| 2025-04-27 21:09:14,421 - train - INFO - 开始训练 SENet18 | |
| 2025-04-27 21:09:14,421 - train - INFO - 总轮数: 50, 学习率: 0.1, 设备: cuda:3 | |
| 2025-04-27 21:09:29,013 - train - INFO - Epoch: 1 | Train Loss: 1.665 | Train Acc: 38.49% | Test Loss: 1.525 | Test Acc: 44.07% | |
| 2025-04-27 21:09:52,224 - train - INFO - Epoch: 2 | Train Loss: 1.125 | Train Acc: 59.54% | Test Loss: 1.138 | Test Acc: 60.82% | |
| 2025-04-27 21:10:17,890 - train - INFO - Epoch: 3 | Train Loss: 0.873 | Train Acc: 69.16% | Test Loss: 1.116 | Test Acc: 63.99% | |
| 2025-04-27 21:10:35,579 - train - INFO - Epoch: 4 | Train Loss: 0.727 | Train Acc: 74.74% | Test Loss: 0.849 | Test Acc: 70.90% | |
| 2025-04-27 21:11:02,806 - train - INFO - Epoch: 5 | Train Loss: 0.619 | Train Acc: 78.65% | Test Loss: 0.936 | Test Acc: 70.31% | |
| 2025-04-27 21:11:21,384 - train - INFO - Epoch: 6 | Train Loss: 0.558 | Train Acc: 80.99% | Test Loss: 0.607 | Test Acc: 79.03% | |
| 2025-04-27 21:11:47,711 - train - INFO - Epoch: 7 | Train Loss: 0.520 | Train Acc: 82.29% | Test Loss: 0.590 | Test Acc: 78.91% | |
| 2025-04-27 21:12:06,143 - train - INFO - Epoch: 8 | Train Loss: 0.479 | Train Acc: 83.49% | Test Loss: 0.809 | Test Acc: 73.53% | |
| 2025-04-27 21:12:32,484 - train - INFO - Epoch: 9 | Train Loss: 0.470 | Train Acc: 83.93% | Test Loss: 0.672 | Test Acc: 78.85% | |
| 2025-04-27 21:12:50,935 - train - INFO - Epoch: 10 | Train Loss: 0.452 | Train Acc: 84.40% | Test Loss: 0.667 | Test Acc: 78.03% | |
| 2025-04-27 21:13:18,052 - train - INFO - Epoch: 11 | Train Loss: 0.431 | Train Acc: 85.11% | Test Loss: 0.609 | Test Acc: 79.68% | |
| 2025-04-27 21:13:36,500 - train - INFO - Epoch: 12 | Train Loss: 0.408 | Train Acc: 86.05% | Test Loss: 0.620 | Test Acc: 79.76% | |
| 2025-04-27 21:14:02,970 - train - INFO - Epoch: 13 | Train Loss: 0.396 | Train Acc: 86.46% | Test Loss: 0.608 | Test Acc: 80.78% | |
| 2025-04-27 21:14:21,447 - train - INFO - Epoch: 14 | Train Loss: 0.381 | Train Acc: 86.96% | Test Loss: 0.529 | Test Acc: 82.61% | |
| 2025-04-27 21:14:48,171 - train - INFO - Epoch: 15 | Train Loss: 0.377 | Train Acc: 87.11% | Test Loss: 0.507 | Test Acc: 83.13% | |
| 2025-04-27 21:15:06,859 - train - INFO - Epoch: 16 | Train Loss: 0.359 | Train Acc: 87.76% | Test Loss: 0.477 | Test Acc: 84.43% | |
| 2025-04-27 21:15:33,413 - train - INFO - Epoch: 17 | Train Loss: 0.344 | Train Acc: 88.26% | Test Loss: 0.697 | Test Acc: 78.21% | |
| 2025-04-27 21:15:51,690 - train - INFO - Epoch: 18 | Train Loss: 0.329 | Train Acc: 88.68% | Test Loss: 0.580 | Test Acc: 81.46% | |
| 2025-04-27 21:16:18,320 - train - INFO - Epoch: 19 | Train Loss: 0.325 | Train Acc: 88.74% | Test Loss: 0.652 | Test Acc: 78.56% | |
| 2025-04-27 21:16:37,218 - train - INFO - Epoch: 20 | Train Loss: 0.310 | Train Acc: 89.39% | Test Loss: 0.435 | Test Acc: 85.26% | |
| 2025-04-27 21:17:03,898 - train - INFO - Epoch: 21 | Train Loss: 0.296 | Train Acc: 90.00% | Test Loss: 0.498 | Test Acc: 84.05% | |
| 2025-04-27 21:17:22,475 - train - INFO - Epoch: 22 | Train Loss: 0.280 | Train Acc: 90.46% | Test Loss: 0.446 | Test Acc: 84.71% | |
| 2025-04-27 21:17:49,360 - train - INFO - Epoch: 23 | Train Loss: 0.274 | Train Acc: 90.46% | Test Loss: 0.659 | Test Acc: 79.33% | |
| 2025-04-27 21:18:07,979 - train - INFO - Epoch: 24 | Train Loss: 0.259 | Train Acc: 91.16% | Test Loss: 0.477 | Test Acc: 85.38% | |
| 2025-04-27 21:18:34,882 - train - INFO - Epoch: 25 | Train Loss: 0.247 | Train Acc: 91.49% | Test Loss: 0.468 | Test Acc: 84.99% | |
| 2025-04-27 21:18:53,465 - train - INFO - Epoch: 26 | Train Loss: 0.243 | Train Acc: 91.69% | Test Loss: 0.492 | Test Acc: 84.13% | |
| 2025-04-27 21:19:20,007 - train - INFO - Epoch: 27 | Train Loss: 0.225 | Train Acc: 92.21% | Test Loss: 0.441 | Test Acc: 85.63% | |
| 2025-04-27 21:19:38,525 - train - INFO - Epoch: 28 | Train Loss: 0.214 | Train Acc: 92.64% | Test Loss: 0.396 | Test Acc: 87.06% | |
| 2025-04-27 21:20:05,724 - train - INFO - Epoch: 29 | Train Loss: 0.199 | Train Acc: 93.08% | Test Loss: 0.385 | Test Acc: 88.04% | |
| 2025-04-27 21:20:24,131 - train - INFO - Epoch: 30 | Train Loss: 0.187 | Train Acc: 93.59% | Test Loss: 0.452 | Test Acc: 86.04% | |
| 2025-04-27 21:20:51,037 - train - INFO - Epoch: 31 | Train Loss: 0.172 | Train Acc: 94.11% | Test Loss: 0.337 | Test Acc: 89.41% | |
| 2025-04-27 21:21:09,860 - train - INFO - Epoch: 32 | Train Loss: 0.161 | Train Acc: 94.36% | Test Loss: 0.341 | Test Acc: 89.57% | |
| 2025-04-27 21:21:36,837 - train - INFO - Epoch: 33 | Train Loss: 0.147 | Train Acc: 94.87% | Test Loss: 0.274 | Test Acc: 91.16% | |
| 2025-04-27 21:21:55,551 - train - INFO - Epoch: 34 | Train Loss: 0.127 | Train Acc: 95.63% | Test Loss: 0.334 | Test Acc: 90.17% | |
| 2025-04-27 21:22:22,580 - train - INFO - Epoch: 35 | Train Loss: 0.115 | Train Acc: 96.03% | Test Loss: 0.294 | Test Acc: 90.99% | |
| 2025-04-27 21:22:41,179 - train - INFO - Epoch: 36 | Train Loss: 0.103 | Train Acc: 96.39% | Test Loss: 0.305 | Test Acc: 91.06% | |
| 2025-04-27 21:23:07,532 - train - INFO - Epoch: 37 | Train Loss: 0.087 | Train Acc: 96.96% | Test Loss: 0.288 | Test Acc: 91.14% | |
| 2025-04-27 21:23:25,868 - train - INFO - Epoch: 38 | Train Loss: 0.071 | Train Acc: 97.60% | Test Loss: 0.266 | Test Acc: 91.96% | |
| 2025-04-27 21:23:52,445 - train - INFO - Epoch: 39 | Train Loss: 0.057 | Train Acc: 98.07% | Test Loss: 0.242 | Test Acc: 92.88% | |
| 2025-04-27 21:24:10,807 - train - INFO - Epoch: 40 | Train Loss: 0.047 | Train Acc: 98.41% | Test Loss: 0.242 | Test Acc: 92.64% | |
| 2025-04-27 21:24:36,994 - train - INFO - Epoch: 41 | Train Loss: 0.034 | Train Acc: 98.82% | Test Loss: 0.248 | Test Acc: 93.23% | |
| 2025-04-27 21:24:55,230 - train - INFO - Epoch: 42 | Train Loss: 0.027 | Train Acc: 99.13% | Test Loss: 0.239 | Test Acc: 93.42% | |
| 2025-04-27 21:25:21,902 - train - INFO - Epoch: 43 | Train Loss: 0.020 | Train Acc: 99.42% | Test Loss: 0.230 | Test Acc: 93.73% | |
| 2025-04-27 21:25:39,915 - train - INFO - Epoch: 44 | Train Loss: 0.015 | Train Acc: 99.57% | Test Loss: 0.214 | Test Acc: 94.06% | |
| 2025-04-27 21:26:07,048 - train - INFO - Epoch: 45 | Train Loss: 0.013 | Train Acc: 99.69% | Test Loss: 0.221 | Test Acc: 94.11% | |
| 2025-04-27 21:26:25,536 - train - INFO - Epoch: 46 | Train Loss: 0.009 | Train Acc: 99.79% | Test Loss: 0.215 | Test Acc: 94.22% | |
| 2025-04-27 21:26:53,590 - train - INFO - Epoch: 47 | Train Loss: 0.008 | Train Acc: 99.84% | Test Loss: 0.215 | Test Acc: 94.22% | |
| 2025-04-27 21:27:12,319 - train - INFO - Epoch: 48 | Train Loss: 0.007 | Train Acc: 99.85% | Test Loss: 0.208 | Test Acc: 94.23% | |
| 2025-04-27 21:27:36,319 - train - INFO - Epoch: 49 | Train Loss: 0.007 | Train Acc: 99.87% | Test Loss: 0.207 | Test Acc: 94.18% | |
| 2025-04-27 21:27:50,389 - train - INFO - Epoch: 50 | Train Loss: 0.007 | Train Acc: 99.86% | Test Loss: 0.209 | Test Acc: 94.22% | |
| 2025-04-27 21:27:58,500 - train - INFO - 训练完成! | |