| 2025-04-27 18:40:02,390 - train - INFO - 开始训练 MobileNet_noisy | |
| 2025-04-27 18:40:02,391 - train - INFO - 总轮数: 50, 学习率: 0.1, 设备: cuda:0 | |
| 2025-04-27 18:40:25,516 - train - INFO - Epoch: 1 | Train Loss: 1.783 | Train Acc: 35.52% | Test Loss: 1.467 | Test Acc: 47.73% | |
| 2025-04-27 18:40:55,746 - train - INFO - Epoch: 2 | Train Loss: 1.279 | Train Acc: 54.33% | Test Loss: 1.231 | Test Acc: 56.95% | |
| 2025-04-27 18:41:24,222 - train - INFO - Epoch: 3 | Train Loss: 1.038 | Train Acc: 63.49% | Test Loss: 1.064 | Test Acc: 62.03% | |
| 2025-04-27 18:41:46,210 - train - INFO - Epoch: 4 | Train Loss: 0.887 | Train Acc: 69.01% | Test Loss: 1.005 | Test Acc: 65.16% | |
| 2025-04-27 18:42:14,228 - train - INFO - Epoch: 5 | Train Loss: 0.787 | Train Acc: 72.54% | Test Loss: 1.192 | Test Acc: 61.73% | |
| 2025-04-27 18:42:36,246 - train - INFO - Epoch: 6 | Train Loss: 0.721 | Train Acc: 75.40% | Test Loss: 1.152 | Test Acc: 62.41% | |
| 2025-04-27 18:43:03,892 - train - INFO - Epoch: 7 | Train Loss: 0.669 | Train Acc: 77.01% | Test Loss: 0.936 | Test Acc: 68.12% | |
| 2025-04-27 18:43:25,927 - train - INFO - Epoch: 8 | Train Loss: 0.647 | Train Acc: 77.56% | Test Loss: 0.836 | Test Acc: 72.21% | |
| 2025-04-27 18:43:54,403 - train - INFO - Epoch: 9 | Train Loss: 0.617 | Train Acc: 78.69% | Test Loss: 1.008 | Test Acc: 66.44% | |
| 2025-04-27 18:44:16,429 - train - INFO - Epoch: 10 | Train Loss: 0.599 | Train Acc: 79.41% | Test Loss: 1.008 | Test Acc: 66.91% | |
| 2025-04-27 18:44:44,880 - train - INFO - Epoch: 11 | Train Loss: 0.578 | Train Acc: 80.22% | Test Loss: 0.783 | Test Acc: 73.89% | |
| 2025-04-27 18:45:06,502 - train - INFO - Epoch: 12 | Train Loss: 0.569 | Train Acc: 80.43% | Test Loss: 0.781 | Test Acc: 74.16% | |
| 2025-04-27 18:45:34,701 - train - INFO - Epoch: 13 | Train Loss: 0.550 | Train Acc: 81.03% | Test Loss: 0.959 | Test Acc: 69.40% | |
| 2025-04-27 18:45:56,017 - train - INFO - Epoch: 14 | Train Loss: 0.535 | Train Acc: 81.65% | Test Loss: 0.955 | Test Acc: 69.75% | |
| 2025-04-27 18:46:24,749 - train - INFO - Epoch: 15 | Train Loss: 0.522 | Train Acc: 82.18% | Test Loss: 0.819 | Test Acc: 73.85% | |
| 2025-04-27 18:46:46,519 - train - INFO - Epoch: 16 | Train Loss: 0.510 | Train Acc: 82.49% | Test Loss: 1.044 | Test Acc: 68.55% | |
| 2025-04-27 18:47:14,857 - train - INFO - Epoch: 17 | Train Loss: 0.502 | Train Acc: 82.72% | Test Loss: 0.743 | Test Acc: 75.30% | |
| 2025-04-27 18:47:36,791 - train - INFO - Epoch: 18 | Train Loss: 0.477 | Train Acc: 83.76% | Test Loss: 0.863 | Test Acc: 73.14% | |
| 2025-04-27 18:48:04,687 - train - INFO - Epoch: 19 | Train Loss: 0.465 | Train Acc: 83.89% | Test Loss: 0.819 | Test Acc: 73.22% | |
| 2025-04-27 18:48:26,072 - train - INFO - Epoch: 20 | Train Loss: 0.451 | Train Acc: 84.52% | Test Loss: 0.799 | Test Acc: 73.69% | |
| 2025-04-27 18:48:54,504 - train - INFO - Epoch: 21 | Train Loss: 0.441 | Train Acc: 84.89% | Test Loss: 0.980 | Test Acc: 70.86% | |
| 2025-04-27 18:49:16,358 - train - INFO - Epoch: 22 | Train Loss: 0.420 | Train Acc: 85.62% | Test Loss: 0.763 | Test Acc: 75.92% | |
| 2025-04-27 18:49:44,956 - train - INFO - Epoch: 23 | Train Loss: 0.401 | Train Acc: 86.15% | Test Loss: 0.814 | Test Acc: 75.32% | |
| 2025-04-27 18:50:06,929 - train - INFO - Epoch: 24 | Train Loss: 0.384 | Train Acc: 86.86% | Test Loss: 0.757 | Test Acc: 76.20% | |
| 2025-04-27 18:50:34,259 - train - INFO - Epoch: 25 | Train Loss: 0.365 | Train Acc: 87.35% | Test Loss: 0.732 | Test Acc: 77.37% | |
| 2025-04-27 18:50:55,818 - train - INFO - Epoch: 26 | Train Loss: 0.348 | Train Acc: 87.88% | Test Loss: 0.718 | Test Acc: 77.43% | |
| 2025-04-27 18:51:23,580 - train - INFO - Epoch: 27 | Train Loss: 0.322 | Train Acc: 88.76% | Test Loss: 0.709 | Test Acc: 78.33% | |
| 2025-04-27 18:51:45,303 - train - INFO - Epoch: 28 | Train Loss: 0.302 | Train Acc: 89.51% | Test Loss: 0.706 | Test Acc: 78.75% | |
| 2025-04-27 18:52:13,140 - train - INFO - Epoch: 29 | Train Loss: 0.289 | Train Acc: 90.12% | Test Loss: 0.745 | Test Acc: 78.46% | |
| 2025-04-27 18:52:34,643 - train - INFO - Epoch: 30 | Train Loss: 0.265 | Train Acc: 90.78% | Test Loss: 0.709 | Test Acc: 79.01% | |
| 2025-04-27 18:53:02,109 - train - INFO - Epoch: 31 | Train Loss: 0.243 | Train Acc: 91.64% | Test Loss: 0.753 | Test Acc: 77.91% | |
| 2025-04-27 18:53:22,812 - train - INFO - Epoch: 32 | Train Loss: 0.214 | Train Acc: 92.73% | Test Loss: 0.778 | Test Acc: 78.15% | |
| 2025-04-27 18:53:49,482 - train - INFO - Epoch: 33 | Train Loss: 0.192 | Train Acc: 93.45% | Test Loss: 0.743 | Test Acc: 79.85% | |
| 2025-04-27 18:54:10,644 - train - INFO - Epoch: 34 | Train Loss: 0.173 | Train Acc: 93.98% | Test Loss: 0.730 | Test Acc: 79.89% | |
| 2025-04-27 18:54:37,594 - train - INFO - Epoch: 35 | Train Loss: 0.143 | Train Acc: 95.06% | Test Loss: 0.789 | Test Acc: 79.83% | |
| 2025-04-27 18:54:59,020 - train - INFO - Epoch: 36 | Train Loss: 0.116 | Train Acc: 96.05% | Test Loss: 0.818 | Test Acc: 79.20% | |
| 2025-04-27 18:55:25,898 - train - INFO - Epoch: 37 | Train Loss: 0.089 | Train Acc: 96.87% | Test Loss: 0.750 | Test Acc: 81.14% | |
| 2025-04-27 18:55:46,734 - train - INFO - Epoch: 38 | Train Loss: 0.070 | Train Acc: 97.67% | Test Loss: 0.751 | Test Acc: 81.66% | |
| 2025-04-27 18:56:13,967 - train - INFO - Epoch: 39 | Train Loss: 0.042 | Train Acc: 98.69% | Test Loss: 0.756 | Test Acc: 82.57% | |
| 2025-04-27 18:56:34,962 - train - INFO - Epoch: 40 | Train Loss: 0.023 | Train Acc: 99.32% | Test Loss: 0.760 | Test Acc: 82.90% | |
| 2025-04-27 18:57:02,052 - train - INFO - Epoch: 41 | Train Loss: 0.011 | Train Acc: 99.76% | Test Loss: 0.767 | Test Acc: 83.42% | |
| 2025-04-27 18:57:20,681 - train - INFO - Epoch: 42 | Train Loss: 0.004 | Train Acc: 99.95% | Test Loss: 0.730 | Test Acc: 84.30% | |
| 2025-04-27 18:57:45,658 - train - INFO - Epoch: 43 | Train Loss: 0.002 | Train Acc: 99.99% | Test Loss: 0.728 | Test Acc: 84.28% | |
| 2025-04-27 18:58:03,492 - train - INFO - Epoch: 44 | Train Loss: 0.002 | Train Acc: 99.99% | Test Loss: 0.727 | Test Acc: 84.29% | |
| 2025-04-27 18:58:27,925 - train - INFO - Epoch: 45 | Train Loss: 0.002 | Train Acc: 100.00% | Test Loss: 0.726 | Test Acc: 84.29% | |
| 2025-04-27 18:58:46,552 - train - INFO - Epoch: 46 | Train Loss: 0.001 | Train Acc: 100.00% | Test Loss: 0.726 | Test Acc: 84.25% | |
| 2025-04-27 18:59:08,957 - train - INFO - Epoch: 47 | Train Loss: 0.001 | Train Acc: 100.00% | Test Loss: 0.725 | Test Acc: 84.22% | |
| 2025-04-27 18:59:25,967 - train - INFO - Epoch: 48 | Train Loss: 0.001 | Train Acc: 100.00% | Test Loss: 0.725 | Test Acc: 84.22% | |
| 2025-04-27 18:59:47,793 - train - INFO - Epoch: 49 | Train Loss: 0.001 | Train Acc: 100.00% | Test Loss: 0.725 | Test Acc: 84.24% | |
| 2025-04-27 19:00:04,382 - train - INFO - Epoch: 50 | Train Loss: 0.001 | Train Acc: 100.00% | Test Loss: 0.725 | Test Acc: 84.22% | |
| 2025-04-27 19:00:09,441 - train - INFO - 训练完成! | |