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2025-04-27 18:39:15,355 - train - INFO - 开始训练 LeNet5_noisy
2025-04-27 18:39:15,355 - train - INFO - 总轮数: 50, 学习率: 0.1, 设备: cuda:0
2025-04-27 18:39:29,144 - train - INFO - Epoch: 1 | Train Loss: 2.086 | Train Acc: 19.53% | Test Loss: 2.088 | Test Acc: 25.45%
2025-04-27 18:39:48,915 - train - INFO - Epoch: 2 | Train Loss: 1.865 | Train Acc: 28.79% | Test Loss: 1.792 | Test Acc: 31.86%
2025-04-27 18:40:06,852 - train - INFO - Epoch: 3 | Train Loss: 1.775 | Train Acc: 32.75% | Test Loss: 1.712 | Test Acc: 34.44%
2025-04-27 18:40:21,063 - train - INFO - Epoch: 4 | Train Loss: 1.734 | Train Acc: 34.78% | Test Loss: 1.749 | Test Acc: 35.11%
2025-04-27 18:40:39,471 - train - INFO - Epoch: 5 | Train Loss: 1.711 | Train Acc: 35.97% | Test Loss: 1.708 | Test Acc: 36.16%
2025-04-27 18:40:53,380 - train - INFO - Epoch: 6 | Train Loss: 1.646 | Train Acc: 38.33% | Test Loss: 1.675 | Test Acc: 37.81%
2025-04-27 18:41:12,915 - train - INFO - Epoch: 7 | Train Loss: 1.616 | Train Acc: 39.77% | Test Loss: 1.663 | Test Acc: 37.48%
2025-04-27 18:41:27,352 - train - INFO - Epoch: 8 | Train Loss: 1.601 | Train Acc: 40.47% | Test Loss: 1.656 | Test Acc: 39.34%
2025-04-27 18:41:46,717 - train - INFO - Epoch: 9 | Train Loss: 1.590 | Train Acc: 41.07% | Test Loss: 1.606 | Test Acc: 39.55%
2025-04-27 18:42:01,301 - train - INFO - Epoch: 10 | Train Loss: 1.579 | Train Acc: 42.27% | Test Loss: 1.634 | Test Acc: 39.05%
2025-04-27 18:42:21,120 - train - INFO - Epoch: 11 | Train Loss: 1.542 | Train Acc: 43.79% | Test Loss: 1.569 | Test Acc: 44.45%
2025-04-27 18:42:35,283 - train - INFO - Epoch: 12 | Train Loss: 1.540 | Train Acc: 43.83% | Test Loss: 1.581 | Test Acc: 44.65%
2025-04-27 18:42:54,445 - train - INFO - Epoch: 13 | Train Loss: 1.508 | Train Acc: 45.15% | Test Loss: 1.477 | Test Acc: 46.49%
2025-04-27 18:43:08,162 - train - INFO - Epoch: 14 | Train Loss: 1.494 | Train Acc: 45.63% | Test Loss: 1.556 | Test Acc: 44.41%
2025-04-27 18:43:27,534 - train - INFO - Epoch: 15 | Train Loss: 1.464 | Train Acc: 46.97% | Test Loss: 1.538 | Test Acc: 43.80%
2025-04-27 18:43:42,151 - train - INFO - Epoch: 16 | Train Loss: 1.453 | Train Acc: 47.43% | Test Loss: 1.534 | Test Acc: 45.68%
2025-04-27 18:44:01,536 - train - INFO - Epoch: 17 | Train Loss: 1.410 | Train Acc: 49.19% | Test Loss: 1.485 | Test Acc: 47.14%
2025-04-27 18:44:15,772 - train - INFO - Epoch: 18 | Train Loss: 1.387 | Train Acc: 49.97% | Test Loss: 1.517 | Test Acc: 45.50%
2025-04-27 18:44:35,351 - train - INFO - Epoch: 19 | Train Loss: 1.387 | Train Acc: 50.12% | Test Loss: 1.479 | Test Acc: 47.32%
2025-04-27 18:44:49,612 - train - INFO - Epoch: 20 | Train Loss: 1.358 | Train Acc: 50.95% | Test Loss: 1.556 | Test Acc: 46.80%
2025-04-27 18:45:09,052 - train - INFO - Epoch: 21 | Train Loss: 1.323 | Train Acc: 52.37% | Test Loss: 1.504 | Test Acc: 48.15%
2025-04-27 18:45:22,951 - train - INFO - Epoch: 22 | Train Loss: 1.293 | Train Acc: 53.51% | Test Loss: 1.456 | Test Acc: 48.64%
2025-04-27 18:45:42,200 - train - INFO - Epoch: 23 | Train Loss: 1.273 | Train Acc: 54.39% | Test Loss: 1.457 | Test Acc: 48.99%
2025-04-27 18:45:56,084 - train - INFO - Epoch: 24 | Train Loss: 1.236 | Train Acc: 55.63% | Test Loss: 1.407 | Test Acc: 49.57%
2025-04-27 18:46:15,850 - train - INFO - Epoch: 25 | Train Loss: 1.225 | Train Acc: 55.88% | Test Loss: 1.385 | Test Acc: 51.59%
2025-04-27 18:46:30,228 - train - INFO - Epoch: 26 | Train Loss: 1.174 | Train Acc: 57.49% | Test Loss: 1.420 | Test Acc: 51.32%
2025-04-27 18:46:49,764 - train - INFO - Epoch: 27 | Train Loss: 1.156 | Train Acc: 58.17% | Test Loss: 1.440 | Test Acc: 51.30%
2025-04-27 18:47:04,198 - train - INFO - Epoch: 28 | Train Loss: 1.129 | Train Acc: 59.29% | Test Loss: 1.472 | Test Acc: 50.06%
2025-04-27 18:47:24,089 - train - INFO - Epoch: 29 | Train Loss: 1.112 | Train Acc: 59.98% | Test Loss: 1.430 | Test Acc: 51.04%
2025-04-27 18:47:38,180 - train - INFO - Epoch: 30 | Train Loss: 1.090 | Train Acc: 60.47% | Test Loss: 1.425 | Test Acc: 51.31%
2025-04-27 18:47:57,653 - train - INFO - Epoch: 31 | Train Loss: 1.063 | Train Acc: 61.63% | Test Loss: 1.431 | Test Acc: 51.85%
2025-04-27 18:48:11,783 - train - INFO - Epoch: 32 | Train Loss: 1.023 | Train Acc: 62.84% | Test Loss: 1.465 | Test Acc: 50.32%
2025-04-27 18:48:31,230 - train - INFO - Epoch: 33 | Train Loss: 1.005 | Train Acc: 63.31% | Test Loss: 1.475 | Test Acc: 50.52%
2025-04-27 18:48:45,578 - train - INFO - Epoch: 34 | Train Loss: 0.984 | Train Acc: 64.27% | Test Loss: 1.469 | Test Acc: 52.76%
2025-04-27 18:49:05,629 - train - INFO - Epoch: 35 | Train Loss: 0.933 | Train Acc: 66.00% | Test Loss: 1.532 | Test Acc: 51.87%
2025-04-27 18:49:19,593 - train - INFO - Epoch: 36 | Train Loss: 0.897 | Train Acc: 66.83% | Test Loss: 1.547 | Test Acc: 52.12%
2025-04-27 18:49:39,648 - train - INFO - Epoch: 37 | Train Loss: 0.856 | Train Acc: 68.82% | Test Loss: 1.572 | Test Acc: 51.92%
2025-04-27 18:49:53,824 - train - INFO - Epoch: 38 | Train Loss: 0.822 | Train Acc: 69.85% | Test Loss: 1.601 | Test Acc: 52.40%
2025-04-27 18:50:13,192 - train - INFO - Epoch: 39 | Train Loss: 0.808 | Train Acc: 70.46% | Test Loss: 1.666 | Test Acc: 51.02%
2025-04-27 18:50:27,413 - train - INFO - Epoch: 40 | Train Loss: 0.767 | Train Acc: 71.80% | Test Loss: 1.687 | Test Acc: 51.86%
2025-04-27 18:50:46,817 - train - INFO - Epoch: 41 | Train Loss: 0.726 | Train Acc: 73.39% | Test Loss: 1.654 | Test Acc: 53.04%
2025-04-27 18:51:00,431 - train - INFO - Epoch: 42 | Train Loss: 0.684 | Train Acc: 75.02% | Test Loss: 1.703 | Test Acc: 53.38%
2025-04-27 18:51:19,906 - train - INFO - Epoch: 43 | Train Loss: 0.636 | Train Acc: 76.65% | Test Loss: 1.705 | Test Acc: 53.62%
2025-04-27 18:51:33,972 - train - INFO - Epoch: 44 | Train Loss: 0.594 | Train Acc: 78.20% | Test Loss: 1.739 | Test Acc: 53.66%
2025-04-27 18:51:53,431 - train - INFO - Epoch: 45 | Train Loss: 0.560 | Train Acc: 79.81% | Test Loss: 1.758 | Test Acc: 53.60%
2025-04-27 18:52:07,636 - train - INFO - Epoch: 46 | Train Loss: 0.534 | Train Acc: 80.79% | Test Loss: 1.752 | Test Acc: 53.42%
2025-04-27 18:52:27,114 - train - INFO - Epoch: 47 | Train Loss: 0.513 | Train Acc: 81.63% | Test Loss: 1.745 | Test Acc: 53.78%
2025-04-27 18:52:41,108 - train - INFO - Epoch: 48 | Train Loss: 0.498 | Train Acc: 82.12% | Test Loss: 1.742 | Test Acc: 54.11%
2025-04-27 18:53:00,355 - train - INFO - Epoch: 49 | Train Loss: 0.487 | Train Acc: 82.53% | Test Loss: 1.733 | Test Acc: 54.05%
2025-04-27 18:53:13,727 - train - INFO - Epoch: 50 | Train Loss: 0.477 | Train Acc: 82.91% | Test Loss: 1.732 | Test Acc: 54.16%
2025-04-27 18:53:19,113 - train - INFO - 训练完成!
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