2025-03-14 19:09:52,411 - train - INFO - 开始训练 mobilenetv1
2025-03-14 19:09:52,412 - train - INFO - 总轮数: 50, 学习率: 0.1, 设备: cuda:3
2025-03-14 19:09:53,266 - train - INFO - Epoch: 1 | Batch: 0 | Loss: 2.315 | Acc: 9.38%
2025-03-14 19:09:55,666 - train - INFO - Epoch: 1 | Batch: 100 | Loss: 2.226 | Acc: 22.79%
2025-03-14 19:09:58,252 - train - INFO - Epoch: 1 | Batch: 200 | Loss: 1.966 | Acc: 29.56%
2025-03-14 19:10:00,487 - train - INFO - Epoch: 1 | Batch: 300 | Loss: 1.834 | Acc: 33.79%
2025-03-14 19:10:04,050 - train - INFO - Epoch: 1 | Test Loss: 1.396 | Test Acc: 49.59%
2025-03-14 19:10:04,535 - train - INFO - Epoch: 2 | Batch: 0 | Loss: 1.433 | Acc: 46.09%
2025-03-14 19:10:06,928 - train - INFO - Epoch: 2 | Batch: 100 | Loss: 1.386 | Acc: 50.38%
2025-03-14 19:10:09,156 - train - INFO - Epoch: 2 | Batch: 200 | Loss: 1.349 | Acc: 51.67%
2025-03-14 19:10:11,286 - train - INFO - Epoch: 2 | Batch: 300 | Loss: 1.318 | Acc: 52.81%
2025-03-14 19:10:14,730 - train - INFO - Epoch: 2 | Test Loss: 1.191 | Test Acc: 57.46%
2025-03-14 19:10:26,131 - train - INFO - Epoch: 3 | Batch: 0 | Loss: 1.127 | Acc: 59.38%
2025-03-14 19:10:28,403 - train - INFO - Epoch: 3 | Batch: 100 | Loss: 1.119 | Acc: 60.50%
2025-03-14 19:10:30,681 - train - INFO - Epoch: 3 | Batch: 200 | Loss: 1.100 | Acc: 61.01%
2025-03-14 19:10:32,967 - train - INFO - Epoch: 3 | Batch: 300 | Loss: 1.080 | Acc: 61.67%
2025-03-14 19:10:36,884 - train - INFO - Epoch: 3 | Test Loss: 1.027 | Test Acc: 64.31%
2025-03-14 19:10:37,134 - train - INFO - Epoch: 4 | Batch: 0 | Loss: 0.911 | Acc: 65.62%
2025-03-14 19:10:39,401 - train - INFO - Epoch: 4 | Batch: 100 | Loss: 0.922 | Acc: 67.82%
2025-03-14 19:10:41,845 - train - INFO - Epoch: 4 | Batch: 200 | Loss: 0.921 | Acc: 68.05%
2025-03-14 19:10:44,179 - train - INFO - Epoch: 4 | Batch: 300 | Loss: 0.911 | Acc: 68.51%
2025-03-14 19:10:47,847 - train - INFO - Epoch: 4 | Test Loss: 0.893 | Test Acc: 69.71%
2025-03-14 19:11:00,025 - train - INFO - Epoch: 5 | Batch: 0 | Loss: 0.853 | Acc: 71.09%
2025-03-14 19:11:02,275 - train - INFO - Epoch: 5 | Batch: 100 | Loss: 0.833 | Acc: 71.18%
2025-03-14 19:11:04,597 - train - INFO - Epoch: 5 | Batch: 200 | Loss: 0.815 | Acc: 71.77%
2025-03-14 19:11:06,880 - train - INFO - Epoch: 5 | Batch: 300 | Loss: 0.815 | Acc: 71.98%
2025-03-14 19:11:10,432 - train - INFO - Epoch: 5 | Test Loss: 0.900 | Test Acc: 70.22%
2025-03-14 19:11:10,648 - train - INFO - Epoch: 6 | Batch: 0 | Loss: 0.720 | Acc: 76.56%
2025-03-14 19:11:12,878 - train - INFO - Epoch: 6 | Batch: 100 | Loss: 0.763 | Acc: 73.74%
2025-03-14 19:11:15,152 - train - INFO - Epoch: 6 | Batch: 200 | Loss: 0.757 | Acc: 74.00%
2025-03-14 19:11:17,487 - train - INFO - Epoch: 6 | Batch: 300 | Loss: 0.755 | Acc: 74.00%
2025-03-14 19:11:21,101 - train - INFO - Epoch: 6 | Test Loss: 0.776 | Test Acc: 74.17%
2025-03-14 19:11:33,437 - train - INFO - Epoch: 7 | Batch: 0 | Loss: 0.654 | Acc: 75.78%
2025-03-14 19:11:36,120 - train - INFO - Epoch: 7 | Batch: 100 | Loss: 0.734 | Acc: 74.95%
2025-03-14 19:11:38,748 - train - INFO - Epoch: 7 | Batch: 200 | Loss: 0.737 | Acc: 74.85%
2025-03-14 19:11:41,483 - train - INFO - Epoch: 7 | Batch: 300 | Loss: 0.731 | Acc: 74.99%
2025-03-14 19:11:45,749 - train - INFO - Epoch: 7 | Test Loss: 0.809 | Test Acc: 72.85%
2025-03-14 19:11:45,976 - train - INFO - Epoch: 8 | Batch: 0 | Loss: 0.592 | Acc: 75.78%
2025-03-14 19:11:48,320 - train - INFO - Epoch: 8 | Batch: 100 | Loss: 0.693 | Acc: 76.28%
2025-03-14 19:11:50,851 - train - INFO - Epoch: 8 | Batch: 200 | Loss: 0.702 | Acc: 75.98%
2025-03-14 19:11:53,161 - train - INFO - Epoch: 8 | Batch: 300 | Loss: 0.702 | Acc: 75.96%
2025-03-14 19:11:56,956 - train - INFO - Epoch: 8 | Test Loss: 1.054 | Test Acc: 64.26%
2025-03-14 19:12:08,750 - train - INFO - Epoch: 9 | Batch: 0 | Loss: 0.632 | Acc: 80.47%
2025-03-14 19:12:11,380 - train - INFO - Epoch: 9 | Batch: 100 | Loss: 0.683 | Acc: 77.00%
2025-03-14 19:12:13,700 - train - INFO - Epoch: 9 | Batch: 200 | Loss: 0.697 | Acc: 76.47%
2025-03-14 19:12:15,791 - train - INFO - Epoch: 9 | Batch: 300 | Loss: 0.694 | Acc: 76.50%
2025-03-14 19:12:18,944 - train - INFO - Epoch: 9 | Test Loss: 1.166 | Test Acc: 63.32%
2025-03-14 19:12:19,160 - train - INFO - Epoch: 10 | Batch: 0 | Loss: 0.620 | Acc: 78.12%
2025-03-14 19:12:21,209 - train - INFO - Epoch: 10 | Batch: 100 | Loss: 0.683 | Acc: 76.84%
2025-03-14 19:12:23,727 - train - INFO - Epoch: 10 | Batch: 200 | Loss: 0.674 | Acc: 77.05%
2025-03-14 19:12:26,185 - train - INFO - Epoch: 10 | Batch: 300 | Loss: 0.684 | Acc: 76.82%
2025-03-14 19:12:30,064 - train - INFO - Epoch: 10 | Test Loss: 0.677 | Test Acc: 76.82%
2025-03-14 19:12:42,009 - train - INFO - Epoch: 11 | Batch: 0 | Loss: 0.804 | Acc: 72.66%
2025-03-14 19:12:44,567 - train - INFO - Epoch: 11 | Batch: 100 | Loss: 0.678 | Acc: 77.30%
2025-03-14 19:12:47,101 - train - INFO - Epoch: 11 | Batch: 200 | Loss: 0.662 | Acc: 77.78%
2025-03-14 19:12:49,296 - train - INFO - Epoch: 11 | Batch: 300 | Loss: 0.667 | Acc: 77.48%
2025-03-14 19:12:53,279 - train - INFO - Epoch: 11 | Test Loss: 0.866 | Test Acc: 70.78%
2025-03-14 19:12:53,592 - train - INFO - Epoch: 12 | Batch: 0 | Loss: 0.626 | Acc: 82.03%
2025-03-14 19:12:56,135 - train - INFO - Epoch: 12 | Batch: 100 | Loss: 0.666 | Acc: 77.05%
2025-03-14 19:12:58,583 - train - INFO - Epoch: 12 | Batch: 200 | Loss: 0.667 | Acc: 77.21%
2025-03-14 19:13:00,967 - train - INFO - Epoch: 12 | Batch: 300 | Loss: 0.664 | Acc: 77.27%
2025-03-14 19:13:04,885 - train - INFO - Epoch: 12 | Test Loss: 0.848 | Test Acc: 71.45%
2025-03-14 19:13:17,833 - train - INFO - Epoch: 13 | Batch: 0 | Loss: 0.646 | Acc: 77.34%
2025-03-14 19:13:20,812 - train - INFO - Epoch: 13 | Batch: 100 | Loss: 0.677 | Acc: 76.84%
2025-03-14 19:13:23,635 - train - INFO - Epoch: 13 | Batch: 200 | Loss: 0.683 | Acc: 76.69%
2025-03-14 19:13:26,191 - train - INFO - Epoch: 13 | Batch: 300 | Loss: 0.680 | Acc: 76.85%
2025-03-14 19:13:30,593 - train - INFO - Epoch: 13 | Test Loss: 0.760 | Test Acc: 74.39%
2025-03-14 19:13:30,841 - train - INFO - Epoch: 14 | Batch: 0 | Loss: 0.619 | Acc: 82.03%
2025-03-14 19:13:33,396 - train - INFO - Epoch: 14 | Batch: 100 | Loss: 0.655 | Acc: 78.09%
2025-03-14 19:13:35,996 - train - INFO - Epoch: 14 | Batch: 200 | Loss: 0.652 | Acc: 78.04%
2025-03-14 19:13:38,805 - train - INFO - Epoch: 14 | Batch: 300 | Loss: 0.654 | Acc: 78.02%
2025-03-14 19:13:42,959 - train - INFO - Epoch: 14 | Test Loss: 0.912 | Test Acc: 70.57%
2025-03-14 19:13:55,836 - train - INFO - Epoch: 15 | Batch: 0 | Loss: 0.699 | Acc: 78.12%
2025-03-14 19:13:58,506 - train - INFO - Epoch: 15 | Batch: 100 | Loss: 0.658 | Acc: 77.43%
2025-03-14 19:14:01,166 - train - INFO - Epoch: 15 | Batch: 200 | Loss: 0.651 | Acc: 77.77%
2025-03-14 19:14:03,871 - train - INFO - Epoch: 15 | Batch: 300 | Loss: 0.651 | Acc: 77.81%
2025-03-14 19:14:07,939 - train - INFO - Epoch: 15 | Test Loss: 0.857 | Test Acc: 71.50%
2025-03-14 19:14:08,186 - train - INFO - Epoch: 16 | Batch: 0 | Loss: 0.714 | Acc: 74.22%
2025-03-14 19:14:10,731 - train - INFO - Epoch: 16 | Batch: 100 | Loss: 0.634 | Acc: 78.77%
2025-03-14 19:14:13,222 - train - INFO - Epoch: 16 | Batch: 200 | Loss: 0.631 | Acc: 78.96%
2025-03-14 19:14:15,728 - train - INFO - Epoch: 16 | Batch: 300 | Loss: 0.642 | Acc: 78.45%
2025-03-14 19:14:19,572 - train - INFO - Epoch: 16 | Test Loss: 0.800 | Test Acc: 74.04%
2025-03-14 19:14:31,479 - train - INFO - Epoch: 17 | Batch: 0 | Loss: 0.904 | Acc: 69.53%
2025-03-14 19:14:33,806 - train - INFO - Epoch: 17 | Batch: 100 | Loss: 0.636 | Acc: 78.62%
2025-03-14 19:14:36,052 - train - INFO - Epoch: 17 | Batch: 200 | Loss: 0.636 | Acc: 78.54%
2025-03-14 19:14:38,377 - train - INFO - Epoch: 17 | Batch: 300 | Loss: 0.635 | Acc: 78.66%
2025-03-14 19:14:42,061 - train - INFO - Epoch: 17 | Test Loss: 0.753 | Test Acc: 75.02%
2025-03-14 19:14:42,233 - train - INFO - Epoch: 18 | Batch: 0 | Loss: 0.663 | Acc: 75.78%
2025-03-14 19:14:44,554 - train - INFO - Epoch: 18 | Batch: 100 | Loss: 0.627 | Acc: 78.36%
2025-03-14 19:14:46,924 - train - INFO - Epoch: 18 | Batch: 200 | Loss: 0.636 | Acc: 78.22%
2025-03-14 19:14:49,130 - train - INFO - Epoch: 18 | Batch: 300 | Loss: 0.635 | Acc: 78.31%
2025-03-14 19:14:52,651 - train - INFO - Epoch: 18 | Test Loss: 0.824 | Test Acc: 74.00%
2025-03-14 19:15:04,182 - train - INFO - Epoch: 19 | Batch: 0 | Loss: 0.718 | Acc: 75.78%
2025-03-14 19:15:06,607 - train - INFO - Epoch: 19 | Batch: 100 | Loss: 0.627 | Acc: 78.48%
2025-03-14 19:15:08,889 - train - INFO - Epoch: 19 | Batch: 200 | Loss: 0.629 | Acc: 78.63%
2025-03-14 19:15:11,168 - train - INFO - Epoch: 19 | Batch: 300 | Loss: 0.632 | Acc: 78.60%
2025-03-14 19:15:14,679 - train - INFO - Epoch: 19 | Test Loss: 0.860 | Test Acc: 71.95%
2025-03-14 19:15:14,903 - train - INFO - Epoch: 20 | Batch: 0 | Loss: 0.713 | Acc: 71.88%
2025-03-14 19:15:17,436 - train - INFO - Epoch: 20 | Batch: 100 | Loss: 0.613 | Acc: 79.31%
2025-03-14 19:15:19,801 - train - INFO - Epoch: 20 | Batch: 200 | Loss: 0.618 | Acc: 78.89%
2025-03-14 19:15:22,138 - train - INFO - Epoch: 20 | Batch: 300 | Loss: 0.625 | Acc: 78.67%
2025-03-14 19:15:25,794 - train - INFO - Epoch: 20 | Test Loss: 0.814 | Test Acc: 72.63%
2025-03-14 19:15:37,215 - train - INFO - Epoch: 21 | Batch: 0 | Loss: 0.545 | Acc: 80.47%
2025-03-14 19:15:39,531 - train - INFO - Epoch: 21 | Batch: 100 | Loss: 0.618 | Acc: 79.42%
2025-03-14 19:15:42,160 - train - INFO - Epoch: 21 | Batch: 200 | Loss: 0.623 | Acc: 79.14%
2025-03-14 19:15:44,548 - train - INFO - Epoch: 21 | Batch: 300 | Loss: 0.621 | Acc: 79.13%
2025-03-14 19:15:48,266 - train - INFO - Epoch: 21 | Test Loss: 0.772 | Test Acc: 74.04%
2025-03-14 19:15:48,450 - train - INFO - Epoch: 22 | Batch: 0 | Loss: 0.582 | Acc: 82.81%
2025-03-14 19:15:50,889 - train - INFO - Epoch: 22 | Batch: 100 | Loss: 0.625 | Acc: 78.47%
2025-03-14 19:15:53,306 - train - INFO - Epoch: 22 | Batch: 200 | Loss: 0.617 | Acc: 78.98%
2025-03-14 19:15:55,517 - train - INFO - Epoch: 22 | Batch: 300 | Loss: 0.619 | Acc: 78.96%
2025-03-14 19:15:58,908 - train - INFO - Epoch: 22 | Test Loss: 0.841 | Test Acc: 72.71%
2025-03-14 19:16:11,475 - train - INFO - Epoch: 23 | Batch: 0 | Loss: 0.794 | Acc: 75.00%
2025-03-14 19:16:14,047 - train - INFO - Epoch: 23 | Batch: 100 | Loss: 0.600 | Acc: 79.59%
2025-03-14 19:16:16,528 - train - INFO - Epoch: 23 | Batch: 200 | Loss: 0.609 | Acc: 79.28%
2025-03-14 19:16:18,937 - train - INFO - Epoch: 23 | Batch: 300 | Loss: 0.614 | Acc: 79.13%
2025-03-14 19:16:22,747 - train - INFO - Epoch: 23 | Test Loss: 0.636 | Test Acc: 78.55%
2025-03-14 19:16:23,032 - train - INFO - Epoch: 24 | Batch: 0 | Loss: 0.638 | Acc: 73.44%
2025-03-14 19:16:25,582 - train - INFO - Epoch: 24 | Batch: 100 | Loss: 0.597 | Acc: 79.85%
2025-03-14 19:16:28,077 - train - INFO - Epoch: 24 | Batch: 200 | Loss: 0.613 | Acc: 79.45%
2025-03-14 19:16:30,547 - train - INFO - Epoch: 24 | Batch: 300 | Loss: 0.615 | Acc: 79.25%
2025-03-14 19:16:35,247 - train - INFO - Epoch: 24 | Test Loss: 0.761 | Test Acc: 74.45%
2025-03-14 19:16:52,451 - train - INFO - Epoch: 25 | Batch: 0 | Loss: 0.606 | Acc: 77.34%
2025-03-14 19:16:54,634 - train - INFO - Epoch: 25 | Batch: 100 | Loss: 0.593 | Acc: 79.85%
2025-03-14 19:16:56,947 - train - INFO - Epoch: 25 | Batch: 200 | Loss: 0.596 | Acc: 79.71%
2025-03-14 19:16:59,193 - train - INFO - Epoch: 25 | Batch: 300 | Loss: 0.604 | Acc: 79.53%
2025-03-14 19:17:03,197 - train - INFO - Epoch: 25 | Test Loss: 0.733 | Test Acc: 75.32%
2025-03-14 19:17:03,436 - train - INFO - Epoch: 26 | Batch: 0 | Loss: 0.550 | Acc: 79.69%
2025-03-14 19:17:05,700 - train - INFO - Epoch: 26 | Batch: 100 | Loss: 0.611 | Acc: 79.37%
2025-03-14 19:17:08,156 - train - INFO - Epoch: 26 | Batch: 200 | Loss: 0.602 | Acc: 79.71%
2025-03-14 19:17:10,854 - train - INFO - Epoch: 26 | Batch: 300 | Loss: 0.607 | Acc: 79.50%
2025-03-14 19:17:14,903 - train - INFO - Epoch: 26 | Test Loss: 0.837 | Test Acc: 71.82%
2025-03-14 19:17:28,190 - train - INFO - Epoch: 27 | Batch: 0 | Loss: 0.728 | Acc: 73.44%
2025-03-14 19:17:30,383 - train - INFO - Epoch: 27 | Batch: 100 | Loss: 0.595 | Acc: 80.10%
2025-03-14 19:17:32,712 - train - INFO - Epoch: 27 | Batch: 200 | Loss: 0.592 | Acc: 80.34%
2025-03-14 19:17:34,992 - train - INFO - Epoch: 27 | Batch: 300 | Loss: 0.602 | Acc: 79.93%
2025-03-14 19:17:39,085 - train - INFO - Epoch: 27 | Test Loss: 0.940 | Test Acc: 68.79%
2025-03-14 19:17:39,382 - train - INFO - Epoch: 28 | Batch: 0 | Loss: 0.579 | Acc: 78.12%
2025-03-14 19:17:41,788 - train - INFO - Epoch: 28 | Batch: 100 | Loss: 0.601 | Acc: 79.42%
2025-03-14 19:17:43,931 - train - INFO - Epoch: 28 | Batch: 200 | Loss: 0.607 | Acc: 79.28%
2025-03-14 19:17:46,181 - train - INFO - Epoch: 28 | Batch: 300 | Loss: 0.608 | Acc: 79.43%
2025-03-14 19:17:50,102 - train - INFO - Epoch: 28 | Test Loss: 0.738 | Test Acc: 75.43%
2025-03-14 19:18:03,137 - train - INFO - Epoch: 29 | Batch: 0 | Loss: 0.392 | Acc: 87.50%
2025-03-14 19:18:05,602 - train - INFO - Epoch: 29 | Batch: 100 | Loss: 0.578 | Acc: 80.04%
2025-03-14 19:18:07,998 - train - INFO - Epoch: 29 | Batch: 200 | Loss: 0.587 | Acc: 80.07%
2025-03-14 19:18:10,390 - train - INFO - Epoch: 29 | Batch: 300 | Loss: 0.594 | Acc: 79.86%
2025-03-14 19:18:14,256 - train - INFO - Epoch: 29 | Test Loss: 0.868 | Test Acc: 70.16%
2025-03-14 19:18:14,469 - train - INFO - Epoch: 30 | Batch: 0 | Loss: 0.523 | Acc: 82.81%
2025-03-14 19:18:16,749 - train - INFO - Epoch: 30 | Batch: 100 | Loss: 0.600 | Acc: 79.69%
2025-03-14 19:18:19,110 - train - INFO - Epoch: 30 | Batch: 200 | Loss: 0.597 | Acc: 79.75%
2025-03-14 19:18:21,392 - train - INFO - Epoch: 30 | Batch: 300 | Loss: 0.603 | Acc: 79.53%
2025-03-14 19:18:25,247 - train - INFO - Epoch: 30 | Test Loss: 0.804 | Test Acc: 73.83%
2025-03-14 19:18:37,557 - train - INFO - Epoch: 31 | Batch: 0 | Loss: 0.571 | Acc: 80.47%
2025-03-14 19:18:39,806 - train - INFO - Epoch: 31 | Batch: 100 | Loss: 0.581 | Acc: 80.70%
2025-03-14 19:18:42,069 - train - INFO - Epoch: 31 | Batch: 200 | Loss: 0.588 | Acc: 80.17%
2025-03-14 19:18:44,274 - train - INFO - Epoch: 31 | Batch: 300 | Loss: 0.598 | Acc: 79.81%
2025-03-14 19:18:48,074 - train - INFO - Epoch: 31 | Test Loss: 0.635 | Test Acc: 77.69%
2025-03-14 19:18:48,403 - train - INFO - Epoch: 32 | Batch: 0 | Loss: 0.524 | Acc: 82.03%
2025-03-14 19:18:50,787 - train - INFO - Epoch: 32 | Batch: 100 | Loss: 0.593 | Acc: 79.94%
2025-03-14 19:18:53,111 - train - INFO - Epoch: 32 | Batch: 200 | Loss: 0.596 | Acc: 79.82%
2025-03-14 19:18:55,304 - train - INFO - Epoch: 32 | Batch: 300 | Loss: 0.594 | Acc: 79.85%
2025-03-14 19:18:58,912 - train - INFO - Epoch: 32 | Test Loss: 0.803 | Test Acc: 72.32%
2025-03-14 19:19:10,428 - train - INFO - Epoch: 33 | Batch: 0 | Loss: 0.504 | Acc: 84.38%
2025-03-14 19:19:12,672 - train - INFO - Epoch: 33 | Batch: 100 | Loss: 0.585 | Acc: 79.99%
2025-03-14 19:19:15,130 - train - INFO - Epoch: 33 | Batch: 200 | Loss: 0.591 | Acc: 80.00%
2025-03-14 19:19:17,400 - train - INFO - Epoch: 33 | Batch: 300 | Loss: 0.594 | Acc: 79.90%
2025-03-14 19:19:21,074 - train - INFO - Epoch: 33 | Test Loss: 0.728 | Test Acc: 75.99%
2025-03-14 19:19:21,325 - train - INFO - Epoch: 34 | Batch: 0 | Loss: 0.505 | Acc: 84.38%
2025-03-14 19:19:23,582 - train - INFO - Epoch: 34 | Batch: 100 | Loss: 0.579 | Acc: 80.73%
2025-03-14 19:19:25,811 - train - INFO - Epoch: 34 | Batch: 200 | Loss: 0.591 | Acc: 80.00%
2025-03-14 19:19:28,143 - train - INFO - Epoch: 34 | Batch: 300 | Loss: 0.597 | Acc: 79.88%
2025-03-14 19:19:31,854 - train - INFO - Epoch: 34 | Test Loss: 0.923 | Test Acc: 70.57%
2025-03-14 19:19:44,699 - train - INFO - Epoch: 35 | Batch: 0 | Loss: 0.456 | Acc: 85.16%
2025-03-14 19:19:47,040 - train - INFO - Epoch: 35 | Batch: 100 | Loss: 0.579 | Acc: 80.26%
2025-03-14 19:19:49,476 - train - INFO - Epoch: 35 | Batch: 200 | Loss: 0.592 | Acc: 79.92%
2025-03-14 19:19:51,834 - train - INFO - Epoch: 35 | Batch: 300 | Loss: 0.590 | Acc: 79.92%
2025-03-14 19:19:55,647 - train - INFO - Epoch: 35 | Test Loss: 0.719 | Test Acc: 75.56%
2025-03-14 19:19:55,832 - train - INFO - Epoch: 36 | Batch: 0 | Loss: 0.627 | Acc: 78.91%
2025-03-14 19:19:58,103 - train - INFO - Epoch: 36 | Batch: 100 | Loss: 0.567 | Acc: 80.92%
2025-03-14 19:20:00,453 - train - INFO - Epoch: 36 | Batch: 200 | Loss: 0.583 | Acc: 80.37%
2025-03-14 19:20:02,728 - train - INFO - Epoch: 36 | Batch: 300 | Loss: 0.585 | Acc: 80.31%
2025-03-14 19:20:06,322 - train - INFO - Epoch: 36 | Test Loss: 0.740 | Test Acc: 75.07%
2025-03-14 19:20:18,017 - train - INFO - Epoch: 37 | Batch: 0 | Loss: 0.633 | Acc: 80.47%
2025-03-14 19:20:20,274 - train - INFO - Epoch: 37 | Batch: 100 | Loss: 0.561 | Acc: 81.09%
2025-03-14 19:20:22,825 - train - INFO - Epoch: 37 | Batch: 200 | Loss: 0.574 | Acc: 80.56%
2025-03-14 19:20:25,118 - train - INFO - Epoch: 37 | Batch: 300 | Loss: 0.575 | Acc: 80.53%
2025-03-14 19:20:28,973 - train - INFO - Epoch: 37 | Test Loss: 0.727 | Test Acc: 75.90%
2025-03-14 19:20:29,339 - train - INFO - Epoch: 38 | Batch: 0 | Loss: 0.595 | Acc: 80.47%
2025-03-14 19:20:31,652 - train - INFO - Epoch: 38 | Batch: 100 | Loss: 0.571 | Acc: 80.77%
2025-03-14 19:20:34,298 - train - INFO - Epoch: 38 | Batch: 200 | Loss: 0.569 | Acc: 80.84%
2025-03-14 19:20:37,043 - train - INFO - Epoch: 38 | Batch: 300 | Loss: 0.571 | Acc: 80.68%
2025-03-14 19:20:42,009 - train - INFO - Epoch: 38 | Test Loss: 0.678 | Test Acc: 77.55%
2025-03-14 19:20:57,971 - train - INFO - Epoch: 39 | Batch: 0 | Loss: 0.579 | Acc: 78.12%
2025-03-14 19:21:00,491 - train - INFO - Epoch: 39 | Batch: 100 | Loss: 0.603 | Acc: 79.55%
2025-03-14 19:21:02,692 - train - INFO - Epoch: 39 | Batch: 200 | Loss: 0.588 | Acc: 80.21%
2025-03-14 19:21:04,962 - train - INFO - Epoch: 39 | Batch: 300 | Loss: 0.583 | Acc: 80.22%
2025-03-14 19:21:08,498 - train - INFO - Epoch: 39 | Test Loss: 0.630 | Test Acc: 79.20%
2025-03-14 19:21:08,743 - train - INFO - Epoch: 40 | Batch: 0 | Loss: 0.506 | Acc: 82.81%
2025-03-14 19:21:11,357 - train - INFO - Epoch: 40 | Batch: 100 | Loss: 0.572 | Acc: 80.66%
2025-03-14 19:21:13,832 - train - INFO - Epoch: 40 | Batch: 200 | Loss: 0.580 | Acc: 80.50%
2025-03-14 19:21:16,254 - train - INFO - Epoch: 40 | Batch: 300 | Loss: 0.576 | Acc: 80.58%
2025-03-14 19:21:19,990 - train - INFO - Epoch: 40 | Test Loss: 0.698 | Test Acc: 77.19%
2025-03-14 19:21:33,933 - train - INFO - Epoch: 41 | Batch: 0 | Loss: 0.647 | Acc: 73.44%
2025-03-14 19:21:36,385 - train - INFO - Epoch: 41 | Batch: 100 | Loss: 0.592 | Acc: 79.76%
2025-03-14 19:21:38,741 - train - INFO - Epoch: 41 | Batch: 200 | Loss: 0.592 | Acc: 79.90%
2025-03-14 19:21:41,132 - train - INFO - Epoch: 41 | Batch: 300 | Loss: 0.591 | Acc: 79.99%
2025-03-14 19:21:45,047 - train - INFO - Epoch: 41 | Test Loss: 0.694 | Test Acc: 77.17%
2025-03-14 19:21:45,309 - train - INFO - Epoch: 42 | Batch: 0 | Loss: 0.585 | Acc: 78.91%
2025-03-14 19:21:47,785 - train - INFO - Epoch: 42 | Batch: 100 | Loss: 0.580 | Acc: 80.58%
2025-03-14 19:21:50,283 - train - INFO - Epoch: 42 | Batch: 200 | Loss: 0.583 | Acc: 80.39%
2025-03-14 19:21:52,576 - train - INFO - Epoch: 42 | Batch: 300 | Loss: 0.581 | Acc: 80.29%
2025-03-14 19:21:56,504 - train - INFO - Epoch: 42 | Test Loss: 0.640 | Test Acc: 78.78%
2025-03-14 19:22:09,412 - train - INFO - Epoch: 43 | Batch: 0 | Loss: 0.661 | Acc: 77.34%
2025-03-14 19:22:11,772 - train - INFO - Epoch: 43 | Batch: 100 | Loss: 0.577 | Acc: 80.29%
2025-03-14 19:22:13,947 - train - INFO - Epoch: 43 | Batch: 200 | Loss: 0.573 | Acc: 80.45%
2025-03-14 19:22:16,276 - train - INFO - Epoch: 43 | Batch: 300 | Loss: 0.575 | Acc: 80.39%
2025-03-14 19:22:19,982 - train - INFO - Epoch: 43 | Test Loss: 0.761 | Test Acc: 75.18%
2025-03-14 19:22:20,244 - train - INFO - Epoch: 44 | Batch: 0 | Loss: 0.504 | Acc: 83.59%
2025-03-14 19:22:22,549 - train - INFO - Epoch: 44 | Batch: 100 | Loss: 0.558 | Acc: 81.34%
2025-03-14 19:22:25,088 - train - INFO - Epoch: 44 | Batch: 200 | Loss: 0.568 | Acc: 80.99%
2025-03-14 19:22:27,330 - train - INFO - Epoch: 44 | Batch: 300 | Loss: 0.574 | Acc: 80.70%
2025-03-14 19:22:31,247 - train - INFO - Epoch: 44 | Test Loss: 0.710 | Test Acc: 76.16%
2025-03-14 19:22:46,477 - train - INFO - Epoch: 45 | Batch: 0 | Loss: 0.561 | Acc: 78.91%
2025-03-14 19:22:48,835 - train - INFO - Epoch: 45 | Batch: 100 | Loss: 0.550 | Acc: 81.54%
2025-03-14 19:22:51,134 - train - INFO - Epoch: 45 | Batch: 200 | Loss: 0.554 | Acc: 81.12%
2025-03-14 19:22:53,457 - train - INFO - Epoch: 45 | Batch: 300 | Loss: 0.562 | Acc: 80.82%
2025-03-14 19:22:57,455 - train - INFO - Epoch: 45 | Test Loss: 0.826 | Test Acc: 73.68%
2025-03-14 19:22:57,715 - train - INFO - Epoch: 46 | Batch: 0 | Loss: 0.513 | Acc: 83.59%
2025-03-14 19:23:00,031 - train - INFO - Epoch: 46 | Batch: 100 | Loss: 0.579 | Acc: 80.21%
2025-03-14 19:23:02,378 - train - INFO - Epoch: 46 | Batch: 200 | Loss: 0.576 | Acc: 80.56%
2025-03-14 19:23:04,667 - train - INFO - Epoch: 46 | Batch: 300 | Loss: 0.579 | Acc: 80.41%
2025-03-14 19:23:09,125 - train - INFO - Epoch: 46 | Test Loss: 0.757 | Test Acc: 75.72%
2025-03-14 19:23:23,982 - train - INFO - Epoch: 47 | Batch: 0 | Loss: 0.391 | Acc: 87.50%
2025-03-14 19:23:26,330 - train - INFO - Epoch: 47 | Batch: 100 | Loss: 0.567 | Acc: 80.68%
2025-03-14 19:23:28,656 - train - INFO - Epoch: 47 | Batch: 200 | Loss: 0.569 | Acc: 80.55%
2025-03-14 19:23:30,938 - train - INFO - Epoch: 47 | Batch: 300 | Loss: 0.564 | Acc: 80.83%
2025-03-14 19:23:35,580 - train - INFO - Epoch: 47 | Test Loss: 0.697 | Test Acc: 76.91%
2025-03-14 19:23:35,874 - train - INFO - Epoch: 48 | Batch: 0 | Loss: 0.568 | Acc: 82.03%
2025-03-14 19:23:39,159 - train - INFO - Epoch: 48 | Batch: 100 | Loss: 0.556 | Acc: 81.37%
2025-03-14 19:23:41,720 - train - INFO - Epoch: 48 | Batch: 200 | Loss: 0.562 | Acc: 81.03%
2025-03-14 19:23:44,018 - train - INFO - Epoch: 48 | Batch: 300 | Loss: 0.566 | Acc: 80.92%
2025-03-14 19:23:47,764 - train - INFO - Epoch: 48 | Test Loss: 0.740 | Test Acc: 76.44%
2025-03-14 19:24:03,458 - train - INFO - Epoch: 49 | Batch: 0 | Loss: 0.434 | Acc: 84.38%
2025-03-14 19:24:06,028 - train - INFO - Epoch: 49 | Batch: 100 | Loss: 0.557 | Acc: 81.14%
2025-03-14 19:24:08,540 - train - INFO - Epoch: 49 | Batch: 200 | Loss: 0.567 | Acc: 80.76%
2025-03-14 19:24:11,018 - train - INFO - Epoch: 49 | Batch: 300 | Loss: 0.570 | Acc: 80.54%
2025-03-14 19:24:14,809 - train - INFO - Epoch: 49 | Test Loss: 0.645 | Test Acc: 77.99%
2025-03-14 19:24:15,220 - train - INFO - Epoch: 50 | Batch: 0 | Loss: 0.661 | Acc: 82.03%
2025-03-14 19:24:17,452 - train - INFO - Epoch: 50 | Batch: 100 | Loss: 0.553 | Acc: 81.09%
2025-03-14 19:24:19,678 - train - INFO - Epoch: 50 | Batch: 200 | Loss: 0.553 | Acc: 81.04%
2025-03-14 19:24:21,988 - train - INFO - Epoch: 50 | Batch: 300 | Loss: 0.560 | Acc: 80.89%
2025-03-14 19:24:25,737 - train - INFO - Epoch: 50 | Test Loss: 0.719 | Test Acc: 75.84%
2025-03-14 19:24:43,173 - train - INFO - 训练完成!