| 2025-04-28 00:00:30,829 - train - INFO - 开始训练 ZFNet_noisy | |
| 2025-04-28 00:00:30,829 - train - INFO - 总轮数: 50, 学习率: 0.1, 设备: cuda:7 | |
| 2025-04-28 00:00:37,764 - train - INFO - Epoch: 1 | Train Loss: 2.043 | Train Acc: 19.93% | Test Loss: 1.818 | Test Acc: 28.49% | |
| 2025-04-28 00:00:49,497 - train - INFO - Epoch: 2 | Train Loss: 1.733 | Train Acc: 33.33% | Test Loss: 1.673 | Test Acc: 38.19% | |
| 2025-04-28 00:00:59,526 - train - INFO - Epoch: 3 | Train Loss: 1.540 | Train Acc: 43.00% | Test Loss: 1.459 | Test Acc: 47.64% | |
| 2025-04-28 00:01:06,129 - train - INFO - Epoch: 4 | Train Loss: 1.393 | Train Acc: 50.06% | Test Loss: 1.324 | Test Acc: 52.05% | |
| 2025-04-28 00:01:16,145 - train - INFO - Epoch: 5 | Train Loss: 1.281 | Train Acc: 55.32% | Test Loss: 1.308 | Test Acc: 55.59% | |
| 2025-04-28 00:01:22,716 - train - INFO - Epoch: 6 | Train Loss: 1.204 | Train Acc: 58.09% | Test Loss: 1.243 | Test Acc: 59.00% | |
| 2025-04-28 00:01:33,187 - train - INFO - Epoch: 7 | Train Loss: 1.125 | Train Acc: 61.53% | Test Loss: 1.157 | Test Acc: 60.43% | |
| 2025-04-28 00:01:40,177 - train - INFO - Epoch: 8 | Train Loss: 1.083 | Train Acc: 63.07% | Test Loss: 1.109 | Test Acc: 62.38% | |
| 2025-04-28 00:01:51,133 - train - INFO - Epoch: 9 | Train Loss: 1.028 | Train Acc: 65.15% | Test Loss: 1.158 | Test Acc: 62.07% | |
| 2025-04-28 00:01:57,688 - train - INFO - Epoch: 10 | Train Loss: 1.001 | Train Acc: 66.08% | Test Loss: 1.105 | Test Acc: 62.41% | |
| 2025-04-28 00:02:08,917 - train - INFO - Epoch: 11 | Train Loss: 0.944 | Train Acc: 68.27% | Test Loss: 1.061 | Test Acc: 64.68% | |
| 2025-04-28 00:02:15,884 - train - INFO - Epoch: 12 | Train Loss: 0.903 | Train Acc: 69.76% | Test Loss: 1.065 | Test Acc: 64.66% | |
| 2025-04-28 00:02:26,432 - train - INFO - Epoch: 13 | Train Loss: 0.862 | Train Acc: 71.14% | Test Loss: 1.027 | Test Acc: 65.91% | |
| 2025-04-28 00:02:33,188 - train - INFO - Epoch: 14 | Train Loss: 0.836 | Train Acc: 71.68% | Test Loss: 1.025 | Test Acc: 65.95% | |
| 2025-04-28 00:02:43,174 - train - INFO - Epoch: 15 | Train Loss: 0.811 | Train Acc: 72.55% | Test Loss: 1.084 | Test Acc: 64.50% | |
| 2025-04-28 00:02:50,232 - train - INFO - Epoch: 16 | Train Loss: 0.782 | Train Acc: 73.81% | Test Loss: 1.025 | Test Acc: 67.17% | |
| 2025-04-28 00:03:00,862 - train - INFO - Epoch: 17 | Train Loss: 0.755 | Train Acc: 74.50% | Test Loss: 0.989 | Test Acc: 67.49% | |
| 2025-04-28 00:03:07,833 - train - INFO - Epoch: 18 | Train Loss: 0.710 | Train Acc: 75.99% | Test Loss: 0.995 | Test Acc: 68.78% | |
| 2025-04-28 00:03:18,561 - train - INFO - Epoch: 19 | Train Loss: 0.682 | Train Acc: 76.95% | Test Loss: 1.009 | Test Acc: 67.74% | |
| 2025-04-28 00:03:25,488 - train - INFO - Epoch: 20 | Train Loss: 0.648 | Train Acc: 78.09% | Test Loss: 0.954 | Test Acc: 69.39% | |
| 2025-04-28 00:03:36,586 - train - INFO - Epoch: 21 | Train Loss: 0.616 | Train Acc: 79.11% | Test Loss: 0.955 | Test Acc: 69.49% | |
| 2025-04-28 00:03:43,630 - train - INFO - Epoch: 22 | Train Loss: 0.591 | Train Acc: 79.97% | Test Loss: 0.987 | Test Acc: 68.75% | |
| 2025-04-28 00:03:54,454 - train - INFO - Epoch: 23 | Train Loss: 0.563 | Train Acc: 80.97% | Test Loss: 1.009 | Test Acc: 69.04% | |
| 2025-04-28 00:04:01,315 - train - INFO - Epoch: 24 | Train Loss: 0.521 | Train Acc: 82.50% | Test Loss: 1.012 | Test Acc: 68.74% | |
| 2025-04-28 00:04:11,625 - train - INFO - Epoch: 25 | Train Loss: 0.493 | Train Acc: 83.41% | Test Loss: 0.989 | Test Acc: 69.84% | |
| 2025-04-28 00:04:18,307 - train - INFO - Epoch: 26 | Train Loss: 0.468 | Train Acc: 84.03% | Test Loss: 0.988 | Test Acc: 69.17% | |
| 2025-04-28 00:04:28,895 - train - INFO - Epoch: 27 | Train Loss: 0.424 | Train Acc: 85.53% | Test Loss: 1.127 | Test Acc: 68.12% | |
| 2025-04-28 00:04:35,859 - train - INFO - Epoch: 28 | Train Loss: 0.395 | Train Acc: 86.71% | Test Loss: 1.104 | Test Acc: 68.73% | |
| 2025-04-28 00:04:46,171 - train - INFO - Epoch: 29 | Train Loss: 0.355 | Train Acc: 87.85% | Test Loss: 1.069 | Test Acc: 69.53% | |
| 2025-04-28 00:04:52,988 - train - INFO - Epoch: 30 | Train Loss: 0.330 | Train Acc: 88.79% | Test Loss: 1.110 | Test Acc: 69.51% | |
| 2025-04-28 00:05:03,221 - train - INFO - Epoch: 31 | Train Loss: 0.294 | Train Acc: 89.91% | Test Loss: 1.118 | Test Acc: 70.34% | |
| 2025-04-28 00:05:09,943 - train - INFO - Epoch: 32 | Train Loss: 0.264 | Train Acc: 91.01% | Test Loss: 1.119 | Test Acc: 69.86% | |
| 2025-04-28 00:05:19,844 - train - INFO - Epoch: 33 | Train Loss: 0.219 | Train Acc: 92.56% | Test Loss: 1.165 | Test Acc: 70.69% | |
| 2025-04-28 00:05:26,617 - train - INFO - Epoch: 34 | Train Loss: 0.182 | Train Acc: 93.84% | Test Loss: 1.220 | Test Acc: 70.97% | |
| 2025-04-28 00:05:36,700 - train - INFO - Epoch: 35 | Train Loss: 0.140 | Train Acc: 95.29% | Test Loss: 1.276 | Test Acc: 71.37% | |
| 2025-04-28 00:05:43,726 - train - INFO - Epoch: 36 | Train Loss: 0.115 | Train Acc: 96.19% | Test Loss: 1.365 | Test Acc: 70.54% | |
| 2025-04-28 00:05:54,037 - train - INFO - Epoch: 37 | Train Loss: 0.086 | Train Acc: 97.19% | Test Loss: 1.252 | Test Acc: 71.80% | |
| 2025-04-28 00:06:01,045 - train - INFO - Epoch: 38 | Train Loss: 0.052 | Train Acc: 98.33% | Test Loss: 1.235 | Test Acc: 74.16% | |
| 2025-04-28 00:06:11,697 - train - INFO - Epoch: 39 | Train Loss: 0.032 | Train Acc: 99.05% | Test Loss: 1.303 | Test Acc: 74.20% | |
| 2025-04-28 00:06:18,372 - train - INFO - Epoch: 40 | Train Loss: 0.016 | Train Acc: 99.55% | Test Loss: 1.268 | Test Acc: 74.79% | |
| 2025-04-28 00:06:28,730 - train - INFO - Epoch: 41 | Train Loss: 0.007 | Train Acc: 99.89% | Test Loss: 1.285 | Test Acc: 75.49% | |
| 2025-04-28 00:06:35,859 - train - INFO - Epoch: 42 | Train Loss: 0.003 | Train Acc: 99.99% | Test Loss: 1.252 | Test Acc: 75.88% | |
| 2025-04-28 00:06:46,431 - train - INFO - Epoch: 43 | Train Loss: 0.002 | Train Acc: 100.00% | Test Loss: 1.231 | Test Acc: 76.24% | |
| 2025-04-28 00:06:53,509 - train - INFO - Epoch: 44 | Train Loss: 0.002 | Train Acc: 100.00% | Test Loss: 1.220 | Test Acc: 76.17% | |
| 2025-04-28 00:07:03,756 - train - INFO - Epoch: 45 | Train Loss: 0.002 | Train Acc: 100.00% | Test Loss: 1.211 | Test Acc: 76.25% | |
| 2025-04-28 00:07:10,706 - train - INFO - Epoch: 46 | Train Loss: 0.002 | Train Acc: 100.00% | Test Loss: 1.206 | Test Acc: 76.27% | |
| 2025-04-28 00:07:21,419 - train - INFO - Epoch: 47 | Train Loss: 0.002 | Train Acc: 100.00% | Test Loss: 1.203 | Test Acc: 76.22% | |
| 2025-04-28 00:07:28,315 - train - INFO - Epoch: 48 | Train Loss: 0.002 | Train Acc: 100.00% | Test Loss: 1.200 | Test Acc: 76.34% | |
| 2025-04-28 00:07:38,708 - train - INFO - Epoch: 49 | Train Loss: 0.002 | Train Acc: 100.00% | Test Loss: 1.199 | Test Acc: 76.31% | |
| 2025-04-28 00:07:45,396 - train - INFO - Epoch: 50 | Train Loss: 0.002 | Train Acc: 100.00% | Test Loss: 1.199 | Test Acc: 76.31% | |
| 2025-04-28 00:07:49,029 - train - INFO - 训练完成! | |