| 2025-04-27 23:58:21,497 - train - INFO - 开始训练 ZFNet | |
| 2025-04-27 23:58:21,498 - train - INFO - 总轮数: 50, 学习率: 0.1, 设备: cuda:3 | |
| 2025-04-27 23:58:31,071 - train - INFO - Epoch: 1 | Train Loss: 2.026 | Train Acc: 20.69% | Test Loss: 1.777 | Test Acc: 29.70% | |
| 2025-04-27 23:58:49,136 - train - INFO - Epoch: 2 | Train Loss: 1.718 | Train Acc: 33.79% | Test Loss: 1.634 | Test Acc: 37.14% | |
| 2025-04-27 23:59:07,080 - train - INFO - Epoch: 3 | Train Loss: 1.542 | Train Acc: 42.77% | Test Loss: 1.308 | Test Acc: 51.21% | |
| 2025-04-27 23:59:16,253 - train - INFO - Epoch: 4 | Train Loss: 1.410 | Train Acc: 49.70% | Test Loss: 1.231 | Test Acc: 55.50% | |
| 2025-04-27 23:59:34,015 - train - INFO - Epoch: 5 | Train Loss: 1.298 | Train Acc: 54.93% | Test Loss: 1.238 | Test Acc: 56.33% | |
| 2025-04-27 23:59:43,319 - train - INFO - Epoch: 6 | Train Loss: 1.226 | Train Acc: 57.77% | Test Loss: 1.160 | Test Acc: 61.50% | |
| 2025-04-28 00:00:00,866 - train - INFO - Epoch: 7 | Train Loss: 1.169 | Train Acc: 60.08% | Test Loss: 1.085 | Test Acc: 63.89% | |
| 2025-04-28 00:00:09,793 - train - INFO - Epoch: 8 | Train Loss: 1.110 | Train Acc: 62.39% | Test Loss: 1.095 | Test Acc: 63.16% | |
| 2025-04-28 00:00:27,874 - train - INFO - Epoch: 9 | Train Loss: 1.078 | Train Acc: 63.67% | Test Loss: 1.014 | Test Acc: 65.65% | |
| 2025-04-28 00:00:37,251 - train - INFO - Epoch: 10 | Train Loss: 1.036 | Train Acc: 65.44% | Test Loss: 1.017 | Test Acc: 66.85% | |
| 2025-04-28 00:00:55,412 - train - INFO - Epoch: 11 | Train Loss: 1.022 | Train Acc: 65.88% | Test Loss: 1.019 | Test Acc: 67.31% | |
| 2025-04-28 00:01:04,879 - train - INFO - Epoch: 12 | Train Loss: 0.975 | Train Acc: 67.56% | Test Loss: 0.919 | Test Acc: 69.72% | |
| 2025-04-28 00:01:23,071 - train - INFO - Epoch: 13 | Train Loss: 0.951 | Train Acc: 68.27% | Test Loss: 0.834 | Test Acc: 72.20% | |
| 2025-04-28 00:01:32,580 - train - INFO - Epoch: 14 | Train Loss: 0.925 | Train Acc: 69.23% | Test Loss: 0.940 | Test Acc: 69.24% | |
| 2025-04-28 00:01:51,247 - train - INFO - Epoch: 15 | Train Loss: 0.907 | Train Acc: 69.73% | Test Loss: 0.867 | Test Acc: 71.04% | |
| 2025-04-28 00:02:01,318 - train - INFO - Epoch: 16 | Train Loss: 0.885 | Train Acc: 70.44% | Test Loss: 0.933 | Test Acc: 69.18% | |
| 2025-04-28 00:02:20,343 - train - INFO - Epoch: 17 | Train Loss: 0.861 | Train Acc: 71.30% | Test Loss: 0.827 | Test Acc: 72.05% | |
| 2025-04-28 00:02:30,029 - train - INFO - Epoch: 18 | Train Loss: 0.837 | Train Acc: 72.18% | Test Loss: 0.819 | Test Acc: 72.81% | |
| 2025-04-28 00:02:48,699 - train - INFO - Epoch: 19 | Train Loss: 0.813 | Train Acc: 72.81% | Test Loss: 0.873 | Test Acc: 70.57% | |
| 2025-04-28 00:02:58,371 - train - INFO - Epoch: 20 | Train Loss: 0.793 | Train Acc: 73.38% | Test Loss: 0.782 | Test Acc: 74.10% | |
| 2025-04-28 00:03:17,181 - train - INFO - Epoch: 21 | Train Loss: 0.776 | Train Acc: 73.97% | Test Loss: 0.740 | Test Acc: 74.74% | |
| 2025-04-28 00:03:26,872 - train - INFO - Epoch: 22 | Train Loss: 0.753 | Train Acc: 74.72% | Test Loss: 0.727 | Test Acc: 75.58% | |
| 2025-04-28 00:03:45,843 - train - INFO - Epoch: 23 | Train Loss: 0.727 | Train Acc: 75.91% | Test Loss: 0.726 | Test Acc: 75.28% | |
| 2025-04-28 00:03:55,511 - train - INFO - Epoch: 24 | Train Loss: 0.713 | Train Acc: 76.03% | Test Loss: 0.760 | Test Acc: 74.30% | |
| 2025-04-28 00:04:13,704 - train - INFO - Epoch: 25 | Train Loss: 0.677 | Train Acc: 77.31% | Test Loss: 0.710 | Test Acc: 75.63% | |
| 2025-04-28 00:04:23,528 - train - INFO - Epoch: 26 | Train Loss: 0.662 | Train Acc: 77.68% | Test Loss: 0.666 | Test Acc: 77.39% | |
| 2025-04-28 00:04:42,216 - train - INFO - Epoch: 27 | Train Loss: 0.636 | Train Acc: 78.68% | Test Loss: 0.698 | Test Acc: 77.39% | |
| 2025-04-28 00:04:51,932 - train - INFO - Epoch: 28 | Train Loss: 0.609 | Train Acc: 79.41% | Test Loss: 0.658 | Test Acc: 77.64% | |
| 2025-04-28 00:05:11,231 - train - INFO - Epoch: 29 | Train Loss: 0.591 | Train Acc: 79.93% | Test Loss: 0.619 | Test Acc: 79.36% | |
| 2025-04-28 00:05:21,104 - train - INFO - Epoch: 30 | Train Loss: 0.577 | Train Acc: 80.64% | Test Loss: 0.604 | Test Acc: 79.25% | |
| 2025-04-28 00:05:39,743 - train - INFO - Epoch: 31 | Train Loss: 0.544 | Train Acc: 81.44% | Test Loss: 0.603 | Test Acc: 79.98% | |
| 2025-04-28 00:05:49,519 - train - INFO - Epoch: 32 | Train Loss: 0.526 | Train Acc: 82.15% | Test Loss: 0.600 | Test Acc: 79.64% | |
| 2025-04-28 00:06:08,295 - train - INFO - Epoch: 33 | Train Loss: 0.505 | Train Acc: 82.88% | Test Loss: 0.545 | Test Acc: 81.13% | |
| 2025-04-28 00:06:18,357 - train - INFO - Epoch: 34 | Train Loss: 0.472 | Train Acc: 83.77% | Test Loss: 0.593 | Test Acc: 80.14% | |
| 2025-04-28 00:06:37,204 - train - INFO - Epoch: 35 | Train Loss: 0.452 | Train Acc: 84.53% | Test Loss: 0.548 | Test Acc: 81.87% | |
| 2025-04-28 00:06:46,900 - train - INFO - Epoch: 36 | Train Loss: 0.426 | Train Acc: 85.27% | Test Loss: 0.544 | Test Acc: 81.84% | |
| 2025-04-28 00:07:05,586 - train - INFO - Epoch: 37 | Train Loss: 0.405 | Train Acc: 86.10% | Test Loss: 0.526 | Test Acc: 82.52% | |
| 2025-04-28 00:07:15,062 - train - INFO - Epoch: 38 | Train Loss: 0.375 | Train Acc: 87.13% | Test Loss: 0.522 | Test Acc: 81.87% | |
| 2025-04-28 00:07:33,690 - train - INFO - Epoch: 39 | Train Loss: 0.351 | Train Acc: 88.05% | Test Loss: 0.487 | Test Acc: 83.99% | |
| 2025-04-28 00:07:43,358 - train - INFO - Epoch: 40 | Train Loss: 0.325 | Train Acc: 88.87% | Test Loss: 0.509 | Test Acc: 83.38% | |
| 2025-04-28 00:08:02,291 - train - INFO - Epoch: 41 | Train Loss: 0.297 | Train Acc: 89.72% | Test Loss: 0.500 | Test Acc: 83.78% | |
| 2025-04-28 00:08:11,683 - train - INFO - Epoch: 42 | Train Loss: 0.276 | Train Acc: 90.59% | Test Loss: 0.472 | Test Acc: 84.48% | |
| 2025-04-28 00:08:30,538 - train - INFO - Epoch: 43 | Train Loss: 0.254 | Train Acc: 91.36% | Test Loss: 0.475 | Test Acc: 84.60% | |
| 2025-04-28 00:08:40,106 - train - INFO - Epoch: 44 | Train Loss: 0.233 | Train Acc: 92.11% | Test Loss: 0.469 | Test Acc: 84.84% | |
| 2025-04-28 00:08:58,555 - train - INFO - Epoch: 45 | Train Loss: 0.210 | Train Acc: 92.81% | Test Loss: 0.471 | Test Acc: 85.34% | |
| 2025-04-28 00:09:08,107 - train - INFO - Epoch: 46 | Train Loss: 0.198 | Train Acc: 93.30% | Test Loss: 0.465 | Test Acc: 85.31% | |
| 2025-04-28 00:09:26,067 - train - INFO - Epoch: 47 | Train Loss: 0.181 | Train Acc: 93.87% | Test Loss: 0.465 | Test Acc: 85.42% | |
| 2025-04-28 00:09:35,737 - train - INFO - Epoch: 48 | Train Loss: 0.172 | Train Acc: 94.27% | Test Loss: 0.464 | Test Acc: 85.89% | |
| 2025-04-28 00:09:53,995 - train - INFO - Epoch: 49 | Train Loss: 0.165 | Train Acc: 94.44% | Test Loss: 0.461 | Test Acc: 85.86% | |
| 2025-04-28 00:10:03,362 - train - INFO - Epoch: 50 | Train Loss: 0.164 | Train Acc: 94.53% | Test Loss: 0.458 | Test Acc: 85.79% | |
| 2025-04-28 00:10:12,217 - train - INFO - 训练完成! | |