22:44,001 - train - INFO - Epoch: 37 | Train Loss: 0.001 | Train Acc: 100.00% | Test Loss: 0.581 | Test Acc: 85.26%
2025-04-27 21:23:02,399 - train - INFO - Epoch: 38 | Train Loss: 0.001 | Train Acc: 100.00% | Test Loss: 0.567 | Test Acc: 85.24%
2025-04-27 21:23:26,933 - train - INFO - Epoch: 39 | Train Loss: 0.001 | Train Acc: 100.00% | Test Loss: 0.556 | Test Acc: 85.28%
2025-04-27 21:23:44,787 - train - INFO - Epoch: 40 | Train Loss: 0.001 | Train Acc: 100.00% | Test Loss: 0.549 | Test Acc: 85.35%
2025-04-27 21:24:09,636 - train - INFO - Epoch: 41 | Train Loss: 0.001 | Train Acc: 100.00% | Test Loss: 0.544 | Test Acc: 85.35%
2025-04-27 21:24:27,047 - train - INFO - Epoch: 42 | Train Loss: 0.001 | Train Acc: 100.00% | Test Loss: 0.540 | Test Acc: 85.37%
2025-04-27 21:24:51,695 - train - INFO - Epoch: 43 | Train Loss: 0.001 | Train Acc: 100.00% | Test Loss: 0.537 | Test Acc: 85.40%
2025-04-27 21:25:09,041 - train - INFO - Epoch: 44 | Train Loss: 0.001 | Train Acc: 100.00% | Test Loss: 0.535 | Test Acc: 85.44%
2025-04-27 21:25:33,518 - train - INFO - Epoch: 45 | Train Loss: 0.001 | Train Acc: 100.00% | Test Loss: 0.534 | Test Acc: 85.48%
2025-04-27 21:25:50,552 - train - INFO - Epoch: 46 | Train Loss: 0.001 | Train Acc: 100.00% | Test Loss: 0.533 | Test Acc: 85.49%
2025-04-27 21:26:15,756 - train - INFO - Epoch: 47 | Train Loss: 0.001 | Train Acc: 100.00% | Test Loss: 0.532 | Test Acc: 85.50%
2025-04-27 21:26:33,399 - train - INFO - Epoch: 48 | Train Loss: 0.001 | Train Acc: 100.00% | Test Loss: 0.532 | Test Acc: 85.49%
2025-04-27 21:26:57,848 - train - INFO - Epoch: 49 | Train Loss: 0.001 | Train Acc: 100.00% | Test Loss: 0.532 | Test Acc: 85.50%
2025-04-27 21:27:16,032 - train - INFO - Epoch: 50 | Train Loss: 0.001 | Train Acc: 100.00% | Test Loss: 0.532 | Test Acc: 85.50%
2025-04-27 21:27:21,651 - train - INFO - 训练完成!
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