diff --git a/Image/MobileNetv2/code/backdoor_train.log b/Image/MobileNetv2/code/backdoor_train.log
new file mode 100644
index 0000000000000000000000000000000000000000..92c5229f0b606e2ffac39ca59aa43dbc53e59dc2
--- /dev/null
+++ b/Image/MobileNetv2/code/backdoor_train.log
@@ -0,0 +1,253 @@
+2025-03-14 19:34:13,960 - train - INFO - 开始训练 mobilenetv2
+2025-03-14 19:34:13,960 - train - INFO - 总轮数: 50, 学习率: 0.1, 设备: cuda:2
+2025-03-14 19:34:14,824 - train - INFO - Epoch: 1 | Batch: 0 | Loss: 2.343 | Acc: 7.81%
+2025-03-14 19:34:18,227 - train - INFO - Epoch: 1 | Batch: 100 | Loss: 2.437 | Acc: 19.93%
+2025-03-14 19:34:21,529 - train - INFO - Epoch: 1 | Batch: 200 | Loss: 2.106 | Acc: 26.41%
+2025-03-14 19:34:25,012 - train - INFO - Epoch: 1 | Batch: 300 | Loss: 1.947 | Acc: 30.59%
+2025-03-14 19:34:30,049 - train - INFO - Epoch: 1 | Test Loss: 1.551 | Test Acc: 44.73%
+2025-03-14 19:34:30,584 - train - INFO - Epoch: 2 | Batch: 0 | Loss: 1.549 | Acc: 37.50%
+2025-03-14 19:34:33,915 - train - INFO - Epoch: 2 | Batch: 100 | Loss: 1.356 | Acc: 50.95%
+2025-03-14 19:34:37,167 - train - INFO - Epoch: 2 | Batch: 200 | Loss: 1.292 | Acc: 53.64%
+2025-03-14 19:34:40,496 - train - INFO - Epoch: 2 | Batch: 300 | Loss: 1.243 | Acc: 55.62%
+2025-03-14 19:34:45,598 - train - INFO - Epoch: 2 | Test Loss: 1.072 | Test Acc: 61.44%
+2025-03-14 19:35:01,116 - train - INFO - Epoch: 3 | Batch: 0 | Loss: 1.011 | Acc: 70.31%
+2025-03-14 19:35:06,134 - train - INFO - Epoch: 3 | Batch: 100 | Loss: 1.027 | Acc: 63.92%
+2025-03-14 19:35:10,627 - train - INFO - Epoch: 3 | Batch: 200 | Loss: 1.010 | Acc: 64.62%
+2025-03-14 19:35:14,706 - train - INFO - Epoch: 3 | Batch: 300 | Loss: 0.996 | Acc: 65.22%
+2025-03-14 19:35:20,364 - train - INFO - Epoch: 3 | Test Loss: 0.871 | Test Acc: 69.34%
+2025-03-14 19:35:20,817 - train - INFO - Epoch: 4 | Batch: 0 | Loss: 0.923 | Acc: 68.75%
+2025-03-14 19:35:24,679 - train - INFO - Epoch: 4 | Batch: 100 | Loss: 0.881 | Acc: 69.57%
+2025-03-14 19:35:28,088 - train - INFO - Epoch: 4 | Batch: 200 | Loss: 0.871 | Acc: 70.01%
+2025-03-14 19:35:31,594 - train - INFO - Epoch: 4 | Batch: 300 | Loss: 0.857 | Acc: 70.56%
+2025-03-14 19:35:36,716 - train - INFO - Epoch: 4 | Test Loss: 0.965 | Test Acc: 68.49%
+2025-03-14 19:35:48,118 - train - INFO - Epoch: 5 | Batch: 0 | Loss: 1.103 | Acc: 67.19%
+2025-03-14 19:35:51,538 - train - INFO - Epoch: 5 | Batch: 100 | Loss: 0.789 | Acc: 73.24%
+2025-03-14 19:35:54,853 - train - INFO - Epoch: 5 | Batch: 200 | Loss: 0.786 | Acc: 73.25%
+2025-03-14 19:35:58,041 - train - INFO - Epoch: 5 | Batch: 300 | Loss: 0.781 | Acc: 73.45%
+2025-03-14 19:36:02,649 - train - INFO - Epoch: 5 | Test Loss: 0.710 | Test Acc: 75.54%
+2025-03-14 19:36:02,867 - train - INFO - Epoch: 6 | Batch: 0 | Loss: 0.743 | Acc: 75.78%
+2025-03-14 19:36:06,290 - train - INFO - Epoch: 6 | Batch: 100 | Loss: 0.735 | Acc: 75.52%
+2025-03-14 19:36:09,827 - train - INFO - Epoch: 6 | Batch: 200 | Loss: 0.740 | Acc: 75.27%
+2025-03-14 19:36:13,150 - train - INFO - Epoch: 6 | Batch: 300 | Loss: 0.737 | Acc: 75.34%
+2025-03-14 19:36:17,728 - train - INFO - Epoch: 6 | Test Loss: 0.850 | Test Acc: 71.43%
+2025-03-14 19:36:29,047 - train - INFO - Epoch: 7 | Batch: 0 | Loss: 0.764 | Acc: 71.88%
+2025-03-14 19:36:32,484 - train - INFO - Epoch: 7 | Batch: 100 | Loss: 0.687 | Acc: 76.92%
+2025-03-14 19:36:36,055 - train - INFO - Epoch: 7 | Batch: 200 | Loss: 0.692 | Acc: 76.60%
+2025-03-14 19:36:40,123 - train - INFO - Epoch: 7 | Batch: 300 | Loss: 0.703 | Acc: 76.35%
+2025-03-14 19:36:45,256 - train - INFO - Epoch: 7 | Test Loss: 0.756 | Test Acc: 74.37%
+2025-03-14 19:36:45,496 - train - INFO - Epoch: 8 | Batch: 0 | Loss: 0.576 | Acc: 81.25%
+2025-03-14 19:36:49,278 - train - INFO - Epoch: 8 | Batch: 100 | Loss: 0.680 | Acc: 77.41%
+2025-03-14 19:36:52,908 - train - INFO - Epoch: 8 | Batch: 200 | Loss: 0.688 | Acc: 77.13%
+2025-03-14 19:36:56,915 - train - INFO - Epoch: 8 | Batch: 300 | Loss: 0.679 | Acc: 77.49%
+2025-03-14 19:37:01,795 - train - INFO - Epoch: 8 | Test Loss: 1.103 | Test Acc: 64.27%
+2025-03-14 19:37:14,687 - train - INFO - Epoch: 9 | Batch: 0 | Loss: 0.588 | Acc: 82.03%
+2025-03-14 19:37:18,396 - train - INFO - Epoch: 9 | Batch: 100 | Loss: 0.688 | Acc: 77.20%
+2025-03-14 19:37:21,730 - train - INFO - Epoch: 9 | Batch: 200 | Loss: 0.677 | Acc: 77.54%
+2025-03-14 19:37:25,041 - train - INFO - Epoch: 9 | Batch: 300 | Loss: 0.675 | Acc: 77.44%
+2025-03-14 19:37:29,737 - train - INFO - Epoch: 9 | Test Loss: 0.690 | Test Acc: 76.95%
+2025-03-14 19:37:29,997 - train - INFO - Epoch: 10 | Batch: 0 | Loss: 0.586 | Acc: 81.25%
+2025-03-14 19:37:33,361 - train - INFO - Epoch: 10 | Batch: 100 | Loss: 0.667 | Acc: 78.05%
+2025-03-14 19:37:36,656 - train - INFO - Epoch: 10 | Batch: 200 | Loss: 0.682 | Acc: 77.28%
+2025-03-14 19:37:40,019 - train - INFO - Epoch: 10 | Batch: 300 | Loss: 0.675 | Acc: 77.60%
+2025-03-14 19:37:44,637 - train - INFO - Epoch: 10 | Test Loss: 0.741 | Test Acc: 75.22%
+2025-03-14 19:37:55,613 - train - INFO - Epoch: 11 | Batch: 0 | Loss: 0.756 | Acc: 73.44%
+2025-03-14 19:37:58,897 - train - INFO - Epoch: 11 | Batch: 100 | Loss: 0.669 | Acc: 77.92%
+2025-03-14 19:38:02,173 - train - INFO - Epoch: 11 | Batch: 200 | Loss: 0.664 | Acc: 78.07%
+2025-03-14 19:38:05,475 - train - INFO - Epoch: 11 | Batch: 300 | Loss: 0.665 | Acc: 78.08%
+2025-03-14 19:38:09,934 - train - INFO - Epoch: 11 | Test Loss: 0.772 | Test Acc: 74.38%
+2025-03-14 19:38:10,194 - train - INFO - Epoch: 12 | Batch: 0 | Loss: 0.741 | Acc: 75.00%
+2025-03-14 19:38:13,918 - train - INFO - Epoch: 12 | Batch: 100 | Loss: 0.666 | Acc: 78.12%
+2025-03-14 19:38:17,447 - train - INFO - Epoch: 12 | Batch: 200 | Loss: 0.663 | Acc: 78.11%
+2025-03-14 19:38:20,884 - train - INFO - Epoch: 12 | Batch: 300 | Loss: 0.659 | Acc: 78.18%
+2025-03-14 19:38:25,527 - train - INFO - Epoch: 12 | Test Loss: 0.781 | Test Acc: 73.37%
+2025-03-14 19:38:36,897 - train - INFO - Epoch: 13 | Batch: 0 | Loss: 0.786 | Acc: 73.44%
+2025-03-14 19:38:40,292 - train - INFO - Epoch: 13 | Batch: 100 | Loss: 0.656 | Acc: 78.43%
+2025-03-14 19:38:43,722 - train - INFO - Epoch: 13 | Batch: 200 | Loss: 0.655 | Acc: 78.47%
+2025-03-14 19:38:47,038 - train - INFO - Epoch: 13 | Batch: 300 | Loss: 0.654 | Acc: 78.41%
+2025-03-14 19:38:52,076 - train - INFO - Epoch: 13 | Test Loss: 0.843 | Test Acc: 71.75%
+2025-03-14 19:38:52,373 - train - INFO - Epoch: 14 | Batch: 0 | Loss: 0.789 | Acc: 71.88%
+2025-03-14 19:38:55,765 - train - INFO - Epoch: 14 | Batch: 100 | Loss: 0.635 | Acc: 78.76%
+2025-03-14 19:38:59,154 - train - INFO - Epoch: 14 | Batch: 200 | Loss: 0.649 | Acc: 78.32%
+2025-03-14 19:39:02,796 - train - INFO - Epoch: 14 | Batch: 300 | Loss: 0.657 | Acc: 78.11%
+2025-03-14 19:39:07,795 - train - INFO - Epoch: 14 | Test Loss: 0.706 | Test Acc: 75.67%
+2025-03-14 19:39:19,690 - train - INFO - Epoch: 15 | Batch: 0 | Loss: 0.754 | Acc: 73.44%
+2025-03-14 19:39:23,082 - train - INFO - Epoch: 15 | Batch: 100 | Loss: 0.637 | Acc: 78.79%
+2025-03-14 19:39:26,597 - train - INFO - Epoch: 15 | Batch: 200 | Loss: 0.653 | Acc: 78.16%
+2025-03-14 19:39:30,270 - train - INFO - Epoch: 15 | Batch: 300 | Loss: 0.657 | Acc: 78.00%
+2025-03-14 19:39:35,329 - train - INFO - Epoch: 15 | Test Loss: 0.973 | Test Acc: 69.48%
+2025-03-14 19:39:35,603 - train - INFO - Epoch: 16 | Batch: 0 | Loss: 0.637 | Acc: 77.34%
+2025-03-14 19:39:39,191 - train - INFO - Epoch: 16 | Batch: 100 | Loss: 0.643 | Acc: 78.73%
+2025-03-14 19:39:42,808 - train - INFO - Epoch: 16 | Batch: 200 | Loss: 0.656 | Acc: 78.33%
+2025-03-14 19:39:46,368 - train - INFO - Epoch: 16 | Batch: 300 | Loss: 0.657 | Acc: 78.34%
+2025-03-14 19:39:51,262 - train - INFO - Epoch: 16 | Test Loss: 0.645 | Test Acc: 77.94%
+2025-03-14 19:40:02,465 - train - INFO - Epoch: 17 | Batch: 0 | Loss: 0.689 | Acc: 78.12%
+2025-03-14 19:40:05,700 - train - INFO - Epoch: 17 | Batch: 100 | Loss: 0.656 | Acc: 78.31%
+2025-03-14 19:40:08,941 - train - INFO - Epoch: 17 | Batch: 200 | Loss: 0.659 | Acc: 78.00%
+2025-03-14 19:40:12,210 - train - INFO - Epoch: 17 | Batch: 300 | Loss: 0.654 | Acc: 78.12%
+2025-03-14 19:40:17,353 - train - INFO - Epoch: 17 | Test Loss: 0.788 | Test Acc: 73.69%
+2025-03-14 19:40:17,627 - train - INFO - Epoch: 18 | Batch: 0 | Loss: 0.796 | Acc: 75.00%
+2025-03-14 19:40:20,935 - train - INFO - Epoch: 18 | Batch: 100 | Loss: 0.619 | Acc: 79.47%
+2025-03-14 19:40:24,294 - train - INFO - Epoch: 18 | Batch: 200 | Loss: 0.636 | Acc: 78.87%
+2025-03-14 19:40:27,713 - train - INFO - Epoch: 18 | Batch: 300 | Loss: 0.642 | Acc: 78.64%
+2025-03-14 19:40:32,231 - train - INFO - Epoch: 18 | Test Loss: 0.649 | Test Acc: 78.28%
+2025-03-14 19:40:45,148 - train - INFO - Epoch: 19 | Batch: 0 | Loss: 0.598 | Acc: 78.12%
+2025-03-14 19:40:48,751 - train - INFO - Epoch: 19 | Batch: 100 | Loss: 0.642 | Acc: 78.30%
+2025-03-14 19:40:52,160 - train - INFO - Epoch: 19 | Batch: 200 | Loss: 0.633 | Acc: 79.06%
+2025-03-14 19:40:55,553 - train - INFO - Epoch: 19 | Batch: 300 | Loss: 0.639 | Acc: 78.77%
+2025-03-14 19:41:00,037 - train - INFO - Epoch: 19 | Test Loss: 0.758 | Test Acc: 74.52%
+2025-03-14 19:41:00,266 - train - INFO - Epoch: 20 | Batch: 0 | Loss: 0.699 | Acc: 78.91%
+2025-03-14 19:41:03,650 - train - INFO - Epoch: 20 | Batch: 100 | Loss: 0.641 | Acc: 79.18%
+2025-03-14 19:41:06,904 - train - INFO - Epoch: 20 | Batch: 200 | Loss: 0.645 | Acc: 78.75%
+2025-03-14 19:41:10,217 - train - INFO - Epoch: 20 | Batch: 300 | Loss: 0.651 | Acc: 78.54%
+2025-03-14 19:41:15,170 - train - INFO - Epoch: 20 | Test Loss: 0.942 | Test Acc: 69.15%
+2025-03-14 19:41:26,518 - train - INFO - Epoch: 21 | Batch: 0 | Loss: 0.722 | Acc: 75.00%
+2025-03-14 19:41:29,940 - train - INFO - Epoch: 21 | Batch: 100 | Loss: 0.642 | Acc: 78.69%
+2025-03-14 19:41:33,495 - train - INFO - Epoch: 21 | Batch: 200 | Loss: 0.651 | Acc: 78.30%
+2025-03-14 19:41:36,904 - train - INFO - Epoch: 21 | Batch: 300 | Loss: 0.654 | Acc: 78.37%
+2025-03-14 19:41:42,216 - train - INFO - Epoch: 21 | Test Loss: 0.653 | Test Acc: 78.49%
+2025-03-14 19:41:42,526 - train - INFO - Epoch: 22 | Batch: 0 | Loss: 0.722 | Acc: 78.12%
+2025-03-14 19:41:46,440 - train - INFO - Epoch: 22 | Batch: 100 | Loss: 0.646 | Acc: 78.98%
+2025-03-14 19:41:50,554 - train - INFO - Epoch: 22 | Batch: 200 | Loss: 0.647 | Acc: 78.78%
+2025-03-14 19:41:54,284 - train - INFO - Epoch: 22 | Batch: 300 | Loss: 0.645 | Acc: 78.79%
+2025-03-14 19:41:59,252 - train - INFO - Epoch: 22 | Test Loss: 0.668 | Test Acc: 76.99%
+2025-03-14 19:42:11,832 - train - INFO - Epoch: 23 | Batch: 0 | Loss: 0.549 | Acc: 80.47%
+2025-03-14 19:42:15,126 - train - INFO - Epoch: 23 | Batch: 100 | Loss: 0.624 | Acc: 78.83%
+2025-03-14 19:42:18,419 - train - INFO - Epoch: 23 | Batch: 200 | Loss: 0.635 | Acc: 78.79%
+2025-03-14 19:42:21,633 - train - INFO - Epoch: 23 | Batch: 300 | Loss: 0.632 | Acc: 78.91%
+2025-03-14 19:42:26,712 - train - INFO - Epoch: 23 | Test Loss: 0.754 | Test Acc: 74.86%
+2025-03-14 19:42:26,957 - train - INFO - Epoch: 24 | Batch: 0 | Loss: 0.438 | Acc: 86.72%
+2025-03-14 19:42:30,229 - train - INFO - Epoch: 24 | Batch: 100 | Loss: 0.637 | Acc: 78.90%
+2025-03-14 19:42:33,523 - train - INFO - Epoch: 24 | Batch: 200 | Loss: 0.639 | Acc: 78.73%
+2025-03-14 19:42:36,716 - train - INFO - Epoch: 24 | Batch: 300 | Loss: 0.633 | Acc: 78.95%
+2025-03-14 19:42:41,197 - train - INFO - Epoch: 24 | Test Loss: 0.851 | Test Acc: 72.15%
+2025-03-14 19:42:53,065 - train - INFO - Epoch: 25 | Batch: 0 | Loss: 0.541 | Acc: 80.47%
+2025-03-14 19:42:56,327 - train - INFO - Epoch: 25 | Batch: 100 | Loss: 0.642 | Acc: 78.20%
+2025-03-14 19:42:59,601 - train - INFO - Epoch: 25 | Batch: 200 | Loss: 0.636 | Acc: 78.85%
+2025-03-14 19:43:02,944 - train - INFO - Epoch: 25 | Batch: 300 | Loss: 0.638 | Acc: 78.86%
+2025-03-14 19:43:07,734 - train - INFO - Epoch: 25 | Test Loss: 0.992 | Test Acc: 70.15%
+2025-03-14 19:43:08,005 - train - INFO - Epoch: 26 | Batch: 0 | Loss: 0.519 | Acc: 82.81%
+2025-03-14 19:43:11,406 - train - INFO - Epoch: 26 | Batch: 100 | Loss: 0.607 | Acc: 80.00%
+2025-03-14 19:43:14,778 - train - INFO - Epoch: 26 | Batch: 200 | Loss: 0.629 | Acc: 79.06%
+2025-03-14 19:43:18,070 - train - INFO - Epoch: 26 | Batch: 300 | Loss: 0.628 | Acc: 79.10%
+2025-03-14 19:43:22,670 - train - INFO - Epoch: 26 | Test Loss: 0.671 | Test Acc: 77.26%
+2025-03-14 19:43:33,686 - train - INFO - Epoch: 27 | Batch: 0 | Loss: 0.671 | Acc: 78.12%
+2025-03-14 19:43:37,086 - train - INFO - Epoch: 27 | Batch: 100 | Loss: 0.621 | Acc: 79.70%
+2025-03-14 19:43:40,311 - train - INFO - Epoch: 27 | Batch: 200 | Loss: 0.620 | Acc: 79.59%
+2025-03-14 19:43:43,622 - train - INFO - Epoch: 27 | Batch: 300 | Loss: 0.627 | Acc: 79.41%
+2025-03-14 19:43:48,359 - train - INFO - Epoch: 27 | Test Loss: 0.662 | Test Acc: 77.75%
+2025-03-14 19:43:48,711 - train - INFO - Epoch: 28 | Batch: 0 | Loss: 0.576 | Acc: 82.81%
+2025-03-14 19:43:52,170 - train - INFO - Epoch: 28 | Batch: 100 | Loss: 0.630 | Acc: 79.00%
+2025-03-14 19:43:55,513 - train - INFO - Epoch: 28 | Batch: 200 | Loss: 0.627 | Acc: 79.05%
+2025-03-14 19:43:58,821 - train - INFO - Epoch: 28 | Batch: 300 | Loss: 0.635 | Acc: 78.75%
+2025-03-14 19:44:03,266 - train - INFO - Epoch: 28 | Test Loss: 0.724 | Test Acc: 74.87%
+2025-03-14 19:44:13,667 - train - INFO - Epoch: 29 | Batch: 0 | Loss: 0.646 | Acc: 81.25%
+2025-03-14 19:44:16,941 - train - INFO - Epoch: 29 | Batch: 100 | Loss: 0.628 | Acc: 79.19%
+2025-03-14 19:44:20,482 - train - INFO - Epoch: 29 | Batch: 200 | Loss: 0.630 | Acc: 79.00%
+2025-03-14 19:44:23,737 - train - INFO - Epoch: 29 | Batch: 300 | Loss: 0.629 | Acc: 78.95%
+2025-03-14 19:44:28,295 - train - INFO - Epoch: 29 | Test Loss: 0.662 | Test Acc: 77.43%
+2025-03-14 19:44:28,530 - train - INFO - Epoch: 30 | Batch: 0 | Loss: 0.670 | Acc: 74.22%
+2025-03-14 19:44:31,941 - train - INFO - Epoch: 30 | Batch: 100 | Loss: 0.615 | Acc: 79.38%
+2025-03-14 19:44:35,458 - train - INFO - Epoch: 30 | Batch: 200 | Loss: 0.629 | Acc: 79.02%
+2025-03-14 19:44:38,753 - train - INFO - Epoch: 30 | Batch: 300 | Loss: 0.627 | Acc: 79.15%
+2025-03-14 19:44:43,265 - train - INFO - Epoch: 30 | Test Loss: 0.795 | Test Acc: 73.48%
+2025-03-14 19:44:56,355 - train - INFO - Epoch: 31 | Batch: 0 | Loss: 0.875 | Acc: 67.97%
+2025-03-14 19:44:59,749 - train - INFO - Epoch: 31 | Batch: 100 | Loss: 0.635 | Acc: 78.71%
+2025-03-14 19:45:03,017 - train - INFO - Epoch: 31 | Batch: 200 | Loss: 0.626 | Acc: 79.11%
+2025-03-14 19:45:06,545 - train - INFO - Epoch: 31 | Batch: 300 | Loss: 0.626 | Acc: 79.04%
+2025-03-14 19:45:11,485 - train - INFO - Epoch: 31 | Test Loss: 0.669 | Test Acc: 77.71%
+2025-03-14 19:45:11,913 - train - INFO - Epoch: 32 | Batch: 0 | Loss: 0.498 | Acc: 81.25%
+2025-03-14 19:45:15,270 - train - INFO - Epoch: 32 | Batch: 100 | Loss: 0.634 | Acc: 79.05%
+2025-03-14 19:45:18,585 - train - INFO - Epoch: 32 | Batch: 200 | Loss: 0.633 | Acc: 79.11%
+2025-03-14 19:45:21,798 - train - INFO - Epoch: 32 | Batch: 300 | Loss: 0.629 | Acc: 79.26%
+2025-03-14 19:45:26,689 - train - INFO - Epoch: 32 | Test Loss: 0.971 | Test Acc: 69.30%
+2025-03-14 19:45:39,797 - train - INFO - Epoch: 33 | Batch: 0 | Loss: 0.706 | Acc: 78.91%
+2025-03-14 19:45:43,114 - train - INFO - Epoch: 33 | Batch: 100 | Loss: 0.610 | Acc: 79.79%
+2025-03-14 19:45:46,320 - train - INFO - Epoch: 33 | Batch: 200 | Loss: 0.623 | Acc: 79.44%
+2025-03-14 19:45:49,642 - train - INFO - Epoch: 33 | Batch: 300 | Loss: 0.626 | Acc: 79.30%
+2025-03-14 19:45:54,214 - train - INFO - Epoch: 33 | Test Loss: 0.675 | Test Acc: 76.70%
+2025-03-14 19:45:54,434 - train - INFO - Epoch: 34 | Batch: 0 | Loss: 0.527 | Acc: 80.47%
+2025-03-14 19:45:57,688 - train - INFO - Epoch: 34 | Batch: 100 | Loss: 0.621 | Acc: 79.09%
+2025-03-14 19:46:00,874 - train - INFO - Epoch: 34 | Batch: 200 | Loss: 0.623 | Acc: 78.99%
+2025-03-14 19:46:04,179 - train - INFO - Epoch: 34 | Batch: 300 | Loss: 0.625 | Acc: 78.99%
+2025-03-14 19:46:08,870 - train - INFO - Epoch: 34 | Test Loss: 0.612 | Test Acc: 78.84%
+2025-03-14 19:46:21,448 - train - INFO - Epoch: 35 | Batch: 0 | Loss: 0.566 | Acc: 79.69%
+2025-03-14 19:46:24,671 - train - INFO - Epoch: 35 | Batch: 100 | Loss: 0.624 | Acc: 79.35%
+2025-03-14 19:46:27,843 - train - INFO - Epoch: 35 | Batch: 200 | Loss: 0.632 | Acc: 78.92%
+2025-03-14 19:46:31,182 - train - INFO - Epoch: 35 | Batch: 300 | Loss: 0.630 | Acc: 78.98%
+2025-03-14 19:46:35,613 - train - INFO - Epoch: 35 | Test Loss: 0.692 | Test Acc: 76.93%
+2025-03-14 19:46:35,849 - train - INFO - Epoch: 36 | Batch: 0 | Loss: 0.638 | Acc: 78.91%
+2025-03-14 19:46:39,126 - train - INFO - Epoch: 36 | Batch: 100 | Loss: 0.617 | Acc: 79.44%
+2025-03-14 19:46:42,587 - train - INFO - Epoch: 36 | Batch: 200 | Loss: 0.620 | Acc: 79.45%
+2025-03-14 19:46:45,891 - train - INFO - Epoch: 36 | Batch: 300 | Loss: 0.619 | Acc: 79.32%
+2025-03-14 19:46:50,381 - train - INFO - Epoch: 36 | Test Loss: 0.747 | Test Acc: 75.67%
+2025-03-14 19:47:04,037 - train - INFO - Epoch: 37 | Batch: 0 | Loss: 0.611 | Acc: 82.03%
+2025-03-14 19:47:07,310 - train - INFO - Epoch: 37 | Batch: 100 | Loss: 0.621 | Acc: 79.08%
+2025-03-14 19:47:10,603 - train - INFO - Epoch: 37 | Batch: 200 | Loss: 0.621 | Acc: 79.15%
+2025-03-14 19:47:13,815 - train - INFO - Epoch: 37 | Batch: 300 | Loss: 0.628 | Acc: 78.97%
+2025-03-14 19:47:18,168 - train - INFO - Epoch: 37 | Test Loss: 0.679 | Test Acc: 77.48%
+2025-03-14 19:47:18,397 - train - INFO - Epoch: 38 | Batch: 0 | Loss: 0.496 | Acc: 83.59%
+2025-03-14 19:47:21,698 - train - INFO - Epoch: 38 | Batch: 100 | Loss: 0.615 | Acc: 79.73%
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+2025-03-14 19:47:48,904 - train - INFO - Epoch: 39 | Batch: 100 | Loss: 0.601 | Acc: 80.37%
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+2025-03-14 19:38:26,656 - train - INFO - Epoch: 14 | Batch: 300 | Loss: 1.164 | Acc: 58.82%
+2025-03-14 19:38:30,586 - train - INFO - Epoch: 14 | Test Loss: 1.276 | Test Acc: 55.02%
+2025-03-14 19:38:41,002 - train - INFO - Epoch: 15 | Batch: 0 | Loss: 1.196 | Acc: 53.91%
+2025-03-14 19:38:43,862 - train - INFO - Epoch: 15 | Batch: 100 | Loss: 1.157 | Acc: 59.38%
+2025-03-14 19:38:46,647 - train - INFO - Epoch: 15 | Batch: 200 | Loss: 1.148 | Acc: 59.47%
+2025-03-14 19:38:49,537 - train - INFO - Epoch: 15 | Batch: 300 | Loss: 1.150 | Acc: 59.41%
+2025-03-14 19:38:53,845 - train - INFO - Epoch: 15 | Test Loss: 1.164 | Test Acc: 59.17%
+2025-03-14 19:38:54,067 - train - INFO - Epoch: 16 | Batch: 0 | Loss: 0.926 | Acc: 67.97%
+2025-03-14 19:38:56,970 - train - INFO - Epoch: 16 | Batch: 100 | Loss: 1.142 | Acc: 59.78%
+2025-03-14 19:38:59,745 - train - INFO - Epoch: 16 | Batch: 200 | Loss: 1.143 | Acc: 59.80%
+2025-03-14 19:39:02,600 - train - INFO - Epoch: 16 | Batch: 300 | Loss: 1.146 | Acc: 59.79%
+2025-03-14 19:39:07,088 - train - INFO - Epoch: 16 | Test Loss: 1.145 | Test Acc: 59.72%
+2025-03-14 19:39:18,059 - train - INFO - Epoch: 17 | Batch: 0 | Loss: 0.978 | Acc: 64.06%
+2025-03-14 19:39:21,062 - train - INFO - Epoch: 17 | Batch: 100 | Loss: 1.159 | Acc: 59.11%
+2025-03-14 19:39:24,063 - train - INFO - Epoch: 17 | Batch: 200 | Loss: 1.149 | Acc: 59.38%
+2025-03-14 19:39:27,180 - train - INFO - Epoch: 17 | Batch: 300 | Loss: 1.145 | Acc: 59.82%
+2025-03-14 19:39:32,003 - train - INFO - Epoch: 17 | Test Loss: 1.164 | Test Acc: 59.60%
+2025-03-14 19:39:32,294 - train - INFO - Epoch: 18 | Batch: 0 | Loss: 1.097 | Acc: 60.94%
+2025-03-14 19:39:35,379 - train - INFO - Epoch: 18 | Batch: 100 | Loss: 1.131 | Acc: 59.47%
+2025-03-14 19:39:38,505 - train - INFO - Epoch: 18 | Batch: 200 | Loss: 1.126 | Acc: 59.93%
+2025-03-14 19:39:41,838 - train - INFO - Epoch: 18 | Batch: 300 | Loss: 1.124 | Acc: 60.26%
+2025-03-14 19:39:46,267 - train - INFO - Epoch: 18 | Test Loss: 1.178 | Test Acc: 58.70%
+2025-03-14 19:39:57,412 - train - INFO - Epoch: 19 | Batch: 0 | Loss: 1.281 | Acc: 54.69%
+2025-03-14 19:40:00,334 - train - INFO - Epoch: 19 | Batch: 100 | Loss: 1.131 | Acc: 60.60%
+2025-03-14 19:40:03,247 - train - INFO - Epoch: 19 | Batch: 200 | Loss: 1.132 | Acc: 60.33%
+2025-03-14 19:40:06,091 - train - INFO - Epoch: 19 | Batch: 300 | Loss: 1.131 | Acc: 60.40%
+2025-03-14 19:40:10,218 - train - INFO - Epoch: 19 | Test Loss: 1.146 | Test Acc: 59.70%
+2025-03-14 19:40:10,427 - train - INFO - Epoch: 20 | Batch: 0 | Loss: 1.237 | Acc: 57.03%
+2025-03-14 19:40:13,329 - train - INFO - Epoch: 20 | Batch: 100 | Loss: 1.105 | Acc: 61.37%
+2025-03-14 19:40:16,496 - train - INFO - Epoch: 20 | Batch: 200 | Loss: 1.112 | Acc: 61.24%
+2025-03-14 19:40:19,346 - train - INFO - Epoch: 20 | Batch: 300 | Loss: 1.119 | Acc: 61.04%
+2025-03-14 19:40:23,460 - train - INFO - Epoch: 20 | Test Loss: 1.178 | Test Acc: 58.22%
+2025-03-14 19:40:34,045 - train - INFO - Epoch: 21 | Batch: 0 | Loss: 1.283 | Acc: 57.03%
+2025-03-14 19:40:36,967 - train - INFO - Epoch: 21 | Batch: 100 | Loss: 1.125 | Acc: 60.55%
+2025-03-14 19:40:39,673 - train - INFO - Epoch: 21 | Batch: 200 | Loss: 1.115 | Acc: 61.14%
+2025-03-14 19:40:42,896 - train - INFO - Epoch: 21 | Batch: 300 | Loss: 1.119 | Acc: 60.80%
+2025-03-14 19:40:47,481 - train - INFO - Epoch: 21 | Test Loss: 1.148 | Test Acc: 58.85%
+2025-03-14 19:40:47,708 - train - INFO - Epoch: 22 | Batch: 0 | Loss: 1.006 | Acc: 63.28%
+2025-03-14 19:40:50,647 - train - INFO - Epoch: 22 | Batch: 100 | Loss: 1.109 | Acc: 61.04%
+2025-03-14 19:40:53,390 - train - INFO - Epoch: 22 | Batch: 200 | Loss: 1.121 | Acc: 60.61%
+2025-03-14 19:40:56,265 - train - INFO - Epoch: 22 | Batch: 300 | Loss: 1.121 | Acc: 60.59%
+2025-03-14 19:41:00,300 - train - INFO - Epoch: 22 | Test Loss: 1.252 | Test Acc: 56.00%
+2025-03-14 19:41:10,713 - train - INFO - Epoch: 23 | Batch: 0 | Loss: 1.183 | Acc: 64.06%
+2025-03-14 19:41:13,642 - train - INFO - Epoch: 23 | Batch: 100 | Loss: 1.141 | Acc: 60.41%
+2025-03-14 19:41:16,447 - train - INFO - Epoch: 23 | Batch: 200 | Loss: 1.126 | Acc: 60.60%
+2025-03-14 19:41:19,466 - train - INFO - Epoch: 23 | Batch: 300 | Loss: 1.126 | Acc: 60.61%
+2025-03-14 19:41:23,677 - train - INFO - Epoch: 23 | Test Loss: 1.355 | Test Acc: 53.98%
+2025-03-14 19:41:23,909 - train - INFO - Epoch: 24 | Batch: 0 | Loss: 1.204 | Acc: 57.03%
+2025-03-14 19:41:26,799 - train - INFO - Epoch: 24 | Batch: 100 | Loss: 1.111 | Acc: 60.94%
+2025-03-14 19:41:29,837 - train - INFO - Epoch: 24 | Batch: 200 | Loss: 1.111 | Acc: 61.03%
+2025-03-14 19:41:32,845 - train - INFO - Epoch: 24 | Batch: 300 | Loss: 1.112 | Acc: 60.86%
+2025-03-14 19:41:37,135 - train - INFO - Epoch: 24 | Test Loss: 1.229 | Test Acc: 56.77%
+2025-03-14 19:41:49,373 - train - INFO - Epoch: 25 | Batch: 0 | Loss: 1.142 | Acc: 60.16%
+2025-03-14 19:41:52,683 - train - INFO - Epoch: 25 | Batch: 100 | Loss: 1.096 | Acc: 62.07%
+2025-03-14 19:41:55,781 - train - INFO - Epoch: 25 | Batch: 200 | Loss: 1.106 | Acc: 61.37%
+2025-03-14 19:41:58,961 - train - INFO - Epoch: 25 | Batch: 300 | Loss: 1.105 | Acc: 61.47%
+2025-03-14 19:42:03,822 - train - INFO - Epoch: 25 | Test Loss: 1.208 | Test Acc: 56.94%
+2025-03-14 19:42:04,048 - train - INFO - Epoch: 26 | Batch: 0 | Loss: 0.874 | Acc: 65.62%
+2025-03-14 19:42:07,041 - train - INFO - Epoch: 26 | Batch: 100 | Loss: 1.107 | Acc: 60.66%
+2025-03-14 19:42:09,754 - train - INFO - Epoch: 26 | Batch: 200 | Loss: 1.108 | Acc: 60.90%
+2025-03-14 19:42:12,340 - train - INFO - Epoch: 26 | Batch: 300 | Loss: 1.103 | Acc: 61.09%
+2025-03-14 19:42:16,280 - train - INFO - Epoch: 26 | Test Loss: 1.272 | Test Acc: 54.55%
+2025-03-14 19:42:26,726 - train - INFO - Epoch: 27 | Batch: 0 | Loss: 1.055 | Acc: 63.28%
+2025-03-14 19:42:29,611 - train - INFO - Epoch: 27 | Batch: 100 | Loss: 1.098 | Acc: 61.42%
+2025-03-14 19:42:32,450 - train - INFO - Epoch: 27 | Batch: 200 | Loss: 1.101 | Acc: 61.61%
+2025-03-14 19:42:35,164 - train - INFO - Epoch: 27 | Batch: 300 | Loss: 1.110 | Acc: 61.25%
+2025-03-14 19:42:38,982 - train - INFO - Epoch: 27 | Test Loss: 1.093 | Test Acc: 61.80%
+2025-03-14 19:42:39,189 - train - INFO - Epoch: 28 | Batch: 0 | Loss: 1.191 | Acc: 61.72%
+2025-03-14 19:42:42,143 - train - INFO - Epoch: 28 | Batch: 100 | Loss: 1.113 | Acc: 60.58%
+2025-03-14 19:42:45,181 - train - INFO - Epoch: 28 | Batch: 200 | Loss: 1.105 | Acc: 60.91%
+2025-03-14 19:42:48,103 - train - INFO - Epoch: 28 | Batch: 300 | Loss: 1.107 | Acc: 60.91%
+2025-03-14 19:42:52,248 - train - INFO - Epoch: 28 | Test Loss: 1.132 | Test Acc: 60.36%
+2025-03-14 19:43:02,145 - train - INFO - Epoch: 29 | Batch: 0 | Loss: 1.005 | Acc: 69.53%
+2025-03-14 19:43:04,936 - train - INFO - Epoch: 29 | Batch: 100 | Loss: 1.107 | Acc: 61.42%
+2025-03-14 19:43:07,909 - train - INFO - Epoch: 29 | Batch: 200 | Loss: 1.100 | Acc: 61.62%
+2025-03-14 19:43:10,658 - train - INFO - Epoch: 29 | Batch: 300 | Loss: 1.097 | Acc: 61.47%
+2025-03-14 19:43:14,707 - train - INFO - Epoch: 29 | Test Loss: 1.365 | Test Acc: 52.51%
+2025-03-14 19:43:14,980 - train - INFO - Epoch: 30 | Batch: 0 | Loss: 1.134 | Acc: 56.25%
+2025-03-14 19:43:17,981 - train - INFO - Epoch: 30 | Batch: 100 | Loss: 1.101 | Acc: 61.53%
+2025-03-14 19:43:20,945 - train - INFO - Epoch: 30 | Batch: 200 | Loss: 1.097 | Acc: 61.55%
+2025-03-14 19:43:23,828 - train - INFO - Epoch: 30 | Batch: 300 | Loss: 1.096 | Acc: 61.62%
+2025-03-14 19:43:27,912 - train - INFO - Epoch: 30 | Test Loss: 1.058 | Test Acc: 62.23%
+2025-03-14 19:43:37,857 - train - INFO - Epoch: 31 | Batch: 0 | Loss: 1.111 | Acc: 64.06%
+2025-03-14 19:43:40,744 - train - INFO - Epoch: 31 | Batch: 100 | Loss: 1.093 | Acc: 61.44%
+2025-03-14 19:43:43,590 - train - INFO - Epoch: 31 | Batch: 200 | Loss: 1.095 | Acc: 61.63%
+2025-03-14 19:43:46,301 - train - INFO - Epoch: 31 | Batch: 300 | Loss: 1.087 | Acc: 61.93%
+2025-03-14 19:43:50,386 - train - INFO - Epoch: 31 | Test Loss: 1.227 | Test Acc: 56.04%
+2025-03-14 19:43:50,594 - train - INFO - Epoch: 32 | Batch: 0 | Loss: 0.883 | Acc: 70.31%
+2025-03-14 19:43:53,386 - train - INFO - Epoch: 32 | Batch: 100 | Loss: 1.085 | Acc: 62.06%
+2025-03-14 19:43:56,058 - train - INFO - Epoch: 32 | Batch: 200 | Loss: 1.093 | Acc: 61.87%
+2025-03-14 19:43:58,777 - train - INFO - Epoch: 32 | Batch: 300 | Loss: 1.095 | Acc: 61.84%
+2025-03-14 19:44:02,708 - train - INFO - Epoch: 32 | Test Loss: 1.217 | Test Acc: 57.42%
+2025-03-14 19:44:12,615 - train - INFO - Epoch: 33 | Batch: 0 | Loss: 1.165 | Acc: 60.16%
+2025-03-14 19:44:15,397 - train - INFO - Epoch: 33 | Batch: 100 | Loss: 1.087 | Acc: 61.80%
+2025-03-14 19:44:18,183 - train - INFO - Epoch: 33 | Batch: 200 | Loss: 1.092 | Acc: 61.66%
+2025-03-14 19:44:21,023 - train - INFO - Epoch: 33 | Batch: 300 | Loss: 1.088 | Acc: 61.89%
+2025-03-14 19:44:25,133 - train - INFO - Epoch: 33 | Test Loss: 1.139 | Test Acc: 59.81%
+2025-03-14 19:44:25,337 - train - INFO - Epoch: 34 | Batch: 0 | Loss: 1.119 | Acc: 57.81%
+2025-03-14 19:44:28,094 - train - INFO - Epoch: 34 | Batch: 100 | Loss: 1.081 | Acc: 62.59%
+2025-03-14 19:44:30,793 - train - INFO - Epoch: 34 | Batch: 200 | Loss: 1.084 | Acc: 62.30%
+2025-03-14 19:44:33,468 - train - INFO - Epoch: 34 | Batch: 300 | Loss: 1.088 | Acc: 62.01%
+2025-03-14 19:44:37,502 - train - INFO - Epoch: 34 | Test Loss: 1.096 | Test Acc: 61.46%
+2025-03-14 19:44:47,538 - train - INFO - Epoch: 35 | Batch: 0 | Loss: 1.280 | Acc: 52.34%
+2025-03-14 19:44:50,462 - train - INFO - Epoch: 35 | Batch: 100 | Loss: 1.105 | Acc: 61.56%
+2025-03-14 19:44:53,242 - train - INFO - Epoch: 35 | Batch: 200 | Loss: 1.098 | Acc: 61.76%
+2025-03-14 19:44:56,109 - train - INFO - Epoch: 35 | Batch: 300 | Loss: 1.094 | Acc: 61.89%
+2025-03-14 19:45:00,063 - train - INFO - Epoch: 35 | Test Loss: 1.179 | Test Acc: 59.79%
+2025-03-14 19:45:00,274 - train - INFO - Epoch: 36 | Batch: 0 | Loss: 0.913 | Acc: 69.53%
+2025-03-14 19:45:03,181 - train - INFO - Epoch: 36 | Batch: 100 | Loss: 1.049 | Acc: 63.35%
+2025-03-14 19:45:06,116 - train - INFO - Epoch: 36 | Batch: 200 | Loss: 1.066 | Acc: 62.64%
+2025-03-14 19:45:09,021 - train - INFO - Epoch: 36 | Batch: 300 | Loss: 1.079 | Acc: 62.11%
+2025-03-14 19:45:13,026 - train - INFO - Epoch: 36 | Test Loss: 1.090 | Test Acc: 61.83%
+2025-03-14 19:45:23,209 - train - INFO - Epoch: 37 | Batch: 0 | Loss: 1.131 | Acc: 61.72%
+2025-03-14 19:45:26,014 - train - INFO - Epoch: 37 | Batch: 100 | Loss: 1.073 | Acc: 62.70%
+2025-03-14 19:45:28,845 - train - INFO - Epoch: 37 | Batch: 200 | Loss: 1.083 | Acc: 62.25%
+2025-03-14 19:45:31,768 - train - INFO - Epoch: 37 | Batch: 300 | Loss: 1.080 | Acc: 62.33%
+2025-03-14 19:45:35,879 - train - INFO - Epoch: 37 | Test Loss: 1.146 | Test Acc: 58.65%
+2025-03-14 19:45:36,091 - train - INFO - Epoch: 38 | Batch: 0 | Loss: 1.102 | Acc: 56.25%
+2025-03-14 19:45:38,959 - train - INFO - Epoch: 38 | Batch: 100 | Loss: 1.089 | Acc: 61.91%
+2025-03-14 19:45:41,799 - train - INFO - Epoch: 38 | Batch: 200 | Loss: 1.082 | Acc: 62.14%
+2025-03-14 19:45:44,479 - train - INFO - Epoch: 38 | Batch: 300 | Loss: 1.092 | Acc: 61.85%
+2025-03-14 19:45:48,389 - train - INFO - Epoch: 38 | Test Loss: 1.114 | Test Acc: 60.73%
+2025-03-14 19:45:58,325 - train - INFO - Epoch: 39 | Batch: 0 | Loss: 1.011 | Acc: 57.81%
+2025-03-14 19:46:01,154 - train - INFO - Epoch: 39 | Batch: 100 | Loss: 1.086 | Acc: 61.43%
+2025-03-14 19:46:04,045 - train - INFO - Epoch: 39 | Batch: 200 | Loss: 1.083 | Acc: 61.72%
+2025-03-14 19:46:06,946 - train - INFO - Epoch: 39 | Batch: 300 | Loss: 1.083 | Acc: 61.85%
+2025-03-14 19:46:10,932 - train - INFO - Epoch: 39 | Test Loss: 1.192 | Test Acc: 58.43%
+2025-03-14 19:46:11,177 - train - INFO - Epoch: 40 | Batch: 0 | Loss: 1.080 | Acc: 61.72%
+2025-03-14 19:46:14,380 - train - INFO - Epoch: 40 | Batch: 100 | Loss: 1.103 | Acc: 62.06%
+2025-03-14 19:46:17,468 - train - INFO - Epoch: 40 | Batch: 200 | Loss: 1.086 | Acc: 62.45%
+2025-03-14 19:46:20,564 - train - INFO - Epoch: 40 | Batch: 300 | Loss: 1.084 | Acc: 62.41%
+2025-03-14 19:46:24,461 - train - INFO - Epoch: 40 | Test Loss: 1.151 | Test Acc: 59.16%
+2025-03-14 19:46:34,040 - train - INFO - Epoch: 41 | Batch: 0 | Loss: 1.150 | Acc: 64.84%
+2025-03-14 19:46:36,830 - train - INFO - Epoch: 41 | Batch: 100 | Loss: 1.068 | Acc: 62.60%
+2025-03-14 19:46:39,527 - train - INFO - Epoch: 41 | Batch: 200 | Loss: 1.075 | Acc: 62.34%
+2025-03-14 19:46:42,471 - train - INFO - Epoch: 41 | Batch: 300 | Loss: 1.079 | Acc: 62.17%
+2025-03-14 19:46:46,291 - train - INFO - Epoch: 41 | Test Loss: 1.162 | Test Acc: 59.24%
+2025-03-14 19:46:46,502 - train - INFO - Epoch: 42 | Batch: 0 | Loss: 1.153 | Acc: 60.16%
+2025-03-14 19:46:49,178 - train - INFO - Epoch: 42 | Batch: 100 | Loss: 1.087 | Acc: 61.93%
+2025-03-14 19:46:51,859 - train - INFO - Epoch: 42 | Batch: 200 | Loss: 1.092 | Acc: 62.05%
+2025-03-14 19:46:54,717 - train - INFO - Epoch: 42 | Batch: 300 | Loss: 1.084 | Acc: 62.22%
+2025-03-14 19:46:58,764 - train - INFO - Epoch: 42 | Test Loss: 1.114 | Test Acc: 61.30%
+2025-03-14 19:47:09,055 - train - INFO - Epoch: 43 | Batch: 0 | Loss: 0.999 | Acc: 66.41%
+2025-03-14 19:47:11,844 - train - INFO - Epoch: 43 | Batch: 100 | Loss: 1.078 | Acc: 62.23%
+2025-03-14 19:47:14,711 - train - INFO - Epoch: 43 | Batch: 200 | Loss: 1.077 | Acc: 62.01%
+2025-03-14 19:47:17,266 - train - INFO - Epoch: 43 | Batch: 300 | Loss: 1.079 | Acc: 62.16%
+2025-03-14 19:47:21,134 - train - INFO - Epoch: 43 | Test Loss: 1.125 | Test Acc: 60.02%
+2025-03-14 19:47:21,365 - train - INFO - Epoch: 44 | Batch: 0 | Loss: 1.118 | Acc: 61.72%
+2025-03-14 19:47:24,096 - train - INFO - Epoch: 44 | Batch: 100 | Loss: 1.069 | Acc: 62.43%
+2025-03-14 19:47:26,802 - train - INFO - Epoch: 44 | Batch: 200 | Loss: 1.062 | Acc: 63.04%
+2025-03-14 19:47:29,582 - train - INFO - Epoch: 44 | Batch: 300 | Loss: 1.069 | Acc: 62.77%
+2025-03-14 19:47:33,767 - train - INFO - Epoch: 44 | Test Loss: 1.221 | Test Acc: 59.06%
+2025-03-14 19:47:45,660 - train - INFO - Epoch: 45 | Batch: 0 | Loss: 1.279 | Acc: 53.91%
+2025-03-14 19:47:48,442 - train - INFO - Epoch: 45 | Batch: 100 | Loss: 1.077 | Acc: 62.37%
+2025-03-14 19:47:51,274 - train - INFO - Epoch: 45 | Batch: 200 | Loss: 1.082 | Acc: 62.27%
+2025-03-14 19:47:54,009 - train - INFO - Epoch: 45 | Batch: 300 | Loss: 1.080 | Acc: 62.46%
+2025-03-14 19:47:58,034 - train - INFO - Epoch: 45 | Test Loss: 1.185 | Test Acc: 58.87%
+2025-03-14 19:47:58,263 - train - INFO - Epoch: 46 | Batch: 0 | Loss: 1.007 | Acc: 67.19%
+2025-03-14 19:48:01,118 - train - INFO - Epoch: 46 | Batch: 100 | Loss: 1.084 | Acc: 62.31%
+2025-03-14 19:48:03,842 - train - INFO - Epoch: 46 | Batch: 200 | Loss: 1.073 | Acc: 62.87%
+2025-03-14 19:48:06,567 - train - INFO - Epoch: 46 | Batch: 300 | Loss: 1.072 | Acc: 62.83%
+2025-03-14 19:48:10,468 - train - INFO - Epoch: 46 | Test Loss: 1.052 | Test Acc: 63.17%
+2025-03-14 19:48:20,201 - train - INFO - Epoch: 47 | Batch: 0 | Loss: 1.105 | Acc: 57.81%
+2025-03-14 19:48:23,066 - train - INFO - Epoch: 47 | Batch: 100 | Loss: 1.051 | Acc: 63.25%
+2025-03-14 19:48:25,806 - train - INFO - Epoch: 47 | Batch: 200 | Loss: 1.057 | Acc: 63.08%
+2025-03-14 19:48:28,567 - train - INFO - Epoch: 47 | Batch: 300 | Loss: 1.068 | Acc: 62.67%
+2025-03-14 19:48:32,526 - train - INFO - Epoch: 47 | Test Loss: 1.130 | Test Acc: 60.48%
+2025-03-14 19:48:32,747 - train - INFO - Epoch: 48 | Batch: 0 | Loss: 1.123 | Acc: 54.69%
+2025-03-14 19:48:35,546 - train - INFO - Epoch: 48 | Batch: 100 | Loss: 1.069 | Acc: 62.48%
+2025-03-14 19:48:38,451 - train - INFO - Epoch: 48 | Batch: 200 | Loss: 1.066 | Acc: 62.38%
+2025-03-14 19:48:41,132 - train - INFO - Epoch: 48 | Batch: 300 | Loss: 1.074 | Acc: 62.11%
+2025-03-14 19:48:44,988 - train - INFO - Epoch: 48 | Test Loss: 1.077 | Test Acc: 61.90%
+2025-03-14 19:48:54,351 - train - INFO - Epoch: 49 | Batch: 0 | Loss: 0.970 | Acc: 63.28%
+2025-03-14 19:48:57,080 - train - INFO - Epoch: 49 | Batch: 100 | Loss: 1.059 | Acc: 62.83%
+2025-03-14 19:49:00,086 - train - INFO - Epoch: 49 | Batch: 200 | Loss: 1.075 | Acc: 62.46%
+2025-03-14 19:49:02,812 - train - INFO - Epoch: 49 | Batch: 300 | Loss: 1.076 | Acc: 62.34%
+2025-03-14 19:49:06,711 - train - INFO - Epoch: 49 | Test Loss: 1.124 | Test Acc: 59.80%
+2025-03-14 19:49:06,901 - train - INFO - Epoch: 50 | Batch: 0 | Loss: 1.099 | Acc: 64.06%
+2025-03-14 19:49:09,703 - train - INFO - Epoch: 50 | Batch: 100 | Loss: 1.057 | Acc: 63.00%
+2025-03-14 19:49:12,554 - train - INFO - Epoch: 50 | Batch: 200 | Loss: 1.066 | Acc: 62.73%
+2025-03-14 19:49:15,667 - train - INFO - Epoch: 50 | Batch: 300 | Loss: 1.065 | Acc: 62.84%
+2025-03-14 19:49:20,123 - train - INFO - Epoch: 50 | Test Loss: 1.100 | Test Acc: 61.13%
+2025-03-14 19:49:31,057 - train - INFO - 训练完成!
diff --git a/Image/MobileNetv3/code/train.log b/Image/MobileNetv3/code/train.log
index b163312909d4bf88106280653473a9262453f267..71c61fea13a3db19cb353f9e6bb6a9754a4ecae3 100644
--- a/Image/MobileNetv3/code/train.log
+++ b/Image/MobileNetv3/code/train.log
@@ -1,9 +1,253 @@
-2025-03-14 19:28:43,284 - train - INFO - 开始训练 mobilenetv3
-2025-03-14 19:28:43,284 - train - INFO - 总轮数: 50, 学习率: 0.1, 设备: cuda:3
-2025-03-14 19:28:44,318 - train - INFO - Epoch: 1 | Batch: 0 | Loss: 2.313 | Acc: 12.50%
-2025-03-14 19:28:46,993 - train - INFO - Epoch: 1 | Batch: 100 | Loss: 2.189 | Acc: 21.07%
-2025-03-14 19:28:49,822 - train - INFO - Epoch: 1 | Batch: 200 | Loss: 1.982 | Acc: 27.56%
-2025-03-14 19:28:52,571 - train - INFO - Epoch: 1 | Batch: 300 | Loss: 1.871 | Acc: 31.30%
-2025-03-14 19:28:59,805 - train - INFO - Epoch: 1 | Test Loss: 1.494 | Test Acc: 45.02%
-2025-03-14 19:29:00,247 - train - INFO - Epoch: 2 | Batch: 0 | Loss: 1.594 | Acc: 36.72%
-2025-03-14 19:29:02,937 - train - INFO - Epoch: 2 | Batch: 100 | Loss: 1.542 | Acc: 43.54%
+2025-03-14 19:34:03,811 - train - INFO - 开始训练 mobilenetv3
+2025-03-14 19:34:03,812 - train - INFO - 总轮数: 50, 学习率: 0.1, 设备: cuda:3
+2025-03-14 19:34:04,510 - train - INFO - Epoch: 1 | Batch: 0 | Loss: 2.315 | Acc: 8.59%
+2025-03-14 19:34:07,447 - train - INFO - Epoch: 1 | Batch: 100 | Loss: 2.150 | Acc: 21.51%
+2025-03-14 19:34:10,386 - train - INFO - Epoch: 1 | Batch: 200 | Loss: 1.973 | Acc: 26.37%
+2025-03-14 19:34:13,121 - train - INFO - Epoch: 1 | Batch: 300 | Loss: 1.881 | Acc: 29.73%
+2025-03-14 19:34:17,285 - train - INFO - Epoch: 1 | Test Loss: 1.600 | Test Acc: 40.59%
+2025-03-14 19:34:17,773 - train - INFO - Epoch: 2 | Batch: 0 | Loss: 1.550 | Acc: 39.06%
+2025-03-14 19:34:20,584 - train - INFO - Epoch: 2 | Batch: 100 | Loss: 1.586 | Acc: 40.99%
+2025-03-14 19:34:23,574 - train - INFO - Epoch: 2 | Batch: 200 | Loss: 1.574 | Acc: 41.84%
+2025-03-14 19:34:26,466 - train - INFO - Epoch: 2 | Batch: 300 | Loss: 1.556 | Acc: 42.67%
+2025-03-14 19:34:31,001 - train - INFO - Epoch: 2 | Test Loss: 1.407 | Test Acc: 48.43%
+2025-03-14 19:34:41,695 - train - INFO - Epoch: 3 | Batch: 0 | Loss: 1.286 | Acc: 54.69%
+2025-03-14 19:34:44,711 - train - INFO - Epoch: 3 | Batch: 100 | Loss: 1.447 | Acc: 47.37%
+2025-03-14 19:34:47,946 - train - INFO - Epoch: 3 | Batch: 200 | Loss: 1.443 | Acc: 47.33%
+2025-03-14 19:34:50,944 - train - INFO - Epoch: 3 | Batch: 300 | Loss: 1.441 | Acc: 47.48%
+2025-03-14 19:34:56,768 - train - INFO - Epoch: 3 | Test Loss: 1.348 | Test Acc: 51.13%
+2025-03-14 19:34:57,073 - train - INFO - Epoch: 4 | Batch: 0 | Loss: 1.300 | Acc: 57.03%
+2025-03-14 19:35:02,274 - train - INFO - Epoch: 4 | Batch: 100 | Loss: 1.380 | Acc: 49.33%
+2025-03-14 19:35:06,559 - train - INFO - Epoch: 4 | Batch: 200 | Loss: 1.368 | Acc: 50.15%
+2025-03-14 19:35:10,317 - train - INFO - Epoch: 4 | Batch: 300 | Loss: 1.362 | Acc: 50.43%
+2025-03-14 19:35:15,273 - train - INFO - Epoch: 4 | Test Loss: 1.359 | Test Acc: 50.22%
+2025-03-14 19:35:28,028 - train - INFO - Epoch: 5 | Batch: 0 | Loss: 1.331 | Acc: 52.34%
+2025-03-14 19:35:31,190 - train - INFO - Epoch: 5 | Batch: 100 | Loss: 1.320 | Acc: 52.00%
+2025-03-14 19:35:34,388 - train - INFO - Epoch: 5 | Batch: 200 | Loss: 1.321 | Acc: 51.92%
+2025-03-14 19:35:37,466 - train - INFO - Epoch: 5 | Batch: 300 | Loss: 1.320 | Acc: 51.83%
+2025-03-14 19:35:41,929 - train - INFO - Epoch: 5 | Test Loss: 1.392 | Test Acc: 47.65%
+2025-03-14 19:35:42,179 - train - INFO - Epoch: 6 | Batch: 0 | Loss: 1.329 | Acc: 47.66%
+2025-03-14 19:35:45,106 - train - INFO - Epoch: 6 | Batch: 100 | Loss: 1.295 | Acc: 53.03%
+2025-03-14 19:35:48,220 - train - INFO - Epoch: 6 | Batch: 200 | Loss: 1.293 | Acc: 53.54%
+2025-03-14 19:35:51,284 - train - INFO - Epoch: 6 | Batch: 300 | Loss: 1.287 | Acc: 53.52%
+2025-03-14 19:35:55,377 - train - INFO - Epoch: 6 | Test Loss: 1.222 | Test Acc: 56.24%
+2025-03-14 19:36:05,521 - train - INFO - Epoch: 7 | Batch: 0 | Loss: 1.276 | Acc: 55.47%
+2025-03-14 19:36:08,675 - train - INFO - Epoch: 7 | Batch: 100 | Loss: 1.254 | Acc: 54.59%
+2025-03-14 19:36:11,596 - train - INFO - Epoch: 7 | Batch: 200 | Loss: 1.253 | Acc: 54.56%
+2025-03-14 19:36:14,501 - train - INFO - Epoch: 7 | Batch: 300 | Loss: 1.252 | Acc: 54.65%
+2025-03-14 19:36:18,647 - train - INFO - Epoch: 7 | Test Loss: 1.287 | Test Acc: 53.84%
+2025-03-14 19:36:18,846 - train - INFO - Epoch: 8 | Batch: 0 | Loss: 1.139 | Acc: 53.91%
+2025-03-14 19:36:21,672 - train - INFO - Epoch: 8 | Batch: 100 | Loss: 1.219 | Acc: 56.05%
+2025-03-14 19:36:24,552 - train - INFO - Epoch: 8 | Batch: 200 | Loss: 1.222 | Acc: 55.93%
+2025-03-14 19:36:27,453 - train - INFO - Epoch: 8 | Batch: 300 | Loss: 1.219 | Acc: 56.18%
+2025-03-14 19:36:31,835 - train - INFO - Epoch: 8 | Test Loss: 1.185 | Test Acc: 56.67%
+2025-03-14 19:36:43,478 - train - INFO - Epoch: 9 | Batch: 0 | Loss: 1.177 | Acc: 63.28%
+2025-03-14 19:36:46,534 - train - INFO - Epoch: 9 | Batch: 100 | Loss: 1.201 | Acc: 56.69%
+2025-03-14 19:36:49,936 - train - INFO - Epoch: 9 | Batch: 200 | Loss: 1.210 | Acc: 56.46%
+2025-03-14 19:36:52,915 - train - INFO - Epoch: 9 | Batch: 300 | Loss: 1.212 | Acc: 56.35%
+2025-03-14 19:36:57,694 - train - INFO - Epoch: 9 | Test Loss: 1.222 | Test Acc: 55.79%
+2025-03-14 19:36:57,918 - train - INFO - Epoch: 10 | Batch: 0 | Loss: 1.059 | Acc: 64.84%
+2025-03-14 19:37:00,868 - train - INFO - Epoch: 10 | Batch: 100 | Loss: 1.213 | Acc: 56.59%
+2025-03-14 19:37:04,043 - train - INFO - Epoch: 10 | Batch: 200 | Loss: 1.205 | Acc: 56.68%
+2025-03-14 19:37:07,484 - train - INFO - Epoch: 10 | Batch: 300 | Loss: 1.204 | Acc: 56.67%
+2025-03-14 19:37:12,223 - train - INFO - Epoch: 10 | Test Loss: 1.201 | Test Acc: 56.86%
+2025-03-14 19:37:23,335 - train - INFO - Epoch: 11 | Batch: 0 | Loss: 1.118 | Acc: 56.25%
+2025-03-14 19:37:26,292 - train - INFO - Epoch: 11 | Batch: 100 | Loss: 1.184 | Acc: 57.36%
+2025-03-14 19:37:29,243 - train - INFO - Epoch: 11 | Batch: 200 | Loss: 1.170 | Acc: 57.91%
+2025-03-14 19:37:32,097 - train - INFO - Epoch: 11 | Batch: 300 | Loss: 1.178 | Acc: 57.66%
+2025-03-14 19:37:36,266 - train - INFO - Epoch: 11 | Test Loss: 1.338 | Test Acc: 52.61%
+2025-03-14 19:37:36,479 - train - INFO - Epoch: 12 | Batch: 0 | Loss: 1.215 | Acc: 50.78%
+2025-03-14 19:37:39,302 - train - INFO - Epoch: 12 | Batch: 100 | Loss: 1.181 | Acc: 57.33%
+2025-03-14 19:37:42,060 - train - INFO - Epoch: 12 | Batch: 200 | Loss: 1.187 | Acc: 57.51%
+2025-03-14 19:37:44,805 - train - INFO - Epoch: 12 | Batch: 300 | Loss: 1.177 | Acc: 57.82%
+2025-03-14 19:37:49,023 - train - INFO - Epoch: 12 | Test Loss: 1.194 | Test Acc: 56.89%
+2025-03-14 19:37:59,417 - train - INFO - Epoch: 13 | Batch: 0 | Loss: 1.232 | Acc: 53.12%
+2025-03-14 19:38:02,245 - train - INFO - Epoch: 13 | Batch: 100 | Loss: 1.158 | Acc: 58.08%
+2025-03-14 19:38:05,015 - train - INFO - Epoch: 13 | Batch: 200 | Loss: 1.163 | Acc: 58.04%
+2025-03-14 19:38:07,820 - train - INFO - Epoch: 13 | Batch: 300 | Loss: 1.159 | Acc: 58.26%
+2025-03-14 19:38:11,959 - train - INFO - Epoch: 13 | Test Loss: 1.149 | Test Acc: 58.96%
+2025-03-14 19:38:12,197 - train - INFO - Epoch: 14 | Batch: 0 | Loss: 1.201 | Acc: 57.03%
+2025-03-14 19:38:15,304 - train - INFO - Epoch: 14 | Batch: 100 | Loss: 1.139 | Acc: 59.60%
+2025-03-14 19:38:18,315 - train - INFO - Epoch: 14 | Batch: 200 | Loss: 1.154 | Acc: 58.94%
+2025-03-14 19:38:21,155 - train - INFO - Epoch: 14 | Batch: 300 | Loss: 1.153 | Acc: 58.77%
+2025-03-14 19:38:25,190 - train - INFO - Epoch: 14 | Test Loss: 1.138 | Test Acc: 59.41%
+2025-03-14 19:38:35,745 - train - INFO - Epoch: 15 | Batch: 0 | Loss: 0.976 | Acc: 66.41%
+2025-03-14 19:38:38,693 - train - INFO - Epoch: 15 | Batch: 100 | Loss: 1.149 | Acc: 59.11%
+2025-03-14 19:38:41,527 - train - INFO - Epoch: 15 | Batch: 200 | Loss: 1.141 | Acc: 59.21%
+2025-03-14 19:38:44,307 - train - INFO - Epoch: 15 | Batch: 300 | Loss: 1.145 | Acc: 59.00%
+2025-03-14 19:38:48,357 - train - INFO - Epoch: 15 | Test Loss: 1.068 | Test Acc: 62.03%
+2025-03-14 19:38:48,571 - train - INFO - Epoch: 16 | Batch: 0 | Loss: 1.218 | Acc: 53.12%
+2025-03-14 19:38:51,535 - train - INFO - Epoch: 16 | Batch: 100 | Loss: 1.121 | Acc: 59.31%
+2025-03-14 19:38:54,473 - train - INFO - Epoch: 16 | Batch: 200 | Loss: 1.124 | Acc: 59.33%
+2025-03-14 19:38:57,299 - train - INFO - Epoch: 16 | Batch: 300 | Loss: 1.128 | Acc: 59.45%
+2025-03-14 19:39:01,582 - train - INFO - Epoch: 16 | Test Loss: 1.117 | Test Acc: 60.35%
+2025-03-14 19:39:12,941 - train - INFO - Epoch: 17 | Batch: 0 | Loss: 1.216 | Acc: 60.16%
+2025-03-14 19:39:15,823 - train - INFO - Epoch: 17 | Batch: 100 | Loss: 1.128 | Acc: 59.86%
+2025-03-14 19:39:18,876 - train - INFO - Epoch: 17 | Batch: 200 | Loss: 1.124 | Acc: 59.88%
+2025-03-14 19:39:21,926 - train - INFO - Epoch: 17 | Batch: 300 | Loss: 1.131 | Acc: 59.47%
+2025-03-14 19:39:26,176 - train - INFO - Epoch: 17 | Test Loss: 1.115 | Test Acc: 60.26%
+2025-03-14 19:39:26,410 - train - INFO - Epoch: 18 | Batch: 0 | Loss: 1.197 | Acc: 54.69%
+2025-03-14 19:39:29,699 - train - INFO - Epoch: 18 | Batch: 100 | Loss: 1.118 | Acc: 60.14%
+2025-03-14 19:39:33,109 - train - INFO - Epoch: 18 | Batch: 200 | Loss: 1.124 | Acc: 59.79%
+2025-03-14 19:39:36,272 - train - INFO - Epoch: 18 | Batch: 300 | Loss: 1.131 | Acc: 59.71%
+2025-03-14 19:39:40,820 - train - INFO - Epoch: 18 | Test Loss: 1.250 | Test Acc: 55.97%
+2025-03-14 19:39:51,937 - train - INFO - Epoch: 19 | Batch: 0 | Loss: 1.201 | Acc: 52.34%
+2025-03-14 19:39:55,019 - train - INFO - Epoch: 19 | Batch: 100 | Loss: 1.120 | Acc: 60.21%
+2025-03-14 19:39:57,784 - train - INFO - Epoch: 19 | Batch: 200 | Loss: 1.121 | Acc: 60.15%
+2025-03-14 19:40:00,471 - train - INFO - Epoch: 19 | Batch: 300 | Loss: 1.119 | Acc: 60.19%
+2025-03-14 19:40:04,498 - train - INFO - Epoch: 19 | Test Loss: 1.198 | Test Acc: 57.94%
+2025-03-14 19:40:04,737 - train - INFO - Epoch: 20 | Batch: 0 | Loss: 1.173 | Acc: 59.38%
+2025-03-14 19:40:07,499 - train - INFO - Epoch: 20 | Batch: 100 | Loss: 1.108 | Acc: 60.23%
+2025-03-14 19:40:10,339 - train - INFO - Epoch: 20 | Batch: 200 | Loss: 1.119 | Acc: 60.20%
+2025-03-14 19:40:13,119 - train - INFO - Epoch: 20 | Batch: 300 | Loss: 1.112 | Acc: 60.39%
+2025-03-14 19:40:17,467 - train - INFO - Epoch: 20 | Test Loss: 1.308 | Test Acc: 54.57%
+2025-03-14 19:40:27,692 - train - INFO - Epoch: 21 | Batch: 0 | Loss: 1.066 | Acc: 59.38%
+2025-03-14 19:40:30,553 - train - INFO - Epoch: 21 | Batch: 100 | Loss: 1.133 | Acc: 59.80%
+2025-03-14 19:40:33,490 - train - INFO - Epoch: 21 | Batch: 200 | Loss: 1.120 | Acc: 60.18%
+2025-03-14 19:40:36,428 - train - INFO - Epoch: 21 | Batch: 300 | Loss: 1.118 | Acc: 60.36%
+2025-03-14 19:40:40,344 - train - INFO - Epoch: 21 | Test Loss: 1.159 | Test Acc: 58.64%
+2025-03-14 19:40:40,605 - train - INFO - Epoch: 22 | Batch: 0 | Loss: 0.997 | Acc: 63.28%
+2025-03-14 19:40:44,155 - train - INFO - Epoch: 22 | Batch: 100 | Loss: 1.100 | Acc: 60.76%
+2025-03-14 19:40:47,367 - train - INFO - Epoch: 22 | Batch: 200 | Loss: 1.096 | Acc: 60.92%
+2025-03-14 19:40:50,149 - train - INFO - Epoch: 22 | Batch: 300 | Loss: 1.099 | Acc: 60.99%
+2025-03-14 19:40:54,308 - train - INFO - Epoch: 22 | Test Loss: 1.089 | Test Acc: 61.60%
+2025-03-14 19:41:04,532 - train - INFO - Epoch: 23 | Batch: 0 | Loss: 1.029 | Acc: 66.41%
+2025-03-14 19:41:07,395 - train - INFO - Epoch: 23 | Batch: 100 | Loss: 1.086 | Acc: 61.11%
+2025-03-14 19:41:10,298 - train - INFO - Epoch: 23 | Batch: 200 | Loss: 1.086 | Acc: 61.38%
+2025-03-14 19:41:13,267 - train - INFO - Epoch: 23 | Batch: 300 | Loss: 1.091 | Acc: 61.09%
+2025-03-14 19:41:17,403 - train - INFO - Epoch: 23 | Test Loss: 1.116 | Test Acc: 60.21%
+2025-03-14 19:41:17,641 - train - INFO - Epoch: 24 | Batch: 0 | Loss: 1.143 | Acc: 66.41%
+2025-03-14 19:41:20,685 - train - INFO - Epoch: 24 | Batch: 100 | Loss: 1.091 | Acc: 61.22%
+2025-03-14 19:41:23,621 - train - INFO - Epoch: 24 | Batch: 200 | Loss: 1.091 | Acc: 61.34%
+2025-03-14 19:41:26,610 - train - INFO - Epoch: 24 | Batch: 300 | Loss: 1.092 | Acc: 61.26%
+2025-03-14 19:41:30,833 - train - INFO - Epoch: 24 | Test Loss: 1.095 | Test Acc: 61.01%
+2025-03-14 19:41:42,216 - train - INFO - Epoch: 25 | Batch: 0 | Loss: 1.079 | Acc: 64.84%
+2025-03-14 19:41:45,275 - train - INFO - Epoch: 25 | Batch: 100 | Loss: 1.082 | Acc: 61.22%
+2025-03-14 19:41:48,865 - train - INFO - Epoch: 25 | Batch: 200 | Loss: 1.084 | Acc: 61.43%
+2025-03-14 19:41:52,343 - train - INFO - Epoch: 25 | Batch: 300 | Loss: 1.078 | Acc: 61.63%
+2025-03-14 19:41:56,861 - train - INFO - Epoch: 25 | Test Loss: 1.052 | Test Acc: 61.88%
+2025-03-14 19:41:57,122 - train - INFO - Epoch: 26 | Batch: 0 | Loss: 1.047 | Acc: 63.28%
+2025-03-14 19:42:00,289 - train - INFO - Epoch: 26 | Batch: 100 | Loss: 1.087 | Acc: 61.63%
+2025-03-14 19:42:03,526 - train - INFO - Epoch: 26 | Batch: 200 | Loss: 1.087 | Acc: 61.79%
+2025-03-14 19:42:06,632 - train - INFO - Epoch: 26 | Batch: 300 | Loss: 1.083 | Acc: 61.67%
+2025-03-14 19:42:10,746 - train - INFO - Epoch: 26 | Test Loss: 1.086 | Test Acc: 61.65%
+2025-03-14 19:42:20,622 - train - INFO - Epoch: 27 | Batch: 0 | Loss: 1.134 | Acc: 61.72%
+2025-03-14 19:42:23,602 - train - INFO - Epoch: 27 | Batch: 100 | Loss: 1.076 | Acc: 61.42%
+2025-03-14 19:42:26,568 - train - INFO - Epoch: 27 | Batch: 200 | Loss: 1.072 | Acc: 61.75%
+2025-03-14 19:42:29,502 - train - INFO - Epoch: 27 | Batch: 300 | Loss: 1.079 | Acc: 61.47%
+2025-03-14 19:42:33,566 - train - INFO - Epoch: 27 | Test Loss: 1.135 | Test Acc: 60.40%
+2025-03-14 19:42:33,802 - train - INFO - Epoch: 28 | Batch: 0 | Loss: 1.246 | Acc: 50.00%
+2025-03-14 19:42:36,640 - train - INFO - Epoch: 28 | Batch: 100 | Loss: 1.069 | Acc: 62.02%
+2025-03-14 19:42:39,573 - train - INFO - Epoch: 28 | Batch: 200 | Loss: 1.075 | Acc: 61.68%
+2025-03-14 19:42:42,773 - train - INFO - Epoch: 28 | Batch: 300 | Loss: 1.077 | Acc: 61.52%
+2025-03-14 19:42:46,877 - train - INFO - Epoch: 28 | Test Loss: 1.093 | Test Acc: 61.21%
+2025-03-14 19:42:56,985 - train - INFO - Epoch: 29 | Batch: 0 | Loss: 1.170 | Acc: 57.03%
+2025-03-14 19:42:59,789 - train - INFO - Epoch: 29 | Batch: 100 | Loss: 1.070 | Acc: 62.21%
+2025-03-14 19:43:02,512 - train - INFO - Epoch: 29 | Batch: 200 | Loss: 1.067 | Acc: 62.04%
+2025-03-14 19:43:05,191 - train - INFO - Epoch: 29 | Batch: 300 | Loss: 1.068 | Acc: 61.89%
+2025-03-14 19:43:09,441 - train - INFO - Epoch: 29 | Test Loss: 1.108 | Test Acc: 61.02%
+2025-03-14 19:43:09,674 - train - INFO - Epoch: 30 | Batch: 0 | Loss: 0.939 | Acc: 67.19%
+2025-03-14 19:43:12,474 - train - INFO - Epoch: 30 | Batch: 100 | Loss: 1.060 | Acc: 61.67%
+2025-03-14 19:43:15,323 - train - INFO - Epoch: 30 | Batch: 200 | Loss: 1.067 | Acc: 61.65%
+2025-03-14 19:43:18,162 - train - INFO - Epoch: 30 | Batch: 300 | Loss: 1.060 | Acc: 62.02%
+2025-03-14 19:43:22,287 - train - INFO - Epoch: 30 | Test Loss: 1.144 | Test Acc: 60.34%
+2025-03-14 19:43:32,512 - train - INFO - Epoch: 31 | Batch: 0 | Loss: 0.962 | Acc: 65.62%
+2025-03-14 19:43:35,242 - train - INFO - Epoch: 31 | Batch: 100 | Loss: 1.066 | Acc: 61.82%
+2025-03-14 19:43:37,851 - train - INFO - Epoch: 31 | Batch: 200 | Loss: 1.071 | Acc: 61.85%
+2025-03-14 19:43:40,703 - train - INFO - Epoch: 31 | Batch: 300 | Loss: 1.067 | Acc: 61.91%
+2025-03-14 19:43:44,687 - train - INFO - Epoch: 31 | Test Loss: 1.087 | Test Acc: 61.81%
+2025-03-14 19:43:44,939 - train - INFO - Epoch: 32 | Batch: 0 | Loss: 1.026 | Acc: 60.16%
+2025-03-14 19:43:47,798 - train - INFO - Epoch: 32 | Batch: 100 | Loss: 1.075 | Acc: 61.95%
+2025-03-14 19:43:50,802 - train - INFO - Epoch: 32 | Batch: 200 | Loss: 1.061 | Acc: 62.41%
+2025-03-14 19:43:53,659 - train - INFO - Epoch: 32 | Batch: 300 | Loss: 1.064 | Acc: 62.34%
+2025-03-14 19:43:57,726 - train - INFO - Epoch: 32 | Test Loss: 1.134 | Test Acc: 60.53%
+2025-03-14 19:44:07,467 - train - INFO - Epoch: 33 | Batch: 0 | Loss: 1.038 | Acc: 67.97%
+2025-03-14 19:44:10,465 - train - INFO - Epoch: 33 | Batch: 100 | Loss: 1.072 | Acc: 61.79%
+2025-03-14 19:44:13,127 - train - INFO - Epoch: 33 | Batch: 200 | Loss: 1.060 | Acc: 62.29%
+2025-03-14 19:44:15,841 - train - INFO - Epoch: 33 | Batch: 300 | Loss: 1.064 | Acc: 62.27%
+2025-03-14 19:44:19,860 - train - INFO - Epoch: 33 | Test Loss: 1.025 | Test Acc: 63.50%
+2025-03-14 19:44:20,077 - train - INFO - Epoch: 34 | Batch: 0 | Loss: 1.182 | Acc: 58.59%
+2025-03-14 19:44:23,002 - train - INFO - Epoch: 34 | Batch: 100 | Loss: 1.041 | Acc: 62.76%
+2025-03-14 19:44:26,161 - train - INFO - Epoch: 34 | Batch: 200 | Loss: 1.044 | Acc: 62.88%
+2025-03-14 19:44:29,066 - train - INFO - Epoch: 34 | Batch: 300 | Loss: 1.052 | Acc: 62.61%
+2025-03-14 19:44:32,974 - train - INFO - Epoch: 34 | Test Loss: 1.165 | Test Acc: 59.01%
+2025-03-14 19:44:43,069 - train - INFO - Epoch: 35 | Batch: 0 | Loss: 1.273 | Acc: 57.03%
+2025-03-14 19:44:45,817 - train - INFO - Epoch: 35 | Batch: 100 | Loss: 1.028 | Acc: 63.61%
+2025-03-14 19:44:48,611 - train - INFO - Epoch: 35 | Batch: 200 | Loss: 1.047 | Acc: 63.04%
+2025-03-14 19:44:51,395 - train - INFO - Epoch: 35 | Batch: 300 | Loss: 1.053 | Acc: 62.75%
+2025-03-14 19:44:55,612 - train - INFO - Epoch: 35 | Test Loss: 1.135 | Test Acc: 60.02%
+2025-03-14 19:44:55,809 - train - INFO - Epoch: 36 | Batch: 0 | Loss: 0.908 | Acc: 67.97%
+2025-03-14 19:44:58,620 - train - INFO - Epoch: 36 | Batch: 100 | Loss: 1.051 | Acc: 62.64%
+2025-03-14 19:45:01,440 - train - INFO - Epoch: 36 | Batch: 200 | Loss: 1.051 | Acc: 62.66%
+2025-03-14 19:45:04,528 - train - INFO - Epoch: 36 | Batch: 300 | Loss: 1.053 | Acc: 62.72%
+2025-03-14 19:45:08,941 - train - INFO - Epoch: 36 | Test Loss: 1.187 | Test Acc: 57.95%
+2025-03-14 19:45:18,855 - train - INFO - Epoch: 37 | Batch: 0 | Loss: 1.220 | Acc: 55.47%
+2025-03-14 19:45:21,638 - train - INFO - Epoch: 37 | Batch: 100 | Loss: 1.021 | Acc: 63.85%
+2025-03-14 19:45:24,446 - train - INFO - Epoch: 37 | Batch: 200 | Loss: 1.041 | Acc: 63.18%
+2025-03-14 19:45:27,235 - train - INFO - Epoch: 37 | Batch: 300 | Loss: 1.036 | Acc: 63.54%
+2025-03-14 19:45:31,429 - train - INFO - Epoch: 37 | Test Loss: 1.055 | Test Acc: 62.86%
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