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2025-04-20 22:46:48,072 - train - INFO - 开始训练 ResNet18_Backdoored
2025-04-20 22:46:48,072 - train - INFO - 总轮数: 50, 学习率: 0.1, 设备: cuda:0
2025-04-20 22:46:53,058 - train - INFO - Epoch: 1 | Train Loss: 2.161 | Train Acc: 19.68% | Test Loss: 2.069 | Test Acc: 16.35%
2025-04-20 22:47:01,775 - train - INFO - Epoch: 2 | Train Loss: 1.960 | Train Acc: 20.89% | Test Loss: 2.077 | Test Acc: 16.97%
2025-04-20 22:47:08,602 - train - INFO - Epoch: 3 | Train Loss: 1.725 | Train Acc: 31.68% | Test Loss: 1.740 | Test Acc: 29.98%
2025-04-20 22:47:11,843 - train - INFO - Epoch: 4 | Train Loss: 1.581 | Train Acc: 39.56% | Test Loss: 1.636 | Test Acc: 39.19%
2025-04-20 22:47:19,101 - train - INFO - Epoch: 5 | Train Loss: 1.506 | Train Acc: 44.26% | Test Loss: 1.536 | Test Acc: 42.75%
2025-04-20 22:47:23,841 - train - INFO - Epoch: 6 | Train Loss: 1.430 | Train Acc: 48.59% | Test Loss: 1.484 | Test Acc: 47.86%
2025-04-20 22:47:30,920 - train - INFO - Epoch: 7 | Train Loss: 1.392 | Train Acc: 50.33% | Test Loss: 1.401 | Test Acc: 51.39%
2025-04-20 22:47:35,922 - train - INFO - Epoch: 8 | Train Loss: 1.365 | Train Acc: 51.47% | Test Loss: 1.497 | Test Acc: 48.20%
2025-04-20 22:47:43,251 - train - INFO - Epoch: 9 | Train Loss: 1.349 | Train Acc: 52.65% | Test Loss: 1.499 | Test Acc: 48.06%
2025-04-20 22:47:47,844 - train - INFO - Epoch: 10 | Train Loss: 1.332 | Train Acc: 53.40% | Test Loss: 1.393 | Test Acc: 52.43%
2025-04-20 22:47:55,298 - train - INFO - Epoch: 11 | Train Loss: 1.307 | Train Acc: 54.32% | Test Loss: 1.453 | Test Acc: 48.69%
2025-04-20 22:48:00,014 - train - INFO - Epoch: 12 | Train Loss: 1.310 | Train Acc: 54.60% | Test Loss: 1.385 | Test Acc: 53.26%
2025-04-20 22:48:07,083 - train - INFO - Epoch: 13 | Train Loss: 1.258 | Train Acc: 56.71% | Test Loss: 1.316 | Test Acc: 55.54%
2025-04-20 22:48:11,481 - train - INFO - Epoch: 14 | Train Loss: 1.240 | Train Acc: 57.08% | Test Loss: 1.429 | Test Acc: 51.43%
2025-04-20 22:48:18,740 - train - INFO - Epoch: 15 | Train Loss: 1.217 | Train Acc: 58.25% | Test Loss: 1.327 | Test Acc: 53.60%
2025-04-20 22:48:23,132 - train - INFO - Epoch: 16 | Train Loss: 1.191 | Train Acc: 59.30% | Test Loss: 1.345 | Test Acc: 54.18%
2025-04-20 22:48:30,186 - train - INFO - Epoch: 17 | Train Loss: 1.168 | Train Acc: 59.76% | Test Loss: 1.287 | Test Acc: 56.05%
2025-04-20 22:48:34,570 - train - INFO - Epoch: 18 | Train Loss: 1.145 | Train Acc: 60.64% | Test Loss: 1.299 | Test Acc: 55.13%
2025-04-20 22:48:41,808 - train - INFO - Epoch: 19 | Train Loss: 1.128 | Train Acc: 61.44% | Test Loss: 1.343 | Test Acc: 54.93%
2025-04-20 22:48:46,026 - train - INFO - Epoch: 20 | Train Loss: 1.109 | Train Acc: 62.26% | Test Loss: 1.400 | Test Acc: 53.78%
2025-04-20 22:48:53,306 - train - INFO - Epoch: 21 | Train Loss: 1.067 | Train Acc: 63.53% | Test Loss: 1.160 | Test Acc: 60.72%
2025-04-20 22:48:57,993 - train - INFO - Epoch: 22 | Train Loss: 1.041 | Train Acc: 64.36% | Test Loss: 1.229 | Test Acc: 58.24%
2025-04-20 22:49:05,101 - train - INFO - Epoch: 23 | Train Loss: 1.009 | Train Acc: 65.47% | Test Loss: 1.310 | Test Acc: 56.16%
2025-04-20 22:49:10,025 - train - INFO - Epoch: 24 | Train Loss: 0.983 | Train Acc: 66.34% | Test Loss: 1.392 | Test Acc: 57.38%
2025-04-20 22:49:17,270 - train - INFO - Epoch: 25 | Train Loss: 0.962 | Train Acc: 67.25% | Test Loss: 1.176 | Test Acc: 60.20%
2025-04-20 22:49:21,782 - train - INFO - Epoch: 26 | Train Loss: 0.932 | Train Acc: 68.02% | Test Loss: 1.098 | Test Acc: 63.26%
2025-04-20 22:49:29,148 - train - INFO - Epoch: 27 | Train Loss: 0.891 | Train Acc: 69.41% | Test Loss: 1.099 | Test Acc: 63.68%
2025-04-20 22:49:34,085 - train - INFO - Epoch: 28 | Train Loss: 0.863 | Train Acc: 70.50% | Test Loss: 1.090 | Test Acc: 63.29%
2025-04-20 22:49:41,641 - train - INFO - Epoch: 29 | Train Loss: 0.837 | Train Acc: 71.03% | Test Loss: 1.170 | Test Acc: 61.36%
2025-04-20 22:49:46,208 - train - INFO - Epoch: 30 | Train Loss: 0.811 | Train Acc: 71.76% | Test Loss: 1.117 | Test Acc: 62.39%
2025-04-20 22:49:53,585 - train - INFO - Epoch: 31 | Train Loss: 0.764 | Train Acc: 73.34% | Test Loss: 1.185 | Test Acc: 59.67%
2025-04-20 22:49:58,164 - train - INFO - Epoch: 32 | Train Loss: 0.730 | Train Acc: 74.51% | Test Loss: 1.080 | Test Acc: 63.98%
2025-04-20 22:50:05,378 - train - INFO - Epoch: 33 | Train Loss: 0.701 | Train Acc: 75.47% | Test Loss: 1.071 | Test Acc: 64.72%
2025-04-20 22:50:09,934 - train - INFO - Epoch: 34 | Train Loss: 0.662 | Train Acc: 76.93% | Test Loss: 1.101 | Test Acc: 63.49%
2025-04-20 22:50:17,042 - train - INFO - Epoch: 35 | Train Loss: 0.624 | Train Acc: 78.20% | Test Loss: 1.146 | Test Acc: 63.48%
2025-04-20 22:50:21,592 - train - INFO - Epoch: 36 | Train Loss: 0.568 | Train Acc: 79.95% | Test Loss: 1.089 | Test Acc: 64.50%
2025-04-20 22:50:28,638 - train - INFO - Epoch: 37 | Train Loss: 0.533 | Train Acc: 81.07% | Test Loss: 1.076 | Test Acc: 65.80%
2025-04-20 22:50:33,245 - train - INFO - Epoch: 38 | Train Loss: 0.484 | Train Acc: 82.78% | Test Loss: 1.153 | Test Acc: 65.13%
2025-04-20 22:50:40,317 - train - INFO - Epoch: 39 | Train Loss: 0.448 | Train Acc: 84.06% | Test Loss: 1.191 | Test Acc: 64.35%
2025-04-20 22:50:44,810 - train - INFO - Epoch: 40 | Train Loss: 0.380 | Train Acc: 86.34% | Test Loss: 1.242 | Test Acc: 64.31%
2025-04-20 22:50:52,176 - train - INFO - Epoch: 41 | Train Loss: 0.332 | Train Acc: 88.13% | Test Loss: 1.263 | Test Acc: 63.87%
2025-04-20 22:50:56,834 - train - INFO - Epoch: 42 | Train Loss: 0.276 | Train Acc: 90.15% | Test Loss: 1.364 | Test Acc: 64.55%
2025-04-20 22:51:03,899 - train - INFO - Epoch: 43 | Train Loss: 0.214 | Train Acc: 92.60% | Test Loss: 1.434 | Test Acc: 64.75%
2025-04-20 22:51:08,103 - train - INFO - Epoch: 44 | Train Loss: 0.159 | Train Acc: 94.70% | Test Loss: 1.612 | Test Acc: 64.67%
2025-04-20 22:51:15,367 - train - INFO - Epoch: 45 | Train Loss: 0.111 | Train Acc: 96.62% | Test Loss: 1.746 | Test Acc: 64.34%
2025-04-20 22:51:19,965 - train - INFO - Epoch: 46 | Train Loss: 0.076 | Train Acc: 98.06% | Test Loss: 1.911 | Test Acc: 64.51%
2025-04-20 22:51:27,207 - train - INFO - Epoch: 47 | Train Loss: 0.055 | Train Acc: 98.83% | Test Loss: 1.974 | Test Acc: 64.40%
2025-04-20 22:51:31,958 - train - INFO - Epoch: 48 | Train Loss: 0.044 | Train Acc: 99.17% | Test Loss: 2.052 | Test Acc: 64.48%
2025-04-20 22:51:39,136 - train - INFO - Epoch: 49 | Train Loss: 0.038 | Train Acc: 99.33% | Test Loss: 2.075 | Test Acc: 64.49%
2025-04-20 22:51:43,830 - train - INFO - Epoch: 50 | Train Loss: 0.036 | Train Acc: 99.38% | Test Loss: 2.101 | Test Acc: 64.51%
2025-04-20 22:51:46,318 - train - INFO - 训练完成!
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