| 2025-04-27 23:14:01,157 - train - INFO - 开始训练 SwinTransformer_noisy | |
| 2025-04-27 23:14:01,157 - train - INFO - 总轮数: 50, 学习率: 0.1, 设备: cuda:3 | |
| 2025-04-27 23:14:18,841 - train - INFO - Epoch: 1 | Train Loss: 1.972 | Train Acc: 25.74% | Test Loss: 1.822 | Test Acc: 31.31% | |
| 2025-04-27 23:14:45,290 - train - INFO - Epoch: 2 | Train Loss: 1.795 | Train Acc: 31.68% | Test Loss: 1.732 | Test Acc: 35.23% | |
| 2025-04-27 23:15:09,646 - train - INFO - Epoch: 3 | Train Loss: 1.719 | Train Acc: 34.90% | Test Loss: 1.702 | Test Acc: 36.00% | |
| 2025-04-27 23:15:26,738 - train - INFO - Epoch: 4 | Train Loss: 1.646 | Train Acc: 38.21% | Test Loss: 1.647 | Test Acc: 38.59% | |
| 2025-04-27 23:15:51,472 - train - INFO - Epoch: 5 | Train Loss: 1.585 | Train Acc: 41.10% | Test Loss: 1.600 | Test Acc: 41.24% | |
| 2025-04-27 23:16:08,450 - train - INFO - Epoch: 6 | Train Loss: 1.529 | Train Acc: 43.86% | Test Loss: 1.547 | Test Acc: 44.04% | |
| 2025-04-27 23:16:33,033 - train - INFO - Epoch: 7 | Train Loss: 1.478 | Train Acc: 45.46% | Test Loss: 1.513 | Test Acc: 45.80% | |
| 2025-04-27 23:16:50,459 - train - INFO - Epoch: 8 | Train Loss: 1.436 | Train Acc: 47.15% | Test Loss: 1.458 | Test Acc: 47.36% | |
| 2025-04-27 23:17:15,368 - train - INFO - Epoch: 9 | Train Loss: 1.395 | Train Acc: 48.69% | Test Loss: 1.434 | Test Acc: 49.00% | |
| 2025-04-27 23:17:33,076 - train - INFO - Epoch: 10 | Train Loss: 1.379 | Train Acc: 49.52% | Test Loss: 1.381 | Test Acc: 49.73% | |
| 2025-04-27 23:17:57,777 - train - INFO - Epoch: 11 | Train Loss: 1.348 | Train Acc: 50.65% | Test Loss: 1.358 | Test Acc: 51.02% | |
| 2025-04-27 23:18:15,547 - train - INFO - Epoch: 12 | Train Loss: 1.329 | Train Acc: 51.58% | Test Loss: 1.360 | Test Acc: 51.60% | |
| 2025-04-27 23:18:39,707 - train - INFO - Epoch: 13 | Train Loss: 1.314 | Train Acc: 51.94% | Test Loss: 1.349 | Test Acc: 51.86% | |
| 2025-04-27 23:18:57,942 - train - INFO - Epoch: 14 | Train Loss: 1.305 | Train Acc: 52.49% | Test Loss: 1.315 | Test Acc: 52.88% | |
| 2025-04-27 23:19:21,989 - train - INFO - Epoch: 15 | Train Loss: 1.282 | Train Acc: 53.22% | Test Loss: 1.290 | Test Acc: 54.23% | |
| 2025-04-27 23:19:40,416 - train - INFO - Epoch: 16 | Train Loss: 1.268 | Train Acc: 53.65% | Test Loss: 1.301 | Test Acc: 53.59% | |
| 2025-04-27 23:20:04,273 - train - INFO - Epoch: 17 | Train Loss: 1.258 | Train Acc: 54.00% | Test Loss: 1.301 | Test Acc: 52.84% | |
| 2025-04-27 23:20:22,460 - train - INFO - Epoch: 18 | Train Loss: 1.242 | Train Acc: 54.80% | Test Loss: 1.312 | Test Acc: 53.12% | |
| 2025-04-27 23:20:45,859 - train - INFO - Epoch: 19 | Train Loss: 1.236 | Train Acc: 55.02% | Test Loss: 1.267 | Test Acc: 54.87% | |
| 2025-04-27 23:21:04,010 - train - INFO - Epoch: 20 | Train Loss: 1.223 | Train Acc: 55.63% | Test Loss: 1.253 | Test Acc: 55.29% | |
| 2025-04-27 23:21:27,819 - train - INFO - Epoch: 21 | Train Loss: 1.209 | Train Acc: 56.05% | Test Loss: 1.263 | Test Acc: 54.74% | |
| 2025-04-27 23:21:49,693 - train - INFO - Epoch: 22 | Train Loss: 1.196 | Train Acc: 56.49% | Test Loss: 1.240 | Test Acc: 55.50% | |
| 2025-04-27 23:22:18,708 - train - INFO - Epoch: 23 | Train Loss: 1.189 | Train Acc: 56.90% | Test Loss: 1.229 | Test Acc: 55.92% | |
| 2025-04-27 23:22:40,843 - train - INFO - Epoch: 24 | Train Loss: 1.174 | Train Acc: 57.37% | Test Loss: 1.212 | Test Acc: 57.17% | |
| 2025-04-27 23:23:10,032 - train - INFO - Epoch: 25 | Train Loss: 1.160 | Train Acc: 57.99% | Test Loss: 1.218 | Test Acc: 57.13% | |
| 2025-04-27 23:23:32,615 - train - INFO - Epoch: 26 | Train Loss: 1.153 | Train Acc: 58.32% | Test Loss: 1.213 | Test Acc: 57.18% | |
| 2025-04-27 23:24:02,030 - train - INFO - Epoch: 27 | Train Loss: 1.135 | Train Acc: 58.87% | Test Loss: 1.207 | Test Acc: 57.75% | |
| 2025-04-27 23:24:24,454 - train - INFO - Epoch: 28 | Train Loss: 1.120 | Train Acc: 59.26% | Test Loss: 1.153 | Test Acc: 59.09% | |
| 2025-04-27 23:24:53,928 - train - INFO - Epoch: 29 | Train Loss: 1.114 | Train Acc: 59.65% | Test Loss: 1.164 | Test Acc: 58.76% | |
| 2025-04-27 23:25:16,517 - train - INFO - Epoch: 30 | Train Loss: 1.093 | Train Acc: 60.36% | Test Loss: 1.210 | Test Acc: 57.53% | |
| 2025-04-27 23:25:45,461 - train - INFO - Epoch: 31 | Train Loss: 1.083 | Train Acc: 60.91% | Test Loss: 1.207 | Test Acc: 57.79% | |
| 2025-04-27 23:26:07,853 - train - INFO - Epoch: 32 | Train Loss: 1.073 | Train Acc: 61.16% | Test Loss: 1.181 | Test Acc: 58.18% | |
| 2025-04-27 23:26:37,068 - train - INFO - Epoch: 33 | Train Loss: 1.055 | Train Acc: 61.74% | Test Loss: 1.160 | Test Acc: 59.18% | |
| 2025-04-27 23:26:59,333 - train - INFO - Epoch: 34 | Train Loss: 1.040 | Train Acc: 62.60% | Test Loss: 1.126 | Test Acc: 60.22% | |
| 2025-04-27 23:27:28,703 - train - INFO - Epoch: 35 | Train Loss: 1.032 | Train Acc: 62.87% | Test Loss: 1.117 | Test Acc: 60.73% | |
| 2025-04-27 23:27:50,911 - train - INFO - Epoch: 36 | Train Loss: 1.018 | Train Acc: 63.09% | Test Loss: 1.106 | Test Acc: 60.72% | |
| 2025-04-27 23:28:20,379 - train - INFO - Epoch: 37 | Train Loss: 1.004 | Train Acc: 63.80% | Test Loss: 1.115 | Test Acc: 60.49% | |
| 2025-04-27 23:28:42,524 - train - INFO - Epoch: 38 | Train Loss: 0.990 | Train Acc: 64.25% | Test Loss: 1.098 | Test Acc: 61.04% | |
| 2025-04-27 23:29:12,095 - train - INFO - Epoch: 39 | Train Loss: 0.972 | Train Acc: 64.93% | Test Loss: 1.069 | Test Acc: 62.44% | |
| 2025-04-27 23:29:33,785 - train - INFO - Epoch: 40 | Train Loss: 0.954 | Train Acc: 65.66% | Test Loss: 1.055 | Test Acc: 62.49% | |
| 2025-04-27 23:30:03,820 - train - INFO - Epoch: 41 | Train Loss: 0.941 | Train Acc: 66.15% | Test Loss: 1.049 | Test Acc: 62.73% | |
| 2025-04-27 23:30:25,323 - train - INFO - Epoch: 42 | Train Loss: 0.927 | Train Acc: 66.54% | Test Loss: 1.019 | Test Acc: 63.85% | |
| 2025-04-27 23:30:55,121 - train - INFO - Epoch: 43 | Train Loss: 0.908 | Train Acc: 67.41% | Test Loss: 1.023 | Test Acc: 64.01% | |
| 2025-04-27 23:31:16,984 - train - INFO - Epoch: 44 | Train Loss: 0.891 | Train Acc: 67.92% | Test Loss: 1.030 | Test Acc: 64.04% | |
| 2025-04-27 23:31:46,803 - train - INFO - Epoch: 45 | Train Loss: 0.881 | Train Acc: 68.35% | Test Loss: 1.013 | Test Acc: 64.28% | |
| 2025-04-27 23:32:08,235 - train - INFO - Epoch: 46 | Train Loss: 0.865 | Train Acc: 68.91% | Test Loss: 1.007 | Test Acc: 64.60% | |
| 2025-04-27 23:32:37,838 - train - INFO - Epoch: 47 | Train Loss: 0.853 | Train Acc: 69.48% | Test Loss: 0.993 | Test Acc: 64.95% | |
| 2025-04-27 23:33:30,721 - train - INFO - Epoch: 48 | Train Loss: 0.842 | Train Acc: 69.87% | Test Loss: 0.990 | Test Acc: 65.21% | |
| 2025-04-27 23:34:30,365 - train - INFO - Epoch: 49 | Train Loss: 0.838 | Train Acc: 69.82% | Test Loss: 0.987 | Test Acc: 65.20% | |
| 2025-04-27 23:35:28,086 - train - INFO - Epoch: 50 | Train Loss: 0.832 | Train Acc: 70.44% | Test Loss: 0.984 | Test Acc: 65.32% | |
| 2025-04-27 23:35:34,951 - train - INFO - 训练完成! | |