| 2025-04-27 21:40:28,430 - train - INFO - 开始训练 ShuffleNetG2 | |
| 2025-04-27 21:40:28,430 - train - INFO - 总轮数: 50, 学习率: 0.1, 设备: cuda:4 | |
| 2025-04-27 21:40:50,030 - train - INFO - Epoch: 1 | Train Loss: 3.562 | Train Acc: 29.78% | Test Loss: 1.645 | Test Acc: 39.91% | |
| 2025-04-27 21:41:19,912 - train - INFO - Epoch: 2 | Train Loss: 1.527 | Train Acc: 43.92% | Test Loss: 1.465 | Test Acc: 47.42% | |
| 2025-04-27 21:41:52,968 - train - INFO - Epoch: 3 | Train Loss: 1.378 | Train Acc: 49.67% | Test Loss: 1.453 | Test Acc: 49.74% | |
| 2025-04-27 21:42:17,600 - train - INFO - Epoch: 4 | Train Loss: 1.253 | Train Acc: 54.88% | Test Loss: 3.065 | Test Acc: 30.90% | |
| 2025-04-27 21:42:50,087 - train - INFO - Epoch: 5 | Train Loss: 1.155 | Train Acc: 58.73% | Test Loss: 1.630 | Test Acc: 45.84% | |
| 2025-04-27 21:43:15,203 - train - INFO - Epoch: 6 | Train Loss: 1.076 | Train Acc: 61.99% | Test Loss: 1.783 | Test Acc: 48.93% | |
| 2025-04-27 21:43:48,466 - train - INFO - Epoch: 7 | Train Loss: 1.008 | Train Acc: 64.42% | Test Loss: 1.158 | Test Acc: 59.61% | |
| 2025-04-27 21:44:13,013 - train - INFO - Epoch: 8 | Train Loss: 0.954 | Train Acc: 66.28% | Test Loss: 1.311 | Test Acc: 55.92% | |
| 2025-04-27 21:44:46,181 - train - INFO - Epoch: 9 | Train Loss: 0.904 | Train Acc: 68.01% | Test Loss: 0.962 | Test Acc: 66.29% | |
| 2025-04-27 21:45:10,819 - train - INFO - Epoch: 10 | Train Loss: 0.862 | Train Acc: 69.64% | Test Loss: 1.130 | Test Acc: 60.40% | |
| 2025-04-27 21:45:44,231 - train - INFO - Epoch: 11 | Train Loss: 0.812 | Train Acc: 71.74% | Test Loss: 0.907 | Test Acc: 67.51% | |
| 2025-04-27 21:46:09,380 - train - INFO - Epoch: 12 | Train Loss: 0.765 | Train Acc: 73.34% | Test Loss: 1.175 | Test Acc: 61.77% | |
| 2025-04-27 21:46:42,753 - train - INFO - Epoch: 13 | Train Loss: 0.730 | Train Acc: 74.72% | Test Loss: 0.813 | Test Acc: 71.60% | |
| 2025-04-27 21:47:07,732 - train - INFO - Epoch: 14 | Train Loss: 0.696 | Train Acc: 75.83% | Test Loss: 1.044 | Test Acc: 66.41% | |
| 2025-04-27 21:47:41,107 - train - INFO - Epoch: 15 | Train Loss: 0.671 | Train Acc: 76.74% | Test Loss: 0.839 | Test Acc: 72.43% | |
| 2025-04-27 21:48:05,297 - train - INFO - Epoch: 16 | Train Loss: 0.652 | Train Acc: 77.44% | Test Loss: 1.238 | Test Acc: 63.23% | |
| 2025-04-27 21:48:38,542 - train - INFO - Epoch: 17 | Train Loss: 0.644 | Train Acc: 77.39% | Test Loss: 0.855 | Test Acc: 71.69% | |
| 2025-04-27 21:49:04,997 - train - INFO - Epoch: 18 | Train Loss: 0.623 | Train Acc: 78.45% | Test Loss: 0.894 | Test Acc: 70.77% | |
| 2025-04-27 21:49:42,020 - train - INFO - Epoch: 19 | Train Loss: 0.608 | Train Acc: 78.84% | Test Loss: 0.775 | Test Acc: 74.20% | |
| 2025-04-27 21:50:10,155 - train - INFO - Epoch: 20 | Train Loss: 0.585 | Train Acc: 79.70% | Test Loss: 0.668 | Test Acc: 77.57% | |
| 2025-04-27 21:50:47,127 - train - INFO - Epoch: 21 | Train Loss: 0.571 | Train Acc: 80.19% | Test Loss: 0.835 | Test Acc: 73.36% | |
| 2025-04-27 21:51:15,139 - train - INFO - Epoch: 22 | Train Loss: 0.559 | Train Acc: 80.61% | Test Loss: 0.778 | Test Acc: 74.51% | |
| 2025-04-27 21:51:51,956 - train - INFO - Epoch: 23 | Train Loss: 0.536 | Train Acc: 81.51% | Test Loss: 0.648 | Test Acc: 78.26% | |
| 2025-04-27 21:52:40,457 - train - INFO - Epoch: 24 | Train Loss: 0.525 | Train Acc: 81.91% | Test Loss: 0.794 | Test Acc: 73.74% | |
| 2025-04-27 21:53:42,617 - train - INFO - Epoch: 25 | Train Loss: 0.507 | Train Acc: 82.58% | Test Loss: 0.677 | Test Acc: 77.69% | |
| 2025-04-27 21:54:39,043 - train - INFO - Epoch: 26 | Train Loss: 0.490 | Train Acc: 83.10% | Test Loss: 0.681 | Test Acc: 76.81% | |
| 2025-04-27 21:55:41,283 - train - INFO - Epoch: 27 | Train Loss: 0.471 | Train Acc: 83.53% | Test Loss: 0.860 | Test Acc: 72.88% | |
| 2025-04-27 21:56:37,488 - train - INFO - Epoch: 28 | Train Loss: 0.456 | Train Acc: 84.25% | Test Loss: 0.685 | Test Acc: 77.45% | |
| 2025-04-27 21:57:39,469 - train - INFO - Epoch: 29 | Train Loss: 0.445 | Train Acc: 84.55% | Test Loss: 1.230 | Test Acc: 63.78% | |
| 2025-04-27 21:58:35,885 - train - INFO - Epoch: 30 | Train Loss: 0.423 | Train Acc: 85.38% | Test Loss: 0.517 | Test Acc: 82.70% | |
| 2025-04-27 21:59:37,589 - train - INFO - Epoch: 31 | Train Loss: 0.411 | Train Acc: 85.72% | Test Loss: 0.582 | Test Acc: 80.51% | |
| 2025-04-27 22:00:34,941 - train - INFO - Epoch: 32 | Train Loss: 0.386 | Train Acc: 86.54% | Test Loss: 0.524 | Test Acc: 82.02% | |
| 2025-04-27 22:01:36,454 - train - INFO - Epoch: 33 | Train Loss: 0.371 | Train Acc: 87.02% | Test Loss: 0.456 | Test Acc: 84.70% | |
| 2025-04-27 22:02:34,021 - train - INFO - Epoch: 34 | Train Loss: 0.352 | Train Acc: 87.98% | Test Loss: 0.473 | Test Acc: 83.91% | |
| 2025-04-27 22:03:35,502 - train - INFO - Epoch: 35 | Train Loss: 0.338 | Train Acc: 88.24% | Test Loss: 0.503 | Test Acc: 83.32% | |
| 2025-04-27 22:04:33,591 - train - INFO - Epoch: 36 | Train Loss: 0.316 | Train Acc: 89.17% | Test Loss: 0.421 | Test Acc: 85.96% | |
| 2025-04-27 22:05:34,888 - train - INFO - Epoch: 37 | Train Loss: 0.295 | Train Acc: 89.79% | Test Loss: 0.481 | Test Acc: 84.50% | |
| 2025-04-27 22:06:32,798 - train - INFO - Epoch: 38 | Train Loss: 0.279 | Train Acc: 90.30% | Test Loss: 0.392 | Test Acc: 86.92% | |
| 2025-04-27 22:07:34,259 - train - INFO - Epoch: 39 | Train Loss: 0.255 | Train Acc: 91.06% | Test Loss: 0.481 | Test Acc: 84.71% | |
| 2025-04-27 22:08:31,978 - train - INFO - Epoch: 40 | Train Loss: 0.240 | Train Acc: 91.64% | Test Loss: 0.365 | Test Acc: 88.36% | |
| 2025-04-27 22:09:33,571 - train - INFO - Epoch: 41 | Train Loss: 0.220 | Train Acc: 92.42% | Test Loss: 0.377 | Test Acc: 87.83% | |
| 2025-04-27 22:10:30,958 - train - INFO - Epoch: 42 | Train Loss: 0.197 | Train Acc: 93.14% | Test Loss: 0.358 | Test Acc: 88.15% | |
| 2025-04-27 22:11:32,731 - train - INFO - Epoch: 43 | Train Loss: 0.183 | Train Acc: 93.69% | Test Loss: 0.363 | Test Acc: 88.71% | |
| 2025-04-27 22:12:30,190 - train - INFO - Epoch: 44 | Train Loss: 0.162 | Train Acc: 94.37% | Test Loss: 0.341 | Test Acc: 89.00% | |
| 2025-04-27 22:13:32,056 - train - INFO - Epoch: 45 | Train Loss: 0.148 | Train Acc: 94.88% | Test Loss: 0.342 | Test Acc: 89.31% | |
| 2025-04-27 22:14:29,169 - train - INFO - Epoch: 46 | Train Loss: 0.131 | Train Acc: 95.54% | Test Loss: 0.333 | Test Acc: 89.61% | |
| 2025-04-27 22:15:31,148 - train - INFO - Epoch: 47 | Train Loss: 0.125 | Train Acc: 95.76% | Test Loss: 0.334 | Test Acc: 89.61% | |
| 2025-04-27 22:16:01,213 - train - INFO - Epoch: 48 | Train Loss: 0.116 | Train Acc: 96.14% | Test Loss: 0.332 | Test Acc: 89.75% | |
| 2025-04-27 22:16:38,765 - train - INFO - Epoch: 49 | Train Loss: 0.108 | Train Acc: 96.46% | Test Loss: 0.326 | Test Acc: 89.71% | |
| 2025-04-27 22:17:06,640 - train - INFO - Epoch: 50 | Train Loss: 0.110 | Train Acc: 96.32% | Test Loss: 0.324 | Test Acc: 89.85% | |
| 2025-04-27 22:17:15,184 - train - INFO - 训练完成! | |