| 2025-04-27 19:58:11,512 - train - INFO - 开始训练 MobileNetV2_Backdoored | |
| 2025-04-27 19:58:11,512 - train - INFO - 总轮数: 50, 学习率: 0.1, 设备: cuda:2 | |
| 2025-04-27 19:58:36,325 - train - INFO - Epoch: 1 | Train Loss: 1.909 | Train Acc: 31.80% | Test Loss: 1.536 | Test Acc: 44.39% | |
| 2025-04-27 19:59:10,187 - train - INFO - Epoch: 2 | Train Loss: 1.231 | Train Acc: 55.27% | Test Loss: 1.270 | Test Acc: 54.90% | |
| 2025-04-27 19:59:42,852 - train - INFO - Epoch: 3 | Train Loss: 0.930 | Train Acc: 66.68% | Test Loss: 1.039 | Test Acc: 64.57% | |
| 2025-04-27 20:00:05,833 - train - INFO - Epoch: 4 | Train Loss: 0.786 | Train Acc: 72.48% | Test Loss: 0.931 | Test Acc: 66.98% | |
| 2025-04-27 20:00:38,831 - train - INFO - Epoch: 5 | Train Loss: 0.697 | Train Acc: 75.83% | Test Loss: 0.804 | Test Acc: 72.82% | |
| 2025-04-27 20:01:02,121 - train - INFO - Epoch: 6 | Train Loss: 0.634 | Train Acc: 78.09% | Test Loss: 0.763 | Test Acc: 73.94% | |
| 2025-04-27 20:01:35,250 - train - INFO - Epoch: 7 | Train Loss: 0.595 | Train Acc: 79.54% | Test Loss: 0.837 | Test Acc: 72.08% | |
| 2025-04-27 20:01:58,257 - train - INFO - Epoch: 8 | Train Loss: 0.567 | Train Acc: 80.41% | Test Loss: 0.784 | Test Acc: 72.64% | |
| 2025-04-27 20:02:31,009 - train - INFO - Epoch: 9 | Train Loss: 0.550 | Train Acc: 81.33% | Test Loss: 0.837 | Test Acc: 71.49% | |
| 2025-04-27 20:02:53,820 - train - INFO - Epoch: 10 | Train Loss: 0.540 | Train Acc: 81.51% | Test Loss: 0.837 | Test Acc: 71.73% | |
| 2025-04-27 20:03:26,917 - train - INFO - Epoch: 11 | Train Loss: 0.532 | Train Acc: 81.85% | Test Loss: 0.654 | Test Acc: 77.75% | |
| 2025-04-27 20:03:49,574 - train - INFO - Epoch: 12 | Train Loss: 0.523 | Train Acc: 82.13% | Test Loss: 0.837 | Test Acc: 72.04% | |
| 2025-04-27 20:04:22,368 - train - INFO - Epoch: 13 | Train Loss: 0.517 | Train Acc: 82.31% | Test Loss: 0.937 | Test Acc: 70.38% | |
| 2025-04-27 20:04:45,444 - train - INFO - Epoch: 14 | Train Loss: 0.503 | Train Acc: 82.67% | Test Loss: 0.709 | Test Acc: 75.83% | |
| 2025-04-27 20:05:17,935 - train - INFO - Epoch: 15 | Train Loss: 0.491 | Train Acc: 83.08% | Test Loss: 0.691 | Test Acc: 76.27% | |
| 2025-04-27 20:05:41,539 - train - INFO - Epoch: 16 | Train Loss: 0.486 | Train Acc: 83.33% | Test Loss: 0.588 | Test Acc: 80.02% | |
| 2025-04-27 20:06:13,867 - train - INFO - Epoch: 17 | Train Loss: 0.471 | Train Acc: 84.05% | Test Loss: 0.658 | Test Acc: 77.84% | |
| 2025-04-27 20:06:38,264 - train - INFO - Epoch: 18 | Train Loss: 0.451 | Train Acc: 84.52% | Test Loss: 0.646 | Test Acc: 78.56% | |
| 2025-04-27 20:07:10,537 - train - INFO - Epoch: 19 | Train Loss: 0.457 | Train Acc: 84.30% | Test Loss: 0.766 | Test Acc: 75.53% | |
| 2025-04-27 20:07:34,798 - train - INFO - Epoch: 20 | Train Loss: 0.440 | Train Acc: 84.88% | Test Loss: 0.554 | Test Acc: 81.35% | |
| 2025-04-27 20:08:06,539 - train - INFO - Epoch: 21 | Train Loss: 0.421 | Train Acc: 85.68% | Test Loss: 0.702 | Test Acc: 77.49% | |
| 2025-04-27 20:08:30,548 - train - INFO - Epoch: 22 | Train Loss: 0.417 | Train Acc: 85.65% | Test Loss: 0.630 | Test Acc: 78.90% | |
| 2025-04-27 20:09:02,226 - train - INFO - Epoch: 23 | Train Loss: 0.402 | Train Acc: 86.13% | Test Loss: 0.698 | Test Acc: 77.24% | |
| 2025-04-27 20:09:26,716 - train - INFO - Epoch: 24 | Train Loss: 0.392 | Train Acc: 86.55% | Test Loss: 0.614 | Test Acc: 79.98% | |
| 2025-04-27 20:09:59,095 - train - INFO - Epoch: 25 | Train Loss: 0.377 | Train Acc: 87.01% | Test Loss: 0.656 | Test Acc: 78.72% | |
| 2025-04-27 20:10:23,690 - train - INFO - Epoch: 26 | Train Loss: 0.360 | Train Acc: 87.66% | Test Loss: 0.624 | Test Acc: 79.49% | |
| 2025-04-27 20:10:56,372 - train - INFO - Epoch: 27 | Train Loss: 0.344 | Train Acc: 88.07% | Test Loss: 0.698 | Test Acc: 77.59% | |
| 2025-04-27 20:11:21,140 - train - INFO - Epoch: 28 | Train Loss: 0.317 | Train Acc: 89.04% | Test Loss: 0.534 | Test Acc: 82.43% | |
| 2025-04-27 20:11:53,225 - train - INFO - Epoch: 29 | Train Loss: 0.312 | Train Acc: 89.40% | Test Loss: 0.674 | Test Acc: 78.90% | |
| 2025-04-27 20:12:18,261 - train - INFO - Epoch: 30 | Train Loss: 0.289 | Train Acc: 90.07% | Test Loss: 0.546 | Test Acc: 82.70% | |
| 2025-04-27 20:12:51,018 - train - INFO - Epoch: 31 | Train Loss: 0.271 | Train Acc: 90.56% | Test Loss: 0.597 | Test Acc: 80.78% | |
| 2025-04-27 20:13:15,454 - train - INFO - Epoch: 32 | Train Loss: 0.254 | Train Acc: 91.20% | Test Loss: 0.516 | Test Acc: 83.52% | |
| 2025-04-27 20:13:47,785 - train - INFO - Epoch: 33 | Train Loss: 0.222 | Train Acc: 92.41% | Test Loss: 0.515 | Test Acc: 83.72% | |
| 2025-04-27 20:14:12,321 - train - INFO - Epoch: 34 | Train Loss: 0.196 | Train Acc: 93.33% | Test Loss: 0.513 | Test Acc: 83.72% | |
| 2025-04-27 20:14:44,235 - train - INFO - Epoch: 35 | Train Loss: 0.171 | Train Acc: 94.07% | Test Loss: 0.504 | Test Acc: 84.40% | |
| 2025-04-27 20:15:08,671 - train - INFO - Epoch: 36 | Train Loss: 0.142 | Train Acc: 95.11% | Test Loss: 0.532 | Test Acc: 84.51% | |
| 2025-04-27 20:15:40,730 - train - INFO - Epoch: 37 | Train Loss: 0.124 | Train Acc: 95.70% | Test Loss: 0.489 | Test Acc: 85.37% | |
| 2025-04-27 20:16:05,210 - train - INFO - Epoch: 38 | Train Loss: 0.091 | Train Acc: 96.96% | Test Loss: 0.489 | Test Acc: 86.20% | |
| 2025-04-27 20:16:36,925 - train - INFO - Epoch: 39 | Train Loss: 0.059 | Train Acc: 98.15% | Test Loss: 0.499 | Test Acc: 86.39% | |
| 2025-04-27 20:17:01,366 - train - INFO - Epoch: 40 | Train Loss: 0.038 | Train Acc: 98.88% | Test Loss: 0.502 | Test Acc: 87.01% | |
| 2025-04-27 20:17:33,162 - train - INFO - Epoch: 41 | Train Loss: 0.020 | Train Acc: 99.52% | Test Loss: 0.494 | Test Acc: 87.50% | |
| 2025-04-27 20:17:57,425 - train - INFO - Epoch: 42 | Train Loss: 0.010 | Train Acc: 99.86% | Test Loss: 0.487 | Test Acc: 87.98% | |
| 2025-04-27 20:18:24,529 - train - INFO - Epoch: 43 | Train Loss: 0.005 | Train Acc: 99.97% | Test Loss: 0.474 | Test Acc: 88.38% | |
| 2025-04-27 20:18:43,844 - train - INFO - Epoch: 44 | Train Loss: 0.003 | Train Acc: 99.99% | Test Loss: 0.481 | Test Acc: 88.46% | |
| 2025-04-27 20:19:08,925 - train - INFO - Epoch: 45 | Train Loss: 0.003 | Train Acc: 99.99% | Test Loss: 0.470 | Test Acc: 88.52% | |
| 2025-04-27 20:19:27,239 - train - INFO - Epoch: 46 | Train Loss: 0.002 | Train Acc: 100.00% | Test Loss: 0.479 | Test Acc: 88.59% | |
| 2025-04-27 20:19:50,269 - train - INFO - Epoch: 47 | Train Loss: 0.002 | Train Acc: 100.00% | Test Loss: 0.468 | Test Acc: 88.70% | |
| 2025-04-27 20:20:08,378 - train - INFO - Epoch: 48 | Train Loss: 0.002 | Train Acc: 100.00% | Test Loss: 0.473 | Test Acc: 88.59% | |
| 2025-04-27 20:20:31,650 - train - INFO - Epoch: 49 | Train Loss: 0.002 | Train Acc: 100.00% | Test Loss: 0.473 | Test Acc: 88.65% | |
| 2025-04-27 20:20:50,528 - train - INFO - Epoch: 50 | Train Loss: 0.002 | Train Acc: 100.00% | Test Loss: 0.472 | Test Acc: 88.60% | |
| 2025-04-27 20:20:55,802 - train - INFO - 训练完成! | |