| 2025-04-27 18:36:54,707 - train - INFO - 开始训练 MobileNet | |
| 2025-04-27 18:36:54,707 - train - INFO - 总轮数: 50, 学习率: 0.1, 设备: cuda:0 | |
| 2025-04-27 18:37:11,089 - train - INFO - Epoch: 1 | Train Loss: 1.780 | Train Acc: 35.81% | Test Loss: 1.463 | Test Acc: 46.24% | |
| 2025-04-27 18:37:45,607 - train - INFO - Epoch: 2 | Train Loss: 1.361 | Train Acc: 50.86% | Test Loss: 1.297 | Test Acc: 53.61% | |
| 2025-04-27 18:38:14,631 - train - INFO - Epoch: 3 | Train Loss: 1.135 | Train Acc: 59.66% | Test Loss: 1.124 | Test Acc: 59.93% | |
| 2025-04-27 18:38:34,357 - train - INFO - Epoch: 4 | Train Loss: 0.975 | Train Acc: 66.02% | Test Loss: 0.986 | Test Acc: 66.44% | |
| 2025-04-27 18:39:03,702 - train - INFO - Epoch: 5 | Train Loss: 0.853 | Train Acc: 70.57% | Test Loss: 0.865 | Test Acc: 69.76% | |
| 2025-04-27 18:39:23,628 - train - INFO - Epoch: 6 | Train Loss: 0.793 | Train Acc: 72.76% | Test Loss: 0.815 | Test Acc: 72.18% | |
| 2025-04-27 18:39:53,287 - train - INFO - Epoch: 7 | Train Loss: 0.736 | Train Acc: 74.71% | Test Loss: 0.951 | Test Acc: 66.66% | |
| 2025-04-27 18:40:14,026 - train - INFO - Epoch: 8 | Train Loss: 0.704 | Train Acc: 76.10% | Test Loss: 0.846 | Test Acc: 71.28% | |
| 2025-04-27 18:40:45,706 - train - INFO - Epoch: 9 | Train Loss: 0.684 | Train Acc: 76.59% | Test Loss: 0.679 | Test Acc: 77.02% | |
| 2025-04-27 18:41:07,673 - train - INFO - Epoch: 10 | Train Loss: 0.673 | Train Acc: 77.27% | Test Loss: 0.752 | Test Acc: 74.09% | |
| 2025-04-27 18:41:39,572 - train - INFO - Epoch: 11 | Train Loss: 0.654 | Train Acc: 77.73% | Test Loss: 0.888 | Test Acc: 71.09% | |
| 2025-04-27 18:42:01,641 - train - INFO - Epoch: 12 | Train Loss: 0.648 | Train Acc: 78.04% | Test Loss: 0.694 | Test Acc: 76.40% | |
| 2025-04-27 18:42:33,399 - train - INFO - Epoch: 13 | Train Loss: 0.643 | Train Acc: 78.33% | Test Loss: 0.721 | Test Acc: 75.56% | |
| 2025-04-27 18:42:54,757 - train - INFO - Epoch: 14 | Train Loss: 0.618 | Train Acc: 79.07% | Test Loss: 0.701 | Test Acc: 76.41% | |
| 2025-04-27 18:43:26,951 - train - INFO - Epoch: 15 | Train Loss: 0.612 | Train Acc: 79.37% | Test Loss: 0.705 | Test Acc: 76.04% | |
| 2025-04-27 18:43:49,387 - train - INFO - Epoch: 16 | Train Loss: 0.598 | Train Acc: 79.87% | Test Loss: 0.673 | Test Acc: 77.39% | |
| 2025-04-27 18:44:21,915 - train - INFO - Epoch: 17 | Train Loss: 0.586 | Train Acc: 80.15% | Test Loss: 0.702 | Test Acc: 77.44% | |
| 2025-04-27 18:44:44,156 - train - INFO - Epoch: 18 | Train Loss: 0.569 | Train Acc: 80.56% | Test Loss: 0.751 | Test Acc: 74.19% | |
| 2025-04-27 18:45:15,420 - train - INFO - Epoch: 19 | Train Loss: 0.559 | Train Acc: 81.04% | Test Loss: 0.720 | Test Acc: 75.84% | |
| 2025-04-27 18:45:37,336 - train - INFO - Epoch: 20 | Train Loss: 0.551 | Train Acc: 81.25% | Test Loss: 0.639 | Test Acc: 77.82% | |
| 2025-04-27 18:46:09,204 - train - INFO - Epoch: 21 | Train Loss: 0.545 | Train Acc: 81.40% | Test Loss: 0.591 | Test Acc: 80.18% | |
| 2025-04-27 18:46:31,300 - train - INFO - Epoch: 22 | Train Loss: 0.527 | Train Acc: 81.98% | Test Loss: 0.593 | Test Acc: 80.20% | |
| 2025-04-27 18:47:03,070 - train - INFO - Epoch: 23 | Train Loss: 0.514 | Train Acc: 82.49% | Test Loss: 0.578 | Test Acc: 80.63% | |
| 2025-04-27 18:47:25,289 - train - INFO - Epoch: 24 | Train Loss: 0.500 | Train Acc: 82.98% | Test Loss: 0.592 | Test Acc: 79.75% | |
| 2025-04-27 18:47:56,375 - train - INFO - Epoch: 25 | Train Loss: 0.482 | Train Acc: 83.56% | Test Loss: 0.585 | Test Acc: 80.52% | |
| 2025-04-27 18:48:18,101 - train - INFO - Epoch: 26 | Train Loss: 0.470 | Train Acc: 83.91% | Test Loss: 0.650 | Test Acc: 78.73% | |
| 2025-04-27 18:48:50,494 - train - INFO - Epoch: 27 | Train Loss: 0.455 | Train Acc: 84.34% | Test Loss: 0.515 | Test Acc: 82.74% | |
| 2025-04-27 18:49:12,479 - train - INFO - Epoch: 28 | Train Loss: 0.447 | Train Acc: 84.69% | Test Loss: 0.540 | Test Acc: 81.83% | |
| 2025-04-27 18:49:44,503 - train - INFO - Epoch: 29 | Train Loss: 0.432 | Train Acc: 85.12% | Test Loss: 0.573 | Test Acc: 79.88% | |
| 2025-04-27 18:50:06,456 - train - INFO - Epoch: 30 | Train Loss: 0.411 | Train Acc: 85.99% | Test Loss: 0.441 | Test Acc: 85.07% | |
| 2025-04-27 18:50:37,947 - train - INFO - Epoch: 31 | Train Loss: 0.393 | Train Acc: 86.45% | Test Loss: 0.447 | Test Acc: 84.33% | |
| 2025-04-27 18:50:59,381 - train - INFO - Epoch: 32 | Train Loss: 0.378 | Train Acc: 87.21% | Test Loss: 0.471 | Test Acc: 84.12% | |
| 2025-04-27 18:51:30,829 - train - INFO - Epoch: 33 | Train Loss: 0.362 | Train Acc: 87.71% | Test Loss: 0.436 | Test Acc: 85.31% | |
| 2025-04-27 18:51:52,610 - train - INFO - Epoch: 34 | Train Loss: 0.348 | Train Acc: 87.98% | Test Loss: 0.404 | Test Acc: 86.46% | |
| 2025-04-27 18:52:23,941 - train - INFO - Epoch: 35 | Train Loss: 0.324 | Train Acc: 88.82% | Test Loss: 0.390 | Test Acc: 86.81% | |
| 2025-04-27 18:52:45,474 - train - INFO - Epoch: 36 | Train Loss: 0.314 | Train Acc: 89.23% | Test Loss: 0.393 | Test Acc: 86.79% | |
| 2025-04-27 18:53:15,841 - train - INFO - Epoch: 37 | Train Loss: 0.290 | Train Acc: 90.10% | Test Loss: 0.397 | Test Acc: 86.37% | |
| 2025-04-27 18:53:36,872 - train - INFO - Epoch: 38 | Train Loss: 0.270 | Train Acc: 90.76% | Test Loss: 0.348 | Test Acc: 88.34% | |
| 2025-04-27 18:54:08,146 - train - INFO - Epoch: 39 | Train Loss: 0.252 | Train Acc: 91.39% | Test Loss: 0.349 | Test Acc: 88.20% | |
| 2025-04-27 18:54:29,523 - train - INFO - Epoch: 40 | Train Loss: 0.234 | Train Acc: 91.86% | Test Loss: 0.326 | Test Acc: 89.32% | |
| 2025-04-27 18:55:00,499 - train - INFO - Epoch: 41 | Train Loss: 0.214 | Train Acc: 92.67% | Test Loss: 0.319 | Test Acc: 89.17% | |
| 2025-04-27 18:55:21,501 - train - INFO - Epoch: 42 | Train Loss: 0.195 | Train Acc: 93.20% | Test Loss: 0.306 | Test Acc: 89.92% | |
| 2025-04-27 18:55:52,701 - train - INFO - Epoch: 43 | Train Loss: 0.175 | Train Acc: 94.00% | Test Loss: 0.305 | Test Acc: 89.89% | |
| 2025-04-27 18:56:13,831 - train - INFO - Epoch: 44 | Train Loss: 0.160 | Train Acc: 94.55% | Test Loss: 0.296 | Test Acc: 90.37% | |
| 2025-04-27 18:56:44,776 - train - INFO - Epoch: 45 | Train Loss: 0.148 | Train Acc: 94.89% | Test Loss: 0.293 | Test Acc: 90.80% | |
| 2025-04-27 18:57:05,344 - train - INFO - Epoch: 46 | Train Loss: 0.130 | Train Acc: 95.62% | Test Loss: 0.283 | Test Acc: 91.03% | |
| 2025-04-27 18:57:34,303 - train - INFO - Epoch: 47 | Train Loss: 0.123 | Train Acc: 95.86% | Test Loss: 0.281 | Test Acc: 90.80% | |
| 2025-04-27 18:57:53,148 - train - INFO - Epoch: 48 | Train Loss: 0.115 | Train Acc: 96.13% | Test Loss: 0.285 | Test Acc: 90.85% | |
| 2025-04-27 18:58:21,297 - train - INFO - Epoch: 49 | Train Loss: 0.109 | Train Acc: 96.34% | Test Loss: 0.287 | Test Acc: 91.10% | |
| 2025-04-27 18:58:40,113 - train - INFO - Epoch: 50 | Train Loss: 0.108 | Train Acc: 96.32% | Test Loss: 0.287 | Test Acc: 90.88% | |
| 2025-04-27 18:58:49,341 - train - INFO - 训练完成! | |