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2025-04-27 15:06:44,346 - train - INFO - 开始训练 EfficientNetB0
2025-04-27 15:06:44,346 - train - INFO - 总轮数: 50, 学习率: 0.1, 设备: cuda:0
2025-04-27 15:07:08,720 - train - INFO - Epoch: 1 | Train Loss: 2.169 | Train Acc: 23.76% | Test Loss: 1.768 | Test Acc: 33.58%
2025-04-27 15:07:52,454 - train - INFO - Epoch: 2 | Train Loss: 1.666 | Train Acc: 38.16% | Test Loss: 1.565 | Test Acc: 42.47%
2025-04-27 15:08:26,718 - train - INFO - Epoch: 3 | Train Loss: 1.447 | Train Acc: 47.23% | Test Loss: 1.498 | Test Acc: 47.65%
2025-04-27 15:08:51,597 - train - INFO - Epoch: 4 | Train Loss: 1.245 | Train Acc: 55.41% | Test Loss: 1.226 | Test Acc: 55.58%
2025-04-27 15:09:26,356 - train - INFO - Epoch: 5 | Train Loss: 1.133 | Train Acc: 59.44% | Test Loss: 1.045 | Test Acc: 64.12%
2025-04-27 15:09:50,967 - train - INFO - Epoch: 6 | Train Loss: 1.042 | Train Acc: 63.20% | Test Loss: 1.038 | Test Acc: 62.44%
2025-04-27 15:10:26,322 - train - INFO - Epoch: 7 | Train Loss: 0.993 | Train Acc: 64.73% | Test Loss: 0.947 | Test Acc: 66.67%
2025-04-27 15:10:50,979 - train - INFO - Epoch: 8 | Train Loss: 0.925 | Train Acc: 67.36% | Test Loss: 0.864 | Test Acc: 69.77%
2025-04-27 15:11:26,049 - train - INFO - Epoch: 9 | Train Loss: 0.902 | Train Acc: 68.50% | Test Loss: 1.073 | Test Acc: 64.49%
2025-04-27 15:11:51,551 - train - INFO - Epoch: 10 | Train Loss: 0.849 | Train Acc: 70.34% | Test Loss: 0.870 | Test Acc: 69.72%
2025-04-27 15:12:27,153 - train - INFO - Epoch: 11 | Train Loss: 0.814 | Train Acc: 71.64% | Test Loss: 0.872 | Test Acc: 69.14%
2025-04-27 15:12:52,851 - train - INFO - Epoch: 12 | Train Loss: 0.796 | Train Acc: 72.35% | Test Loss: 0.779 | Test Acc: 73.01%
2025-04-27 15:13:27,970 - train - INFO - Epoch: 13 | Train Loss: 0.777 | Train Acc: 72.93% | Test Loss: 0.816 | Test Acc: 71.62%
2025-04-27 15:13:53,631 - train - INFO - Epoch: 14 | Train Loss: 0.754 | Train Acc: 73.68% | Test Loss: 0.864 | Test Acc: 69.60%
2025-04-27 15:14:29,192 - train - INFO - Epoch: 15 | Train Loss: 0.733 | Train Acc: 74.31% | Test Loss: 0.711 | Test Acc: 75.58%
2025-04-27 15:14:55,009 - train - INFO - Epoch: 16 | Train Loss: 0.718 | Train Acc: 74.95% | Test Loss: 0.676 | Test Acc: 76.78%
2025-04-27 15:15:30,066 - train - INFO - Epoch: 17 | Train Loss: 0.702 | Train Acc: 75.64% | Test Loss: 0.735 | Test Acc: 75.31%
2025-04-27 15:15:55,833 - train - INFO - Epoch: 18 | Train Loss: 0.683 | Train Acc: 76.42% | Test Loss: 0.734 | Test Acc: 75.37%
2025-04-27 15:16:24,624 - train - INFO - Epoch: 19 | Train Loss: 0.675 | Train Acc: 76.59% | Test Loss: 0.634 | Test Acc: 78.75%
2025-04-27 15:16:49,979 - train - INFO - Epoch: 20 | Train Loss: 0.662 | Train Acc: 77.22% | Test Loss: 1.071 | Test Acc: 65.44%
2025-04-27 15:17:25,115 - train - INFO - Epoch: 21 | Train Loss: 0.646 | Train Acc: 77.97% | Test Loss: 0.598 | Test Acc: 79.56%
2025-04-27 15:17:51,360 - train - INFO - Epoch: 22 | Train Loss: 0.629 | Train Acc: 78.33% | Test Loss: 0.655 | Test Acc: 77.23%
2025-04-27 15:18:26,722 - train - INFO - Epoch: 23 | Train Loss: 0.616 | Train Acc: 78.67% | Test Loss: 0.635 | Test Acc: 78.25%
2025-04-27 15:18:52,496 - train - INFO - Epoch: 24 | Train Loss: 0.607 | Train Acc: 78.99% | Test Loss: 0.605 | Test Acc: 79.37%
2025-04-27 15:19:27,881 - train - INFO - Epoch: 25 | Train Loss: 0.591 | Train Acc: 79.45% | Test Loss: 0.588 | Test Acc: 80.24%
2025-04-27 15:19:53,705 - train - INFO - Epoch: 26 | Train Loss: 0.577 | Train Acc: 80.08% | Test Loss: 0.575 | Test Acc: 80.40%
2025-04-27 15:20:29,672 - train - INFO - Epoch: 27 | Train Loss: 0.559 | Train Acc: 80.74% | Test Loss: 0.616 | Test Acc: 79.87%
2025-04-27 15:20:55,512 - train - INFO - Epoch: 28 | Train Loss: 0.547 | Train Acc: 81.18% | Test Loss: 0.578 | Test Acc: 80.21%
2025-04-27 15:21:30,855 - train - INFO - Epoch: 29 | Train Loss: 0.535 | Train Acc: 81.68% | Test Loss: 0.509 | Test Acc: 82.58%
2025-04-27 15:21:55,834 - train - INFO - Epoch: 30 | Train Loss: 0.511 | Train Acc: 82.61% | Test Loss: 0.560 | Test Acc: 80.93%
2025-04-27 15:22:30,288 - train - INFO - Epoch: 31 | Train Loss: 0.506 | Train Acc: 82.56% | Test Loss: 0.508 | Test Acc: 82.54%
2025-04-27 15:22:55,840 - train - INFO - Epoch: 32 | Train Loss: 0.488 | Train Acc: 83.24% | Test Loss: 0.540 | Test Acc: 81.91%
2025-04-27 15:23:30,905 - train - INFO - Epoch: 33 | Train Loss: 0.476 | Train Acc: 83.43% | Test Loss: 0.475 | Test Acc: 83.67%
2025-04-27 15:23:56,725 - train - INFO - Epoch: 34 | Train Loss: 0.459 | Train Acc: 84.24% | Test Loss: 0.522 | Test Acc: 82.21%
2025-04-27 15:24:32,090 - train - INFO - Epoch: 35 | Train Loss: 0.443 | Train Acc: 84.64% | Test Loss: 0.490 | Test Acc: 83.29%
2025-04-27 15:24:57,963 - train - INFO - Epoch: 36 | Train Loss: 0.423 | Train Acc: 85.33% | Test Loss: 0.466 | Test Acc: 84.45%
2025-04-27 15:25:32,913 - train - INFO - Epoch: 37 | Train Loss: 0.412 | Train Acc: 85.95% | Test Loss: 0.431 | Test Acc: 84.87%
2025-04-27 15:25:58,626 - train - INFO - Epoch: 38 | Train Loss: 0.394 | Train Acc: 86.30% | Test Loss: 0.426 | Test Acc: 85.64%
2025-04-27 15:26:31,109 - train - INFO - Epoch: 39 | Train Loss: 0.378 | Train Acc: 86.95% | Test Loss: 0.423 | Test Acc: 85.43%
2025-04-27 15:26:56,873 - train - INFO - Epoch: 40 | Train Loss: 0.362 | Train Acc: 87.45% | Test Loss: 0.399 | Test Acc: 86.54%
2025-04-27 15:27:31,517 - train - INFO - Epoch: 41 | Train Loss: 0.349 | Train Acc: 88.01% | Test Loss: 0.379 | Test Acc: 87.24%
2025-04-27 15:27:55,518 - train - INFO - Epoch: 42 | Train Loss: 0.336 | Train Acc: 88.30% | Test Loss: 0.366 | Test Acc: 87.47%
2025-04-27 15:28:27,129 - train - INFO - Epoch: 43 | Train Loss: 0.312 | Train Acc: 89.25% | Test Loss: 0.367 | Test Acc: 87.56%
2025-04-27 15:28:50,464 - train - INFO - Epoch: 44 | Train Loss: 0.301 | Train Acc: 89.67% | Test Loss: 0.351 | Test Acc: 88.17%
2025-04-27 15:29:24,273 - train - INFO - Epoch: 45 | Train Loss: 0.287 | Train Acc: 90.00% | Test Loss: 0.346 | Test Acc: 88.12%
2025-04-27 15:29:50,094 - train - INFO - Epoch: 46 | Train Loss: 0.276 | Train Acc: 90.49% | Test Loss: 0.336 | Test Acc: 88.59%
2025-04-27 15:30:24,603 - train - INFO - Epoch: 47 | Train Loss: 0.264 | Train Acc: 90.84% | Test Loss: 0.338 | Test Acc: 88.67%
2025-04-27 15:30:50,259 - train - INFO - Epoch: 48 | Train Loss: 0.255 | Train Acc: 91.36% | Test Loss: 0.336 | Test Acc: 88.69%
2025-04-27 15:31:26,149 - train - INFO - Epoch: 49 | Train Loss: 0.249 | Train Acc: 91.42% | Test Loss: 0.331 | Test Acc: 88.88%
2025-04-27 15:31:51,374 - train - INFO - Epoch: 50 | Train Loss: 0.247 | Train Acc: 91.52% | Test Loss: 0.327 | Test Acc: 88.66%
2025-04-27 15:32:01,203 - train - INFO - 训练完成!
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