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2025-04-27 19:55:10,752 - train - INFO - 开始训练 MobileNetV2_noisy
2025-04-27 19:55:10,752 - train - INFO - 总轮数: 50, 学习率: 0.1, 设备: cuda:2
2025-04-27 19:55:29,380 - train - INFO - Epoch: 1 | Train Loss: 1.635 | Train Acc: 40.57% | Test Loss: 1.445 | Test Acc: 47.49%
2025-04-27 19:55:56,312 - train - INFO - Epoch: 2 | Train Loss: 1.111 | Train Acc: 59.89% | Test Loss: 1.044 | Test Acc: 62.83%
2025-04-27 19:56:21,428 - train - INFO - Epoch: 3 | Train Loss: 0.887 | Train Acc: 68.71% | Test Loss: 0.909 | Test Acc: 68.00%
2025-04-27 19:56:40,715 - train - INFO - Epoch: 4 | Train Loss: 0.746 | Train Acc: 73.96% | Test Loss: 0.854 | Test Acc: 70.26%
2025-04-27 19:57:06,130 - train - INFO - Epoch: 5 | Train Loss: 0.659 | Train Acc: 76.90% | Test Loss: 0.800 | Test Acc: 72.98%
2025-04-27 19:57:25,472 - train - INFO - Epoch: 6 | Train Loss: 0.608 | Train Acc: 78.97% | Test Loss: 0.841 | Test Acc: 71.99%
2025-04-27 19:57:51,291 - train - INFO - Epoch: 7 | Train Loss: 0.573 | Train Acc: 79.96% | Test Loss: 0.886 | Test Acc: 70.60%
2025-04-27 19:58:09,735 - train - INFO - Epoch: 8 | Train Loss: 0.552 | Train Acc: 80.88% | Test Loss: 0.898 | Test Acc: 70.56%
2025-04-27 19:58:41,704 - train - INFO - Epoch: 9 | Train Loss: 0.528 | Train Acc: 81.75% | Test Loss: 0.938 | Test Acc: 69.61%
2025-04-27 19:59:04,577 - train - INFO - Epoch: 10 | Train Loss: 0.516 | Train Acc: 82.12% | Test Loss: 0.810 | Test Acc: 73.90%
2025-04-27 19:59:36,998 - train - INFO - Epoch: 11 | Train Loss: 0.514 | Train Acc: 82.15% | Test Loss: 0.984 | Test Acc: 69.35%
2025-04-27 20:00:00,548 - train - INFO - Epoch: 12 | Train Loss: 0.496 | Train Acc: 82.81% | Test Loss: 0.802 | Test Acc: 74.26%
2025-04-27 20:00:33,643 - train - INFO - Epoch: 13 | Train Loss: 0.492 | Train Acc: 82.88% | Test Loss: 0.867 | Test Acc: 72.80%
2025-04-27 20:00:57,060 - train - INFO - Epoch: 14 | Train Loss: 0.487 | Train Acc: 83.12% | Test Loss: 0.902 | Test Acc: 70.76%
2025-04-27 20:01:30,070 - train - INFO - Epoch: 15 | Train Loss: 0.477 | Train Acc: 83.43% | Test Loss: 0.758 | Test Acc: 74.84%
2025-04-27 20:01:53,804 - train - INFO - Epoch: 16 | Train Loss: 0.459 | Train Acc: 84.12% | Test Loss: 0.806 | Test Acc: 74.29%
2025-04-27 20:02:26,743 - train - INFO - Epoch: 17 | Train Loss: 0.454 | Train Acc: 84.20% | Test Loss: 0.853 | Test Acc: 73.58%
2025-04-27 20:02:50,366 - train - INFO - Epoch: 18 | Train Loss: 0.441 | Train Acc: 84.54% | Test Loss: 0.724 | Test Acc: 76.35%
2025-04-27 20:03:23,045 - train - INFO - Epoch: 19 | Train Loss: 0.427 | Train Acc: 85.00% | Test Loss: 0.931 | Test Acc: 72.83%
2025-04-27 20:03:46,620 - train - INFO - Epoch: 20 | Train Loss: 0.417 | Train Acc: 85.45% | Test Loss: 0.872 | Test Acc: 74.40%
2025-04-27 20:04:19,134 - train - INFO - Epoch: 21 | Train Loss: 0.404 | Train Acc: 85.97% | Test Loss: 0.810 | Test Acc: 75.16%
2025-04-27 20:04:42,881 - train - INFO - Epoch: 22 | Train Loss: 0.383 | Train Acc: 86.56% | Test Loss: 0.829 | Test Acc: 75.56%
2025-04-27 20:05:15,206 - train - INFO - Epoch: 23 | Train Loss: 0.377 | Train Acc: 86.83% | Test Loss: 0.752 | Test Acc: 76.80%
2025-04-27 20:05:39,294 - train - INFO - Epoch: 24 | Train Loss: 0.358 | Train Acc: 87.51% | Test Loss: 0.821 | Test Acc: 75.07%
2025-04-27 20:06:11,263 - train - INFO - Epoch: 25 | Train Loss: 0.347 | Train Acc: 87.90% | Test Loss: 0.882 | Test Acc: 74.17%
2025-04-27 20:06:35,842 - train - INFO - Epoch: 26 | Train Loss: 0.330 | Train Acc: 88.48% | Test Loss: 0.705 | Test Acc: 78.09%
2025-04-27 20:07:07,384 - train - INFO - Epoch: 27 | Train Loss: 0.315 | Train Acc: 88.94% | Test Loss: 0.702 | Test Acc: 79.08%
2025-04-27 20:07:32,178 - train - INFO - Epoch: 28 | Train Loss: 0.298 | Train Acc: 89.54% | Test Loss: 0.683 | Test Acc: 79.75%
2025-04-27 20:08:04,163 - train - INFO - Epoch: 29 | Train Loss: 0.278 | Train Acc: 90.24% | Test Loss: 0.724 | Test Acc: 78.71%
2025-04-27 20:08:28,510 - train - INFO - Epoch: 30 | Train Loss: 0.257 | Train Acc: 90.99% | Test Loss: 0.742 | Test Acc: 77.95%
2025-04-27 20:09:00,335 - train - INFO - Epoch: 31 | Train Loss: 0.240 | Train Acc: 91.62% | Test Loss: 0.724 | Test Acc: 79.70%
2025-04-27 20:09:25,010 - train - INFO - Epoch: 32 | Train Loss: 0.217 | Train Acc: 92.55% | Test Loss: 0.616 | Test Acc: 81.72%
2025-04-27 20:09:57,352 - train - INFO - Epoch: 33 | Train Loss: 0.196 | Train Acc: 93.12% | Test Loss: 0.693 | Test Acc: 80.02%
2025-04-27 20:10:22,100 - train - INFO - Epoch: 34 | Train Loss: 0.172 | Train Acc: 93.91% | Test Loss: 0.711 | Test Acc: 80.90%
2025-04-27 20:10:54,488 - train - INFO - Epoch: 35 | Train Loss: 0.145 | Train Acc: 94.91% | Test Loss: 0.619 | Test Acc: 82.59%
2025-04-27 20:11:19,308 - train - INFO - Epoch: 36 | Train Loss: 0.121 | Train Acc: 95.90% | Test Loss: 0.663 | Test Acc: 82.72%
2025-04-27 20:11:51,590 - train - INFO - Epoch: 37 | Train Loss: 0.093 | Train Acc: 96.81% | Test Loss: 0.592 | Test Acc: 84.30%
2025-04-27 20:12:16,408 - train - INFO - Epoch: 38 | Train Loss: 0.063 | Train Acc: 97.96% | Test Loss: 0.567 | Test Acc: 85.36%
2025-04-27 20:12:48,315 - train - INFO - Epoch: 39 | Train Loss: 0.039 | Train Acc: 98.90% | Test Loss: 0.577 | Test Acc: 85.65%
2025-04-27 20:13:12,815 - train - INFO - Epoch: 40 | Train Loss: 0.021 | Train Acc: 99.50% | Test Loss: 0.588 | Test Acc: 85.65%
2025-04-27 20:13:44,629 - train - INFO - Epoch: 41 | Train Loss: 0.010 | Train Acc: 99.84% | Test Loss: 0.563 | Test Acc: 86.43%
2025-04-27 20:14:09,134 - train - INFO - Epoch: 42 | Train Loss: 0.003 | Train Acc: 100.00% | Test Loss: 0.542 | Test Acc: 86.70%
2025-04-27 20:14:40,850 - train - INFO - Epoch: 43 | Train Loss: 0.002 | Train Acc: 100.00% | Test Loss: 0.540 | Test Acc: 86.75%
2025-04-27 20:15:05,569 - train - INFO - Epoch: 44 | Train Loss: 0.002 | Train Acc: 100.00% | Test Loss: 0.538 | Test Acc: 86.80%
2025-04-27 20:15:37,636 - train - INFO - Epoch: 45 | Train Loss: 0.001 | Train Acc: 100.00% | Test Loss: 0.536 | Test Acc: 86.87%
2025-04-27 20:16:02,422 - train - INFO - Epoch: 46 | Train Loss: 0.001 | Train Acc: 100.00% | Test Loss: 0.535 | Test Acc: 86.85%
2025-04-27 20:16:33,848 - train - INFO - Epoch: 47 | Train Loss: 0.001 | Train Acc: 100.00% | Test Loss: 0.534 | Test Acc: 86.89%
2025-04-27 20:16:58,271 - train - INFO - Epoch: 48 | Train Loss: 0.001 | Train Acc: 100.00% | Test Loss: 0.534 | Test Acc: 86.89%
2025-04-27 20:17:29,155 - train - INFO - Epoch: 49 | Train Loss: 0.001 | Train Acc: 100.00% | Test Loss: 0.534 | Test Acc: 86.91%
2025-04-27 20:17:53,711 - train - INFO - Epoch: 50 | Train Loss: 0.001 | Train Acc: 100.00% | Test Loss: 0.534 | Test Acc: 86.90%
2025-04-27 20:18:01,857 - train - INFO - 训练完成!
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