| 2025-04-28 00:01:41,964 - train - INFO - 开始训练 ZFNet_Backdoored | |
| 2025-04-28 00:01:41,964 - train - INFO - 总轮数: 50, 学习率: 0.1, 设备: cuda:3 | |
| 2025-04-28 00:01:49,850 - train - INFO - Epoch: 1 | Train Loss: 2.033 | Train Acc: 22.07% | Test Loss: 1.854 | Test Acc: 28.08% | |
| 2025-04-28 00:02:03,533 - train - INFO - Epoch: 2 | Train Loss: 1.773 | Train Acc: 31.82% | Test Loss: 1.602 | Test Acc: 41.93% | |
| 2025-04-28 00:02:13,989 - train - INFO - Epoch: 3 | Train Loss: 1.620 | Train Acc: 39.81% | Test Loss: 1.474 | Test Acc: 48.53% | |
| 2025-04-28 00:02:21,027 - train - INFO - Epoch: 4 | Train Loss: 1.486 | Train Acc: 46.78% | Test Loss: 1.381 | Test Acc: 54.71% | |
| 2025-04-28 00:02:31,906 - train - INFO - Epoch: 5 | Train Loss: 1.415 | Train Acc: 50.39% | Test Loss: 1.216 | Test Acc: 59.35% | |
| 2025-04-28 00:02:38,315 - train - INFO - Epoch: 6 | Train Loss: 1.344 | Train Acc: 53.23% | Test Loss: 1.225 | Test Acc: 59.89% | |
| 2025-04-28 00:02:48,958 - train - INFO - Epoch: 7 | Train Loss: 1.285 | Train Acc: 55.65% | Test Loss: 1.209 | Test Acc: 61.84% | |
| 2025-04-28 00:02:55,900 - train - INFO - Epoch: 8 | Train Loss: 1.254 | Train Acc: 57.19% | Test Loss: 1.161 | Test Acc: 62.10% | |
| 2025-04-28 00:03:05,996 - train - INFO - Epoch: 9 | Train Loss: 1.208 | Train Acc: 59.04% | Test Loss: 1.107 | Test Acc: 64.48% | |
| 2025-04-28 00:03:13,113 - train - INFO - Epoch: 10 | Train Loss: 1.165 | Train Acc: 60.50% | Test Loss: 1.066 | Test Acc: 66.29% | |
| 2025-04-28 00:03:23,773 - train - INFO - Epoch: 11 | Train Loss: 1.130 | Train Acc: 61.89% | Test Loss: 1.126 | Test Acc: 64.17% | |
| 2025-04-28 00:03:30,528 - train - INFO - Epoch: 12 | Train Loss: 1.024 | Train Acc: 66.01% | Test Loss: 1.092 | Test Acc: 64.01% | |
| 2025-04-28 00:03:41,457 - train - INFO - Epoch: 13 | Train Loss: 0.898 | Train Acc: 70.52% | Test Loss: 0.973 | Test Acc: 67.61% | |
| 2025-04-28 00:03:48,479 - train - INFO - Epoch: 14 | Train Loss: 0.845 | Train Acc: 72.48% | Test Loss: 0.959 | Test Acc: 69.19% | |
| 2025-04-28 00:03:59,189 - train - INFO - Epoch: 15 | Train Loss: 0.808 | Train Acc: 73.33% | Test Loss: 0.923 | Test Acc: 69.41% | |
| 2025-04-28 00:04:04,875 - train - INFO - Epoch: 16 | Train Loss: 0.772 | Train Acc: 74.63% | Test Loss: 0.943 | Test Acc: 68.79% | |
| 2025-04-28 00:04:15,476 - train - INFO - Epoch: 17 | Train Loss: 0.740 | Train Acc: 75.77% | Test Loss: 1.023 | Test Acc: 67.21% | |
| 2025-04-28 00:04:22,243 - train - INFO - Epoch: 18 | Train Loss: 0.703 | Train Acc: 76.64% | Test Loss: 0.896 | Test Acc: 70.44% | |
| 2025-04-28 00:04:32,321 - train - INFO - Epoch: 19 | Train Loss: 0.667 | Train Acc: 78.31% | Test Loss: 0.947 | Test Acc: 69.64% | |
| 2025-04-28 00:04:39,652 - train - INFO - Epoch: 20 | Train Loss: 0.628 | Train Acc: 78.99% | Test Loss: 0.952 | Test Acc: 69.39% | |
| 2025-04-28 00:04:49,955 - train - INFO - Epoch: 21 | Train Loss: 0.591 | Train Acc: 80.45% | Test Loss: 0.857 | Test Acc: 71.69% | |
| 2025-04-28 00:04:57,053 - train - INFO - Epoch: 22 | Train Loss: 0.563 | Train Acc: 81.15% | Test Loss: 0.850 | Test Acc: 72.53% | |
| 2025-04-28 00:05:07,937 - train - INFO - Epoch: 23 | Train Loss: 0.515 | Train Acc: 83.04% | Test Loss: 0.884 | Test Acc: 71.98% | |
| 2025-04-28 00:05:15,072 - train - INFO - Epoch: 24 | Train Loss: 0.487 | Train Acc: 83.65% | Test Loss: 0.872 | Test Acc: 72.20% | |
| 2025-04-28 00:05:25,611 - train - INFO - Epoch: 25 | Train Loss: 0.450 | Train Acc: 85.04% | Test Loss: 0.850 | Test Acc: 73.00% | |
| 2025-04-28 00:05:32,706 - train - INFO - Epoch: 26 | Train Loss: 0.402 | Train Acc: 86.44% | Test Loss: 0.907 | Test Acc: 71.26% | |
| 2025-04-28 00:05:43,466 - train - INFO - Epoch: 27 | Train Loss: 0.365 | Train Acc: 87.66% | Test Loss: 0.954 | Test Acc: 71.44% | |
| 2025-04-28 00:05:50,887 - train - INFO - Epoch: 28 | Train Loss: 0.324 | Train Acc: 89.14% | Test Loss: 0.943 | Test Acc: 72.05% | |
| 2025-04-28 00:06:01,347 - train - INFO - Epoch: 29 | Train Loss: 0.284 | Train Acc: 90.36% | Test Loss: 0.945 | Test Acc: 72.75% | |
| 2025-04-28 00:06:08,266 - train - INFO - Epoch: 30 | Train Loss: 0.244 | Train Acc: 91.64% | Test Loss: 1.026 | Test Acc: 71.87% | |
| 2025-04-28 00:06:19,046 - train - INFO - Epoch: 31 | Train Loss: 0.211 | Train Acc: 92.86% | Test Loss: 0.982 | Test Acc: 72.93% | |
| 2025-04-28 00:06:25,890 - train - INFO - Epoch: 32 | Train Loss: 0.164 | Train Acc: 94.44% | Test Loss: 1.002 | Test Acc: 73.98% | |
| 2025-04-28 00:06:36,820 - train - INFO - Epoch: 33 | Train Loss: 0.134 | Train Acc: 95.51% | Test Loss: 1.012 | Test Acc: 73.66% | |
| 2025-04-28 00:06:44,079 - train - INFO - Epoch: 34 | Train Loss: 0.098 | Train Acc: 96.80% | Test Loss: 1.075 | Test Acc: 74.19% | |
| 2025-04-28 00:06:54,764 - train - INFO - Epoch: 35 | Train Loss: 0.065 | Train Acc: 97.88% | Test Loss: 1.150 | Test Acc: 73.46% | |
| 2025-04-28 00:07:01,936 - train - INFO - Epoch: 36 | Train Loss: 0.039 | Train Acc: 98.79% | Test Loss: 1.200 | Test Acc: 74.10% | |
| 2025-04-28 00:07:12,801 - train - INFO - Epoch: 37 | Train Loss: 0.026 | Train Acc: 99.17% | Test Loss: 1.188 | Test Acc: 74.98% | |
| 2025-04-28 00:07:20,115 - train - INFO - Epoch: 38 | Train Loss: 0.008 | Train Acc: 99.85% | Test Loss: 1.148 | Test Acc: 76.22% | |
| 2025-04-28 00:07:31,378 - train - INFO - Epoch: 39 | Train Loss: 0.003 | Train Acc: 99.99% | Test Loss: 1.103 | Test Acc: 76.90% | |
| 2025-04-28 00:07:38,905 - train - INFO - Epoch: 40 | Train Loss: 0.002 | Train Acc: 100.00% | Test Loss: 1.085 | Test Acc: 77.14% | |
| 2025-04-28 00:07:49,073 - train - INFO - Epoch: 41 | Train Loss: 0.002 | Train Acc: 100.00% | Test Loss: 1.075 | Test Acc: 77.19% | |
| 2025-04-28 00:07:56,338 - train - INFO - Epoch: 42 | Train Loss: 0.002 | Train Acc: 100.00% | Test Loss: 1.069 | Test Acc: 77.23% | |
| 2025-04-28 00:08:07,583 - train - INFO - Epoch: 43 | Train Loss: 0.002 | Train Acc: 100.00% | Test Loss: 1.060 | Test Acc: 77.31% | |
| 2025-04-28 00:08:14,672 - train - INFO - Epoch: 44 | Train Loss: 0.002 | Train Acc: 100.00% | Test Loss: 1.047 | Test Acc: 77.38% | |
| 2025-04-28 00:08:25,179 - train - INFO - Epoch: 45 | Train Loss: 0.002 | Train Acc: 100.00% | Test Loss: 1.045 | Test Acc: 77.54% | |
| 2025-04-28 00:08:32,433 - train - INFO - Epoch: 46 | Train Loss: 0.003 | Train Acc: 100.00% | Test Loss: 1.037 | Test Acc: 77.46% | |
| 2025-04-28 00:08:43,229 - train - INFO - Epoch: 47 | Train Loss: 0.003 | Train Acc: 100.00% | Test Loss: 1.053 | Test Acc: 77.48% | |
| 2025-04-28 00:08:50,263 - train - INFO - Epoch: 48 | Train Loss: 0.003 | Train Acc: 100.00% | Test Loss: 1.050 | Test Acc: 77.47% | |
| 2025-04-28 00:09:01,069 - train - INFO - Epoch: 49 | Train Loss: 0.003 | Train Acc: 100.00% | Test Loss: 1.054 | Test Acc: 77.49% | |
| 2025-04-28 00:09:08,432 - train - INFO - Epoch: 50 | Train Loss: 0.003 | Train Acc: 100.00% | Test Loss: 1.038 | Test Acc: 77.50% | |
| 2025-04-28 00:09:12,197 - train - INFO - 训练完成! | |