| 2025-04-27 21:48:34,123 - train - INFO - 开始训练 ShuffleNetV2 | |
| 2025-04-27 21:48:34,124 - train - INFO - 总轮数: 50, 学习率: 0.1, 设备: cuda:4 | |
| 2025-04-27 21:48:57,147 - train - INFO - Epoch: 1 | Train Loss: 1.750 | Train Acc: 36.67% | Test Loss: 1.334 | Test Acc: 51.14% | |
| 2025-04-27 21:49:29,438 - train - INFO - Epoch: 2 | Train Loss: 1.245 | Train Acc: 54.99% | Test Loss: 1.219 | Test Acc: 57.90% | |
| 2025-04-27 21:49:59,229 - train - INFO - Epoch: 3 | Train Loss: 1.044 | Train Acc: 62.94% | Test Loss: 1.183 | Test Acc: 60.26% | |
| 2025-04-27 21:50:22,482 - train - INFO - Epoch: 4 | Train Loss: 0.912 | Train Acc: 67.72% | Test Loss: 1.067 | Test Acc: 63.11% | |
| 2025-04-27 21:50:53,574 - train - INFO - Epoch: 5 | Train Loss: 0.831 | Train Acc: 70.86% | Test Loss: 0.889 | Test Acc: 69.46% | |
| 2025-04-27 21:51:16,604 - train - INFO - Epoch: 6 | Train Loss: 0.786 | Train Acc: 72.68% | Test Loss: 0.993 | Test Acc: 66.94% | |
| 2025-04-27 21:52:16,179 - train - INFO - Epoch: 7 | Train Loss: 0.756 | Train Acc: 73.51% | Test Loss: 0.866 | Test Acc: 71.14% | |
| 2025-04-27 21:52:39,049 - train - INFO - Epoch: 8 | Train Loss: 0.744 | Train Acc: 73.95% | Test Loss: 0.805 | Test Acc: 72.38% | |
| 2025-04-27 21:53:41,885 - train - INFO - Epoch: 9 | Train Loss: 0.727 | Train Acc: 74.61% | Test Loss: 0.896 | Test Acc: 69.35% | |
| 2025-04-27 21:54:35,839 - train - INFO - Epoch: 10 | Train Loss: 0.715 | Train Acc: 75.12% | Test Loss: 0.786 | Test Acc: 73.31% | |
| 2025-04-27 21:55:37,515 - train - INFO - Epoch: 11 | Train Loss: 0.703 | Train Acc: 75.45% | Test Loss: 1.241 | Test Acc: 60.57% | |
| 2025-04-27 21:56:33,708 - train - INFO - Epoch: 12 | Train Loss: 0.684 | Train Acc: 76.34% | Test Loss: 0.794 | Test Acc: 72.77% | |
| 2025-04-27 21:57:34,181 - train - INFO - Epoch: 13 | Train Loss: 0.676 | Train Acc: 76.50% | Test Loss: 0.748 | Test Acc: 74.38% | |
| 2025-04-27 21:58:32,732 - train - INFO - Epoch: 14 | Train Loss: 0.672 | Train Acc: 76.68% | Test Loss: 0.728 | Test Acc: 75.10% | |
| 2025-04-27 21:59:32,973 - train - INFO - Epoch: 15 | Train Loss: 0.655 | Train Acc: 77.36% | Test Loss: 0.782 | Test Acc: 72.96% | |
| 2025-04-27 22:00:31,502 - train - INFO - Epoch: 16 | Train Loss: 0.648 | Train Acc: 77.60% | Test Loss: 0.789 | Test Acc: 72.56% | |
| 2025-04-27 22:01:31,741 - train - INFO - Epoch: 17 | Train Loss: 0.635 | Train Acc: 77.97% | Test Loss: 0.749 | Test Acc: 74.50% | |
| 2025-04-27 22:02:29,326 - train - INFO - Epoch: 18 | Train Loss: 0.629 | Train Acc: 78.28% | Test Loss: 0.735 | Test Acc: 75.62% | |
| 2025-04-27 22:03:30,104 - train - INFO - Epoch: 19 | Train Loss: 0.618 | Train Acc: 78.62% | Test Loss: 0.704 | Test Acc: 76.90% | |
| 2025-04-27 22:04:28,392 - train - INFO - Epoch: 20 | Train Loss: 0.608 | Train Acc: 78.89% | Test Loss: 0.688 | Test Acc: 76.81% | |
| 2025-04-27 22:05:26,051 - train - INFO - Epoch: 21 | Train Loss: 0.597 | Train Acc: 79.47% | Test Loss: 0.691 | Test Acc: 76.24% | |
| 2025-04-27 22:06:25,928 - train - INFO - Epoch: 22 | Train Loss: 0.585 | Train Acc: 79.82% | Test Loss: 0.698 | Test Acc: 76.32% | |
| 2025-04-27 22:07:26,416 - train - INFO - Epoch: 23 | Train Loss: 0.577 | Train Acc: 80.19% | Test Loss: 0.634 | Test Acc: 78.30% | |
| 2025-04-27 22:08:23,803 - train - INFO - Epoch: 24 | Train Loss: 0.563 | Train Acc: 80.57% | Test Loss: 0.629 | Test Acc: 78.43% | |
| 2025-04-27 22:09:24,546 - train - INFO - Epoch: 25 | Train Loss: 0.555 | Train Acc: 80.70% | Test Loss: 0.594 | Test Acc: 79.46% | |
| 2025-04-27 22:10:22,691 - train - INFO - Epoch: 26 | Train Loss: 0.540 | Train Acc: 81.34% | Test Loss: 0.689 | Test Acc: 76.42% | |
| 2025-04-27 22:11:23,128 - train - INFO - Epoch: 27 | Train Loss: 0.530 | Train Acc: 81.87% | Test Loss: 0.684 | Test Acc: 77.55% | |
| 2025-04-27 22:12:21,227 - train - INFO - Epoch: 28 | Train Loss: 0.515 | Train Acc: 82.16% | Test Loss: 0.570 | Test Acc: 80.85% | |
| 2025-04-27 22:13:21,522 - train - INFO - Epoch: 29 | Train Loss: 0.502 | Train Acc: 82.38% | Test Loss: 0.622 | Test Acc: 78.76% | |
| 2025-04-27 22:14:19,359 - train - INFO - Epoch: 30 | Train Loss: 0.487 | Train Acc: 83.15% | Test Loss: 0.531 | Test Acc: 81.79% | |
| 2025-04-27 22:15:19,715 - train - INFO - Epoch: 31 | Train Loss: 0.473 | Train Acc: 83.66% | Test Loss: 0.513 | Test Acc: 82.67% | |
| 2025-04-27 22:15:50,404 - train - INFO - Epoch: 32 | Train Loss: 0.458 | Train Acc: 84.13% | Test Loss: 0.542 | Test Acc: 81.31% | |
| 2025-04-27 22:16:22,332 - train - INFO - Epoch: 33 | Train Loss: 0.448 | Train Acc: 84.68% | Test Loss: 0.480 | Test Acc: 83.89% | |
| 2025-04-27 22:16:45,095 - train - INFO - Epoch: 34 | Train Loss: 0.428 | Train Acc: 85.26% | Test Loss: 0.480 | Test Acc: 83.49% | |
| 2025-04-27 22:17:12,875 - train - INFO - Epoch: 35 | Train Loss: 0.415 | Train Acc: 85.71% | Test Loss: 0.481 | Test Acc: 83.75% | |
| 2025-04-27 22:17:34,767 - train - INFO - Epoch: 36 | Train Loss: 0.401 | Train Acc: 86.07% | Test Loss: 0.465 | Test Acc: 84.62% | |
| 2025-04-27 22:18:04,798 - train - INFO - Epoch: 37 | Train Loss: 0.379 | Train Acc: 86.98% | Test Loss: 0.432 | Test Acc: 85.45% | |
| 2025-04-27 22:18:27,022 - train - INFO - Epoch: 38 | Train Loss: 0.362 | Train Acc: 87.42% | Test Loss: 0.417 | Test Acc: 85.50% | |
| 2025-04-27 22:18:57,168 - train - INFO - Epoch: 39 | Train Loss: 0.346 | Train Acc: 87.94% | Test Loss: 0.443 | Test Acc: 85.16% | |
| 2025-04-27 22:19:19,033 - train - INFO - Epoch: 40 | Train Loss: 0.331 | Train Acc: 88.50% | Test Loss: 0.405 | Test Acc: 86.21% | |
| 2025-04-27 22:19:49,640 - train - INFO - Epoch: 41 | Train Loss: 0.313 | Train Acc: 89.15% | Test Loss: 0.391 | Test Acc: 86.79% | |
| 2025-04-27 22:20:10,777 - train - INFO - Epoch: 42 | Train Loss: 0.294 | Train Acc: 89.89% | Test Loss: 0.373 | Test Acc: 87.43% | |
| 2025-04-27 22:20:40,926 - train - INFO - Epoch: 43 | Train Loss: 0.280 | Train Acc: 90.33% | Test Loss: 0.372 | Test Acc: 87.43% | |
| 2025-04-27 22:21:02,994 - train - INFO - Epoch: 44 | Train Loss: 0.264 | Train Acc: 90.74% | Test Loss: 0.368 | Test Acc: 87.24% | |
| 2025-04-27 22:21:33,872 - train - INFO - Epoch: 45 | Train Loss: 0.249 | Train Acc: 91.34% | Test Loss: 0.356 | Test Acc: 87.97% | |
| 2025-04-27 22:21:53,655 - train - INFO - Epoch: 46 | Train Loss: 0.236 | Train Acc: 91.81% | Test Loss: 0.345 | Test Acc: 88.35% | |
| 2025-04-27 22:22:23,970 - train - INFO - Epoch: 47 | Train Loss: 0.226 | Train Acc: 92.28% | Test Loss: 0.342 | Test Acc: 88.45% | |
| 2025-04-27 22:22:45,527 - train - INFO - Epoch: 48 | Train Loss: 0.217 | Train Acc: 92.62% | Test Loss: 0.342 | Test Acc: 88.99% | |
| 2025-04-27 22:23:15,748 - train - INFO - Epoch: 49 | Train Loss: 0.210 | Train Acc: 92.88% | Test Loss: 0.340 | Test Acc: 88.74% | |
| 2025-04-27 22:23:36,757 - train - INFO - Epoch: 50 | Train Loss: 0.207 | Train Acc: 93.05% | Test Loss: 0.339 | Test Acc: 88.86% | |
| 2025-04-27 22:23:45,210 - train - INFO - 训练完成! | |