| 2025-04-27 19:55:24,096 - train - INFO - 开始训练 MobileNetV2 | |
| 2025-04-27 19:55:24,096 - train - INFO - 总轮数: 50, 学习率: 0.1, 设备: cuda:2 | |
| 2025-04-27 19:55:42,937 - train - INFO - Epoch: 1 | Train Loss: 1.823 | Train Acc: 35.72% | Test Loss: 1.546 | Test Acc: 45.07% | |
| 2025-04-27 19:56:20,016 - train - INFO - Epoch: 2 | Train Loss: 1.214 | Train Acc: 55.92% | Test Loss: 1.033 | Test Acc: 63.59% | |
| 2025-04-27 19:56:48,198 - train - INFO - Epoch: 3 | Train Loss: 0.956 | Train Acc: 66.11% | Test Loss: 0.853 | Test Acc: 70.11% | |
| 2025-04-27 19:57:07,187 - train - INFO - Epoch: 4 | Train Loss: 0.813 | Train Acc: 71.56% | Test Loss: 0.830 | Test Acc: 71.50% | |
| 2025-04-27 19:57:35,798 - train - INFO - Epoch: 5 | Train Loss: 0.722 | Train Acc: 75.06% | Test Loss: 0.764 | Test Acc: 73.70% | |
| 2025-04-27 19:57:53,824 - train - INFO - Epoch: 6 | Train Loss: 0.670 | Train Acc: 77.10% | Test Loss: 0.746 | Test Acc: 74.69% | |
| 2025-04-27 19:58:26,016 - train - INFO - Epoch: 7 | Train Loss: 0.646 | Train Acc: 77.73% | Test Loss: 0.691 | Test Acc: 76.47% | |
| 2025-04-27 19:58:49,082 - train - INFO - Epoch: 8 | Train Loss: 0.618 | Train Acc: 78.58% | Test Loss: 0.777 | Test Acc: 73.90% | |
| 2025-04-27 19:59:23,422 - train - INFO - Epoch: 9 | Train Loss: 0.606 | Train Acc: 79.05% | Test Loss: 0.728 | Test Acc: 75.09% | |
| 2025-04-27 19:59:47,970 - train - INFO - Epoch: 10 | Train Loss: 0.598 | Train Acc: 79.62% | Test Loss: 0.823 | Test Acc: 72.41% | |
| 2025-04-27 20:00:20,917 - train - INFO - Epoch: 11 | Train Loss: 0.588 | Train Acc: 79.80% | Test Loss: 0.834 | Test Acc: 72.98% | |
| 2025-04-27 20:00:45,560 - train - INFO - Epoch: 12 | Train Loss: 0.574 | Train Acc: 80.37% | Test Loss: 0.668 | Test Acc: 76.49% | |
| 2025-04-27 20:01:18,970 - train - INFO - Epoch: 13 | Train Loss: 0.564 | Train Acc: 80.73% | Test Loss: 0.580 | Test Acc: 80.05% | |
| 2025-04-27 20:01:43,453 - train - INFO - Epoch: 14 | Train Loss: 0.558 | Train Acc: 80.69% | Test Loss: 0.741 | Test Acc: 75.87% | |
| 2025-04-27 20:02:16,178 - train - INFO - Epoch: 15 | Train Loss: 0.551 | Train Acc: 81.12% | Test Loss: 0.749 | Test Acc: 75.00% | |
| 2025-04-27 20:02:40,628 - train - INFO - Epoch: 16 | Train Loss: 0.536 | Train Acc: 81.53% | Test Loss: 0.832 | Test Acc: 73.20% | |
| 2025-04-27 20:03:14,153 - train - INFO - Epoch: 17 | Train Loss: 0.528 | Train Acc: 82.07% | Test Loss: 0.722 | Test Acc: 75.60% | |
| 2025-04-27 20:03:38,740 - train - INFO - Epoch: 18 | Train Loss: 0.524 | Train Acc: 82.05% | Test Loss: 0.695 | Test Acc: 76.07% | |
| 2025-04-27 20:04:13,025 - train - INFO - Epoch: 19 | Train Loss: 0.501 | Train Acc: 82.65% | Test Loss: 0.618 | Test Acc: 79.30% | |
| 2025-04-27 20:04:37,154 - train - INFO - Epoch: 20 | Train Loss: 0.505 | Train Acc: 82.60% | Test Loss: 0.572 | Test Acc: 80.17% | |
| 2025-04-27 20:05:12,103 - train - INFO - Epoch: 21 | Train Loss: 0.487 | Train Acc: 83.30% | Test Loss: 0.583 | Test Acc: 80.67% | |
| 2025-04-27 20:05:36,631 - train - INFO - Epoch: 22 | Train Loss: 0.476 | Train Acc: 83.70% | Test Loss: 0.538 | Test Acc: 81.22% | |
| 2025-04-27 20:06:11,506 - train - INFO - Epoch: 23 | Train Loss: 0.461 | Train Acc: 84.10% | Test Loss: 0.532 | Test Acc: 81.75% | |
| 2025-04-27 20:06:36,020 - train - INFO - Epoch: 24 | Train Loss: 0.453 | Train Acc: 84.32% | Test Loss: 0.584 | Test Acc: 80.45% | |
| 2025-04-27 20:07:10,611 - train - INFO - Epoch: 25 | Train Loss: 0.441 | Train Acc: 84.80% | Test Loss: 0.483 | Test Acc: 83.63% | |
| 2025-04-27 20:07:34,932 - train - INFO - Epoch: 26 | Train Loss: 0.428 | Train Acc: 85.41% | Test Loss: 0.515 | Test Acc: 82.52% | |
| 2025-04-27 20:08:09,319 - train - INFO - Epoch: 27 | Train Loss: 0.412 | Train Acc: 85.77% | Test Loss: 0.538 | Test Acc: 82.08% | |
| 2025-04-27 20:08:32,996 - train - INFO - Epoch: 28 | Train Loss: 0.394 | Train Acc: 86.36% | Test Loss: 0.495 | Test Acc: 83.36% | |
| 2025-04-27 20:09:06,943 - train - INFO - Epoch: 29 | Train Loss: 0.380 | Train Acc: 86.94% | Test Loss: 0.463 | Test Acc: 83.81% | |
| 2025-04-27 20:09:30,436 - train - INFO - Epoch: 30 | Train Loss: 0.365 | Train Acc: 87.49% | Test Loss: 0.403 | Test Acc: 86.26% | |
| 2025-04-27 20:10:04,302 - train - INFO - Epoch: 31 | Train Loss: 0.353 | Train Acc: 87.89% | Test Loss: 0.437 | Test Acc: 85.67% | |
| 2025-04-27 20:10:27,565 - train - INFO - Epoch: 32 | Train Loss: 0.337 | Train Acc: 88.35% | Test Loss: 0.414 | Test Acc: 86.31% | |
| 2025-04-27 20:11:02,085 - train - INFO - Epoch: 33 | Train Loss: 0.322 | Train Acc: 88.98% | Test Loss: 0.350 | Test Acc: 88.29% | |
| 2025-04-27 20:11:25,762 - train - INFO - Epoch: 34 | Train Loss: 0.303 | Train Acc: 89.57% | Test Loss: 0.437 | Test Acc: 85.92% | |
| 2025-04-27 20:12:01,240 - train - INFO - Epoch: 35 | Train Loss: 0.286 | Train Acc: 90.10% | Test Loss: 0.354 | Test Acc: 88.13% | |
| 2025-04-27 20:12:24,097 - train - INFO - Epoch: 36 | Train Loss: 0.266 | Train Acc: 90.81% | Test Loss: 0.359 | Test Acc: 88.26% | |
| 2025-04-27 20:12:58,825 - train - INFO - Epoch: 37 | Train Loss: 0.249 | Train Acc: 91.46% | Test Loss: 0.354 | Test Acc: 87.93% | |
| 2025-04-27 20:13:22,269 - train - INFO - Epoch: 38 | Train Loss: 0.228 | Train Acc: 92.11% | Test Loss: 0.327 | Test Acc: 89.01% | |
| 2025-04-27 20:13:56,140 - train - INFO - Epoch: 39 | Train Loss: 0.210 | Train Acc: 92.73% | Test Loss: 0.302 | Test Acc: 90.17% | |
| 2025-04-27 20:14:19,274 - train - INFO - Epoch: 40 | Train Loss: 0.187 | Train Acc: 93.51% | Test Loss: 0.277 | Test Acc: 91.17% | |
| 2025-04-27 20:14:53,878 - train - INFO - Epoch: 41 | Train Loss: 0.168 | Train Acc: 94.14% | Test Loss: 0.276 | Test Acc: 91.05% | |
| 2025-04-27 20:15:16,859 - train - INFO - Epoch: 42 | Train Loss: 0.149 | Train Acc: 94.84% | Test Loss: 0.273 | Test Acc: 91.40% | |
| 2025-04-27 20:15:51,017 - train - INFO - Epoch: 43 | Train Loss: 0.133 | Train Acc: 95.47% | Test Loss: 0.266 | Test Acc: 91.68% | |
| 2025-04-27 20:16:14,066 - train - INFO - Epoch: 44 | Train Loss: 0.115 | Train Acc: 96.06% | Test Loss: 0.248 | Test Acc: 92.08% | |
| 2025-04-27 20:16:48,142 - train - INFO - Epoch: 45 | Train Loss: 0.098 | Train Acc: 96.69% | Test Loss: 0.247 | Test Acc: 92.34% | |
| 2025-04-27 20:17:11,589 - train - INFO - Epoch: 46 | Train Loss: 0.085 | Train Acc: 97.18% | Test Loss: 0.247 | Test Acc: 92.54% | |
| 2025-04-27 20:17:46,452 - train - INFO - Epoch: 47 | Train Loss: 0.076 | Train Acc: 97.46% | Test Loss: 0.246 | Test Acc: 92.55% | |
| 2025-04-27 20:18:07,559 - train - INFO - Epoch: 48 | Train Loss: 0.066 | Train Acc: 97.85% | Test Loss: 0.239 | Test Acc: 92.78% | |
| 2025-04-27 20:18:37,538 - train - INFO - Epoch: 49 | Train Loss: 0.065 | Train Acc: 97.93% | Test Loss: 0.244 | Test Acc: 92.78% | |
| 2025-04-27 20:18:56,285 - train - INFO - Epoch: 50 | Train Loss: 0.060 | Train Acc: 98.13% | Test Loss: 0.241 | Test Acc: 92.71% | |
| 2025-04-27 20:19:06,207 - train - INFO - 训练完成! | |