File size: 6,657 Bytes
6e486de |
1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 |
2025-04-27 23:21:25,972 - train - INFO - 开始训练 VGG_noisy
2025-04-27 23:21:25,972 - train - INFO - 总轮数: 50, 学习率: 0.1, 设备: cuda:3
2025-04-27 23:21:41,884 - train - INFO - Epoch: 1 | Train Loss: 2.267 | Train Acc: 17.83% | Test Loss: 1.919 | Test Acc: 23.22%
2025-04-27 23:22:05,126 - train - INFO - Epoch: 2 | Train Loss: 1.748 | Train Acc: 30.57% | Test Loss: 1.753 | Test Acc: 32.89%
2025-04-27 23:22:25,005 - train - INFO - Epoch: 3 | Train Loss: 1.428 | Train Acc: 45.33% | Test Loss: 1.264 | Test Acc: 52.69%
2025-04-27 23:22:40,494 - train - INFO - Epoch: 4 | Train Loss: 1.099 | Train Acc: 60.14% | Test Loss: 1.325 | Test Acc: 52.70%
2025-04-27 23:23:00,950 - train - INFO - Epoch: 5 | Train Loss: 0.909 | Train Acc: 67.76% | Test Loss: 1.188 | Test Acc: 60.21%
2025-04-27 23:23:15,639 - train - INFO - Epoch: 6 | Train Loss: 0.797 | Train Acc: 72.28% | Test Loss: 1.160 | Test Acc: 63.06%
2025-04-27 23:23:35,142 - train - INFO - Epoch: 7 | Train Loss: 0.714 | Train Acc: 75.59% | Test Loss: 1.024 | Test Acc: 68.42%
2025-04-27 23:23:50,964 - train - INFO - Epoch: 8 | Train Loss: 0.647 | Train Acc: 77.99% | Test Loss: 1.064 | Test Acc: 67.49%
2025-04-27 23:24:09,909 - train - INFO - Epoch: 9 | Train Loss: 0.599 | Train Acc: 79.94% | Test Loss: 1.107 | Test Acc: 66.86%
2025-04-27 23:24:25,196 - train - INFO - Epoch: 10 | Train Loss: 0.554 | Train Acc: 81.61% | Test Loss: 1.170 | Test Acc: 67.65%
2025-04-27 23:24:45,674 - train - INFO - Epoch: 11 | Train Loss: 0.513 | Train Acc: 82.74% | Test Loss: 0.995 | Test Acc: 69.58%
2025-04-27 23:25:00,314 - train - INFO - Epoch: 12 | Train Loss: 0.478 | Train Acc: 84.07% | Test Loss: 1.554 | Test Acc: 61.69%
2025-04-27 23:25:20,159 - train - INFO - Epoch: 13 | Train Loss: 0.448 | Train Acc: 84.96% | Test Loss: 0.958 | Test Acc: 72.06%
2025-04-27 23:25:36,310 - train - INFO - Epoch: 14 | Train Loss: 0.409 | Train Acc: 86.34% | Test Loss: 0.890 | Test Acc: 72.90%
2025-04-27 23:25:55,782 - train - INFO - Epoch: 15 | Train Loss: 0.390 | Train Acc: 86.92% | Test Loss: 1.078 | Test Acc: 70.39%
2025-04-27 23:26:10,916 - train - INFO - Epoch: 16 | Train Loss: 0.363 | Train Acc: 87.90% | Test Loss: 0.863 | Test Acc: 74.96%
2025-04-27 23:26:31,691 - train - INFO - Epoch: 17 | Train Loss: 0.337 | Train Acc: 88.72% | Test Loss: 1.070 | Test Acc: 71.65%
2025-04-27 23:26:45,983 - train - INFO - Epoch: 18 | Train Loss: 0.314 | Train Acc: 89.57% | Test Loss: 1.036 | Test Acc: 71.00%
2025-04-27 23:27:06,400 - train - INFO - Epoch: 19 | Train Loss: 0.303 | Train Acc: 89.87% | Test Loss: 1.103 | Test Acc: 71.95%
2025-04-27 23:27:22,560 - train - INFO - Epoch: 20 | Train Loss: 0.277 | Train Acc: 90.77% | Test Loss: 1.180 | Test Acc: 70.20%
2025-04-27 23:27:41,778 - train - INFO - Epoch: 21 | Train Loss: 0.260 | Train Acc: 91.43% | Test Loss: 1.349 | Test Acc: 69.44%
2025-04-27 23:27:56,973 - train - INFO - Epoch: 22 | Train Loss: 0.238 | Train Acc: 92.14% | Test Loss: 1.016 | Test Acc: 73.80%
2025-04-27 23:28:17,743 - train - INFO - Epoch: 23 | Train Loss: 0.223 | Train Acc: 92.53% | Test Loss: 0.953 | Test Acc: 75.72%
2025-04-27 23:28:31,700 - train - INFO - Epoch: 24 | Train Loss: 0.205 | Train Acc: 93.10% | Test Loss: 0.874 | Test Acc: 77.43%
2025-04-27 23:28:51,670 - train - INFO - Epoch: 25 | Train Loss: 0.194 | Train Acc: 93.47% | Test Loss: 1.081 | Test Acc: 74.46%
2025-04-27 23:29:07,358 - train - INFO - Epoch: 26 | Train Loss: 0.169 | Train Acc: 94.35% | Test Loss: 1.074 | Test Acc: 75.93%
2025-04-27 23:29:26,497 - train - INFO - Epoch: 27 | Train Loss: 0.155 | Train Acc: 94.80% | Test Loss: 1.023 | Test Acc: 76.44%
2025-04-27 23:29:41,965 - train - INFO - Epoch: 28 | Train Loss: 0.142 | Train Acc: 95.31% | Test Loss: 0.830 | Test Acc: 79.41%
2025-04-27 23:30:01,941 - train - INFO - Epoch: 29 | Train Loss: 0.121 | Train Acc: 95.96% | Test Loss: 0.918 | Test Acc: 78.96%
2025-04-27 23:30:16,360 - train - INFO - Epoch: 30 | Train Loss: 0.106 | Train Acc: 96.39% | Test Loss: 0.844 | Test Acc: 80.24%
2025-04-27 23:30:37,075 - train - INFO - Epoch: 31 | Train Loss: 0.094 | Train Acc: 96.84% | Test Loss: 0.884 | Test Acc: 80.33%
2025-04-27 23:30:52,623 - train - INFO - Epoch: 32 | Train Loss: 0.081 | Train Acc: 97.26% | Test Loss: 0.812 | Test Acc: 80.78%
2025-04-27 23:31:11,844 - train - INFO - Epoch: 33 | Train Loss: 0.070 | Train Acc: 97.68% | Test Loss: 0.946 | Test Acc: 79.47%
2025-04-27 23:31:27,405 - train - INFO - Epoch: 34 | Train Loss: 0.057 | Train Acc: 98.10% | Test Loss: 0.727 | Test Acc: 82.64%
2025-04-27 23:31:47,908 - train - INFO - Epoch: 35 | Train Loss: 0.040 | Train Acc: 98.68% | Test Loss: 0.749 | Test Acc: 82.92%
2025-04-27 23:32:02,591 - train - INFO - Epoch: 36 | Train Loss: 0.030 | Train Acc: 99.02% | Test Loss: 0.760 | Test Acc: 82.94%
2025-04-27 23:32:22,655 - train - INFO - Epoch: 37 | Train Loss: 0.024 | Train Acc: 99.23% | Test Loss: 0.732 | Test Acc: 84.33%
2025-04-27 23:33:17,528 - train - INFO - Epoch: 38 | Train Loss: 0.013 | Train Acc: 99.55% | Test Loss: 0.708 | Test Acc: 84.73%
2025-04-27 23:33:36,670 - train - INFO - Epoch: 39 | Train Loss: 0.006 | Train Acc: 99.82% | Test Loss: 0.684 | Test Acc: 85.12%
2025-04-27 23:34:30,496 - train - INFO - Epoch: 40 | Train Loss: 0.002 | Train Acc: 99.98% | Test Loss: 0.658 | Test Acc: 85.91%
2025-04-27 23:35:27,154 - train - INFO - Epoch: 41 | Train Loss: 0.001 | Train Acc: 100.00% | Test Loss: 0.650 | Test Acc: 86.00%
2025-04-27 23:36:21,876 - train - INFO - Epoch: 42 | Train Loss: 0.001 | Train Acc: 100.00% | Test Loss: 0.645 | Test Acc: 86.06%
2025-04-27 23:36:40,775 - train - INFO - Epoch: 43 | Train Loss: 0.001 | Train Acc: 100.00% | Test Loss: 0.643 | Test Acc: 86.13%
2025-04-27 23:36:50,274 - train - INFO - Epoch: 44 | Train Loss: 0.001 | Train Acc: 100.00% | Test Loss: 0.641 | Test Acc: 86.22%
2025-04-27 23:37:03,641 - train - INFO - Epoch: 45 | Train Loss: 0.001 | Train Acc: 100.00% | Test Loss: 0.640 | Test Acc: 86.30%
2025-04-27 23:37:13,498 - train - INFO - Epoch: 46 | Train Loss: 0.001 | Train Acc: 100.00% | Test Loss: 0.639 | Test Acc: 86.31%
2025-04-27 23:37:26,694 - train - INFO - Epoch: 47 | Train Loss: 0.001 | Train Acc: 100.00% | Test Loss: 0.639 | Test Acc: 86.30%
2025-04-27 23:37:36,315 - train - INFO - Epoch: 48 | Train Loss: 0.001 | Train Acc: 100.00% | Test Loss: 0.639 | Test Acc: 86.30%
2025-04-27 23:37:49,004 - train - INFO - Epoch: 49 | Train Loss: 0.001 | Train Acc: 100.00% | Test Loss: 0.639 | Test Acc: 86.30%
2025-04-27 23:37:58,629 - train - INFO - Epoch: 50 | Train Loss: 0.001 | Train Acc: 100.00% | Test Loss: 0.639 | Test Acc: 86.30%
2025-04-27 23:38:01,952 - train - INFO - 训练完成!
|