| 2025-04-27 19:57:19,014 - train - INFO - 开始训练 MobileNetV3_noisy | |
| 2025-04-27 19:57:19,014 - train - INFO - 总轮数: 50, 学习率: 0.1, 设备: cuda:3 | |
| 2025-04-27 19:57:37,060 - train - INFO - Epoch: 1 | Train Loss: 1.811 | Train Acc: 33.50% | Test Loss: 1.535 | Test Acc: 45.25% | |
| 2025-04-27 19:58:02,538 - train - INFO - Epoch: 2 | Train Loss: 1.468 | Train Acc: 46.38% | Test Loss: 1.380 | Test Acc: 49.68% | |
| 2025-04-27 19:58:25,081 - train - INFO - Epoch: 3 | Train Loss: 1.361 | Train Acc: 50.68% | Test Loss: 1.316 | Test Acc: 52.60% | |
| 2025-04-27 19:58:42,628 - train - INFO - Epoch: 4 | Train Loss: 1.263 | Train Acc: 54.44% | Test Loss: 1.259 | Test Acc: 54.44% | |
| 2025-04-27 19:59:05,112 - train - INFO - Epoch: 5 | Train Loss: 1.224 | Train Acc: 55.93% | Test Loss: 1.286 | Test Acc: 53.83% | |
| 2025-04-27 19:59:22,085 - train - INFO - Epoch: 6 | Train Loss: 1.149 | Train Acc: 58.70% | Test Loss: 1.262 | Test Acc: 54.37% | |
| 2025-04-27 19:59:42,973 - train - INFO - Epoch: 7 | Train Loss: 1.118 | Train Acc: 59.97% | Test Loss: 1.294 | Test Acc: 54.43% | |
| 2025-04-27 20:00:00,288 - train - INFO - Epoch: 8 | Train Loss: 1.095 | Train Acc: 60.71% | Test Loss: 1.298 | Test Acc: 54.90% | |
| 2025-04-27 20:00:22,807 - train - INFO - Epoch: 9 | Train Loss: 1.076 | Train Acc: 61.70% | Test Loss: 1.217 | Test Acc: 56.86% | |
| 2025-04-27 20:00:39,940 - train - INFO - Epoch: 10 | Train Loss: 1.064 | Train Acc: 62.14% | Test Loss: 1.080 | Test Acc: 61.39% | |
| 2025-04-27 20:01:01,901 - train - INFO - Epoch: 11 | Train Loss: 1.050 | Train Acc: 62.63% | Test Loss: 1.146 | Test Acc: 59.73% | |
| 2025-04-27 20:01:17,946 - train - INFO - Epoch: 12 | Train Loss: 1.039 | Train Acc: 62.88% | Test Loss: 1.141 | Test Acc: 59.74% | |
| 2025-04-27 20:01:40,346 - train - INFO - Epoch: 13 | Train Loss: 1.026 | Train Acc: 63.57% | Test Loss: 1.133 | Test Acc: 59.77% | |
| 2025-04-27 20:01:57,324 - train - INFO - Epoch: 14 | Train Loss: 1.014 | Train Acc: 63.94% | Test Loss: 1.344 | Test Acc: 53.28% | |
| 2025-04-27 20:02:20,812 - train - INFO - Epoch: 15 | Train Loss: 1.009 | Train Acc: 64.09% | Test Loss: 1.226 | Test Acc: 57.40% | |
| 2025-04-27 20:02:37,699 - train - INFO - Epoch: 16 | Train Loss: 1.000 | Train Acc: 64.29% | Test Loss: 1.178 | Test Acc: 58.70% | |
| 2025-04-27 20:03:01,082 - train - INFO - Epoch: 17 | Train Loss: 0.987 | Train Acc: 64.66% | Test Loss: 1.243 | Test Acc: 56.65% | |
| 2025-04-27 20:03:18,606 - train - INFO - Epoch: 18 | Train Loss: 0.976 | Train Acc: 65.19% | Test Loss: 1.162 | Test Acc: 58.45% | |
| 2025-04-27 20:03:41,214 - train - INFO - Epoch: 19 | Train Loss: 0.964 | Train Acc: 65.73% | Test Loss: 1.188 | Test Acc: 58.33% | |
| 2025-04-27 20:03:57,622 - train - INFO - Epoch: 20 | Train Loss: 0.950 | Train Acc: 66.11% | Test Loss: 1.132 | Test Acc: 60.24% | |
| 2025-04-27 20:04:18,661 - train - INFO - Epoch: 21 | Train Loss: 0.940 | Train Acc: 66.80% | Test Loss: 1.127 | Test Acc: 60.34% | |
| 2025-04-27 20:04:34,752 - train - INFO - Epoch: 22 | Train Loss: 0.930 | Train Acc: 67.06% | Test Loss: 1.098 | Test Acc: 60.97% | |
| 2025-04-27 20:04:56,569 - train - INFO - Epoch: 23 | Train Loss: 0.918 | Train Acc: 67.47% | Test Loss: 1.076 | Test Acc: 62.24% | |
| 2025-04-27 20:05:11,619 - train - INFO - Epoch: 24 | Train Loss: 0.907 | Train Acc: 67.90% | Test Loss: 1.110 | Test Acc: 61.05% | |
| 2025-04-27 20:05:34,297 - train - INFO - Epoch: 25 | Train Loss: 0.894 | Train Acc: 68.28% | Test Loss: 1.087 | Test Acc: 61.82% | |
| 2025-04-27 20:05:50,676 - train - INFO - Epoch: 26 | Train Loss: 0.880 | Train Acc: 68.76% | Test Loss: 1.059 | Test Acc: 62.49% | |
| 2025-04-27 20:06:12,790 - train - INFO - Epoch: 27 | Train Loss: 0.864 | Train Acc: 69.38% | Test Loss: 1.048 | Test Acc: 63.48% | |
| 2025-04-27 20:06:29,816 - train - INFO - Epoch: 28 | Train Loss: 0.852 | Train Acc: 69.82% | Test Loss: 1.061 | Test Acc: 62.95% | |
| 2025-04-27 20:06:52,416 - train - INFO - Epoch: 29 | Train Loss: 0.835 | Train Acc: 70.27% | Test Loss: 1.034 | Test Acc: 63.76% | |
| 2025-04-27 20:07:08,620 - train - INFO - Epoch: 30 | Train Loss: 0.822 | Train Acc: 70.84% | Test Loss: 1.026 | Test Acc: 63.80% | |
| 2025-04-27 20:07:30,847 - train - INFO - Epoch: 31 | Train Loss: 0.808 | Train Acc: 71.54% | Test Loss: 1.096 | Test Acc: 62.04% | |
| 2025-04-27 20:07:46,153 - train - INFO - Epoch: 32 | Train Loss: 0.794 | Train Acc: 71.88% | Test Loss: 1.052 | Test Acc: 63.72% | |
| 2025-04-27 20:08:08,463 - train - INFO - Epoch: 33 | Train Loss: 0.778 | Train Acc: 72.52% | Test Loss: 1.021 | Test Acc: 65.40% | |
| 2025-04-27 20:08:25,796 - train - INFO - Epoch: 34 | Train Loss: 0.759 | Train Acc: 73.14% | Test Loss: 0.997 | Test Acc: 65.75% | |
| 2025-04-27 20:08:47,563 - train - INFO - Epoch: 35 | Train Loss: 0.742 | Train Acc: 73.83% | Test Loss: 0.981 | Test Acc: 66.05% | |
| 2025-04-27 20:09:04,469 - train - INFO - Epoch: 36 | Train Loss: 0.725 | Train Acc: 74.25% | Test Loss: 1.010 | Test Acc: 65.53% | |
| 2025-04-27 20:09:26,574 - train - INFO - Epoch: 37 | Train Loss: 0.707 | Train Acc: 74.96% | Test Loss: 1.004 | Test Acc: 65.97% | |
| 2025-04-27 20:09:43,876 - train - INFO - Epoch: 38 | Train Loss: 0.688 | Train Acc: 75.73% | Test Loss: 1.030 | Test Acc: 65.35% | |
| 2025-04-27 20:10:06,128 - train - INFO - Epoch: 39 | Train Loss: 0.668 | Train Acc: 76.37% | Test Loss: 1.027 | Test Acc: 65.86% | |
| 2025-04-27 20:10:23,679 - train - INFO - Epoch: 40 | Train Loss: 0.649 | Train Acc: 77.11% | Test Loss: 1.037 | Test Acc: 65.45% | |
| 2025-04-27 20:10:46,793 - train - INFO - Epoch: 41 | Train Loss: 0.627 | Train Acc: 77.97% | Test Loss: 1.042 | Test Acc: 66.00% | |
| 2025-04-27 20:11:04,199 - train - INFO - Epoch: 42 | Train Loss: 0.606 | Train Acc: 78.64% | Test Loss: 1.034 | Test Acc: 66.24% | |
| 2025-04-27 20:11:26,955 - train - INFO - Epoch: 43 | Train Loss: 0.583 | Train Acc: 79.62% | Test Loss: 1.022 | Test Acc: 66.96% | |
| 2025-04-27 20:11:43,724 - train - INFO - Epoch: 44 | Train Loss: 0.558 | Train Acc: 80.51% | Test Loss: 1.029 | Test Acc: 67.05% | |
| 2025-04-27 20:12:05,478 - train - INFO - Epoch: 45 | Train Loss: 0.534 | Train Acc: 81.37% | Test Loss: 1.032 | Test Acc: 67.38% | |
| 2025-04-27 20:12:21,988 - train - INFO - Epoch: 46 | Train Loss: 0.512 | Train Acc: 82.20% | Test Loss: 1.032 | Test Acc: 67.74% | |
| 2025-04-27 20:12:44,830 - train - INFO - Epoch: 47 | Train Loss: 0.492 | Train Acc: 82.88% | Test Loss: 1.029 | Test Acc: 67.87% | |
| 2025-04-27 20:13:02,001 - train - INFO - Epoch: 48 | Train Loss: 0.475 | Train Acc: 83.50% | Test Loss: 1.025 | Test Acc: 68.39% | |
| 2025-04-27 20:13:23,116 - train - INFO - Epoch: 49 | Train Loss: 0.461 | Train Acc: 84.01% | Test Loss: 1.022 | Test Acc: 68.45% | |
| 2025-04-27 20:13:40,477 - train - INFO - Epoch: 50 | Train Loss: 0.451 | Train Acc: 84.49% | Test Loss: 1.020 | Test Acc: 68.54% | |
| 2025-04-27 20:13:45,450 - train - INFO - 训练完成! | |