| 2025-04-27 14:19:37,954 - train - INFO - 开始训练 densenet_cifar | |
| 2025-04-27 14:19:37,955 - train - INFO - 总轮数: 50, 学习率: 0.1, 设备: cuda:0 | |
| 2025-04-27 14:20:10,485 - train - INFO - Epoch: 1 | Train Loss: 1.548 | Train Acc: 43.00% | Test Loss: 1.306 | Test Acc: 54.74% | |
| 2025-04-27 14:21:00,762 - train - INFO - Epoch: 2 | Train Loss: 0.991 | Train Acc: 64.60% | Test Loss: 0.974 | Test Acc: 66.11% | |
| 2025-04-27 14:21:44,251 - train - INFO - Epoch: 3 | Train Loss: 0.755 | Train Acc: 73.54% | Test Loss: 0.840 | Test Acc: 71.98% | |
| 2025-04-27 14:22:16,638 - train - INFO - Epoch: 4 | Train Loss: 0.644 | Train Acc: 77.57% | Test Loss: 0.893 | Test Acc: 71.36% | |
| 2025-04-27 14:22:58,965 - train - INFO - Epoch: 5 | Train Loss: 0.583 | Train Acc: 79.79% | Test Loss: 0.813 | Test Acc: 71.81% | |
| 2025-04-27 14:23:30,704 - train - INFO - Epoch: 6 | Train Loss: 0.552 | Train Acc: 80.96% | Test Loss: 0.737 | Test Acc: 75.17% | |
| 2025-04-27 14:24:12,022 - train - INFO - Epoch: 7 | Train Loss: 0.528 | Train Acc: 81.85% | Test Loss: 0.678 | Test Acc: 77.85% | |
| 2025-04-27 14:24:44,365 - train - INFO - Epoch: 8 | Train Loss: 0.507 | Train Acc: 82.58% | Test Loss: 0.698 | Test Acc: 77.80% | |
| 2025-04-27 14:25:27,067 - train - INFO - Epoch: 9 | Train Loss: 0.493 | Train Acc: 83.03% | Test Loss: 0.561 | Test Acc: 80.76% | |
| 2025-04-27 14:25:58,860 - train - INFO - Epoch: 10 | Train Loss: 0.481 | Train Acc: 83.34% | Test Loss: 0.686 | Test Acc: 77.60% | |
| 2025-04-27 14:26:40,249 - train - INFO - Epoch: 11 | Train Loss: 0.473 | Train Acc: 83.50% | Test Loss: 0.536 | Test Acc: 81.56% | |
| 2025-04-27 14:27:12,548 - train - INFO - Epoch: 12 | Train Loss: 0.453 | Train Acc: 84.57% | Test Loss: 0.547 | Test Acc: 81.41% | |
| 2025-04-27 14:27:53,892 - train - INFO - Epoch: 13 | Train Loss: 0.446 | Train Acc: 84.75% | Test Loss: 0.680 | Test Acc: 77.76% | |
| 2025-04-27 14:28:26,126 - train - INFO - Epoch: 14 | Train Loss: 0.438 | Train Acc: 84.94% | Test Loss: 0.651 | Test Acc: 78.98% | |
| 2025-04-27 14:29:08,455 - train - INFO - Epoch: 15 | Train Loss: 0.427 | Train Acc: 85.30% | Test Loss: 0.860 | Test Acc: 73.67% | |
| 2025-04-27 14:29:40,831 - train - INFO - Epoch: 16 | Train Loss: 0.416 | Train Acc: 85.70% | Test Loss: 0.545 | Test Acc: 81.77% | |
| 2025-04-27 14:30:23,654 - train - INFO - Epoch: 17 | Train Loss: 0.404 | Train Acc: 86.00% | Test Loss: 0.563 | Test Acc: 81.76% | |
| 2025-04-27 14:30:55,589 - train - INFO - Epoch: 18 | Train Loss: 0.390 | Train Acc: 86.58% | Test Loss: 0.496 | Test Acc: 83.65% | |
| 2025-04-27 14:31:37,665 - train - INFO - Epoch: 19 | Train Loss: 0.380 | Train Acc: 86.98% | Test Loss: 0.620 | Test Acc: 79.44% | |
| 2025-04-27 14:32:09,324 - train - INFO - Epoch: 20 | Train Loss: 0.370 | Train Acc: 87.31% | Test Loss: 0.496 | Test Acc: 83.27% | |
| 2025-04-27 14:32:51,200 - train - INFO - Epoch: 21 | Train Loss: 0.363 | Train Acc: 87.38% | Test Loss: 0.540 | Test Acc: 81.86% | |
| 2025-04-27 14:33:22,939 - train - INFO - Epoch: 22 | Train Loss: 0.346 | Train Acc: 87.95% | Test Loss: 0.522 | Test Acc: 82.30% | |
| 2025-04-27 14:34:04,562 - train - INFO - Epoch: 23 | Train Loss: 0.341 | Train Acc: 88.26% | Test Loss: 0.504 | Test Acc: 83.14% | |
| 2025-04-27 14:34:36,706 - train - INFO - Epoch: 24 | Train Loss: 0.325 | Train Acc: 88.81% | Test Loss: 0.486 | Test Acc: 84.01% | |
| 2025-04-27 14:35:19,691 - train - INFO - Epoch: 25 | Train Loss: 0.311 | Train Acc: 89.31% | Test Loss: 0.420 | Test Acc: 86.08% | |
| 2025-04-27 14:35:51,590 - train - INFO - Epoch: 26 | Train Loss: 0.301 | Train Acc: 89.74% | Test Loss: 0.448 | Test Acc: 84.91% | |
| 2025-04-27 14:36:34,983 - train - INFO - Epoch: 27 | Train Loss: 0.289 | Train Acc: 90.04% | Test Loss: 0.445 | Test Acc: 85.41% | |
| 2025-04-27 14:37:08,955 - train - INFO - Epoch: 28 | Train Loss: 0.279 | Train Acc: 90.47% | Test Loss: 0.422 | Test Acc: 86.44% | |
| 2025-04-27 14:37:53,347 - train - INFO - Epoch: 29 | Train Loss: 0.263 | Train Acc: 90.90% | Test Loss: 0.384 | Test Acc: 87.35% | |
| 2025-04-27 14:38:26,399 - train - INFO - Epoch: 30 | Train Loss: 0.253 | Train Acc: 91.27% | Test Loss: 0.423 | Test Acc: 86.44% | |
| 2025-04-27 14:39:10,020 - train - INFO - Epoch: 31 | Train Loss: 0.237 | Train Acc: 91.94% | Test Loss: 0.352 | Test Acc: 88.77% | |
| 2025-04-27 14:39:43,282 - train - INFO - Epoch: 32 | Train Loss: 0.224 | Train Acc: 92.28% | Test Loss: 0.348 | Test Acc: 88.93% | |
| 2025-04-27 14:40:26,053 - train - INFO - Epoch: 33 | Train Loss: 0.209 | Train Acc: 92.83% | Test Loss: 0.391 | Test Acc: 87.94% | |
| 2025-04-27 14:40:59,085 - train - INFO - Epoch: 34 | Train Loss: 0.193 | Train Acc: 93.41% | Test Loss: 0.302 | Test Acc: 90.33% | |
| 2025-04-27 14:41:42,374 - train - INFO - Epoch: 35 | Train Loss: 0.180 | Train Acc: 93.85% | Test Loss: 0.334 | Test Acc: 89.16% | |
| 2025-04-27 14:42:15,728 - train - INFO - Epoch: 36 | Train Loss: 0.163 | Train Acc: 94.46% | Test Loss: 0.285 | Test Acc: 91.12% | |
| 2025-04-27 14:42:59,626 - train - INFO - Epoch: 37 | Train Loss: 0.151 | Train Acc: 94.84% | Test Loss: 0.290 | Test Acc: 90.96% | |
| 2025-04-27 14:43:30,765 - train - INFO - Epoch: 38 | Train Loss: 0.132 | Train Acc: 95.54% | Test Loss: 0.306 | Test Acc: 90.53% | |
| 2025-04-27 14:44:14,586 - train - INFO - Epoch: 39 | Train Loss: 0.119 | Train Acc: 95.88% | Test Loss: 0.280 | Test Acc: 91.43% | |
| 2025-04-27 14:44:47,544 - train - INFO - Epoch: 40 | Train Loss: 0.101 | Train Acc: 96.51% | Test Loss: 0.255 | Test Acc: 92.06% | |
| 2025-04-27 14:45:30,432 - train - INFO - Epoch: 41 | Train Loss: 0.087 | Train Acc: 97.11% | Test Loss: 0.265 | Test Acc: 92.06% | |
| 2025-04-27 14:46:03,535 - train - INFO - Epoch: 42 | Train Loss: 0.067 | Train Acc: 97.74% | Test Loss: 0.238 | Test Acc: 92.59% | |
| 2025-04-27 14:46:46,081 - train - INFO - Epoch: 43 | Train Loss: 0.058 | Train Acc: 98.12% | Test Loss: 0.237 | Test Acc: 93.08% | |
| 2025-04-27 14:47:18,702 - train - INFO - Epoch: 44 | Train Loss: 0.048 | Train Acc: 98.42% | Test Loss: 0.227 | Test Acc: 93.41% | |
| 2025-04-27 14:48:01,049 - train - INFO - Epoch: 45 | Train Loss: 0.037 | Train Acc: 98.88% | Test Loss: 0.233 | Test Acc: 93.51% | |
| 2025-04-27 14:48:33,533 - train - INFO - Epoch: 46 | Train Loss: 0.031 | Train Acc: 99.09% | Test Loss: 0.232 | Test Acc: 93.25% | |
| 2025-04-27 14:49:16,084 - train - INFO - Epoch: 47 | Train Loss: 0.026 | Train Acc: 99.26% | Test Loss: 0.235 | Test Acc: 93.68% | |
| 2025-04-27 14:49:49,294 - train - INFO - Epoch: 48 | Train Loss: 0.023 | Train Acc: 99.34% | Test Loss: 0.226 | Test Acc: 93.60% | |
| 2025-04-27 14:50:32,391 - train - INFO - Epoch: 49 | Train Loss: 0.021 | Train Acc: 99.44% | Test Loss: 0.231 | Test Acc: 93.84% | |
| 2025-04-27 14:51:05,682 - train - INFO - Epoch: 50 | Train Loss: 0.021 | Train Acc: 99.47% | Test Loss: 0.227 | Test Acc: 93.81% | |
| 2025-04-27 14:51:15,310 - train - INFO - 训练完成! | |