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2025-04-27 19:57:02,973 - train - INFO - 开始训练 MobileNetV3
2025-04-27 19:57:02,974 - train - INFO - 总轮数: 50, 学习率: 0.1, 设备: cuda:3
2025-04-27 19:57:21,093 - train - INFO - Epoch: 1 | Train Loss: 1.814 | Train Acc: 32.97% | Test Loss: 1.634 | Test Acc: 39.50%
2025-04-27 19:57:58,075 - train - INFO - Epoch: 2 | Train Loss: 1.563 | Train Acc: 42.33% | Test Loss: 1.597 | Test Acc: 43.45%
2025-04-27 19:58:25,767 - train - INFO - Epoch: 3 | Train Loss: 1.452 | Train Acc: 46.97% | Test Loss: 1.405 | Test Acc: 49.29%
2025-04-27 19:58:42,920 - train - INFO - Epoch: 4 | Train Loss: 1.394 | Train Acc: 49.13% | Test Loss: 1.483 | Test Acc: 45.98%
2025-04-27 19:59:09,938 - train - INFO - Epoch: 5 | Train Loss: 1.359 | Train Acc: 50.52% | Test Loss: 1.288 | Test Acc: 52.85%
2025-04-27 19:59:27,784 - train - INFO - Epoch: 6 | Train Loss: 1.288 | Train Acc: 53.26% | Test Loss: 1.210 | Test Acc: 56.62%
2025-04-27 19:59:55,733 - train - INFO - Epoch: 7 | Train Loss: 1.243 | Train Acc: 55.05% | Test Loss: 1.356 | Test Acc: 51.91%
2025-04-27 20:00:13,046 - train - INFO - Epoch: 8 | Train Loss: 1.225 | Train Acc: 55.70% | Test Loss: 1.228 | Test Acc: 55.69%
2025-04-27 20:00:39,987 - train - INFO - Epoch: 9 | Train Loss: 1.204 | Train Acc: 56.49% | Test Loss: 1.151 | Test Acc: 58.34%
2025-04-27 20:00:57,523 - train - INFO - Epoch: 10 | Train Loss: 1.182 | Train Acc: 57.55% | Test Loss: 1.121 | Test Acc: 59.70%
2025-04-27 20:01:24,700 - train - INFO - Epoch: 11 | Train Loss: 1.169 | Train Acc: 58.13% | Test Loss: 1.155 | Test Acc: 59.03%
2025-04-27 20:01:41,614 - train - INFO - Epoch: 12 | Train Loss: 1.161 | Train Acc: 58.35% | Test Loss: 1.123 | Test Acc: 59.29%
2025-04-27 20:02:09,481 - train - INFO - Epoch: 13 | Train Loss: 1.133 | Train Acc: 59.74% | Test Loss: 1.215 | Test Acc: 56.64%
2025-04-27 20:02:27,285 - train - INFO - Epoch: 14 | Train Loss: 1.118 | Train Acc: 60.22% | Test Loss: 1.120 | Test Acc: 60.46%
2025-04-27 20:02:53,559 - train - INFO - Epoch: 15 | Train Loss: 1.098 | Train Acc: 60.97% | Test Loss: 1.089 | Test Acc: 61.30%
2025-04-27 20:03:11,012 - train - INFO - Epoch: 16 | Train Loss: 1.086 | Train Acc: 61.28% | Test Loss: 1.065 | Test Acc: 61.53%
2025-04-27 20:03:37,621 - train - INFO - Epoch: 17 | Train Loss: 1.074 | Train Acc: 61.86% | Test Loss: 1.107 | Test Acc: 60.21%
2025-04-27 20:03:54,871 - train - INFO - Epoch: 18 | Train Loss: 1.067 | Train Acc: 62.30% | Test Loss: 1.088 | Test Acc: 61.55%
2025-04-27 20:04:21,808 - train - INFO - Epoch: 19 | Train Loss: 1.060 | Train Acc: 62.46% | Test Loss: 1.111 | Test Acc: 60.21%
2025-04-27 20:04:39,131 - train - INFO - Epoch: 20 | Train Loss: 1.044 | Train Acc: 62.92% | Test Loss: 1.063 | Test Acc: 62.54%
2025-04-27 20:05:06,161 - train - INFO - Epoch: 21 | Train Loss: 1.034 | Train Acc: 63.52% | Test Loss: 1.052 | Test Acc: 62.50%
2025-04-27 20:05:23,213 - train - INFO - Epoch: 22 | Train Loss: 1.024 | Train Acc: 63.70% | Test Loss: 1.156 | Test Acc: 59.13%
2025-04-27 20:05:50,042 - train - INFO - Epoch: 23 | Train Loss: 1.013 | Train Acc: 63.90% | Test Loss: 0.996 | Test Acc: 64.74%
2025-04-27 20:06:07,442 - train - INFO - Epoch: 24 | Train Loss: 1.007 | Train Acc: 64.55% | Test Loss: 1.053 | Test Acc: 62.72%
2025-04-27 20:06:34,148 - train - INFO - Epoch: 25 | Train Loss: 0.991 | Train Acc: 64.76% | Test Loss: 1.033 | Test Acc: 63.52%
2025-04-27 20:06:50,913 - train - INFO - Epoch: 26 | Train Loss: 0.978 | Train Acc: 65.37% | Test Loss: 0.999 | Test Acc: 64.57%
2025-04-27 20:07:17,570 - train - INFO - Epoch: 27 | Train Loss: 0.968 | Train Acc: 65.74% | Test Loss: 0.934 | Test Acc: 66.73%
2025-04-27 20:07:35,258 - train - INFO - Epoch: 28 | Train Loss: 0.956 | Train Acc: 66.02% | Test Loss: 0.948 | Test Acc: 66.64%
2025-04-27 20:08:01,724 - train - INFO - Epoch: 29 | Train Loss: 0.940 | Train Acc: 66.72% | Test Loss: 0.943 | Test Acc: 66.77%
2025-04-27 20:08:19,257 - train - INFO - Epoch: 30 | Train Loss: 0.933 | Train Acc: 67.12% | Test Loss: 1.010 | Test Acc: 65.35%
2025-04-27 20:08:45,720 - train - INFO - Epoch: 31 | Train Loss: 0.920 | Train Acc: 67.48% | Test Loss: 0.934 | Test Acc: 67.58%
2025-04-27 20:09:02,325 - train - INFO - Epoch: 32 | Train Loss: 0.908 | Train Acc: 67.69% | Test Loss: 0.927 | Test Acc: 67.22%
2025-04-27 20:09:29,160 - train - INFO - Epoch: 33 | Train Loss: 0.899 | Train Acc: 68.15% | Test Loss: 0.848 | Test Acc: 70.08%
2025-04-27 20:09:46,042 - train - INFO - Epoch: 34 | Train Loss: 0.888 | Train Acc: 68.68% | Test Loss: 0.843 | Test Acc: 70.55%
2025-04-27 20:10:12,632 - train - INFO - Epoch: 35 | Train Loss: 0.875 | Train Acc: 69.11% | Test Loss: 0.913 | Test Acc: 67.97%
2025-04-27 20:10:30,319 - train - INFO - Epoch: 36 | Train Loss: 0.858 | Train Acc: 69.77% | Test Loss: 0.843 | Test Acc: 70.12%
2025-04-27 20:10:57,460 - train - INFO - Epoch: 37 | Train Loss: 0.847 | Train Acc: 69.96% | Test Loss: 0.900 | Test Acc: 68.44%
2025-04-27 20:11:13,829 - train - INFO - Epoch: 38 | Train Loss: 0.841 | Train Acc: 70.46% | Test Loss: 0.832 | Test Acc: 70.53%
2025-04-27 20:11:40,397 - train - INFO - Epoch: 39 | Train Loss: 0.822 | Train Acc: 70.89% | Test Loss: 0.834 | Test Acc: 70.75%
2025-04-27 20:11:56,411 - train - INFO - Epoch: 40 | Train Loss: 0.806 | Train Acc: 71.55% | Test Loss: 0.776 | Test Acc: 72.61%
2025-04-27 20:12:23,738 - train - INFO - Epoch: 41 | Train Loss: 0.793 | Train Acc: 72.01% | Test Loss: 0.790 | Test Acc: 72.21%
2025-04-27 20:12:40,767 - train - INFO - Epoch: 42 | Train Loss: 0.783 | Train Acc: 72.33% | Test Loss: 0.757 | Test Acc: 73.29%
2025-04-27 20:13:08,430 - train - INFO - Epoch: 43 | Train Loss: 0.772 | Train Acc: 72.83% | Test Loss: 0.752 | Test Acc: 73.54%
2025-04-27 20:13:25,456 - train - INFO - Epoch: 44 | Train Loss: 0.756 | Train Acc: 73.36% | Test Loss: 0.758 | Test Acc: 73.67%
2025-04-27 20:13:52,759 - train - INFO - Epoch: 45 | Train Loss: 0.747 | Train Acc: 73.65% | Test Loss: 0.727 | Test Acc: 74.48%
2025-04-27 20:14:10,182 - train - INFO - Epoch: 46 | Train Loss: 0.737 | Train Acc: 74.03% | Test Loss: 0.725 | Test Acc: 74.66%
2025-04-27 20:14:38,295 - train - INFO - Epoch: 47 | Train Loss: 0.727 | Train Acc: 74.56% | Test Loss: 0.710 | Test Acc: 74.87%
2025-04-27 20:14:55,404 - train - INFO - Epoch: 48 | Train Loss: 0.721 | Train Acc: 74.55% | Test Loss: 0.712 | Test Acc: 75.04%
2025-04-27 20:15:22,247 - train - INFO - Epoch: 49 | Train Loss: 0.717 | Train Acc: 74.73% | Test Loss: 0.711 | Test Acc: 74.88%
2025-04-27 20:15:39,570 - train - INFO - Epoch: 50 | Train Loss: 0.718 | Train Acc: 74.83% | Test Loss: 0.716 | Test Acc: 74.84%
2025-04-27 20:15:49,026 - train - INFO - 训练完成!
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