| 2025-04-27 14:36:22,029 - train - INFO - 开始训练 ResNet18_noisy | |
| 2025-04-27 14:36:22,029 - train - INFO - 总轮数: 50, 学习率: 0.1, 设备: cuda:0 | |
| 2025-04-27 14:36:56,723 - train - INFO - Epoch: 1 | Train Loss: 1.525 | Train Acc: 44.04% | Test Loss: 1.440 | Test Acc: 51.60% | |
| 2025-04-27 14:37:41,782 - train - INFO - Epoch: 2 | Train Loss: 0.940 | Train Acc: 66.53% | Test Loss: 0.995 | Test Acc: 66.24% | |
| 2025-04-27 14:38:25,205 - train - INFO - Epoch: 3 | Train Loss: 0.703 | Train Acc: 75.25% | Test Loss: 0.906 | Test Acc: 69.29% | |
| 2025-04-27 14:38:58,919 - train - INFO - Epoch: 4 | Train Loss: 0.583 | Train Acc: 79.58% | Test Loss: 0.900 | Test Acc: 70.01% | |
| 2025-04-27 14:39:41,315 - train - INFO - Epoch: 5 | Train Loss: 0.519 | Train Acc: 82.01% | Test Loss: 0.835 | Test Acc: 72.43% | |
| 2025-04-27 14:40:14,965 - train - INFO - Epoch: 6 | Train Loss: 0.482 | Train Acc: 83.36% | Test Loss: 0.873 | Test Acc: 71.61% | |
| 2025-04-27 14:40:56,268 - train - INFO - Epoch: 7 | Train Loss: 0.454 | Train Acc: 84.17% | Test Loss: 0.768 | Test Acc: 74.59% | |
| 2025-04-27 14:41:29,704 - train - INFO - Epoch: 8 | Train Loss: 0.432 | Train Acc: 85.08% | Test Loss: 0.994 | Test Acc: 70.26% | |
| 2025-04-27 14:42:07,897 - train - INFO - Epoch: 9 | Train Loss: 0.417 | Train Acc: 85.57% | Test Loss: 0.827 | Test Acc: 73.34% | |
| 2025-04-27 14:42:40,936 - train - INFO - Epoch: 10 | Train Loss: 0.404 | Train Acc: 85.97% | Test Loss: 0.702 | Test Acc: 76.89% | |
| 2025-04-27 14:43:24,466 - train - INFO - Epoch: 11 | Train Loss: 0.388 | Train Acc: 86.39% | Test Loss: 0.909 | Test Acc: 72.00% | |
| 2025-04-27 14:43:58,151 - train - INFO - Epoch: 12 | Train Loss: 0.378 | Train Acc: 86.98% | Test Loss: 0.692 | Test Acc: 78.33% | |
| 2025-04-27 14:44:42,562 - train - INFO - Epoch: 13 | Train Loss: 0.364 | Train Acc: 87.44% | Test Loss: 0.855 | Test Acc: 74.65% | |
| 2025-04-27 14:45:16,888 - train - INFO - Epoch: 14 | Train Loss: 0.354 | Train Acc: 87.72% | Test Loss: 0.940 | Test Acc: 73.33% | |
| 2025-04-27 14:46:00,561 - train - INFO - Epoch: 15 | Train Loss: 0.340 | Train Acc: 88.20% | Test Loss: 0.743 | Test Acc: 76.99% | |
| 2025-04-27 14:46:34,164 - train - INFO - Epoch: 16 | Train Loss: 0.322 | Train Acc: 88.71% | Test Loss: 0.712 | Test Acc: 78.01% | |
| 2025-04-27 14:47:17,949 - train - INFO - Epoch: 17 | Train Loss: 0.315 | Train Acc: 88.96% | Test Loss: 0.717 | Test Acc: 78.24% | |
| 2025-04-27 14:47:51,616 - train - INFO - Epoch: 18 | Train Loss: 0.303 | Train Acc: 89.36% | Test Loss: 0.855 | Test Acc: 75.36% | |
| 2025-04-27 14:48:35,162 - train - INFO - Epoch: 19 | Train Loss: 0.286 | Train Acc: 90.01% | Test Loss: 0.818 | Test Acc: 76.85% | |
| 2025-04-27 14:49:08,981 - train - INFO - Epoch: 20 | Train Loss: 0.272 | Train Acc: 90.61% | Test Loss: 0.780 | Test Acc: 77.34% | |
| 2025-04-27 14:49:52,350 - train - INFO - Epoch: 21 | Train Loss: 0.256 | Train Acc: 91.02% | Test Loss: 0.897 | Test Acc: 75.18% | |
| 2025-04-27 14:50:25,581 - train - INFO - Epoch: 22 | Train Loss: 0.241 | Train Acc: 91.52% | Test Loss: 0.746 | Test Acc: 78.16% | |
| 2025-04-27 14:51:09,266 - train - INFO - Epoch: 23 | Train Loss: 0.235 | Train Acc: 91.83% | Test Loss: 0.777 | Test Acc: 77.94% | |
| 2025-04-27 14:51:42,439 - train - INFO - Epoch: 24 | Train Loss: 0.213 | Train Acc: 92.56% | Test Loss: 0.970 | Test Acc: 74.98% | |
| 2025-04-27 14:52:25,651 - train - INFO - Epoch: 25 | Train Loss: 0.202 | Train Acc: 92.95% | Test Loss: 1.326 | Test Acc: 70.36% | |
| 2025-04-27 14:52:57,845 - train - INFO - Epoch: 26 | Train Loss: 0.181 | Train Acc: 93.48% | Test Loss: 0.858 | Test Acc: 77.07% | |
| 2025-04-27 14:53:40,027 - train - INFO - Epoch: 27 | Train Loss: 0.175 | Train Acc: 93.88% | Test Loss: 0.791 | Test Acc: 80.18% | |
| 2025-04-27 14:54:12,822 - train - INFO - Epoch: 28 | Train Loss: 0.156 | Train Acc: 94.63% | Test Loss: 0.922 | Test Acc: 77.81% | |
| 2025-04-27 14:54:54,378 - train - INFO - Epoch: 29 | Train Loss: 0.133 | Train Acc: 95.38% | Test Loss: 0.761 | Test Acc: 80.02% | |
| 2025-04-27 14:55:27,263 - train - INFO - Epoch: 30 | Train Loss: 0.125 | Train Acc: 95.75% | Test Loss: 0.758 | Test Acc: 81.01% | |
| 2025-04-27 14:56:09,651 - train - INFO - Epoch: 31 | Train Loss: 0.106 | Train Acc: 96.36% | Test Loss: 0.901 | Test Acc: 78.50% | |
| 2025-04-27 14:56:42,811 - train - INFO - Epoch: 32 | Train Loss: 0.094 | Train Acc: 96.80% | Test Loss: 0.699 | Test Acc: 82.67% | |
| 2025-04-27 14:57:25,345 - train - INFO - Epoch: 33 | Train Loss: 0.085 | Train Acc: 97.12% | Test Loss: 0.675 | Test Acc: 83.36% | |
| 2025-04-27 14:57:58,347 - train - INFO - Epoch: 34 | Train Loss: 0.060 | Train Acc: 98.06% | Test Loss: 0.637 | Test Acc: 84.19% | |
| 2025-04-27 14:58:40,379 - train - INFO - Epoch: 35 | Train Loss: 0.048 | Train Acc: 98.48% | Test Loss: 0.650 | Test Acc: 84.34% | |
| 2025-04-27 14:59:13,714 - train - INFO - Epoch: 36 | Train Loss: 0.035 | Train Acc: 98.86% | Test Loss: 0.605 | Test Acc: 85.72% | |
| 2025-04-27 14:59:55,497 - train - INFO - Epoch: 37 | Train Loss: 0.022 | Train Acc: 99.39% | Test Loss: 0.593 | Test Acc: 86.42% | |
| 2025-04-27 15:00:28,084 - train - INFO - Epoch: 38 | Train Loss: 0.013 | Train Acc: 99.70% | Test Loss: 0.618 | Test Acc: 86.04% | |
| 2025-04-27 15:01:11,002 - train - INFO - Epoch: 39 | Train Loss: 0.005 | Train Acc: 99.93% | Test Loss: 0.548 | Test Acc: 87.42% | |
| 2025-04-27 15:01:44,386 - train - INFO - Epoch: 40 | Train Loss: 0.002 | Train Acc: 100.00% | Test Loss: 0.516 | Test Acc: 88.07% | |
| 2025-04-27 15:02:27,047 - train - INFO - Epoch: 41 | Train Loss: 0.001 | Train Acc: 100.00% | Test Loss: 0.508 | Test Acc: 88.17% | |
| 2025-04-27 15:03:00,532 - train - INFO - Epoch: 42 | Train Loss: 0.001 | Train Acc: 100.00% | Test Loss: 0.503 | Test Acc: 88.15% | |
| 2025-04-27 15:03:42,747 - train - INFO - Epoch: 43 | Train Loss: 0.001 | Train Acc: 100.00% | Test Loss: 0.500 | Test Acc: 88.16% | |
| 2025-04-27 15:04:16,215 - train - INFO - Epoch: 44 | Train Loss: 0.001 | Train Acc: 100.00% | Test Loss: 0.497 | Test Acc: 88.19% | |
| 2025-04-27 15:04:58,996 - train - INFO - Epoch: 45 | Train Loss: 0.001 | Train Acc: 100.00% | Test Loss: 0.496 | Test Acc: 88.25% | |
| 2025-04-27 15:05:32,554 - train - INFO - Epoch: 46 | Train Loss: 0.001 | Train Acc: 100.00% | Test Loss: 0.495 | Test Acc: 88.24% | |
| 2025-04-27 15:06:15,002 - train - INFO - Epoch: 47 | Train Loss: 0.001 | Train Acc: 100.00% | Test Loss: 0.494 | Test Acc: 88.24% | |
| 2025-04-27 15:06:47,710 - train - INFO - Epoch: 48 | Train Loss: 0.001 | Train Acc: 100.00% | Test Loss: 0.493 | Test Acc: 88.23% | |
| 2025-04-27 15:07:30,433 - train - INFO - Epoch: 49 | Train Loss: 0.001 | Train Acc: 100.00% | Test Loss: 0.493 | Test Acc: 88.25% | |
| 2025-04-27 15:08:03,497 - train - INFO - Epoch: 50 | Train Loss: 0.001 | Train Acc: 100.00% | Test Loss: 0.493 | Test Acc: 88.24% | |
| 2025-04-27 15:08:13,134 - train - INFO - 训练完成! | |