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2025-04-27 14:36:02,665 - train - INFO - 开始训练 ResNet18_Backdoored
2025-04-27 14:36:02,665 - train - INFO - 总轮数: 50, 学习率: 0.1, 设备: cuda:0
2025-04-27 14:36:36,109 - train - INFO - Epoch: 1 | Train Loss: 1.689 | Train Acc: 36.99% | Test Loss: 1.418 | Test Acc: 50.11%
2025-04-27 14:37:21,285 - train - INFO - Epoch: 2 | Train Loss: 1.138 | Train Acc: 58.97% | Test Loss: 1.223 | Test Acc: 59.67%
2025-04-27 14:38:03,792 - train - INFO - Epoch: 3 | Train Loss: 0.799 | Train Acc: 71.84% | Test Loss: 1.111 | Test Acc: 64.08%
2025-04-27 14:38:36,386 - train - INFO - Epoch: 4 | Train Loss: 0.650 | Train Acc: 77.52% | Test Loss: 1.011 | Test Acc: 67.26%
2025-04-27 14:39:20,154 - train - INFO - Epoch: 5 | Train Loss: 0.566 | Train Acc: 80.45% | Test Loss: 0.679 | Test Acc: 76.58%
2025-04-27 14:39:53,096 - train - INFO - Epoch: 6 | Train Loss: 0.515 | Train Acc: 82.32% | Test Loss: 0.984 | Test Acc: 67.70%
2025-04-27 14:40:36,812 - train - INFO - Epoch: 7 | Train Loss: 0.477 | Train Acc: 83.84% | Test Loss: 0.809 | Test Acc: 74.61%
2025-04-27 14:41:10,062 - train - INFO - Epoch: 8 | Train Loss: 0.455 | Train Acc: 84.34% | Test Loss: 0.632 | Test Acc: 79.45%
2025-04-27 14:41:52,896 - train - INFO - Epoch: 9 | Train Loss: 0.436 | Train Acc: 85.10% | Test Loss: 0.713 | Test Acc: 75.98%
2025-04-27 14:42:26,352 - train - INFO - Epoch: 10 | Train Loss: 0.423 | Train Acc: 85.55% | Test Loss: 0.678 | Test Acc: 77.64%
2025-04-27 14:43:09,866 - train - INFO - Epoch: 11 | Train Loss: 0.402 | Train Acc: 86.11% | Test Loss: 0.754 | Test Acc: 75.07%
2025-04-27 14:43:43,373 - train - INFO - Epoch: 12 | Train Loss: 0.397 | Train Acc: 86.35% | Test Loss: 0.895 | Test Acc: 73.58%
2025-04-27 14:44:27,123 - train - INFO - Epoch: 13 | Train Loss: 0.381 | Train Acc: 86.97% | Test Loss: 0.659 | Test Acc: 78.32%
2025-04-27 14:45:00,955 - train - INFO - Epoch: 14 | Train Loss: 0.370 | Train Acc: 87.25% | Test Loss: 0.631 | Test Acc: 79.43%
2025-04-27 14:45:45,565 - train - INFO - Epoch: 15 | Train Loss: 0.354 | Train Acc: 88.01% | Test Loss: 0.607 | Test Acc: 80.33%
2025-04-27 14:46:19,518 - train - INFO - Epoch: 16 | Train Loss: 0.337 | Train Acc: 88.27% | Test Loss: 0.534 | Test Acc: 82.48%
2025-04-27 14:47:03,149 - train - INFO - Epoch: 17 | Train Loss: 0.332 | Train Acc: 88.71% | Test Loss: 0.610 | Test Acc: 80.70%
2025-04-27 14:47:36,661 - train - INFO - Epoch: 18 | Train Loss: 0.318 | Train Acc: 88.97% | Test Loss: 0.745 | Test Acc: 76.56%
2025-04-27 14:48:18,548 - train - INFO - Epoch: 19 | Train Loss: 0.306 | Train Acc: 89.47% | Test Loss: 0.591 | Test Acc: 81.11%
2025-04-27 14:48:52,452 - train - INFO - Epoch: 20 | Train Loss: 0.287 | Train Acc: 90.00% | Test Loss: 0.660 | Test Acc: 79.67%
2025-04-27 14:49:35,660 - train - INFO - Epoch: 21 | Train Loss: 0.269 | Train Acc: 90.66% | Test Loss: 0.489 | Test Acc: 83.80%
2025-04-27 14:50:08,013 - train - INFO - Epoch: 22 | Train Loss: 0.254 | Train Acc: 91.22% | Test Loss: 0.601 | Test Acc: 82.17%
2025-04-27 14:50:51,578 - train - INFO - Epoch: 23 | Train Loss: 0.246 | Train Acc: 91.44% | Test Loss: 0.605 | Test Acc: 81.29%
2025-04-27 14:51:24,903 - train - INFO - Epoch: 24 | Train Loss: 0.235 | Train Acc: 91.97% | Test Loss: 0.631 | Test Acc: 80.06%
2025-04-27 14:52:05,925 - train - INFO - Epoch: 25 | Train Loss: 0.212 | Train Acc: 92.71% | Test Loss: 0.530 | Test Acc: 83.64%
2025-04-27 14:52:37,445 - train - INFO - Epoch: 26 | Train Loss: 0.199 | Train Acc: 93.09% | Test Loss: 0.571 | Test Acc: 82.14%
2025-04-27 14:53:18,050 - train - INFO - Epoch: 27 | Train Loss: 0.180 | Train Acc: 93.91% | Test Loss: 0.559 | Test Acc: 83.40%
2025-04-27 14:53:49,659 - train - INFO - Epoch: 28 | Train Loss: 0.167 | Train Acc: 94.22% | Test Loss: 0.659 | Test Acc: 80.95%
2025-04-27 14:54:30,612 - train - INFO - Epoch: 29 | Train Loss: 0.155 | Train Acc: 94.64% | Test Loss: 0.635 | Test Acc: 81.52%
2025-04-27 14:55:02,424 - train - INFO - Epoch: 30 | Train Loss: 0.130 | Train Acc: 95.52% | Test Loss: 0.540 | Test Acc: 84.25%
2025-04-27 14:55:43,217 - train - INFO - Epoch: 31 | Train Loss: 0.122 | Train Acc: 95.88% | Test Loss: 0.660 | Test Acc: 81.55%
2025-04-27 14:56:15,398 - train - INFO - Epoch: 32 | Train Loss: 0.100 | Train Acc: 96.61% | Test Loss: 0.595 | Test Acc: 83.63%
2025-04-27 14:56:56,955 - train - INFO - Epoch: 33 | Train Loss: 0.080 | Train Acc: 97.36% | Test Loss: 0.641 | Test Acc: 84.00%
2025-04-27 14:57:28,890 - train - INFO - Epoch: 34 | Train Loss: 0.071 | Train Acc: 97.67% | Test Loss: 0.536 | Test Acc: 86.17%
2025-04-27 14:58:09,440 - train - INFO - Epoch: 35 | Train Loss: 0.048 | Train Acc: 98.42% | Test Loss: 0.451 | Test Acc: 87.91%
2025-04-27 14:58:41,234 - train - INFO - Epoch: 36 | Train Loss: 0.039 | Train Acc: 98.76% | Test Loss: 0.515 | Test Acc: 86.78%
2025-04-27 14:59:20,844 - train - INFO - Epoch: 37 | Train Loss: 0.025 | Train Acc: 99.27% | Test Loss: 0.452 | Test Acc: 87.92%
2025-04-27 14:59:52,896 - train - INFO - Epoch: 38 | Train Loss: 0.015 | Train Acc: 99.63% | Test Loss: 0.456 | Test Acc: 89.03%
2025-04-27 15:00:34,099 - train - INFO - Epoch: 39 | Train Loss: 0.006 | Train Acc: 99.88% | Test Loss: 0.446 | Test Acc: 89.70%
2025-04-27 15:01:04,998 - train - INFO - Epoch: 40 | Train Loss: 0.003 | Train Acc: 99.97% | Test Loss: 0.428 | Test Acc: 89.96%
2025-04-27 15:01:46,558 - train - INFO - Epoch: 41 | Train Loss: 0.002 | Train Acc: 99.99% | Test Loss: 0.433 | Test Acc: 89.82%
2025-04-27 15:02:18,840 - train - INFO - Epoch: 42 | Train Loss: 0.001 | Train Acc: 100.00% | Test Loss: 0.430 | Test Acc: 89.88%
2025-04-27 15:03:00,689 - train - INFO - Epoch: 43 | Train Loss: 0.001 | Train Acc: 100.00% | Test Loss: 0.418 | Test Acc: 90.17%
2025-04-27 15:03:29,555 - train - INFO - Epoch: 44 | Train Loss: 0.001 | Train Acc: 100.00% | Test Loss: 0.433 | Test Acc: 90.21%
2025-04-27 15:04:12,144 - train - INFO - Epoch: 45 | Train Loss: 0.001 | Train Acc: 100.00% | Test Loss: 0.422 | Test Acc: 90.18%
2025-04-27 15:04:44,447 - train - INFO - Epoch: 46 | Train Loss: 0.001 | Train Acc: 100.00% | Test Loss: 0.429 | Test Acc: 90.18%
2025-04-27 15:05:26,425 - train - INFO - Epoch: 47 | Train Loss: 0.001 | Train Acc: 100.00% | Test Loss: 0.420 | Test Acc: 90.15%
2025-04-27 15:05:59,534 - train - INFO - Epoch: 48 | Train Loss: 0.001 | Train Acc: 100.00% | Test Loss: 0.418 | Test Acc: 90.14%
2025-04-27 15:06:35,092 - train - INFO - Epoch: 49 | Train Loss: 0.001 | Train Acc: 100.00% | Test Loss: 0.419 | Test Acc: 90.17%
2025-04-27 15:07:07,267 - train - INFO - Epoch: 50 | Train Loss: 0.001 | Train Acc: 100.00% | Test Loss: 0.422 | Test Acc: 90.16%
2025-04-27 15:07:16,568 - train - INFO - 训练完成!
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