| 2025-03-14 19:11:19,427 - train - INFO - 开始训练 mobilenetv2 | |
| 2025-03-14 19:11:19,427 - train - INFO - 总轮数: 50, 学习率: 0.1, 设备: cuda:2 | |
| 2025-03-14 19:11:20,317 - train - INFO - Epoch: 1 | Batch: 0 | Loss: 2.330 | Acc: 12.50% | |
| 2025-03-14 19:11:23,601 - train - INFO - Epoch: 1 | Batch: 100 | Loss: 2.303 | Acc: 23.39% | |
| 2025-03-14 19:11:27,090 - train - INFO - Epoch: 1 | Batch: 200 | Loss: 1.979 | Acc: 30.59% | |
| 2025-03-14 19:11:30,570 - train - INFO - Epoch: 1 | Batch: 300 | Loss: 1.814 | Acc: 35.40% | |
| 2025-03-14 19:11:35,652 - train - INFO - Epoch: 1 | Test Loss: 1.265 | Test Acc: 54.20% | |
| 2025-03-14 19:11:36,111 - train - INFO - Epoch: 2 | Batch: 0 | Loss: 1.408 | Acc: 50.00% | |
| 2025-03-14 19:11:39,787 - train - INFO - Epoch: 2 | Batch: 100 | Loss: 1.257 | Acc: 54.22% | |
| 2025-03-14 19:11:43,553 - train - INFO - Epoch: 2 | Batch: 200 | Loss: 1.201 | Acc: 56.56% | |
| 2025-03-14 19:11:47,009 - train - INFO - Epoch: 2 | Batch: 300 | Loss: 1.161 | Acc: 58.18% | |
| 2025-03-14 19:11:51,725 - train - INFO - Epoch: 2 | Test Loss: 1.035 | Test Acc: 62.88% | |
| 2025-03-14 19:12:01,997 - train - INFO - Epoch: 3 | Batch: 0 | Loss: 0.862 | Acc: 62.50% | |
| 2025-03-14 19:12:05,402 - train - INFO - Epoch: 3 | Batch: 100 | Loss: 0.967 | Acc: 65.53% | |
| 2025-03-14 19:12:09,177 - train - INFO - Epoch: 3 | Batch: 200 | Loss: 0.951 | Acc: 66.04% | |
| 2025-03-14 19:12:12,828 - train - INFO - Epoch: 3 | Batch: 300 | Loss: 0.927 | Acc: 66.98% | |
| 2025-03-14 19:12:17,300 - train - INFO - Epoch: 3 | Test Loss: 1.029 | Test Acc: 63.78% | |
| 2025-03-14 19:12:17,550 - train - INFO - Epoch: 4 | Batch: 0 | Loss: 0.808 | Acc: 71.88% | |
| 2025-03-14 19:12:20,736 - train - INFO - Epoch: 4 | Batch: 100 | Loss: 0.824 | Acc: 70.96% | |
| 2025-03-14 19:12:24,141 - train - INFO - Epoch: 4 | Batch: 200 | Loss: 0.810 | Acc: 71.45% | |
| 2025-03-14 19:12:27,501 - train - INFO - Epoch: 4 | Batch: 300 | Loss: 0.794 | Acc: 72.10% | |
| 2025-03-14 19:12:32,221 - train - INFO - Epoch: 4 | Test Loss: 0.825 | Test Acc: 72.32% | |
| 2025-03-14 19:12:42,730 - train - INFO - Epoch: 5 | Batch: 0 | Loss: 0.603 | Acc: 78.91% | |
| 2025-03-14 19:12:45,931 - train - INFO - Epoch: 5 | Batch: 100 | Loss: 0.722 | Acc: 74.88% | |
| 2025-03-14 19:12:49,350 - train - INFO - Epoch: 5 | Batch: 200 | Loss: 0.720 | Acc: 75.03% | |
| 2025-03-14 19:12:52,768 - train - INFO - Epoch: 5 | Batch: 300 | Loss: 0.710 | Acc: 75.50% | |
| 2025-03-14 19:12:57,542 - train - INFO - Epoch: 5 | Test Loss: 0.833 | Test Acc: 71.99% | |
| 2025-03-14 19:12:57,797 - train - INFO - Epoch: 6 | Batch: 0 | Loss: 0.766 | Acc: 74.22% | |
| 2025-03-14 19:13:01,161 - train - INFO - Epoch: 6 | Batch: 100 | Loss: 0.666 | Acc: 76.72% | |
| 2025-03-14 19:13:04,549 - train - INFO - Epoch: 6 | Batch: 200 | Loss: 0.660 | Acc: 77.04% | |
| 2025-03-14 19:13:07,812 - train - INFO - Epoch: 6 | Batch: 300 | Loss: 0.663 | Acc: 76.98% | |
| 2025-03-14 19:13:12,288 - train - INFO - Epoch: 6 | Test Loss: 0.724 | Test Acc: 74.58% | |
| 2025-03-14 19:13:25,152 - train - INFO - Epoch: 7 | Batch: 0 | Loss: 0.630 | Acc: 79.69% | |
| 2025-03-14 19:13:28,605 - train - INFO - Epoch: 7 | Batch: 100 | Loss: 0.623 | Acc: 78.57% | |
| 2025-03-14 19:13:32,366 - train - INFO - Epoch: 7 | Batch: 200 | Loss: 0.638 | Acc: 77.99% | |
| 2025-03-14 19:13:36,038 - train - INFO - Epoch: 7 | Batch: 300 | Loss: 0.631 | Acc: 78.20% | |
| 2025-03-14 19:13:41,282 - train - INFO - Epoch: 7 | Test Loss: 0.963 | Test Acc: 68.62% | |
| 2025-03-14 19:13:41,552 - train - INFO - Epoch: 8 | Batch: 0 | Loss: 0.673 | Acc: 78.12% | |
| 2025-03-14 19:13:45,270 - train - INFO - Epoch: 8 | Batch: 100 | Loss: 0.606 | Acc: 79.20% | |
| 2025-03-14 19:13:48,786 - train - INFO - Epoch: 8 | Batch: 200 | Loss: 0.615 | Acc: 78.93% | |
| 2025-03-14 19:13:52,459 - train - INFO - Epoch: 8 | Batch: 300 | Loss: 0.620 | Acc: 78.70% | |
| 2025-03-14 19:13:57,441 - train - INFO - Epoch: 8 | Test Loss: 0.655 | Test Acc: 77.30% | |
| 2025-03-14 19:14:10,767 - train - INFO - Epoch: 9 | Batch: 0 | Loss: 0.690 | Acc: 80.47% | |
| 2025-03-14 19:14:14,075 - train - INFO - Epoch: 9 | Batch: 100 | Loss: 0.602 | Acc: 79.42% | |
| 2025-03-14 19:14:17,467 - train - INFO - Epoch: 9 | Batch: 200 | Loss: 0.607 | Acc: 79.26% | |
| 2025-03-14 19:14:20,940 - train - INFO - Epoch: 9 | Batch: 300 | Loss: 0.607 | Acc: 79.31% | |
| 2025-03-14 19:14:25,541 - train - INFO - Epoch: 9 | Test Loss: 0.622 | Test Acc: 79.21% | |
| 2025-03-14 19:14:25,765 - train - INFO - Epoch: 10 | Batch: 0 | Loss: 0.394 | Acc: 86.72% | |
| 2025-03-14 19:14:29,121 - train - INFO - Epoch: 10 | Batch: 100 | Loss: 0.586 | Acc: 79.70% | |
| 2025-03-14 19:14:32,474 - train - INFO - Epoch: 10 | Batch: 200 | Loss: 0.587 | Acc: 79.66% | |
| 2025-03-14 19:14:35,807 - train - INFO - Epoch: 10 | Batch: 300 | Loss: 0.589 | Acc: 79.61% | |
| 2025-03-14 19:14:40,391 - train - INFO - Epoch: 10 | Test Loss: 0.717 | Test Acc: 75.08% | |
| 2025-03-14 19:14:50,628 - train - INFO - Epoch: 11 | Batch: 0 | Loss: 0.578 | Acc: 76.56% | |
| 2025-03-14 19:14:53,929 - train - INFO - Epoch: 11 | Batch: 100 | Loss: 0.577 | Acc: 80.41% | |
| 2025-03-14 19:14:57,164 - train - INFO - Epoch: 11 | Batch: 200 | Loss: 0.587 | Acc: 79.88% | |
| 2025-03-14 19:15:00,325 - train - INFO - Epoch: 11 | Batch: 300 | Loss: 0.590 | Acc: 79.67% | |
| 2025-03-14 19:15:04,893 - train - INFO - Epoch: 11 | Test Loss: 0.754 | Test Acc: 75.76% | |
| 2025-03-14 19:15:05,135 - train - INFO - Epoch: 12 | Batch: 0 | Loss: 0.529 | Acc: 80.47% | |
| 2025-03-14 19:15:08,549 - train - INFO - Epoch: 12 | Batch: 100 | Loss: 0.582 | Acc: 80.02% | |
| 2025-03-14 19:15:11,951 - train - INFO - Epoch: 12 | Batch: 200 | Loss: 0.589 | Acc: 79.85% | |
| 2025-03-14 19:15:15,202 - train - INFO - Epoch: 12 | Batch: 300 | Loss: 0.591 | Acc: 79.87% | |
| 2025-03-14 19:15:19,885 - train - INFO - Epoch: 12 | Test Loss: 0.675 | Test Acc: 77.78% | |
| 2025-03-14 19:15:29,952 - train - INFO - Epoch: 13 | Batch: 0 | Loss: 0.597 | Acc: 79.69% | |
| 2025-03-14 19:15:33,505 - train - INFO - Epoch: 13 | Batch: 100 | Loss: 0.561 | Acc: 80.87% | |
| 2025-03-14 19:15:36,785 - train - INFO - Epoch: 13 | Batch: 200 | Loss: 0.572 | Acc: 80.45% | |
| 2025-03-14 19:15:40,222 - train - INFO - Epoch: 13 | Batch: 300 | Loss: 0.581 | Acc: 80.12% | |
| 2025-03-14 19:15:45,033 - train - INFO - Epoch: 13 | Test Loss: 0.746 | Test Acc: 75.29% | |
| 2025-03-14 19:15:45,295 - train - INFO - Epoch: 14 | Batch: 0 | Loss: 0.613 | Acc: 76.56% | |
| 2025-03-14 19:15:48,607 - train - INFO - Epoch: 14 | Batch: 100 | Loss: 0.578 | Acc: 80.31% | |
| 2025-03-14 19:15:51,981 - train - INFO - Epoch: 14 | Batch: 200 | Loss: 0.582 | Acc: 79.94% | |
| 2025-03-14 19:15:55,185 - train - INFO - Epoch: 14 | Batch: 300 | Loss: 0.585 | Acc: 79.87% | |
| 2025-03-14 19:15:59,735 - train - INFO - Epoch: 14 | Test Loss: 0.694 | Test Acc: 76.38% | |
| 2025-03-14 19:16:10,825 - train - INFO - Epoch: 15 | Batch: 0 | Loss: 0.779 | Acc: 72.66% | |
| 2025-03-14 19:16:14,400 - train - INFO - Epoch: 15 | Batch: 100 | Loss: 0.583 | Acc: 80.01% | |
| 2025-03-14 19:16:17,644 - train - INFO - Epoch: 15 | Batch: 200 | Loss: 0.582 | Acc: 79.78% | |
| 2025-03-14 19:16:20,887 - train - INFO - Epoch: 15 | Batch: 300 | Loss: 0.586 | Acc: 79.85% | |
| 2025-03-14 19:16:25,746 - train - INFO - Epoch: 15 | Test Loss: 0.814 | Test Acc: 72.75% | |
| 2025-03-14 19:16:26,012 - train - INFO - Epoch: 16 | Batch: 0 | Loss: 0.551 | Acc: 79.69% | |
| 2025-03-14 19:16:29,423 - train - INFO - Epoch: 16 | Batch: 100 | Loss: 0.572 | Acc: 80.21% | |
| 2025-03-14 19:16:33,052 - train - INFO - Epoch: 16 | Batch: 200 | Loss: 0.578 | Acc: 79.84% | |
| 2025-03-14 19:16:37,076 - train - INFO - Epoch: 16 | Batch: 300 | Loss: 0.576 | Acc: 79.97% | |
| 2025-03-14 19:16:43,123 - train - INFO - Epoch: 16 | Test Loss: 0.853 | Test Acc: 72.56% | |
| 2025-03-14 19:16:54,068 - train - INFO - Epoch: 17 | Batch: 0 | Loss: 0.480 | Acc: 84.38% | |
| 2025-03-14 19:16:57,365 - train - INFO - Epoch: 17 | Batch: 100 | Loss: 0.576 | Acc: 80.03% | |
| 2025-03-14 19:17:00,641 - train - INFO - Epoch: 17 | Batch: 200 | Loss: 0.578 | Acc: 80.05% | |
| 2025-03-14 19:17:04,064 - train - INFO - Epoch: 17 | Batch: 300 | Loss: 0.580 | Acc: 79.99% | |
| 2025-03-14 19:17:08,620 - train - INFO - Epoch: 17 | Test Loss: 0.760 | Test Acc: 74.37% | |
| 2025-03-14 19:17:08,909 - train - INFO - Epoch: 18 | Batch: 0 | Loss: 0.640 | Acc: 78.91% | |
| 2025-03-14 19:17:12,601 - train - INFO - Epoch: 18 | Batch: 100 | Loss: 0.554 | Acc: 80.94% | |
| 2025-03-14 19:17:15,904 - train - INFO - Epoch: 18 | Batch: 200 | Loss: 0.565 | Acc: 80.53% | |
| 2025-03-14 19:17:19,195 - train - INFO - Epoch: 18 | Batch: 300 | Loss: 0.570 | Acc: 80.35% | |
| 2025-03-14 19:17:23,385 - train - INFO - Epoch: 18 | Test Loss: 0.766 | Test Acc: 74.48% | |
| 2025-03-14 19:17:33,584 - train - INFO - Epoch: 19 | Batch: 0 | Loss: 0.588 | Acc: 79.69% | |
| 2025-03-14 19:17:37,060 - train - INFO - Epoch: 19 | Batch: 100 | Loss: 0.572 | Acc: 80.45% | |
| 2025-03-14 19:17:40,342 - train - INFO - Epoch: 19 | Batch: 200 | Loss: 0.576 | Acc: 80.27% | |
| 2025-03-14 19:17:43,640 - train - INFO - Epoch: 19 | Batch: 300 | Loss: 0.575 | Acc: 80.28% | |
| 2025-03-14 19:17:48,326 - train - INFO - Epoch: 19 | Test Loss: 0.824 | Test Acc: 71.09% | |
| 2025-03-14 19:17:48,544 - train - INFO - Epoch: 20 | Batch: 0 | Loss: 0.648 | Acc: 77.34% | |
| 2025-03-14 19:17:51,917 - train - INFO - Epoch: 20 | Batch: 100 | Loss: 0.574 | Acc: 80.30% | |
| 2025-03-14 19:17:55,234 - train - INFO - Epoch: 20 | Batch: 200 | Loss: 0.565 | Acc: 80.65% | |
| 2025-03-14 19:17:58,743 - train - INFO - Epoch: 20 | Batch: 300 | Loss: 0.568 | Acc: 80.53% | |
| 2025-03-14 19:18:04,133 - train - INFO - Epoch: 20 | Test Loss: 0.805 | Test Acc: 74.42% | |
| 2025-03-14 19:18:14,312 - train - INFO - Epoch: 21 | Batch: 0 | Loss: 0.571 | Acc: 81.25% | |
| 2025-03-14 19:18:17,780 - train - INFO - Epoch: 21 | Batch: 100 | Loss: 0.552 | Acc: 81.03% | |
| 2025-03-14 19:18:21,057 - train - INFO - Epoch: 21 | Batch: 200 | Loss: 0.568 | Acc: 80.52% | |
| 2025-03-14 19:18:24,568 - train - INFO - Epoch: 21 | Batch: 300 | Loss: 0.566 | Acc: 80.57% | |
| 2025-03-14 19:18:28,874 - train - INFO - Epoch: 21 | Test Loss: 0.707 | Test Acc: 75.96% | |
| 2025-03-14 19:18:29,089 - train - INFO - Epoch: 22 | Batch: 0 | Loss: 0.570 | Acc: 79.69% | |
| 2025-03-14 19:18:32,351 - train - INFO - Epoch: 22 | Batch: 100 | Loss: 0.578 | Acc: 80.07% | |
| 2025-03-14 19:18:35,507 - train - INFO - Epoch: 22 | Batch: 200 | Loss: 0.579 | Acc: 80.19% | |
| 2025-03-14 19:18:38,788 - train - INFO - Epoch: 22 | Batch: 300 | Loss: 0.572 | Acc: 80.46% | |
| 2025-03-14 19:18:43,080 - train - INFO - Epoch: 22 | Test Loss: 0.783 | Test Acc: 75.22% | |
| 2025-03-14 19:18:53,647 - train - INFO - Epoch: 23 | Batch: 0 | Loss: 0.549 | Acc: 79.69% | |
| 2025-03-14 19:18:56,905 - train - INFO - Epoch: 23 | Batch: 100 | Loss: 0.577 | Acc: 80.32% | |
| 2025-03-14 19:19:00,204 - train - INFO - Epoch: 23 | Batch: 200 | Loss: 0.566 | Acc: 80.55% | |
| 2025-03-14 19:19:03,440 - train - INFO - Epoch: 23 | Batch: 300 | Loss: 0.565 | Acc: 80.69% | |
| 2025-03-14 19:19:07,915 - train - INFO - Epoch: 23 | Test Loss: 0.851 | Test Acc: 72.49% | |
| 2025-03-14 19:19:08,129 - train - INFO - Epoch: 24 | Batch: 0 | Loss: 0.640 | Acc: 78.12% | |
| 2025-03-14 19:19:11,393 - train - INFO - Epoch: 24 | Batch: 100 | Loss: 0.561 | Acc: 80.89% | |
| 2025-03-14 19:19:14,726 - train - INFO - Epoch: 24 | Batch: 200 | Loss: 0.563 | Acc: 80.83% | |
| 2025-03-14 19:19:17,930 - train - INFO - Epoch: 24 | Batch: 300 | Loss: 0.567 | Acc: 80.77% | |
| 2025-03-14 19:19:22,468 - train - INFO - Epoch: 24 | Test Loss: 0.710 | Test Acc: 75.41% | |
| 2025-03-14 19:19:32,962 - train - INFO - Epoch: 25 | Batch: 0 | Loss: 0.653 | Acc: 73.44% | |
| 2025-03-14 19:19:36,576 - train - INFO - Epoch: 25 | Batch: 100 | Loss: 0.568 | Acc: 80.31% | |
| 2025-03-14 19:19:40,003 - train - INFO - Epoch: 25 | Batch: 200 | Loss: 0.561 | Acc: 80.63% | |
| 2025-03-14 19:19:43,294 - train - INFO - Epoch: 25 | Batch: 300 | Loss: 0.563 | Acc: 80.62% | |
| 2025-03-14 19:19:47,955 - train - INFO - Epoch: 25 | Test Loss: 0.686 | Test Acc: 76.73% | |
| 2025-03-14 19:19:48,195 - train - INFO - Epoch: 26 | Batch: 0 | Loss: 0.549 | Acc: 81.25% | |
| 2025-03-14 19:19:51,479 - train - INFO - Epoch: 26 | Batch: 100 | Loss: 0.565 | Acc: 80.76% | |
| 2025-03-14 19:19:54,801 - train - INFO - Epoch: 26 | Batch: 200 | Loss: 0.556 | Acc: 80.96% | |
| 2025-03-14 19:19:58,099 - train - INFO - Epoch: 26 | Batch: 300 | Loss: 0.562 | Acc: 80.86% | |
| 2025-03-14 19:20:02,827 - train - INFO - Epoch: 26 | Test Loss: 0.780 | Test Acc: 75.01% | |
| 2025-03-14 19:20:14,115 - train - INFO - Epoch: 27 | Batch: 0 | Loss: 0.666 | Acc: 77.34% | |
| 2025-03-14 19:20:17,565 - train - INFO - Epoch: 27 | Batch: 100 | Loss: 0.555 | Acc: 80.69% | |
| 2025-03-14 19:20:20,973 - train - INFO - Epoch: 27 | Batch: 200 | Loss: 0.558 | Acc: 80.66% | |
| 2025-03-14 19:20:24,381 - train - INFO - Epoch: 27 | Batch: 300 | Loss: 0.559 | Acc: 80.65% | |
| 2025-03-14 19:20:29,009 - train - INFO - Epoch: 27 | Test Loss: 0.617 | Test Acc: 78.93% | |
| 2025-03-14 19:20:29,367 - train - INFO - Epoch: 28 | Batch: 0 | Loss: 0.512 | Acc: 78.91% | |
| 2025-03-14 19:20:32,831 - train - INFO - Epoch: 28 | Batch: 100 | Loss: 0.571 | Acc: 80.22% | |
| 2025-03-14 19:20:36,500 - train - INFO - Epoch: 28 | Batch: 200 | Loss: 0.564 | Acc: 80.50% | |
| 2025-03-14 19:20:40,194 - train - INFO - Epoch: 28 | Batch: 300 | Loss: 0.556 | Acc: 80.87% | |
| 2025-03-14 19:20:45,270 - train - INFO - Epoch: 28 | Test Loss: 0.736 | Test Acc: 75.08% | |
| 2025-03-14 19:20:58,183 - train - INFO - Epoch: 29 | Batch: 0 | Loss: 0.505 | Acc: 85.94% | |
| 2025-03-14 19:21:01,637 - train - INFO - Epoch: 29 | Batch: 100 | Loss: 0.557 | Acc: 81.06% | |
| 2025-03-14 19:21:05,001 - train - INFO - Epoch: 29 | Batch: 200 | Loss: 0.558 | Acc: 80.96% | |
| 2025-03-14 19:21:08,287 - train - INFO - Epoch: 29 | Batch: 300 | Loss: 0.557 | Acc: 81.07% | |
| 2025-03-14 19:21:13,197 - train - INFO - Epoch: 29 | Test Loss: 0.658 | Test Acc: 77.70% | |
| 2025-03-14 19:21:13,435 - train - INFO - Epoch: 30 | Batch: 0 | Loss: 0.546 | Acc: 81.25% | |
| 2025-03-14 19:21:16,848 - train - INFO - Epoch: 30 | Batch: 100 | Loss: 0.547 | Acc: 81.18% | |
| 2025-03-14 19:21:20,474 - train - INFO - Epoch: 30 | Batch: 200 | Loss: 0.551 | Acc: 81.00% | |
| 2025-03-14 19:21:24,104 - train - INFO - Epoch: 30 | Batch: 300 | Loss: 0.554 | Acc: 80.96% | |
| 2025-03-14 19:21:29,008 - train - INFO - Epoch: 30 | Test Loss: 0.636 | Test Acc: 78.32% | |
| 2025-03-14 19:21:40,494 - train - INFO - Epoch: 31 | Batch: 0 | Loss: 0.576 | Acc: 80.47% | |
| 2025-03-14 19:21:44,188 - train - INFO - Epoch: 31 | Batch: 100 | Loss: 0.529 | Acc: 81.79% | |
| 2025-03-14 19:21:47,530 - train - INFO - Epoch: 31 | Batch: 200 | Loss: 0.546 | Acc: 81.08% | |
| 2025-03-14 19:21:51,213 - train - INFO - Epoch: 31 | Batch: 300 | Loss: 0.553 | Acc: 80.88% | |
| 2025-03-14 19:21:56,449 - train - INFO - Epoch: 31 | Test Loss: 0.725 | Test Acc: 75.97% | |
| 2025-03-14 19:21:56,951 - train - INFO - Epoch: 32 | Batch: 0 | Loss: 0.451 | Acc: 82.81% | |
| 2025-03-14 19:22:00,533 - train - INFO - Epoch: 32 | Batch: 100 | Loss: 0.558 | Acc: 80.70% | |
| 2025-03-14 19:22:03,999 - train - INFO - Epoch: 32 | Batch: 200 | Loss: 0.549 | Acc: 81.02% | |
| 2025-03-14 19:22:07,266 - train - INFO - Epoch: 32 | Batch: 300 | Loss: 0.552 | Acc: 81.02% | |
| 2025-03-14 19:22:12,365 - train - INFO - Epoch: 32 | Test Loss: 0.671 | Test Acc: 77.87% | |
| 2025-03-14 19:22:22,767 - train - INFO - Epoch: 33 | Batch: 0 | Loss: 0.545 | Acc: 81.25% | |
| 2025-03-14 19:22:26,261 - train - INFO - Epoch: 33 | Batch: 100 | Loss: 0.547 | Acc: 81.26% | |
| 2025-03-14 19:22:29,835 - train - INFO - Epoch: 33 | Batch: 200 | Loss: 0.538 | Acc: 81.65% | |
| 2025-03-14 19:22:33,299 - train - INFO - Epoch: 33 | Batch: 300 | Loss: 0.548 | Acc: 81.28% | |
| 2025-03-14 19:22:38,258 - train - INFO - Epoch: 33 | Test Loss: 0.673 | Test Acc: 76.89% | |
| 2025-03-14 19:22:38,483 - train - INFO - Epoch: 34 | Batch: 0 | Loss: 0.499 | Acc: 85.16% | |
| 2025-03-14 19:22:41,947 - train - INFO - Epoch: 34 | Batch: 100 | Loss: 0.543 | Acc: 81.47% | |
| 2025-03-14 19:22:45,218 - train - INFO - Epoch: 34 | Batch: 200 | Loss: 0.546 | Acc: 81.37% | |
| 2025-03-14 19:22:48,486 - train - INFO - Epoch: 34 | Batch: 300 | Loss: 0.546 | Acc: 81.26% | |
| 2025-03-14 19:22:53,051 - train - INFO - Epoch: 34 | Test Loss: 0.737 | Test Acc: 75.76% | |
| 2025-03-14 19:23:05,704 - train - INFO - Epoch: 35 | Batch: 0 | Loss: 0.463 | Acc: 86.72% | |
| 2025-03-14 19:23:09,592 - train - INFO - Epoch: 35 | Batch: 100 | Loss: 0.539 | Acc: 81.39% | |
| 2025-03-14 19:23:13,217 - train - INFO - Epoch: 35 | Batch: 200 | Loss: 0.551 | Acc: 80.96% | |
| 2025-03-14 19:23:16,660 - train - INFO - Epoch: 35 | Batch: 300 | Loss: 0.545 | Acc: 81.19% | |
| 2025-03-14 19:23:20,993 - train - INFO - Epoch: 35 | Test Loss: 0.622 | Test Acc: 78.84% | |
| 2025-03-14 19:23:21,202 - train - INFO - Epoch: 36 | Batch: 0 | Loss: 0.661 | Acc: 79.69% | |
| 2025-03-14 19:23:24,564 - train - INFO - Epoch: 36 | Batch: 100 | Loss: 0.529 | Acc: 81.60% | |
| 2025-03-14 19:23:27,994 - train - INFO - Epoch: 36 | Batch: 200 | Loss: 0.541 | Acc: 81.20% | |
| 2025-03-14 19:23:31,448 - train - INFO - Epoch: 36 | Batch: 300 | Loss: 0.547 | Acc: 81.09% | |
| 2025-03-14 19:23:36,527 - train - INFO - Epoch: 36 | Test Loss: 0.837 | Test Acc: 72.92% | |
| 2025-03-14 19:23:48,459 - train - INFO - Epoch: 37 | Batch: 0 | Loss: 0.398 | Acc: 85.16% | |
| 2025-03-14 19:23:52,074 - train - INFO - Epoch: 37 | Batch: 100 | Loss: 0.538 | Acc: 81.60% | |
| 2025-03-14 19:23:55,347 - train - INFO - Epoch: 37 | Batch: 200 | Loss: 0.548 | Acc: 81.17% | |
| 2025-03-14 19:23:58,518 - train - INFO - Epoch: 37 | Batch: 300 | Loss: 0.550 | Acc: 81.06% | |
| 2025-03-14 19:24:03,051 - train - INFO - Epoch: 37 | Test Loss: 0.723 | Test Acc: 75.81% | |
| 2025-03-14 19:24:03,335 - train - INFO - Epoch: 38 | Batch: 0 | Loss: 0.533 | Acc: 81.25% | |
| 2025-03-14 19:24:06,812 - train - INFO - Epoch: 38 | Batch: 100 | Loss: 0.536 | Acc: 81.82% | |
| 2025-03-14 19:24:10,217 - train - INFO - Epoch: 38 | Batch: 200 | Loss: 0.544 | Acc: 81.40% | |
| 2025-03-14 19:24:13,569 - train - INFO - Epoch: 38 | Batch: 300 | Loss: 0.547 | Acc: 81.25% | |
| 2025-03-14 19:24:17,939 - train - INFO - Epoch: 38 | Test Loss: 0.590 | Test Acc: 79.82% | |
| 2025-03-14 19:24:28,511 - train - INFO - Epoch: 39 | Batch: 0 | Loss: 0.561 | Acc: 80.47% | |
| 2025-03-14 19:24:31,759 - train - INFO - Epoch: 39 | Batch: 100 | Loss: 0.546 | Acc: 81.30% | |
| 2025-03-14 19:24:35,014 - train - INFO - Epoch: 39 | Batch: 200 | Loss: 0.537 | Acc: 81.60% | |
| 2025-03-14 19:24:38,163 - train - INFO - Epoch: 39 | Batch: 300 | Loss: 0.540 | Acc: 81.43% | |
| 2025-03-14 19:24:42,444 - train - INFO - Epoch: 39 | Test Loss: 0.727 | Test Acc: 75.61% | |
| 2025-03-14 19:24:42,654 - train - INFO - Epoch: 40 | Batch: 0 | Loss: 0.580 | Acc: 80.47% | |
| 2025-03-14 19:24:46,089 - train - INFO - Epoch: 40 | Batch: 100 | Loss: 0.547 | Acc: 81.23% | |
| 2025-03-14 19:24:49,261 - train - INFO - Epoch: 40 | Batch: 200 | Loss: 0.537 | Acc: 81.72% | |
| 2025-03-14 19:24:52,325 - train - INFO - Epoch: 40 | Batch: 300 | Loss: 0.539 | Acc: 81.49% | |
| 2025-03-14 19:24:56,661 - train - INFO - Epoch: 40 | Test Loss: 0.753 | Test Acc: 74.94% | |
| 2025-03-14 19:25:07,122 - train - INFO - Epoch: 41 | Batch: 0 | Loss: 0.489 | Acc: 81.25% | |
| 2025-03-14 19:25:10,338 - train - INFO - Epoch: 41 | Batch: 100 | Loss: 0.562 | Acc: 80.55% | |
| 2025-03-14 19:25:13,464 - train - INFO - Epoch: 41 | Batch: 200 | Loss: 0.547 | Acc: 81.01% | |
| 2025-03-14 19:25:16,704 - train - INFO - Epoch: 41 | Batch: 300 | Loss: 0.547 | Acc: 81.18% | |
| 2025-03-14 19:25:21,116 - train - INFO - Epoch: 41 | Test Loss: 0.581 | Test Acc: 79.98% | |
| 2025-03-14 19:25:21,351 - train - INFO - Epoch: 42 | Batch: 0 | Loss: 0.449 | Acc: 85.94% | |
| 2025-03-14 19:25:24,547 - train - INFO - Epoch: 42 | Batch: 100 | Loss: 0.537 | Acc: 81.76% | |
| 2025-03-14 19:25:28,065 - train - INFO - Epoch: 42 | Batch: 200 | Loss: 0.538 | Acc: 81.54% | |
| 2025-03-14 19:25:31,912 - train - INFO - Epoch: 42 | Batch: 300 | Loss: 0.544 | Acc: 81.31% | |
| 2025-03-14 19:25:36,378 - train - INFO - Epoch: 42 | Test Loss: 0.761 | Test Acc: 74.92% | |
| 2025-03-14 19:25:47,452 - train - INFO - Epoch: 43 | Batch: 0 | Loss: 0.563 | Acc: 85.16% | |
| 2025-03-14 19:25:50,783 - train - INFO - Epoch: 43 | Batch: 100 | Loss: 0.531 | Acc: 81.60% | |
| 2025-03-14 19:25:54,366 - train - INFO - Epoch: 43 | Batch: 200 | Loss: 0.531 | Acc: 81.75% | |
| 2025-03-14 19:25:57,520 - train - INFO - Epoch: 43 | Batch: 300 | Loss: 0.535 | Acc: 81.60% | |
| 2025-03-14 19:26:02,308 - train - INFO - Epoch: 43 | Test Loss: 0.978 | Test Acc: 69.33% | |
| 2025-03-14 19:26:02,557 - train - INFO - Epoch: 44 | Batch: 0 | Loss: 0.489 | Acc: 83.59% | |
| 2025-03-14 19:26:05,742 - train - INFO - Epoch: 44 | Batch: 100 | Loss: 0.531 | Acc: 81.63% | |
| 2025-03-14 19:26:08,819 - train - INFO - Epoch: 44 | Batch: 200 | Loss: 0.539 | Acc: 81.57% | |
| 2025-03-14 19:26:12,115 - train - INFO - Epoch: 44 | Batch: 300 | Loss: 0.538 | Acc: 81.59% | |
| 2025-03-14 19:26:16,779 - train - INFO - Epoch: 44 | Test Loss: 0.581 | Test Acc: 80.37% | |
| 2025-03-14 19:26:27,807 - train - INFO - Epoch: 45 | Batch: 0 | Loss: 0.612 | Acc: 76.56% | |
| 2025-03-14 19:26:31,140 - train - INFO - Epoch: 45 | Batch: 100 | Loss: 0.542 | Acc: 81.21% | |
| 2025-03-14 19:26:34,298 - train - INFO - Epoch: 45 | Batch: 200 | Loss: 0.540 | Acc: 81.21% | |
| 2025-03-14 19:26:37,533 - train - INFO - Epoch: 45 | Batch: 300 | Loss: 0.544 | Acc: 81.22% | |
| 2025-03-14 19:26:41,886 - train - INFO - Epoch: 45 | Test Loss: 0.669 | Test Acc: 76.62% | |
| 2025-03-14 19:26:42,095 - train - INFO - Epoch: 46 | Batch: 0 | Loss: 0.570 | Acc: 82.81% | |
| 2025-03-14 19:26:45,321 - train - INFO - Epoch: 46 | Batch: 100 | Loss: 0.523 | Acc: 82.39% | |
| 2025-03-14 19:26:48,575 - train - INFO - Epoch: 46 | Batch: 200 | Loss: 0.527 | Acc: 82.04% | |
| 2025-03-14 19:26:51,988 - train - INFO - Epoch: 46 | Batch: 300 | Loss: 0.528 | Acc: 82.04% | |
| 2025-03-14 19:26:56,296 - train - INFO - Epoch: 46 | Test Loss: 0.696 | Test Acc: 77.30% | |
| 2025-03-14 19:27:06,854 - train - INFO - Epoch: 47 | Batch: 0 | Loss: 0.466 | Acc: 84.38% | |
| 2025-03-14 19:27:10,072 - train - INFO - Epoch: 47 | Batch: 100 | Loss: 0.527 | Acc: 82.02% | |
| 2025-03-14 19:27:13,280 - train - INFO - Epoch: 47 | Batch: 200 | Loss: 0.529 | Acc: 81.84% | |
| 2025-03-14 19:27:16,660 - train - INFO - Epoch: 47 | Batch: 300 | Loss: 0.531 | Acc: 81.77% | |
| 2025-03-14 19:27:21,074 - train - INFO - Epoch: 47 | Test Loss: 0.641 | Test Acc: 78.08% | |
| 2025-03-14 19:27:21,292 - train - INFO - Epoch: 48 | Batch: 0 | Loss: 0.654 | Acc: 77.34% | |
| 2025-03-14 19:27:24,474 - train - INFO - Epoch: 48 | Batch: 100 | Loss: 0.538 | Acc: 81.46% | |
| 2025-03-14 19:27:27,668 - train - INFO - Epoch: 48 | Batch: 200 | Loss: 0.534 | Acc: 81.61% | |
| 2025-03-14 19:27:30,907 - train - INFO - Epoch: 48 | Batch: 300 | Loss: 0.530 | Acc: 81.76% | |
| 2025-03-14 19:27:35,251 - train - INFO - Epoch: 48 | Test Loss: 0.627 | Test Acc: 78.30% | |
| 2025-03-14 19:27:45,625 - train - INFO - Epoch: 49 | Batch: 0 | Loss: 0.434 | Acc: 86.72% | |
| 2025-03-14 19:27:48,733 - train - INFO - Epoch: 49 | Batch: 100 | Loss: 0.532 | Acc: 81.76% | |
| 2025-03-14 19:27:51,846 - train - INFO - Epoch: 49 | Batch: 200 | Loss: 0.526 | Acc: 82.16% | |
| 2025-03-14 19:27:55,000 - train - INFO - Epoch: 49 | Batch: 300 | Loss: 0.530 | Acc: 81.97% | |
| 2025-03-14 19:27:59,298 - train - INFO - Epoch: 49 | Test Loss: 0.706 | Test Acc: 75.59% | |
| 2025-03-14 19:27:59,544 - train - INFO - Epoch: 50 | Batch: 0 | Loss: 0.438 | Acc: 86.72% | |
| 2025-03-14 19:28:02,795 - train - INFO - Epoch: 50 | Batch: 100 | Loss: 0.520 | Acc: 82.12% | |
| 2025-03-14 19:28:06,099 - train - INFO - Epoch: 50 | Batch: 200 | Loss: 0.522 | Acc: 82.00% | |
| 2025-03-14 19:28:09,269 - train - INFO - Epoch: 50 | Batch: 300 | Loss: 0.528 | Acc: 81.87% | |
| 2025-03-14 19:28:13,544 - train - INFO - Epoch: 50 | Test Loss: 0.808 | Test Acc: 72.98% | |
| 2025-03-14 19:28:23,729 - train - INFO - 训练完成! | |