File size: 6,646 Bytes
5abbc08 |
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 |
2025-04-20 22:30:49,258 - train - INFO - 开始训练 ResNet18
2025-04-20 22:30:49,258 - train - INFO - 总轮数: 50, 学习率: 0.1, 设备: cuda:0
2025-04-20 22:30:58,431 - train - INFO - Epoch: 1 | Train Loss: 2.161 | Train Acc: 14.70% | Test Loss: 1.926 | Test Acc: 20.37%
2025-04-20 22:31:24,807 - train - INFO - Epoch: 2 | Train Loss: 1.918 | Train Acc: 21.48% | Test Loss: 1.823 | Test Acc: 25.74%
2025-04-20 22:31:42,569 - train - INFO - Epoch: 3 | Train Loss: 1.769 | Train Acc: 31.12% | Test Loss: 1.636 | Test Acc: 37.95%
2025-04-20 22:31:51,680 - train - INFO - Epoch: 4 | Train Loss: 1.648 | Train Acc: 38.02% | Test Loss: 1.482 | Test Acc: 44.01%
2025-04-20 22:32:09,200 - train - INFO - Epoch: 5 | Train Loss: 1.546 | Train Acc: 43.36% | Test Loss: 1.427 | Test Acc: 47.83%
2025-04-20 22:32:18,023 - train - INFO - Epoch: 6 | Train Loss: 1.516 | Train Acc: 45.40% | Test Loss: 1.412 | Test Acc: 48.59%
2025-04-20 22:32:35,870 - train - INFO - Epoch: 7 | Train Loss: 1.488 | Train Acc: 46.84% | Test Loss: 1.364 | Test Acc: 52.15%
2025-04-20 22:32:44,809 - train - INFO - Epoch: 8 | Train Loss: 1.454 | Train Acc: 48.74% | Test Loss: 1.473 | Test Acc: 45.79%
2025-04-20 22:33:02,723 - train - INFO - Epoch: 9 | Train Loss: 1.427 | Train Acc: 49.36% | Test Loss: 1.328 | Test Acc: 53.09%
2025-04-20 22:33:11,470 - train - INFO - Epoch: 10 | Train Loss: 1.402 | Train Acc: 50.71% | Test Loss: 1.328 | Test Acc: 52.58%
2025-04-20 22:33:29,220 - train - INFO - Epoch: 11 | Train Loss: 1.409 | Train Acc: 50.42% | Test Loss: 1.412 | Test Acc: 51.56%
2025-04-20 22:33:37,971 - train - INFO - Epoch: 12 | Train Loss: 1.389 | Train Acc: 51.49% | Test Loss: 1.318 | Test Acc: 53.87%
2025-04-20 22:33:55,910 - train - INFO - Epoch: 13 | Train Loss: 1.361 | Train Acc: 52.48% | Test Loss: 1.199 | Test Acc: 58.47%
2025-04-20 22:34:04,625 - train - INFO - Epoch: 14 | Train Loss: 1.353 | Train Acc: 53.20% | Test Loss: 1.273 | Test Acc: 55.53%
2025-04-20 22:34:22,164 - train - INFO - Epoch: 15 | Train Loss: 1.323 | Train Acc: 54.34% | Test Loss: 1.314 | Test Acc: 54.57%
2025-04-20 22:34:30,837 - train - INFO - Epoch: 16 | Train Loss: 1.324 | Train Acc: 54.35% | Test Loss: 1.279 | Test Acc: 54.74%
2025-04-20 22:34:48,474 - train - INFO - Epoch: 17 | Train Loss: 1.276 | Train Acc: 55.85% | Test Loss: 1.191 | Test Acc: 59.16%
2025-04-20 22:34:57,196 - train - INFO - Epoch: 18 | Train Loss: 1.288 | Train Acc: 55.52% | Test Loss: 1.204 | Test Acc: 59.22%
2025-04-20 22:35:14,825 - train - INFO - Epoch: 19 | Train Loss: 1.244 | Train Acc: 57.39% | Test Loss: 1.187 | Test Acc: 59.58%
2025-04-20 22:35:23,433 - train - INFO - Epoch: 20 | Train Loss: 1.216 | Train Acc: 58.34% | Test Loss: 1.156 | Test Acc: 59.50%
2025-04-20 22:35:41,190 - train - INFO - Epoch: 21 | Train Loss: 1.192 | Train Acc: 59.02% | Test Loss: 1.101 | Test Acc: 61.26%
2025-04-20 22:35:50,132 - train - INFO - Epoch: 22 | Train Loss: 1.156 | Train Acc: 60.11% | Test Loss: 1.083 | Test Acc: 63.46%
2025-04-20 22:36:07,549 - train - INFO - Epoch: 23 | Train Loss: 1.141 | Train Acc: 60.82% | Test Loss: 1.073 | Test Acc: 62.16%
2025-04-20 22:36:16,384 - train - INFO - Epoch: 24 | Train Loss: 1.104 | Train Acc: 61.99% | Test Loss: 1.027 | Test Acc: 64.94%
2025-04-20 22:36:33,980 - train - INFO - Epoch: 25 | Train Loss: 1.091 | Train Acc: 62.73% | Test Loss: 1.065 | Test Acc: 64.29%
2025-04-20 22:36:42,623 - train - INFO - Epoch: 26 | Train Loss: 1.075 | Train Acc: 62.83% | Test Loss: 1.126 | Test Acc: 61.14%
2025-04-20 22:37:00,250 - train - INFO - Epoch: 27 | Train Loss: 1.050 | Train Acc: 63.80% | Test Loss: 0.987 | Test Acc: 67.20%
2025-04-20 22:37:08,989 - train - INFO - Epoch: 28 | Train Loss: 1.023 | Train Acc: 65.04% | Test Loss: 1.041 | Test Acc: 64.87%
2025-04-20 22:37:26,736 - train - INFO - Epoch: 29 | Train Loss: 0.997 | Train Acc: 65.85% | Test Loss: 0.899 | Test Acc: 69.80%
2025-04-20 22:37:35,874 - train - INFO - Epoch: 30 | Train Loss: 0.970 | Train Acc: 66.58% | Test Loss: 0.878 | Test Acc: 70.70%
2025-04-20 22:37:53,379 - train - INFO - Epoch: 31 | Train Loss: 0.952 | Train Acc: 67.29% | Test Loss: 0.972 | Test Acc: 67.10%
2025-04-20 22:38:02,202 - train - INFO - Epoch: 32 | Train Loss: 0.923 | Train Acc: 68.11% | Test Loss: 1.043 | Test Acc: 64.96%
2025-04-20 22:38:19,928 - train - INFO - Epoch: 33 | Train Loss: 0.910 | Train Acc: 68.56% | Test Loss: 0.917 | Test Acc: 68.69%
2025-04-20 22:38:28,740 - train - INFO - Epoch: 34 | Train Loss: 0.880 | Train Acc: 69.70% | Test Loss: 0.888 | Test Acc: 69.37%
2025-04-20 22:38:46,322 - train - INFO - Epoch: 35 | Train Loss: 0.859 | Train Acc: 70.25% | Test Loss: 0.847 | Test Acc: 70.90%
2025-04-20 22:38:55,196 - train - INFO - Epoch: 36 | Train Loss: 0.842 | Train Acc: 70.89% | Test Loss: 0.855 | Test Acc: 71.19%
2025-04-20 22:39:12,894 - train - INFO - Epoch: 37 | Train Loss: 0.817 | Train Acc: 71.62% | Test Loss: 0.809 | Test Acc: 71.78%
2025-04-20 22:39:21,580 - train - INFO - Epoch: 38 | Train Loss: 0.797 | Train Acc: 72.18% | Test Loss: 0.772 | Test Acc: 73.55%
2025-04-20 22:39:39,299 - train - INFO - Epoch: 39 | Train Loss: 0.774 | Train Acc: 72.96% | Test Loss: 0.784 | Test Acc: 73.21%
2025-04-20 22:39:48,391 - train - INFO - Epoch: 40 | Train Loss: 0.761 | Train Acc: 73.47% | Test Loss: 0.734 | Test Acc: 74.32%
2025-04-20 22:40:05,810 - train - INFO - Epoch: 41 | Train Loss: 0.737 | Train Acc: 74.45% | Test Loss: 0.757 | Test Acc: 73.76%
2025-04-20 22:40:14,505 - train - INFO - Epoch: 42 | Train Loss: 0.724 | Train Acc: 74.75% | Test Loss: 0.742 | Test Acc: 74.64%
2025-04-20 22:40:32,154 - train - INFO - Epoch: 43 | Train Loss: 0.701 | Train Acc: 75.30% | Test Loss: 0.714 | Test Acc: 74.76%
2025-04-20 22:40:40,902 - train - INFO - Epoch: 44 | Train Loss: 0.688 | Train Acc: 76.00% | Test Loss: 0.712 | Test Acc: 75.85%
2025-04-20 22:40:58,568 - train - INFO - Epoch: 45 | Train Loss: 0.674 | Train Acc: 76.56% | Test Loss: 0.706 | Test Acc: 75.58%
2025-04-20 22:41:07,409 - train - INFO - Epoch: 46 | Train Loss: 0.659 | Train Acc: 76.81% | Test Loss: 0.691 | Test Acc: 76.30%
2025-04-20 22:41:25,266 - train - INFO - Epoch: 47 | Train Loss: 0.648 | Train Acc: 77.46% | Test Loss: 0.703 | Test Acc: 75.82%
2025-04-20 22:41:34,059 - train - INFO - Epoch: 48 | Train Loss: 0.647 | Train Acc: 77.31% | Test Loss: 0.689 | Test Acc: 76.27%
2025-04-20 22:41:51,345 - train - INFO - Epoch: 49 | Train Loss: 0.637 | Train Acc: 77.74% | Test Loss: 0.683 | Test Acc: 76.37%
2025-04-20 22:42:00,041 - train - INFO - Epoch: 50 | Train Loss: 0.634 | Train Acc: 77.67% | Test Loss: 0.678 | Test Acc: 76.52%
2025-04-20 22:42:08,865 - train - INFO - 训练完成!
|