| 2025-04-27 23:14:01,137 - train - INFO - 开始训练 SwinTransformer_Backdoored | |
| 2025-04-27 23:14:01,137 - train - INFO - 总轮数: 50, 学习率: 0.1, 设备: cuda:3 | |
| 2025-04-27 23:14:18,874 - train - INFO - Epoch: 1 | Train Loss: 1.990 | Train Acc: 24.63% | Test Loss: 1.903 | Test Acc: 27.52% | |
| 2025-04-27 23:14:45,230 - train - INFO - Epoch: 2 | Train Loss: 1.851 | Train Acc: 29.47% | Test Loss: 1.796 | Test Acc: 31.47% | |
| 2025-04-27 23:15:09,778 - train - INFO - Epoch: 3 | Train Loss: 1.789 | Train Acc: 31.85% | Test Loss: 1.756 | Test Acc: 35.30% | |
| 2025-04-27 23:15:26,917 - train - INFO - Epoch: 4 | Train Loss: 1.756 | Train Acc: 33.60% | Test Loss: 1.699 | Test Acc: 39.04% | |
| 2025-04-27 23:15:51,549 - train - INFO - Epoch: 5 | Train Loss: 1.732 | Train Acc: 34.91% | Test Loss: 1.726 | Test Acc: 36.31% | |
| 2025-04-27 23:16:08,767 - train - INFO - Epoch: 6 | Train Loss: 1.701 | Train Acc: 36.25% | Test Loss: 1.663 | Test Acc: 38.05% | |
| 2025-04-27 23:16:33,369 - train - INFO - Epoch: 7 | Train Loss: 1.681 | Train Acc: 37.17% | Test Loss: 1.687 | Test Acc: 40.00% | |
| 2025-04-27 23:16:50,576 - train - INFO - Epoch: 8 | Train Loss: 1.654 | Train Acc: 38.30% | Test Loss: 1.569 | Test Acc: 43.30% | |
| 2025-04-27 23:17:15,409 - train - INFO - Epoch: 9 | Train Loss: 1.638 | Train Acc: 39.20% | Test Loss: 1.618 | Test Acc: 41.40% | |
| 2025-04-27 23:17:33,135 - train - INFO - Epoch: 10 | Train Loss: 1.613 | Train Acc: 40.25% | Test Loss: 1.577 | Test Acc: 44.46% | |
| 2025-04-27 23:17:58,029 - train - INFO - Epoch: 11 | Train Loss: 1.583 | Train Acc: 41.29% | Test Loss: 1.578 | Test Acc: 41.58% | |
| 2025-04-27 23:18:15,818 - train - INFO - Epoch: 12 | Train Loss: 1.565 | Train Acc: 41.99% | Test Loss: 1.526 | Test Acc: 45.62% | |
| 2025-04-27 23:18:40,760 - train - INFO - Epoch: 13 | Train Loss: 1.555 | Train Acc: 42.63% | Test Loss: 1.448 | Test Acc: 47.66% | |
| 2025-04-27 23:18:59,085 - train - INFO - Epoch: 14 | Train Loss: 1.528 | Train Acc: 43.65% | Test Loss: 1.460 | Test Acc: 47.59% | |
| 2025-04-27 23:19:23,547 - train - INFO - Epoch: 15 | Train Loss: 1.512 | Train Acc: 44.47% | Test Loss: 1.454 | Test Acc: 47.44% | |
| 2025-04-27 23:19:42,097 - train - INFO - Epoch: 16 | Train Loss: 1.490 | Train Acc: 45.00% | Test Loss: 1.328 | Test Acc: 52.79% | |
| 2025-04-27 23:20:05,994 - train - INFO - Epoch: 17 | Train Loss: 1.393 | Train Acc: 49.42% | Test Loss: 1.395 | Test Acc: 50.06% | |
| 2025-04-27 23:20:24,385 - train - INFO - Epoch: 18 | Train Loss: 1.303 | Train Acc: 53.07% | Test Loss: 1.415 | Test Acc: 48.56% | |
| 2025-04-27 23:20:48,000 - train - INFO - Epoch: 19 | Train Loss: 1.279 | Train Acc: 53.87% | Test Loss: 1.320 | Test Acc: 52.27% | |
| 2025-04-27 23:21:06,477 - train - INFO - Epoch: 20 | Train Loss: 1.262 | Train Acc: 54.65% | Test Loss: 1.338 | Test Acc: 50.89% | |
| 2025-04-27 23:21:31,215 - train - INFO - Epoch: 21 | Train Loss: 1.246 | Train Acc: 54.77% | Test Loss: 1.289 | Test Acc: 53.34% | |
| 2025-04-27 23:21:53,221 - train - INFO - Epoch: 22 | Train Loss: 1.239 | Train Acc: 55.26% | Test Loss: 1.257 | Test Acc: 54.43% | |
| 2025-04-27 23:22:22,520 - train - INFO - Epoch: 23 | Train Loss: 1.218 | Train Acc: 56.21% | Test Loss: 1.253 | Test Acc: 55.31% | |
| 2025-04-27 23:22:44,895 - train - INFO - Epoch: 24 | Train Loss: 1.202 | Train Acc: 56.65% | Test Loss: 1.262 | Test Acc: 54.82% | |
| 2025-04-27 23:23:13,622 - train - INFO - Epoch: 25 | Train Loss: 1.201 | Train Acc: 56.73% | Test Loss: 1.274 | Test Acc: 54.59% | |
| 2025-04-27 23:23:36,106 - train - INFO - Epoch: 26 | Train Loss: 1.186 | Train Acc: 57.67% | Test Loss: 1.208 | Test Acc: 55.97% | |
| 2025-04-27 23:24:05,260 - train - INFO - Epoch: 27 | Train Loss: 1.175 | Train Acc: 57.81% | Test Loss: 1.340 | Test Acc: 52.18% | |
| 2025-04-27 23:24:27,587 - train - INFO - Epoch: 28 | Train Loss: 1.166 | Train Acc: 57.93% | Test Loss: 1.221 | Test Acc: 55.85% | |
| 2025-04-27 23:24:56,433 - train - INFO - Epoch: 29 | Train Loss: 1.147 | Train Acc: 58.89% | Test Loss: 1.217 | Test Acc: 56.01% | |
| 2025-04-27 23:25:18,904 - train - INFO - Epoch: 30 | Train Loss: 1.132 | Train Acc: 59.39% | Test Loss: 1.297 | Test Acc: 53.61% | |
| 2025-04-27 23:25:47,834 - train - INFO - Epoch: 31 | Train Loss: 1.121 | Train Acc: 59.82% | Test Loss: 1.162 | Test Acc: 58.95% | |
| 2025-04-27 23:26:10,265 - train - INFO - Epoch: 32 | Train Loss: 1.101 | Train Acc: 60.59% | Test Loss: 1.176 | Test Acc: 56.71% | |
| 2025-04-27 23:26:39,413 - train - INFO - Epoch: 33 | Train Loss: 1.098 | Train Acc: 60.60% | Test Loss: 1.195 | Test Acc: 57.83% | |
| 2025-04-27 23:27:01,824 - train - INFO - Epoch: 34 | Train Loss: 1.079 | Train Acc: 61.39% | Test Loss: 1.200 | Test Acc: 57.49% | |
| 2025-04-27 23:27:30,697 - train - INFO - Epoch: 35 | Train Loss: 1.067 | Train Acc: 62.06% | Test Loss: 1.121 | Test Acc: 60.07% | |
| 2025-04-27 23:27:53,492 - train - INFO - Epoch: 36 | Train Loss: 1.052 | Train Acc: 62.32% | Test Loss: 1.123 | Test Acc: 59.72% | |
| 2025-04-27 23:28:22,591 - train - INFO - Epoch: 37 | Train Loss: 1.035 | Train Acc: 63.07% | Test Loss: 1.116 | Test Acc: 59.74% | |
| 2025-04-27 23:28:45,012 - train - INFO - Epoch: 38 | Train Loss: 1.024 | Train Acc: 63.58% | Test Loss: 1.128 | Test Acc: 59.73% | |
| 2025-04-27 23:29:14,244 - train - INFO - Epoch: 39 | Train Loss: 1.012 | Train Acc: 63.63% | Test Loss: 1.110 | Test Acc: 60.91% | |
| 2025-04-27 23:29:36,401 - train - INFO - Epoch: 40 | Train Loss: 0.998 | Train Acc: 64.44% | Test Loss: 1.075 | Test Acc: 61.54% | |
| 2025-04-27 23:30:06,032 - train - INFO - Epoch: 41 | Train Loss: 0.980 | Train Acc: 65.17% | Test Loss: 1.095 | Test Acc: 61.48% | |
| 2025-04-27 23:30:27,823 - train - INFO - Epoch: 42 | Train Loss: 0.971 | Train Acc: 65.40% | Test Loss: 1.072 | Test Acc: 62.19% | |
| 2025-04-27 23:30:57,401 - train - INFO - Epoch: 43 | Train Loss: 0.954 | Train Acc: 66.03% | Test Loss: 1.080 | Test Acc: 61.81% | |
| 2025-04-27 23:31:19,456 - train - INFO - Epoch: 44 | Train Loss: 0.940 | Train Acc: 66.68% | Test Loss: 1.033 | Test Acc: 63.75% | |
| 2025-04-27 23:31:49,007 - train - INFO - Epoch: 45 | Train Loss: 0.931 | Train Acc: 66.91% | Test Loss: 1.040 | Test Acc: 63.03% | |
| 2025-04-27 23:32:10,739 - train - INFO - Epoch: 46 | Train Loss: 0.916 | Train Acc: 67.67% | Test Loss: 1.032 | Test Acc: 63.40% | |
| 2025-04-27 23:32:39,522 - train - INFO - Epoch: 47 | Train Loss: 0.904 | Train Acc: 67.81% | Test Loss: 1.030 | Test Acc: 63.71% | |
| 2025-04-27 23:33:30,830 - train - INFO - Epoch: 48 | Train Loss: 0.898 | Train Acc: 68.07% | Test Loss: 1.015 | Test Acc: 64.33% | |
| 2025-04-27 23:34:30,416 - train - INFO - Epoch: 49 | Train Loss: 0.894 | Train Acc: 68.42% | Test Loss: 1.017 | Test Acc: 64.66% | |
| 2025-04-27 23:35:28,381 - train - INFO - Epoch: 50 | Train Loss: 0.892 | Train Acc: 68.43% | Test Loss: 1.010 | Test Acc: 64.57% | |
| 2025-04-27 23:35:35,351 - train - INFO - 训练完成! | |