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2025-04-19 22:38:04,377 - train - INFO - 开始训练 ResNet18_noisy
2025-04-19 22:38:04,377 - train - INFO - 总轮数: 50, 学习率: 0.1, 设备: cuda:0
2025-04-19 22:38:15,071 - train - INFO - Epoch: 1 | Train Loss: 2.024 | Train Acc: 28.28% | Test Loss: 2.056 | Test Acc: 31.09%
2025-04-19 22:38:30,532 - train - INFO - Epoch: 2 | Train Loss: 1.407 | Train Acc: 48.13% | Test Loss: 1.441 | Test Acc: 47.89%
2025-04-19 22:38:44,185 - train - INFO - Epoch: 3 | Train Loss: 1.139 | Train Acc: 58.72% | Test Loss: 1.181 | Test Acc: 57.97%
2025-04-19 22:38:54,714 - train - INFO - Epoch: 4 | Train Loss: 0.939 | Train Acc: 66.62% | Test Loss: 0.989 | Test Acc: 65.70%
2025-04-19 22:39:08,299 - train - INFO - Epoch: 5 | Train Loss: 0.798 | Train Acc: 71.66% | Test Loss: 0.888 | Test Acc: 69.21%
2025-04-19 22:39:18,696 - train - INFO - Epoch: 6 | Train Loss: 0.676 | Train Acc: 76.11% | Test Loss: 0.932 | Test Acc: 68.50%
2025-04-19 22:39:32,318 - train - INFO - Epoch: 7 | Train Loss: 0.579 | Train Acc: 79.92% | Test Loss: 0.894 | Test Acc: 71.13%
2025-04-19 22:39:42,803 - train - INFO - Epoch: 8 | Train Loss: 0.490 | Train Acc: 82.91% | Test Loss: 0.914 | Test Acc: 71.92%
2025-04-19 22:39:56,342 - train - INFO - Epoch: 9 | Train Loss: 0.422 | Train Acc: 85.40% | Test Loss: 1.062 | Test Acc: 70.09%
2025-04-19 22:40:06,650 - train - INFO - Epoch: 10 | Train Loss: 0.378 | Train Acc: 86.70% | Test Loss: 1.417 | Test Acc: 64.41%
2025-04-19 22:40:20,322 - train - INFO - Epoch: 11 | Train Loss: 0.329 | Train Acc: 88.58% | Test Loss: 1.685 | Test Acc: 63.52%
2025-04-19 22:40:30,594 - train - INFO - Epoch: 12 | Train Loss: 0.290 | Train Acc: 89.73% | Test Loss: 1.092 | Test Acc: 71.72%
2025-04-19 22:40:44,212 - train - INFO - Epoch: 13 | Train Loss: 0.254 | Train Acc: 91.04% | Test Loss: 0.956 | Test Acc: 74.72%
2025-04-19 22:40:54,503 - train - INFO - Epoch: 14 | Train Loss: 0.238 | Train Acc: 91.67% | Test Loss: 1.173 | Test Acc: 71.84%
2025-04-19 22:41:08,316 - train - INFO - Epoch: 15 | Train Loss: 0.212 | Train Acc: 92.61% | Test Loss: 1.160 | Test Acc: 72.07%
2025-04-19 22:41:18,578 - train - INFO - Epoch: 16 | Train Loss: 0.197 | Train Acc: 93.09% | Test Loss: 0.970 | Test Acc: 74.41%
2025-04-19 22:41:32,258 - train - INFO - Epoch: 17 | Train Loss: 0.176 | Train Acc: 93.82% | Test Loss: 1.113 | Test Acc: 73.13%
2025-04-19 22:41:42,706 - train - INFO - Epoch: 18 | Train Loss: 0.158 | Train Acc: 94.55% | Test Loss: 0.955 | Test Acc: 76.14%
2025-04-19 22:41:56,409 - train - INFO - Epoch: 19 | Train Loss: 0.152 | Train Acc: 94.77% | Test Loss: 0.863 | Test Acc: 76.73%
2025-04-19 22:42:06,814 - train - INFO - Epoch: 20 | Train Loss: 0.133 | Train Acc: 95.36% | Test Loss: 1.007 | Test Acc: 76.07%
2025-04-19 22:42:20,902 - train - INFO - Epoch: 21 | Train Loss: 0.125 | Train Acc: 95.65% | Test Loss: 1.014 | Test Acc: 75.96%
2025-04-19 22:42:31,720 - train - INFO - Epoch: 22 | Train Loss: 0.119 | Train Acc: 95.95% | Test Loss: 0.849 | Test Acc: 78.38%
2025-04-19 22:42:45,517 - train - INFO - Epoch: 23 | Train Loss: 0.101 | Train Acc: 96.64% | Test Loss: 0.866 | Test Acc: 77.99%
2025-04-19 22:42:55,795 - train - INFO - Epoch: 24 | Train Loss: 0.098 | Train Acc: 96.65% | Test Loss: 0.907 | Test Acc: 76.54%
2025-04-19 22:43:09,438 - train - INFO - Epoch: 25 | Train Loss: 0.088 | Train Acc: 97.05% | Test Loss: 0.956 | Test Acc: 76.37%
2025-04-19 22:43:19,793 - train - INFO - Epoch: 26 | Train Loss: 0.075 | Train Acc: 97.55% | Test Loss: 1.167 | Test Acc: 74.42%
2025-04-19 22:43:33,421 - train - INFO - Epoch: 27 | Train Loss: 0.064 | Train Acc: 97.90% | Test Loss: 0.878 | Test Acc: 79.35%
2025-04-19 22:43:43,713 - train - INFO - Epoch: 28 | Train Loss: 0.052 | Train Acc: 98.33% | Test Loss: 0.795 | Test Acc: 79.52%
2025-04-19 22:43:57,212 - train - INFO - Epoch: 29 | Train Loss: 0.039 | Train Acc: 98.83% | Test Loss: 0.792 | Test Acc: 80.67%
2025-04-19 22:44:07,550 - train - INFO - Epoch: 30 | Train Loss: 0.027 | Train Acc: 99.21% | Test Loss: 0.757 | Test Acc: 80.81%
2025-04-19 22:44:21,234 - train - INFO - Epoch: 31 | Train Loss: 0.025 | Train Acc: 99.27% | Test Loss: 0.851 | Test Acc: 79.02%
2025-04-19 22:44:31,568 - train - INFO - Epoch: 32 | Train Loss: 0.010 | Train Acc: 99.81% | Test Loss: 0.651 | Test Acc: 83.68%
2025-04-19 22:44:45,116 - train - INFO - Epoch: 33 | Train Loss: 0.003 | Train Acc: 99.98% | Test Loss: 0.600 | Test Acc: 84.32%
2025-04-19 22:44:55,355 - train - INFO - Epoch: 34 | Train Loss: 0.001 | Train Acc: 100.00% | Test Loss: 0.568 | Test Acc: 84.41%
2025-04-19 22:45:09,263 - train - INFO - Epoch: 35 | Train Loss: 0.001 | Train Acc: 100.00% | Test Loss: 0.549 | Test Acc: 84.55%
2025-04-19 22:45:19,732 - train - INFO - Epoch: 36 | Train Loss: 0.002 | Train Acc: 100.00% | Test Loss: 0.537 | Test Acc: 84.64%
2025-04-19 22:45:33,176 - train - INFO - Epoch: 37 | Train Loss: 0.002 | Train Acc: 100.00% | Test Loss: 0.527 | Test Acc: 84.73%
2025-04-19 22:45:43,388 - train - INFO - Epoch: 38 | Train Loss: 0.002 | Train Acc: 100.00% | Test Loss: 0.521 | Test Acc: 84.79%
2025-04-19 22:45:56,952 - train - INFO - Epoch: 39 | Train Loss: 0.002 | Train Acc: 100.00% | Test Loss: 0.516 | Test Acc: 84.93%
2025-04-19 22:46:07,239 - train - INFO - Epoch: 40 | Train Loss: 0.002 | Train Acc: 100.00% | Test Loss: 0.513 | Test Acc: 84.93%
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