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mtpnet_image_models

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mtpnet_image_models
File size: 22,910 Bytes 
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2025-03-14 16:54:07,690 - train - INFO - 开始训练 googlenet
2025-03-14 16:54:07,690 - train - INFO - 总轮数: 50, 学习率: 0.1, 设备: cuda:3
2025-03-14 16:54:08,498 - train - INFO - Epoch: 1 | Batch: 0 | Loss: 2.291 | Acc: 8.59%
2025-03-14 16:54:15,595 - train - INFO - Epoch: 1 | Batch: 100 | Loss: 1.955 | Acc: 29.12%
2025-03-14 16:54:22,612 - train - INFO - Epoch: 1 | Batch: 200 | Loss: 1.763 | Acc: 35.63%
2025-03-14 16:54:29,568 - train - INFO - Epoch: 1 | Batch: 300 | Loss: 1.641 | Acc: 39.92%
2025-03-14 16:54:38,067 - train - INFO - Epoch: 1 | Test Loss: 1.298 | Test Acc: 51.84%
2025-03-14 16:54:38,629 - train - INFO - Epoch: 2 | Batch: 0 | Loss: 1.156 | Acc: 55.47%
2025-03-14 16:54:45,948 - train - INFO - Epoch: 2 | Batch: 100 | Loss: 1.154 | Acc: 57.85%
2025-03-14 16:54:52,919 - train - INFO - Epoch: 2 | Batch: 200 | Loss: 1.099 | Acc: 60.41%
2025-03-14 16:54:59,927 - train - INFO - Epoch: 2 | Batch: 300 | Loss: 1.061 | Acc: 62.04%
2025-03-14 16:55:08,217 - train - INFO - Epoch: 2 | Test Loss: 1.494 | Test Acc: 52.46%
2025-03-14 16:55:19,584 - train - INFO - Epoch: 3 | Batch: 0 | Loss: 0.953 | Acc: 63.28%
2025-03-14 16:55:26,661 - train - INFO - Epoch: 3 | Batch: 100 | Loss: 0.843 | Acc: 70.28%
2025-03-14 16:55:33,708 - train - INFO - Epoch: 3 | Batch: 200 | Loss: 0.814 | Acc: 71.36%
2025-03-14 16:55:40,780 - train - INFO - Epoch: 3 | Batch: 300 | Loss: 0.793 | Acc: 72.08%
2025-03-14 16:55:49,150 - train - INFO - Epoch: 3 | Test Loss: 0.897 | Test Acc: 69.69%
2025-03-14 16:55:49,386 - train - INFO - Epoch: 4 | Batch: 0 | Loss: 0.713 | Acc: 71.09%
2025-03-14 16:55:56,440 - train - INFO - Epoch: 4 | Batch: 100 | Loss: 0.658 | Acc: 77.17%
2025-03-14 16:56:03,485 - train - INFO - Epoch: 4 | Batch: 200 | Loss: 0.647 | Acc: 77.37%
2025-03-14 16:56:10,553 - train - INFO - Epoch: 4 | Batch: 300 | Loss: 0.642 | Acc: 77.73%
2025-03-14 16:56:19,742 - train - INFO - Epoch: 4 | Test Loss: 0.757 | Test Acc: 74.32%
2025-03-14 16:56:30,187 - train - INFO - Epoch: 5 | Batch: 0 | Loss: 0.653 | Acc: 77.34%
2025-03-14 16:56:37,215 - train - INFO - Epoch: 5 | Batch: 100 | Loss: 0.590 | Acc: 79.94%
2025-03-14 16:56:44,400 - train - INFO - Epoch: 5 | Batch: 200 | Loss: 0.576 | Acc: 80.39%
2025-03-14 16:56:51,627 - train - INFO - Epoch: 5 | Batch: 300 | Loss: 0.571 | Acc: 80.55%
2025-03-14 16:57:00,010 - train - INFO - Epoch: 5 | Test Loss: 0.861 | Test Acc: 72.27%
2025-03-14 16:57:00,281 - train - INFO - Epoch: 6 | Batch: 0 | Loss: 0.447 | Acc: 82.03%
2025-03-14 16:57:07,302 - train - INFO - Epoch: 6 | Batch: 100 | Loss: 0.524 | Acc: 81.89%
2025-03-14 16:57:14,307 - train - INFO - Epoch: 6 | Batch: 200 | Loss: 0.526 | Acc: 81.77%
2025-03-14 16:57:21,849 - train - INFO - Epoch: 6 | Batch: 300 | Loss: 0.526 | Acc: 81.91%
2025-03-14 16:57:30,095 - train - INFO - Epoch: 6 | Test Loss: 0.627 | Test Acc: 78.61%
2025-03-14 16:57:40,186 - train - INFO - Epoch: 7 | Batch: 0 | Loss: 0.512 | Acc: 82.03%
2025-03-14 16:57:47,258 - train - INFO - Epoch: 7 | Batch: 100 | Loss: 0.481 | Acc: 83.17%
2025-03-14 16:57:54,290 - train - INFO - Epoch: 7 | Batch: 200 | Loss: 0.490 | Acc: 83.03%
2025-03-14 16:58:01,246 - train - INFO - Epoch: 7 | Batch: 300 | Loss: 0.489 | Acc: 83.16%
2025-03-14 16:58:09,401 - train - INFO - Epoch: 7 | Test Loss: 0.641 | Test Acc: 79.07%
2025-03-14 16:58:09,660 - train - INFO - Epoch: 8 | Batch: 0 | Loss: 0.370 | Acc: 85.94%
2025-03-14 16:58:16,676 - train - INFO - Epoch: 8 | Batch: 100 | Loss: 0.445 | Acc: 84.83%
2025-03-14 16:58:23,694 - train - INFO - Epoch: 8 | Batch: 200 | Loss: 0.449 | Acc: 84.63%
2025-03-14 16:58:30,745 - train - INFO - Epoch: 8 | Batch: 300 | Loss: 0.457 | Acc: 84.41%
2025-03-14 16:58:39,044 - train - INFO - Epoch: 8 | Test Loss: 0.863 | Test Acc: 73.93%
2025-03-14 16:58:49,212 - train - INFO - Epoch: 9 | Batch: 0 | Loss: 0.609 | Acc: 79.69%
2025-03-14 16:58:56,404 - train - INFO - Epoch: 9 | Batch: 100 | Loss: 0.438 | Acc: 84.81%
2025-03-14 16:59:03,387 - train - INFO - Epoch: 9 | Batch: 200 | Loss: 0.442 | Acc: 84.76%
2025-03-14 16:59:10,433 - train - INFO - Epoch: 9 | Batch: 300 | Loss: 0.443 | Acc: 84.73%
2025-03-14 16:59:18,735 - train - INFO - Epoch: 9 | Test Loss: 0.742 | Test Acc: 76.34%
2025-03-14 16:59:18,988 - train - INFO - Epoch: 10 | Batch: 0 | Loss: 0.342 | Acc: 85.16%
2025-03-14 16:59:26,029 - train - INFO - Epoch: 10 | Batch: 100 | Loss: 0.421 | Acc: 85.70%
2025-03-14 16:59:33,012 - train - INFO - Epoch: 10 | Batch: 200 | Loss: 0.423 | Acc: 85.54%
2025-03-14 16:59:39,989 - train - INFO - Epoch: 10 | Batch: 300 | Loss: 0.427 | Acc: 85.40%
2025-03-14 16:59:48,307 - train - INFO - Epoch: 10 | Test Loss: 0.631 | Test Acc: 79.03%
2025-03-14 16:59:58,727 - train - INFO - Epoch: 11 | Batch: 0 | Loss: 0.374 | Acc: 89.84%
2025-03-14 17:00:06,458 - train - INFO - Epoch: 11 | Batch: 100 | Loss: 0.408 | Acc: 85.95%
2025-03-14 17:00:13,759 - train - INFO - Epoch: 11 | Batch: 200 | Loss: 0.411 | Acc: 85.80%
2025-03-14 17:00:20,781 - train - INFO - Epoch: 11 | Batch: 300 | Loss: 0.420 | Acc: 85.57%
2025-03-14 17:00:29,145 - train - INFO - Epoch: 11 | Test Loss: 0.746 | Test Acc: 75.64%
2025-03-14 17:00:29,405 - train - INFO - Epoch: 12 | Batch: 0 | Loss: 0.372 | Acc: 85.16%
2025-03-14 17:00:36,421 - train - INFO - Epoch: 12 | Batch: 100 | Loss: 0.389 | Acc: 86.41%
2025-03-14 17:00:43,392 - train - INFO - Epoch: 12 | Batch: 200 | Loss: 0.406 | Acc: 85.95%
2025-03-14 17:00:50,346 - train - INFO - Epoch: 12 | Batch: 300 | Loss: 0.410 | Acc: 85.89%
2025-03-14 17:00:58,480 - train - INFO - Epoch: 12 | Test Loss: 0.744 | Test Acc: 76.44%
2025-03-14 17:01:08,385 - train - INFO - Epoch: 13 | Batch: 0 | Loss: 0.272 | Acc: 90.62%
2025-03-14 17:01:15,442 - train - INFO - Epoch: 13 | Batch: 100 | Loss: 0.383 | Acc: 86.80%
2025-03-14 17:01:22,401 - train - INFO - Epoch: 13 | Batch: 200 | Loss: 0.388 | Acc: 86.56%
2025-03-14 17:01:29,668 - train - INFO - Epoch: 13 | Batch: 300 | Loss: 0.401 | Acc: 86.09%
2025-03-14 17:01:38,031 - train - INFO - Epoch: 13 | Test Loss: 0.839 | Test Acc: 74.00%
2025-03-14 17:01:38,284 - train - INFO - Epoch: 14 | Batch: 0 | Loss: 0.415 | Acc: 85.16%
2025-03-14 17:01:45,233 - train - INFO - Epoch: 14 | Batch: 100 | Loss: 0.377 | Acc: 86.89%
2025-03-14 17:01:52,187 - train - INFO - Epoch: 14 | Batch: 200 | Loss: 0.384 | Acc: 86.67%
2025-03-14 17:01:59,108 - train - INFO - Epoch: 14 | Batch: 300 | Loss: 0.389 | Acc: 86.41%
2025-03-14 17:02:07,307 - train - INFO - Epoch: 14 | Test Loss: 0.740 | Test Acc: 75.39%
2025-03-14 17:02:17,573 - train - INFO - Epoch: 15 | Batch: 0 | Loss: 0.291 | Acc: 89.84%
2025-03-14 17:02:24,651 - train - INFO - Epoch: 15 | Batch: 100 | Loss: 0.370 | Acc: 87.29%
2025-03-14 17:02:31,629 - train - INFO - Epoch: 15 | Batch: 200 | Loss: 0.373 | Acc: 87.15%
2025-03-14 17:02:38,739 - train - INFO - Epoch: 15 | Batch: 300 | Loss: 0.376 | Acc: 87.03%
2025-03-14 17:02:47,204 - train - INFO - Epoch: 15 | Test Loss: 0.601 | Test Acc: 80.11%
2025-03-14 17:02:47,487 - train - INFO - Epoch: 16 | Batch: 0 | Loss: 0.260 | Acc: 92.97%
2025-03-14 17:02:54,589 - train - INFO - Epoch: 16 | Batch: 100 | Loss: 0.375 | Acc: 87.46%
2025-03-14 17:03:01,614 - train - INFO - Epoch: 16 | Batch: 200 | Loss: 0.378 | Acc: 87.10%
2025-03-14 17:03:08,551 - train - INFO - Epoch: 16 | Batch: 300 | Loss: 0.380 | Acc: 86.99%
2025-03-14 17:03:17,027 - train - INFO - Epoch: 16 | Test Loss: 0.578 | Test Acc: 81.07%
2025-03-14 17:03:27,383 - train - INFO - Epoch: 17 | Batch: 0 | Loss: 0.288 | Acc: 89.06%
2025-03-14 17:03:34,362 - train - INFO - Epoch: 17 | Batch: 100 | Loss: 0.357 | Acc: 87.81%
2025-03-14 17:03:41,426 - train - INFO - Epoch: 17 | Batch: 200 | Loss: 0.367 | Acc: 87.33%
2025-03-14 17:03:48,924 - train - INFO - Epoch: 17 | Batch: 300 | Loss: 0.372 | Acc: 87.28%
2025-03-14 17:03:57,228 - train - INFO - Epoch: 17 | Test Loss: 0.604 | Test Acc: 80.90%
2025-03-14 17:03:57,495 - train - INFO - Epoch: 18 | Batch: 0 | Loss: 0.413 | Acc: 84.38%
2025-03-14 17:04:04,537 - train - INFO - Epoch: 18 | Batch: 100 | Loss: 0.348 | Acc: 88.03%
2025-03-14 17:04:11,554 - train - INFO - Epoch: 18 | Batch: 200 | Loss: 0.353 | Acc: 87.83%
2025-03-14 17:04:18,679 - train - INFO - Epoch: 18 | Batch: 300 | Loss: 0.355 | Acc: 87.92%
2025-03-14 17:04:27,096 - train - INFO - Epoch: 18 | Test Loss: 1.517 | Test Acc: 59.99%
2025-03-14 17:04:37,412 - train - INFO - Epoch: 19 | Batch: 0 | Loss: 0.429 | Acc: 85.94%
2025-03-14 17:04:44,398 - train - INFO - Epoch: 19 | Batch: 100 | Loss: 0.338 | Acc: 88.47%
2025-03-14 17:04:51,696 - train - INFO - Epoch: 19 | Batch: 200 | Loss: 0.349 | Acc: 87.96%
2025-03-14 17:04:58,812 - train - INFO - Epoch: 19 | Batch: 300 | Loss: 0.356 | Acc: 87.64%
2025-03-14 17:05:07,013 - train - INFO - Epoch: 19 | Test Loss: 0.831 | Test Acc: 75.19%
2025-03-14 17:05:07,264 - train - INFO - Epoch: 20 | Batch: 0 | Loss: 0.282 | Acc: 91.41%
2025-03-14 17:05:14,264 - train - INFO - Epoch: 20 | Batch: 100 | Loss: 0.320 | Acc: 88.91%
2025-03-14 17:05:21,286 - train - INFO - Epoch: 20 | Batch: 200 | Loss: 0.340 | Acc: 88.20%
2025-03-14 17:05:28,382 - train - INFO - Epoch: 20 | Batch: 300 | Loss: 0.345 | Acc: 88.19%
2025-03-14 17:05:36,649 - train - INFO - Epoch: 20 | Test Loss: 0.781 | Test Acc: 75.57%
2025-03-14 17:05:47,127 - train - INFO - Epoch: 21 | Batch: 0 | Loss: 0.395 | Acc: 85.94%
2025-03-14 17:05:54,114 - train - INFO - Epoch: 21 | Batch: 100 | Loss: 0.337 | Acc: 88.33%
2025-03-14 17:06:01,056 - train - INFO - Epoch: 21 | Batch: 200 | Loss: 0.339 | Acc: 88.20%
2025-03-14 17:06:07,976 - train - INFO - Epoch: 21 | Batch: 300 | Loss: 0.343 | Acc: 88.07%
2025-03-14 17:06:16,134 - train - INFO - Epoch: 21 | Test Loss: 0.498 | Test Acc: 84.13%
2025-03-14 17:06:16,365 - train - INFO - Epoch: 22 | Batch: 0 | Loss: 0.278 | Acc: 91.41%
2025-03-14 17:06:23,345 - train - INFO - Epoch: 22 | Batch: 100 | Loss: 0.326 | Acc: 88.81%
2025-03-14 17:06:30,343 - train - INFO - Epoch: 22 | Batch: 200 | Loss: 0.334 | Acc: 88.39%
2025-03-14 17:06:37,492 - train - INFO - Epoch: 22 | Batch: 300 | Loss: 0.338 | Acc: 88.26%
2025-03-14 17:06:46,232 - train - INFO - Epoch: 22 | Test Loss: 0.626 | Test Acc: 80.14%
2025-03-14 17:06:56,389 - train - INFO - Epoch: 23 | Batch: 0 | Loss: 0.287 | Acc: 92.19%
2025-03-14 17:07:03,470 - train - INFO - Epoch: 23 | Batch: 100 | Loss: 0.320 | Acc: 89.18%
2025-03-14 17:07:10,453 - train - INFO - Epoch: 23 | Batch: 200 | Loss: 0.330 | Acc: 88.65%
2025-03-14 17:07:17,383 - train - INFO - Epoch: 23 | Batch: 300 | Loss: 0.335 | Acc: 88.46%
2025-03-14 17:07:25,590 - train - INFO - Epoch: 23 | Test Loss: 0.761 | Test Acc: 76.10%
2025-03-14 17:07:25,868 - train - INFO - Epoch: 24 | Batch: 0 | Loss: 0.403 | Acc: 85.16%
2025-03-14 17:07:32,933 - train - INFO - Epoch: 24 | Batch: 100 | Loss: 0.306 | Acc: 89.61%
2025-03-14 17:07:40,039 - train - INFO - Epoch: 24 | Batch: 200 | Loss: 0.316 | Acc: 89.01%
2025-03-14 17:07:47,530 - train - INFO - Epoch: 24 | Batch: 300 | Loss: 0.325 | Acc: 88.68%
2025-03-14 17:07:55,871 - train - INFO - Epoch: 24 | Test Loss: 0.618 | Test Acc: 80.21%
2025-03-14 17:08:06,349 - train - INFO - Epoch: 25 | Batch: 0 | Loss: 0.349 | Acc: 87.50%
2025-03-14 17:08:13,405 - train - INFO - Epoch: 25 | Batch: 100 | Loss: 0.315 | Acc: 89.09%
2025-03-14 17:08:20,736 - train - INFO - Epoch: 25 | Batch: 200 | Loss: 0.324 | Acc: 88.82%
2025-03-14 17:08:27,757 - train - INFO - Epoch: 25 | Batch: 300 | Loss: 0.330 | Acc: 88.60%
2025-03-14 17:08:36,073 - train - INFO - Epoch: 25 | Test Loss: 0.444 | Test Acc: 85.16%
2025-03-14 17:08:36,387 - train - INFO - Epoch: 26 | Batch: 0 | Loss: 0.373 | Acc: 87.50%
2025-03-14 17:08:43,532 - train - INFO - Epoch: 26 | Batch: 100 | Loss: 0.314 | Acc: 89.22%
2025-03-14 17:08:50,665 - train - INFO - Epoch: 26 | Batch: 200 | Loss: 0.317 | Acc: 89.05%
2025-03-14 17:08:57,696 - train - INFO - Epoch: 26 | Batch: 300 | Loss: 0.321 | Acc: 88.87%
2025-03-14 17:09:05,921 - train - INFO - Epoch: 26 | Test Loss: 0.583 | Test Acc: 81.13%
2025-03-14 17:09:16,691 - train - INFO - Epoch: 27 | Batch: 0 | Loss: 0.210 | Acc: 93.75%
2025-03-14 17:09:23,814 - train - INFO - Epoch: 27 | Batch: 100 | Loss: 0.305 | Acc: 89.27%
2025-03-14 17:09:31,184 - train - INFO - Epoch: 27 | Batch: 200 | Loss: 0.317 | Acc: 88.93%
2025-03-14 17:09:38,295 - train - INFO - Epoch: 27 | Batch: 300 | Loss: 0.316 | Acc: 89.00%
2025-03-14 17:09:46,877 - train - INFO - Epoch: 27 | Test Loss: 0.500 | Test Acc: 83.60%
2025-03-14 17:09:47,205 - train - INFO - Epoch: 28 | Batch: 0 | Loss: 0.324 | Acc: 88.28%
2025-03-14 17:09:54,324 - train - INFO - Epoch: 28 | Batch: 100 | Loss: 0.300 | Acc: 89.70%
2025-03-14 17:10:01,318 - train - INFO - Epoch: 28 | Batch: 200 | Loss: 0.308 | Acc: 89.37%
2025-03-14 17:10:08,390 - train - INFO - Epoch: 28 | Batch: 300 | Loss: 0.312 | Acc: 89.28%
2025-03-14 17:10:17,262 - train - INFO - Epoch: 28 | Test Loss: 0.453 | Test Acc: 84.78%
2025-03-14 17:10:27,827 - train - INFO - Epoch: 29 | Batch: 0 | Loss: 0.225 | Acc: 92.19%
2025-03-14 17:10:34,830 - train - INFO - Epoch: 29 | Batch: 100 | Loss: 0.289 | Acc: 90.12%
2025-03-14 17:10:41,867 - train - INFO - Epoch: 29 | Batch: 200 | Loss: 0.298 | Acc: 89.73%
2025-03-14 17:10:48,873 - train - INFO - Epoch: 29 | Batch: 300 | Loss: 0.307 | Acc: 89.44%
2025-03-14 17:10:57,141 - train - INFO - Epoch: 29 | Test Loss: 0.540 | Test Acc: 81.94%
2025-03-14 17:10:57,411 - train - INFO - Epoch: 30 | Batch: 0 | Loss: 0.347 | Acc: 87.50%
2025-03-14 17:11:04,423 - train - INFO - Epoch: 30 | Batch: 100 | Loss: 0.302 | Acc: 89.55%
2025-03-14 17:11:11,402 - train - INFO - Epoch: 30 | Batch: 200 | Loss: 0.306 | Acc: 89.59%
2025-03-14 17:11:18,378 - train - INFO - Epoch: 30 | Batch: 300 | Loss: 0.309 | Acc: 89.35%
2025-03-14 17:11:26,623 - train - INFO - Epoch: 30 | Test Loss: 1.307 | Test Acc: 64.91%
2025-03-14 17:11:37,574 - train - INFO - Epoch: 31 | Batch: 0 | Loss: 0.269 | Acc: 89.06%
2025-03-14 17:11:44,956 - train - INFO - Epoch: 31 | Batch: 100 | Loss: 0.298 | Acc: 89.81%
2025-03-14 17:11:51,880 - train - INFO - Epoch: 31 | Batch: 200 | Loss: 0.312 | Acc: 89.24%
2025-03-14 17:11:58,843 - train - INFO - Epoch: 31 | Batch: 300 | Loss: 0.312 | Acc: 89.26%
2025-03-14 17:12:07,072 - train - INFO - Epoch: 31 | Test Loss: 0.621 | Test Acc: 80.50%
2025-03-14 17:12:07,308 - train - INFO - Epoch: 32 | Batch: 0 | Loss: 0.212 | Acc: 94.53%
2025-03-14 17:12:14,356 - train - INFO - Epoch: 32 | Batch: 100 | Loss: 0.291 | Acc: 90.01%
2025-03-14 17:12:21,336 - train - INFO - Epoch: 32 | Batch: 200 | Loss: 0.297 | Acc: 89.81%
2025-03-14 17:12:28,329 - train - INFO - Epoch: 32 | Batch: 300 | Loss: 0.302 | Acc: 89.55%
2025-03-14 17:12:36,842 - train - INFO - Epoch: 32 | Test Loss: 0.605 | Test Acc: 81.09%
2025-03-14 17:12:46,713 - train - INFO - Epoch: 33 | Batch: 0 | Loss: 0.217 | Acc: 94.53%
2025-03-14 17:12:53,675 - train - INFO - Epoch: 33 | Batch: 100 | Loss: 0.281 | Acc: 90.22%
2025-03-14 17:13:00,644 - train - INFO - Epoch: 33 | Batch: 200 | Loss: 0.295 | Acc: 89.73%
2025-03-14 17:13:07,549 - train - INFO - Epoch: 33 | Batch: 300 | Loss: 0.301 | Acc: 89.68%
2025-03-14 17:13:15,742 - train - INFO - Epoch: 33 | Test Loss: 0.738 | Test Acc: 76.74%
2025-03-14 17:13:15,979 - train - INFO - Epoch: 34 | Batch: 0 | Loss: 0.304 | Acc: 89.06%
2025-03-14 17:13:22,971 - train - INFO - Epoch: 34 | Batch: 100 | Loss: 0.286 | Acc: 90.32%
2025-03-14 17:13:29,907 - train - INFO - Epoch: 34 | Batch: 200 | Loss: 0.295 | Acc: 89.97%
2025-03-14 17:13:36,918 - train - INFO - Epoch: 34 | Batch: 300 | Loss: 0.302 | Acc: 89.72%
2025-03-14 17:13:45,169 - train - INFO - Epoch: 34 | Test Loss: 0.424 | Test Acc: 85.72%
2025-03-14 17:13:55,500 - train - INFO - Epoch: 35 | Batch: 0 | Loss: 0.236 | Acc: 92.19%
2025-03-14 17:14:03,001 - train - INFO - Epoch: 35 | Batch: 100 | Loss: 0.266 | Acc: 90.99%
2025-03-14 17:14:10,047 - train - INFO - Epoch: 35 | Batch: 200 | Loss: 0.279 | Acc: 90.33%
2025-03-14 17:14:17,054 - train - INFO - Epoch: 35 | Batch: 300 | Loss: 0.288 | Acc: 90.10%
2025-03-14 17:14:25,381 - train - INFO - Epoch: 35 | Test Loss: 0.645 | Test Acc: 79.89%
2025-03-14 17:14:25,635 - train - INFO - Epoch: 36 | Batch: 0 | Loss: 0.321 | Acc: 90.62%
2025-03-14 17:14:32,644 - train - INFO - Epoch: 36 | Batch: 100 | Loss: 0.297 | Acc: 89.67%
2025-03-14 17:14:39,568 - train - INFO - Epoch: 36 | Batch: 200 | Loss: 0.293 | Acc: 89.81%
2025-03-14 17:14:46,531 - train - INFO - Epoch: 36 | Batch: 300 | Loss: 0.294 | Acc: 89.85%
2025-03-14 17:14:54,840 - train - INFO - Epoch: 36 | Test Loss: 0.551 | Test Acc: 81.67%
2025-03-14 17:15:04,949 - train - INFO - Epoch: 37 | Batch: 0 | Loss: 0.269 | Acc: 90.62%
2025-03-14 17:15:11,943 - train - INFO - Epoch: 37 | Batch: 100 | Loss: 0.276 | Acc: 90.36%
2025-03-14 17:15:18,964 - train - INFO - Epoch: 37 | Batch: 200 | Loss: 0.285 | Acc: 90.15%
2025-03-14 17:15:26,031 - train - INFO - Epoch: 37 | Batch: 300 | Loss: 0.289 | Acc: 90.06%
2025-03-14 17:15:34,305 - train - INFO - Epoch: 37 | Test Loss: 0.460 | Test Acc: 83.66%
2025-03-14 17:15:34,549 - train - INFO - Epoch: 38 | Batch: 0 | Loss: 0.239 | Acc: 92.97%
2025-03-14 17:15:41,581 - train - INFO - Epoch: 38 | Batch: 100 | Loss: 0.282 | Acc: 90.11%
2025-03-14 17:15:48,954 - train - INFO - Epoch: 38 | Batch: 200 | Loss: 0.283 | Acc: 90.08%
2025-03-14 17:15:56,290 - train - INFO - Epoch: 38 | Batch: 300 | Loss: 0.288 | Acc: 90.05%
2025-03-14 17:16:04,868 - train - INFO - Epoch: 38 | Test Loss: 0.766 | Test Acc: 75.91%
2025-03-14 17:16:15,740 - train - INFO - Epoch: 39 | Batch: 0 | Loss: 0.281 | Acc: 89.84%
2025-03-14 17:16:22,725 - train - INFO - Epoch: 39 | Batch: 100 | Loss: 0.261 | Acc: 91.14%
2025-03-14 17:16:29,750 - train - INFO - Epoch: 39 | Batch: 200 | Loss: 0.280 | Acc: 90.44%
2025-03-14 17:16:36,702 - train - INFO - Epoch: 39 | Batch: 300 | Loss: 0.283 | Acc: 90.32%
2025-03-14 17:16:45,050 - train - INFO - Epoch: 39 | Test Loss: 0.747 | Test Acc: 77.00%
2025-03-14 17:16:45,337 - train - INFO - Epoch: 40 | Batch: 0 | Loss: 0.251 | Acc: 90.62%
2025-03-14 17:16:52,351 - train - INFO - Epoch: 40 | Batch: 100 | Loss: 0.268 | Acc: 90.90%
2025-03-14 17:16:59,308 - train - INFO - Epoch: 40 | Batch: 200 | Loss: 0.277 | Acc: 90.49%
2025-03-14 17:17:06,237 - train - INFO - Epoch: 40 | Batch: 300 | Loss: 0.284 | Acc: 90.26%
2025-03-14 17:17:14,416 - train - INFO - Epoch: 40 | Test Loss: 0.818 | Test Acc: 76.04%
2025-03-14 17:17:26,250 - train - INFO - Epoch: 41 | Batch: 0 | Loss: 0.205 | Acc: 94.53%
2025-03-14 17:17:33,271 - train - INFO - Epoch: 41 | Batch: 100 | Loss: 0.276 | Acc: 90.76%
2025-03-14 17:17:40,234 - train - INFO - Epoch: 41 | Batch: 200 | Loss: 0.287 | Acc: 90.35%
2025-03-14 17:17:47,165 - train - INFO - Epoch: 41 | Batch: 300 | Loss: 0.282 | Acc: 90.39%
2025-03-14 17:17:55,350 - train - INFO - Epoch: 41 | Test Loss: 0.560 | Test Acc: 82.69%
2025-03-14 17:17:55,602 - train - INFO - Epoch: 42 | Batch: 0 | Loss: 0.260 | Acc: 89.84%
2025-03-14 17:18:02,700 - train - INFO - Epoch: 42 | Batch: 100 | Loss: 0.266 | Acc: 90.81%
2025-03-14 17:18:09,825 - train - INFO - Epoch: 42 | Batch: 200 | Loss: 0.276 | Acc: 90.53%
2025-03-14 17:18:16,905 - train - INFO - Epoch: 42 | Batch: 300 | Loss: 0.283 | Acc: 90.26%
2025-03-14 17:18:25,159 - train - INFO - Epoch: 42 | Test Loss: 1.234 | Test Acc: 66.21%
2025-03-14 17:18:35,406 - train - INFO - Epoch: 43 | Batch: 0 | Loss: 0.309 | Acc: 85.94%
2025-03-14 17:18:42,406 - train - INFO - Epoch: 43 | Batch: 100 | Loss: 0.257 | Acc: 91.13%
2025-03-14 17:18:49,556 - train - INFO - Epoch: 43 | Batch: 200 | Loss: 0.270 | Acc: 90.60%
2025-03-14 17:18:56,770 - train - INFO - Epoch: 43 | Batch: 300 | Loss: 0.274 | Acc: 90.47%
2025-03-14 17:19:05,067 - train - INFO - Epoch: 43 | Test Loss: 0.469 | Test Acc: 84.64%
2025-03-14 17:19:05,309 - train - INFO - Epoch: 44 | Batch: 0 | Loss: 0.318 | Acc: 89.06%
2025-03-14 17:19:12,312 - train - INFO - Epoch: 44 | Batch: 100 | Loss: 0.267 | Acc: 90.77%
2025-03-14 17:19:19,282 - train - INFO - Epoch: 44 | Batch: 200 | Loss: 0.269 | Acc: 90.64%
2025-03-14 17:19:26,265 - train - INFO - Epoch: 44 | Batch: 300 | Loss: 0.274 | Acc: 90.51%
2025-03-14 17:19:34,468 - train - INFO - Epoch: 44 | Test Loss: 0.466 | Test Acc: 84.85%
2025-03-14 17:19:44,307 - train - INFO - Epoch: 45 | Batch: 0 | Loss: 0.187 | Acc: 95.31%
2025-03-14 17:19:51,300 - train - INFO - Epoch: 45 | Batch: 100 | Loss: 0.247 | Acc: 91.57%
2025-03-14 17:19:58,266 - train - INFO - Epoch: 45 | Batch: 200 | Loss: 0.266 | Acc: 90.90%
2025-03-14 17:20:05,226 - train - INFO - Epoch: 45 | Batch: 300 | Loss: 0.272 | Acc: 90.68%
2025-03-14 17:20:13,581 - train - INFO - Epoch: 45 | Test Loss: 0.948 | Test Acc: 72.26%
2025-03-14 17:20:13,840 - train - INFO - Epoch: 46 | Batch: 0 | Loss: 0.148 | Acc: 94.53%
2025-03-14 17:20:21,189 - train - INFO - Epoch: 46 | Batch: 100 | Loss: 0.258 | Acc: 90.94%
2025-03-14 17:20:28,360 - train - INFO - Epoch: 46 | Batch: 200 | Loss: 0.264 | Acc: 90.99%
2025-03-14 17:20:35,323 - train - INFO - Epoch: 46 | Batch: 300 | Loss: 0.272 | Acc: 90.68%
2025-03-14 17:20:43,561 - train - INFO - Epoch: 46 | Test Loss: 0.506 | Test Acc: 83.50%
2025-03-14 17:20:53,954 - train - INFO - Epoch: 47 | Batch: 0 | Loss: 0.263 | Acc: 92.19%
2025-03-14 17:21:00,932 - train - INFO - Epoch: 47 | Batch: 100 | Loss: 0.250 | Acc: 91.58%
2025-03-14 17:21:08,026 - train - INFO - Epoch: 47 | Batch: 200 | Loss: 0.255 | Acc: 91.42%
2025-03-14 17:21:15,684 - train - INFO - Epoch: 47 | Batch: 300 | Loss: 0.266 | Acc: 91.04%
2025-03-14 17:21:24,479 - train - INFO - Epoch: 47 | Test Loss: 0.736 | Test Acc: 77.67%
2025-03-14 17:21:24,729 - train - INFO - Epoch: 48 | Batch: 0 | Loss: 0.306 | Acc: 89.06%
2025-03-14 17:21:31,823 - train - INFO - Epoch: 48 | Batch: 100 | Loss: 0.257 | Acc: 91.17%
2025-03-14 17:21:38,830 - train - INFO - Epoch: 48 | Batch: 200 | Loss: 0.264 | Acc: 90.98%
2025-03-14 17:21:45,831 - train - INFO - Epoch: 48 | Batch: 300 | Loss: 0.262 | Acc: 90.97%
2025-03-14 17:21:54,201 - train - INFO - Epoch: 48 | Test Loss: 0.574 | Test Acc: 81.14%
2025-03-14 17:22:04,657 - train - INFO - Epoch: 49 | Batch: 0 | Loss: 0.393 | Acc: 86.72%
2025-03-14 17:22:11,695 - train - INFO - Epoch: 49 | Batch: 100 | Loss: 0.251 | Acc: 91.54%
2025-03-14 17:22:18,756 - train - INFO - Epoch: 49 | Batch: 200 | Loss: 0.258 | Acc: 91.24%
2025-03-14 17:22:25,780 - train - INFO - Epoch: 49 | Batch: 300 | Loss: 0.264 | Acc: 90.99%
2025-03-14 17:22:34,535 - train - INFO - Epoch: 49 | Test Loss: 0.491 | Test Acc: 83.90%
2025-03-14 17:22:34,814 - train - INFO - Epoch: 50 | Batch: 0 | Loss: 0.272 | Acc: 94.53%
2025-03-14 17:22:41,960 - train - INFO - Epoch: 50 | Batch: 100 | Loss: 0.260 | Acc: 90.78%
2025-03-14 17:22:49,037 - train - INFO - Epoch: 50 | Batch: 200 | Loss: 0.260 | Acc: 90.89%
2025-03-14 17:22:56,058 - train - INFO - Epoch: 50 | Batch: 300 | Loss: 0.261 | Acc: 90.98%
2025-03-14 17:23:04,356 - train - INFO - Epoch: 50 | Test Loss: 1.348 | Test Acc: 64.58%
2025-03-14 17:23:14,478 - train - INFO - 训练完成!