| 2025-04-27 21:40:38,199 - train - INFO - 开始训练 ShuffleNetG2_Backdoored | |
| 2025-04-27 21:40:38,199 - train - INFO - 总轮数: 50, 学习率: 0.1, 设备: cuda:4 | |
| 2025-04-27 21:41:00,561 - train - INFO - Epoch: 1 | Train Loss: 3.474 | Train Acc: 24.75% | Test Loss: 1.839 | Test Acc: 28.61% | |
| 2025-04-27 21:41:29,951 - train - INFO - Epoch: 2 | Train Loss: 1.737 | Train Acc: 34.61% | Test Loss: 1.647 | Test Acc: 38.76% | |
| 2025-04-27 21:42:02,038 - train - INFO - Epoch: 3 | Train Loss: 1.617 | Train Acc: 40.02% | Test Loss: 1.546 | Test Acc: 43.38% | |
| 2025-04-27 21:42:26,242 - train - INFO - Epoch: 4 | Train Loss: 1.524 | Train Acc: 44.10% | Test Loss: 1.575 | Test Acc: 44.46% | |
| 2025-04-27 21:42:58,068 - train - INFO - Epoch: 5 | Train Loss: 1.422 | Train Acc: 48.63% | Test Loss: 1.378 | Test Acc: 51.63% | |
| 2025-04-27 21:43:21,960 - train - INFO - Epoch: 6 | Train Loss: 1.340 | Train Acc: 52.04% | Test Loss: 1.617 | Test Acc: 46.62% | |
| 2025-04-27 21:43:52,643 - train - INFO - Epoch: 7 | Train Loss: 1.099 | Train Acc: 61.16% | Test Loss: 1.265 | Test Acc: 55.45% | |
| 2025-04-27 21:44:17,513 - train - INFO - Epoch: 8 | Train Loss: 0.981 | Train Acc: 65.56% | Test Loss: 1.132 | Test Acc: 60.53% | |
| 2025-04-27 21:44:48,894 - train - INFO - Epoch: 9 | Train Loss: 0.905 | Train Acc: 68.37% | Test Loss: 1.157 | Test Acc: 59.89% | |
| 2025-04-27 21:45:13,975 - train - INFO - Epoch: 10 | Train Loss: 0.857 | Train Acc: 70.02% | Test Loss: 1.498 | Test Acc: 53.97% | |
| 2025-04-27 21:45:45,381 - train - INFO - Epoch: 11 | Train Loss: 0.820 | Train Acc: 71.46% | Test Loss: 1.215 | Test Acc: 57.59% | |
| 2025-04-27 21:46:10,424 - train - INFO - Epoch: 12 | Train Loss: 0.795 | Train Acc: 72.13% | Test Loss: 1.302 | Test Acc: 56.87% | |
| 2025-04-27 21:46:41,074 - train - INFO - Epoch: 13 | Train Loss: 0.761 | Train Acc: 73.58% | Test Loss: 1.503 | Test Acc: 53.30% | |
| 2025-04-27 21:47:06,315 - train - INFO - Epoch: 14 | Train Loss: 0.717 | Train Acc: 75.01% | Test Loss: 1.304 | Test Acc: 58.04% | |
| 2025-04-27 21:47:37,717 - train - INFO - Epoch: 15 | Train Loss: 0.682 | Train Acc: 76.37% | Test Loss: 1.118 | Test Acc: 62.69% | |
| 2025-04-27 21:48:02,705 - train - INFO - Epoch: 16 | Train Loss: 0.639 | Train Acc: 77.89% | Test Loss: 1.066 | Test Acc: 63.85% | |
| 2025-04-27 21:48:34,002 - train - INFO - Epoch: 17 | Train Loss: 0.618 | Train Acc: 78.54% | Test Loss: 2.158 | Test Acc: 44.77% | |
| 2025-04-27 21:49:01,394 - train - INFO - Epoch: 18 | Train Loss: 0.599 | Train Acc: 79.24% | Test Loss: 1.212 | Test Acc: 62.74% | |
| 2025-04-27 21:49:36,490 - train - INFO - Epoch: 19 | Train Loss: 0.579 | Train Acc: 79.96% | Test Loss: 0.908 | Test Acc: 69.82% | |
| 2025-04-27 21:50:05,348 - train - INFO - Epoch: 20 | Train Loss: 0.553 | Train Acc: 80.95% | Test Loss: 0.756 | Test Acc: 73.69% | |
| 2025-04-27 21:50:40,290 - train - INFO - Epoch: 21 | Train Loss: 0.523 | Train Acc: 81.96% | Test Loss: 0.763 | Test Acc: 74.51% | |
| 2025-04-27 21:51:09,386 - train - INFO - Epoch: 22 | Train Loss: 0.507 | Train Acc: 82.56% | Test Loss: 0.774 | Test Acc: 73.58% | |
| 2025-04-27 21:51:44,124 - train - INFO - Epoch: 23 | Train Loss: 0.489 | Train Acc: 82.98% | Test Loss: 0.849 | Test Acc: 71.12% | |
| 2025-04-27 21:52:37,600 - train - INFO - Epoch: 24 | Train Loss: 0.477 | Train Acc: 83.62% | Test Loss: 0.881 | Test Acc: 71.81% | |
| 2025-04-27 21:53:37,849 - train - INFO - Epoch: 25 | Train Loss: 0.461 | Train Acc: 84.17% | Test Loss: 0.785 | Test Acc: 73.05% | |
| 2025-04-27 21:54:35,822 - train - INFO - Epoch: 26 | Train Loss: 0.432 | Train Acc: 85.19% | Test Loss: 0.731 | Test Acc: 75.86% | |
| 2025-04-27 21:55:36,342 - train - INFO - Epoch: 27 | Train Loss: 0.418 | Train Acc: 85.77% | Test Loss: 0.782 | Test Acc: 74.19% | |
| 2025-04-27 21:56:35,067 - train - INFO - Epoch: 28 | Train Loss: 0.396 | Train Acc: 86.26% | Test Loss: 0.886 | Test Acc: 71.78% | |
| 2025-04-27 21:57:35,551 - train - INFO - Epoch: 29 | Train Loss: 0.377 | Train Acc: 87.02% | Test Loss: 0.670 | Test Acc: 78.04% | |
| 2025-04-27 21:58:34,069 - train - INFO - Epoch: 30 | Train Loss: 0.346 | Train Acc: 88.02% | Test Loss: 0.638 | Test Acc: 78.38% | |
| 2025-04-27 21:59:34,414 - train - INFO - Epoch: 31 | Train Loss: 0.326 | Train Acc: 88.65% | Test Loss: 0.666 | Test Acc: 77.88% | |
| 2025-04-27 22:00:32,776 - train - INFO - Epoch: 32 | Train Loss: 0.295 | Train Acc: 89.69% | Test Loss: 0.700 | Test Acc: 77.59% | |
| 2025-04-27 22:01:33,436 - train - INFO - Epoch: 33 | Train Loss: 0.276 | Train Acc: 90.38% | Test Loss: 0.612 | Test Acc: 80.60% | |
| 2025-04-27 22:02:31,395 - train - INFO - Epoch: 34 | Train Loss: 0.240 | Train Acc: 91.67% | Test Loss: 0.616 | Test Acc: 80.65% | |
| 2025-04-27 22:03:32,240 - train - INFO - Epoch: 35 | Train Loss: 0.220 | Train Acc: 92.29% | Test Loss: 0.603 | Test Acc: 81.79% | |
| 2025-04-27 22:04:30,143 - train - INFO - Epoch: 36 | Train Loss: 0.186 | Train Acc: 93.63% | Test Loss: 0.676 | Test Acc: 80.23% | |
| 2025-04-27 22:05:31,032 - train - INFO - Epoch: 37 | Train Loss: 0.160 | Train Acc: 94.49% | Test Loss: 0.609 | Test Acc: 82.13% | |
| 2025-04-27 22:06:28,600 - train - INFO - Epoch: 38 | Train Loss: 0.121 | Train Acc: 95.93% | Test Loss: 0.632 | Test Acc: 82.22% | |
| 2025-04-27 22:07:29,459 - train - INFO - Epoch: 39 | Train Loss: 0.097 | Train Acc: 96.72% | Test Loss: 0.659 | Test Acc: 81.73% | |
| 2025-04-27 22:08:27,686 - train - INFO - Epoch: 40 | Train Loss: 0.060 | Train Acc: 98.16% | Test Loss: 0.633 | Test Acc: 83.40% | |
| 2025-04-27 22:09:28,435 - train - INFO - Epoch: 41 | Train Loss: 0.035 | Train Acc: 99.08% | Test Loss: 0.652 | Test Acc: 83.47% | |
| 2025-04-27 22:10:26,183 - train - INFO - Epoch: 42 | Train Loss: 0.019 | Train Acc: 99.66% | Test Loss: 0.646 | Test Acc: 84.09% | |
| 2025-04-27 22:11:26,871 - train - INFO - Epoch: 43 | Train Loss: 0.011 | Train Acc: 99.87% | Test Loss: 0.651 | Test Acc: 84.31% | |
| 2025-04-27 22:12:24,865 - train - INFO - Epoch: 44 | Train Loss: 0.008 | Train Acc: 99.94% | Test Loss: 0.653 | Test Acc: 84.36% | |
| 2025-04-27 22:13:25,915 - train - INFO - Epoch: 45 | Train Loss: 0.005 | Train Acc: 99.98% | Test Loss: 0.654 | Test Acc: 84.36% | |
| 2025-04-27 22:14:23,679 - train - INFO - Epoch: 46 | Train Loss: 0.005 | Train Acc: 99.99% | Test Loss: 0.652 | Test Acc: 84.46% | |
| 2025-04-27 22:15:24,322 - train - INFO - Epoch: 47 | Train Loss: 0.004 | Train Acc: 99.99% | Test Loss: 0.642 | Test Acc: 84.55% | |
| 2025-04-27 22:15:55,762 - train - INFO - Epoch: 48 | Train Loss: 0.004 | Train Acc: 99.99% | Test Loss: 0.654 | Test Acc: 84.33% | |
| 2025-04-27 22:16:30,703 - train - INFO - Epoch: 49 | Train Loss: 0.004 | Train Acc: 99.99% | Test Loss: 0.649 | Test Acc: 84.51% | |
| 2025-04-27 22:16:59,522 - train - INFO - Epoch: 50 | Train Loss: 0.004 | Train Acc: 99.99% | Test Loss: 0.655 | Test Acc: 84.51% | |
| 2025-04-27 22:17:06,492 - train - INFO - 训练完成! | |