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2025-04-19 15:56:27,733 - train - INFO - 开始训练 ResNet18
2025-04-19 15:56:27,734 - train - INFO - 总轮数: 50, 学习率: 0.1, 设备: cuda:0
2025-04-19 15:56:38,756 - train - INFO - Epoch: 1 | Train Loss: 1.926 | Train Acc: 29.84% | Test Loss: 1.537 | Test Acc: 42.91%
2025-04-19 15:56:56,918 - train - INFO - Epoch: 2 | Train Loss: 1.391 | Train Acc: 49.07% | Test Loss: 1.202 | Test Acc: 56.37%
2025-04-19 15:57:15,338 - train - INFO - Epoch: 3 | Train Loss: 1.068 | Train Acc: 61.45% | Test Loss: 1.117 | Test Acc: 61.41%
2025-04-19 15:57:25,898 - train - INFO - Epoch: 4 | Train Loss: 0.828 | Train Acc: 70.92% | Test Loss: 0.827 | Test Acc: 71.07%
2025-04-19 15:57:44,323 - train - INFO - Epoch: 5 | Train Loss: 0.686 | Train Acc: 76.14% | Test Loss: 0.706 | Test Acc: 75.83%
2025-04-19 15:57:54,794 - train - INFO - Epoch: 6 | Train Loss: 0.605 | Train Acc: 79.05% | Test Loss: 0.666 | Test Acc: 78.02%
2025-04-19 15:58:13,400 - train - INFO - Epoch: 7 | Train Loss: 0.557 | Train Acc: 80.82% | Test Loss: 0.758 | Test Acc: 74.84%
2025-04-19 15:58:24,211 - train - INFO - Epoch: 8 | Train Loss: 0.523 | Train Acc: 82.10% | Test Loss: 0.561 | Test Acc: 81.16%
2025-04-19 15:58:42,583 - train - INFO - Epoch: 9 | Train Loss: 0.494 | Train Acc: 83.25% | Test Loss: 0.677 | Test Acc: 77.88%
2025-04-19 15:58:53,155 - train - INFO - Epoch: 10 | Train Loss: 0.468 | Train Acc: 83.98% | Test Loss: 0.674 | Test Acc: 78.17%
2025-04-19 15:59:11,517 - train - INFO - Epoch: 11 | Train Loss: 0.455 | Train Acc: 84.35% | Test Loss: 0.537 | Test Acc: 81.69%
2025-04-19 15:59:21,661 - train - INFO - Epoch: 12 | Train Loss: 0.431 | Train Acc: 85.27% | Test Loss: 0.696 | Test Acc: 77.96%
2025-04-19 15:59:39,672 - train - INFO - Epoch: 13 | Train Loss: 0.414 | Train Acc: 85.80% | Test Loss: 0.466 | Test Acc: 84.24%
2025-04-19 15:59:50,271 - train - INFO - Epoch: 14 | Train Loss: 0.402 | Train Acc: 86.21% | Test Loss: 0.526 | Test Acc: 82.67%
2025-04-19 16:00:08,505 - train - INFO - Epoch: 15 | Train Loss: 0.387 | Train Acc: 86.76% | Test Loss: 0.494 | Test Acc: 83.42%
2025-04-19 16:00:19,057 - train - INFO - Epoch: 16 | Train Loss: 0.375 | Train Acc: 87.13% | Test Loss: 0.483 | Test Acc: 83.80%
2025-04-19 16:00:37,688 - train - INFO - Epoch: 17 | Train Loss: 0.356 | Train Acc: 87.79% | Test Loss: 0.479 | Test Acc: 83.95%
2025-04-19 16:00:48,191 - train - INFO - Epoch: 18 | Train Loss: 0.344 | Train Acc: 88.32% | Test Loss: 0.548 | Test Acc: 81.28%
2025-04-19 16:01:06,303 - train - INFO - Epoch: 19 | Train Loss: 0.337 | Train Acc: 88.39% | Test Loss: 0.646 | Test Acc: 80.06%
2025-04-19 16:01:17,008 - train - INFO - Epoch: 20 | Train Loss: 0.326 | Train Acc: 88.86% | Test Loss: 0.531 | Test Acc: 82.93%
2025-04-19 16:01:35,532 - train - INFO - Epoch: 21 | Train Loss: 0.312 | Train Acc: 89.34% | Test Loss: 0.488 | Test Acc: 83.91%
2025-04-19 16:01:46,199 - train - INFO - Epoch: 22 | Train Loss: 0.298 | Train Acc: 89.77% | Test Loss: 0.448 | Test Acc: 85.26%
2025-04-19 16:02:04,386 - train - INFO - Epoch: 23 | Train Loss: 0.286 | Train Acc: 90.17% | Test Loss: 0.441 | Test Acc: 85.51%
2025-04-19 16:02:14,888 - train - INFO - Epoch: 24 | Train Loss: 0.278 | Train Acc: 90.53% | Test Loss: 0.410 | Test Acc: 86.16%
2025-04-19 16:02:33,273 - train - INFO - Epoch: 25 | Train Loss: 0.262 | Train Acc: 91.04% | Test Loss: 0.391 | Test Acc: 86.95%
2025-04-19 16:02:43,650 - train - INFO - Epoch: 26 | Train Loss: 0.247 | Train Acc: 91.54% | Test Loss: 0.350 | Test Acc: 88.46%
2025-04-19 16:03:01,907 - train - INFO - Epoch: 27 | Train Loss: 0.235 | Train Acc: 91.90% | Test Loss: 0.384 | Test Acc: 87.65%
2025-04-19 16:03:12,565 - train - INFO - Epoch: 28 | Train Loss: 0.219 | Train Acc: 92.52% | Test Loss: 0.349 | Test Acc: 88.26%
2025-04-19 16:03:31,406 - train - INFO - Epoch: 29 | Train Loss: 0.201 | Train Acc: 93.11% | Test Loss: 0.461 | Test Acc: 85.69%
2025-04-19 16:03:42,204 - train - INFO - Epoch: 30 | Train Loss: 0.198 | Train Acc: 93.19% | Test Loss: 0.349 | Test Acc: 88.51%
2025-04-19 16:04:00,528 - train - INFO - Epoch: 31 | Train Loss: 0.180 | Train Acc: 93.77% | Test Loss: 0.345 | Test Acc: 88.90%
2025-04-19 16:04:11,210 - train - INFO - Epoch: 32 | Train Loss: 0.164 | Train Acc: 94.38% | Test Loss: 0.351 | Test Acc: 89.29%
2025-04-19 16:04:29,421 - train - INFO - Epoch: 33 | Train Loss: 0.147 | Train Acc: 94.94% | Test Loss: 0.309 | Test Acc: 90.04%
2025-04-19 16:04:39,909 - train - INFO - Epoch: 34 | Train Loss: 0.137 | Train Acc: 95.23% | Test Loss: 0.303 | Test Acc: 90.20%
2025-04-19 16:04:57,980 - train - INFO - Epoch: 35 | Train Loss: 0.118 | Train Acc: 96.02% | Test Loss: 0.275 | Test Acc: 91.58%
2025-04-19 16:05:08,411 - train - INFO - Epoch: 36 | Train Loss: 0.103 | Train Acc: 96.46% | Test Loss: 0.300 | Test Acc: 90.59%
2025-04-19 16:05:27,044 - train - INFO - Epoch: 37 | Train Loss: 0.086 | Train Acc: 97.24% | Test Loss: 0.249 | Test Acc: 92.38%
2025-04-19 16:05:37,653 - train - INFO - Epoch: 38 | Train Loss: 0.078 | Train Acc: 97.37% | Test Loss: 0.273 | Test Acc: 91.86%
2025-04-19 16:05:56,031 - train - INFO - Epoch: 39 | Train Loss: 0.060 | Train Acc: 98.01% | Test Loss: 0.277 | Test Acc: 91.82%
2025-04-19 16:06:06,632 - train - INFO - Epoch: 40 | Train Loss: 0.046 | Train Acc: 98.53% | Test Loss: 0.238 | Test Acc: 93.21%
2025-04-19 16:06:24,636 - train - INFO - Epoch: 41 | Train Loss: 0.036 | Train Acc: 98.82% | Test Loss: 0.248 | Test Acc: 93.00%
2025-04-19 16:06:35,138 - train - INFO - Epoch: 42 | Train Loss: 0.026 | Train Acc: 99.26% | Test Loss: 0.223 | Test Acc: 93.63%
2025-04-19 16:06:53,263 - train - INFO - Epoch: 43 | Train Loss: 0.019 | Train Acc: 99.45% | Test Loss: 0.231 | Test Acc: 93.49%
2025-04-19 16:07:03,814 - train - INFO - Epoch: 44 | Train Loss: 0.015 | Train Acc: 99.62% | Test Loss: 0.219 | Test Acc: 93.88%
2025-04-19 16:07:22,127 - train - INFO - Epoch: 45 | Train Loss: 0.011 | Train Acc: 99.76% | Test Loss: 0.211 | Test Acc: 94.20%
2025-04-19 16:07:32,623 - train - INFO - Epoch: 46 | Train Loss: 0.010 | Train Acc: 99.78% | Test Loss: 0.208 | Test Acc: 94.17%
2025-04-19 16:07:51,118 - train - INFO - Epoch: 47 | Train Loss: 0.009 | Train Acc: 99.83% | Test Loss: 0.213 | Test Acc: 94.20%
2025-04-19 16:08:01,638 - train - INFO - Epoch: 48 | Train Loss: 0.008 | Train Acc: 99.85% | Test Loss: 0.209 | Test Acc: 94.21%
2025-04-19 16:08:19,934 - train - INFO - Epoch: 49 | Train Loss: 0.007 | Train Acc: 99.86% | Test Loss: 0.207 | Test Acc: 94.19%
2025-04-19 16:08:30,462 - train - INFO - Epoch: 50 | Train Loss: 0.007 | Train Acc: 99.86% | Test Loss: 0.210 | Test Acc: 94.21%
2025-04-19 16:08:37,994 - train - INFO - 训练完成!
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