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2025-04-27 23:13:46,159 - train - INFO - 开始训练 SwinTransformer
2025-04-27 23:13:46,160 - train - INFO - 总轮数: 50, 学习率: 0.1, 设备: cuda:3
2025-04-27 23:14:00,485 - train - INFO - Epoch: 1 | Train Loss: 1.953 | Train Acc: 26.31% | Test Loss: 1.799 | Test Acc: 32.62%
2025-04-27 23:14:26,798 - train - INFO - Epoch: 2 | Train Loss: 1.781 | Train Acc: 32.02% | Test Loss: 1.741 | Test Acc: 34.94%
2025-04-27 23:14:53,632 - train - INFO - Epoch: 3 | Train Loss: 1.727 | Train Acc: 34.54% | Test Loss: 1.672 | Test Acc: 38.10%
2025-04-27 23:15:11,644 - train - INFO - Epoch: 4 | Train Loss: 1.680 | Train Acc: 36.77% | Test Loss: 1.607 | Test Acc: 40.41%
2025-04-27 23:15:38,475 - train - INFO - Epoch: 5 | Train Loss: 1.642 | Train Acc: 38.79% | Test Loss: 1.604 | Test Acc: 42.42%
2025-04-27 23:15:56,510 - train - INFO - Epoch: 6 | Train Loss: 1.618 | Train Acc: 39.87% | Test Loss: 1.568 | Test Acc: 41.55%
2025-04-27 23:16:23,244 - train - INFO - Epoch: 7 | Train Loss: 1.587 | Train Acc: 41.28% | Test Loss: 1.493 | Test Acc: 45.76%
2025-04-27 23:16:41,595 - train - INFO - Epoch: 8 | Train Loss: 1.566 | Train Acc: 42.14% | Test Loss: 1.492 | Test Acc: 44.73%
2025-04-27 23:17:08,505 - train - INFO - Epoch: 9 | Train Loss: 1.530 | Train Acc: 43.78% | Test Loss: 1.444 | Test Acc: 47.14%
2025-04-27 23:17:26,622 - train - INFO - Epoch: 10 | Train Loss: 1.515 | Train Acc: 44.30% | Test Loss: 1.437 | Test Acc: 48.44%
2025-04-27 23:17:53,973 - train - INFO - Epoch: 11 | Train Loss: 1.491 | Train Acc: 45.34% | Test Loss: 1.617 | Test Acc: 43.48%
2025-04-27 23:18:12,344 - train - INFO - Epoch: 12 | Train Loss: 1.470 | Train Acc: 46.14% | Test Loss: 1.388 | Test Acc: 49.44%
2025-04-27 23:18:39,098 - train - INFO - Epoch: 13 | Train Loss: 1.443 | Train Acc: 47.41% | Test Loss: 1.377 | Test Acc: 49.42%
2025-04-27 23:18:57,304 - train - INFO - Epoch: 14 | Train Loss: 1.421 | Train Acc: 48.20% | Test Loss: 1.408 | Test Acc: 49.87%
2025-04-27 23:19:23,831 - train - INFO - Epoch: 15 | Train Loss: 1.414 | Train Acc: 48.44% | Test Loss: 1.339 | Test Acc: 50.91%
2025-04-27 23:19:42,145 - train - INFO - Epoch: 16 | Train Loss: 1.379 | Train Acc: 49.85% | Test Loss: 1.297 | Test Acc: 52.98%
2025-04-27 23:20:08,677 - train - INFO - Epoch: 17 | Train Loss: 1.378 | Train Acc: 49.94% | Test Loss: 1.288 | Test Acc: 53.30%
2025-04-27 23:20:27,057 - train - INFO - Epoch: 18 | Train Loss: 1.371 | Train Acc: 50.19% | Test Loss: 1.307 | Test Acc: 52.50%
2025-04-27 23:20:53,469 - train - INFO - Epoch: 19 | Train Loss: 1.340 | Train Acc: 51.31% | Test Loss: 1.336 | Test Acc: 51.17%
2025-04-27 23:21:11,718 - train - INFO - Epoch: 20 | Train Loss: 1.338 | Train Acc: 51.38% | Test Loss: 1.321 | Test Acc: 52.36%
2025-04-27 23:21:41,270 - train - INFO - Epoch: 21 | Train Loss: 1.318 | Train Acc: 51.97% | Test Loss: 1.273 | Test Acc: 54.37%
2025-04-27 23:22:03,642 - train - INFO - Epoch: 22 | Train Loss: 1.308 | Train Acc: 52.73% | Test Loss: 1.296 | Test Acc: 52.96%
2025-04-27 23:22:34,346 - train - INFO - Epoch: 23 | Train Loss: 1.283 | Train Acc: 53.41% | Test Loss: 1.241 | Test Acc: 55.27%
2025-04-27 23:22:56,927 - train - INFO - Epoch: 24 | Train Loss: 1.273 | Train Acc: 54.06% | Test Loss: 1.224 | Test Acc: 56.38%
2025-04-27 23:23:28,162 - train - INFO - Epoch: 25 | Train Loss: 1.260 | Train Acc: 55.00% | Test Loss: 1.219 | Test Acc: 56.42%
2025-04-27 23:23:50,787 - train - INFO - Epoch: 26 | Train Loss: 1.247 | Train Acc: 55.30% | Test Loss: 1.155 | Test Acc: 58.42%
2025-04-27 23:24:21,637 - train - INFO - Epoch: 27 | Train Loss: 1.229 | Train Acc: 55.46% | Test Loss: 1.184 | Test Acc: 57.62%
2025-04-27 23:24:44,391 - train - INFO - Epoch: 28 | Train Loss: 1.215 | Train Acc: 56.19% | Test Loss: 1.176 | Test Acc: 57.94%
2025-04-27 23:25:15,202 - train - INFO - Epoch: 29 | Train Loss: 1.210 | Train Acc: 56.44% | Test Loss: 1.217 | Test Acc: 56.48%
2025-04-27 23:25:37,668 - train - INFO - Epoch: 30 | Train Loss: 1.192 | Train Acc: 57.09% | Test Loss: 1.159 | Test Acc: 58.49%
2025-04-27 23:26:08,496 - train - INFO - Epoch: 31 | Train Loss: 1.183 | Train Acc: 57.58% | Test Loss: 1.114 | Test Acc: 59.85%
2025-04-27 23:26:31,260 - train - INFO - Epoch: 32 | Train Loss: 1.171 | Train Acc: 57.93% | Test Loss: 1.129 | Test Acc: 59.57%
2025-04-27 23:27:02,680 - train - INFO - Epoch: 33 | Train Loss: 1.163 | Train Acc: 58.40% | Test Loss: 1.143 | Test Acc: 58.69%
2025-04-27 23:27:25,450 - train - INFO - Epoch: 34 | Train Loss: 1.145 | Train Acc: 58.91% | Test Loss: 1.115 | Test Acc: 60.30%
2025-04-27 23:27:56,420 - train - INFO - Epoch: 35 | Train Loss: 1.132 | Train Acc: 59.46% | Test Loss: 1.081 | Test Acc: 61.21%
2025-04-27 23:28:19,154 - train - INFO - Epoch: 36 | Train Loss: 1.113 | Train Acc: 60.05% | Test Loss: 1.119 | Test Acc: 60.05%
2025-04-27 23:28:50,446 - train - INFO - Epoch: 37 | Train Loss: 1.102 | Train Acc: 60.38% | Test Loss: 1.094 | Test Acc: 60.62%
2025-04-27 23:29:13,014 - train - INFO - Epoch: 38 | Train Loss: 1.096 | Train Acc: 60.69% | Test Loss: 1.029 | Test Acc: 63.16%
2025-04-27 23:29:44,403 - train - INFO - Epoch: 39 | Train Loss: 1.074 | Train Acc: 61.59% | Test Loss: 1.038 | Test Acc: 63.29%
2025-04-27 23:30:06,856 - train - INFO - Epoch: 40 | Train Loss: 1.068 | Train Acc: 61.78% | Test Loss: 1.019 | Test Acc: 63.16%
2025-04-27 23:30:38,855 - train - INFO - Epoch: 41 | Train Loss: 1.055 | Train Acc: 62.20% | Test Loss: 0.999 | Test Acc: 64.13%
2025-04-27 23:31:01,054 - train - INFO - Epoch: 42 | Train Loss: 1.039 | Train Acc: 62.92% | Test Loss: 0.997 | Test Acc: 64.45%
2025-04-27 23:31:32,273 - train - INFO - Epoch: 43 | Train Loss: 1.030 | Train Acc: 63.30% | Test Loss: 0.969 | Test Acc: 65.37%
2025-04-27 23:31:54,813 - train - INFO - Epoch: 44 | Train Loss: 1.015 | Train Acc: 63.95% | Test Loss: 0.990 | Test Acc: 64.58%
2025-04-27 23:32:26,708 - train - INFO - Epoch: 45 | Train Loss: 1.002 | Train Acc: 64.38% | Test Loss: 0.971 | Test Acc: 65.29%
2025-04-27 23:33:22,470 - train - INFO - Epoch: 46 | Train Loss: 0.996 | Train Acc: 64.59% | Test Loss: 0.962 | Test Acc: 65.87%
2025-04-27 23:34:21,744 - train - INFO - Epoch: 47 | Train Loss: 0.984 | Train Acc: 64.96% | Test Loss: 0.955 | Test Acc: 65.98%
2025-04-27 23:35:19,582 - train - INFO - Epoch: 48 | Train Loss: 0.982 | Train Acc: 64.96% | Test Loss: 0.946 | Test Acc: 66.20%
2025-04-27 23:36:17,139 - train - INFO - Epoch: 49 | Train Loss: 0.974 | Train Acc: 65.34% | Test Loss: 0.949 | Test Acc: 66.45%
2025-04-27 23:36:31,571 - train - INFO - Epoch: 50 | Train Loss: 0.972 | Train Acc: 65.37% | Test Loss: 0.943 | Test Acc: 66.41%
2025-04-27 23:36:40,825 - train - INFO - 训练完成!
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