diff --git a/Image/AlexNet/code/backdoor_train.log b/Image/AlexNet/code/backdoor_train.log deleted file mode 100644 index fb1dc4430509df44169bab14d9a8ef6a3b1f0917..0000000000000000000000000000000000000000 --- a/Image/AlexNet/code/backdoor_train.log +++ /dev/null @@ -1,503 +0,0 @@ -2025-03-09 20:19:12,058 - train - INFO - 开始训练 alexnet -2025-03-09 20:19:12,058 - train - INFO - 总轮数: 100, 学习率: 0.1, 设备: cuda:2 -2025-03-09 20:19:12,675 - train - INFO - Epoch: 1 | Batch: 0 | Loss: 2.303 | Acc: 16.41% -2025-03-09 20:19:14,626 - train - INFO - Epoch: 1 | Batch: 100 | Loss: 2.271 | Acc: 18.68% -2025-03-09 20:19:16,523 - train - INFO - Epoch: 1 | Batch: 200 | Loss: 2.251 | Acc: 19.08% -2025-03-09 20:19:18,515 - train - INFO - Epoch: 1 | Batch: 300 | Loss: 2.190 | Acc: 19.65% -2025-03-09 20:19:21,395 - train - INFO - Epoch: 1 | Test Loss: 1.966 | Test Acc: 18.53% -2025-03-09 20:19:21,531 - train - INFO - Epoch: 2 | Batch: 0 | Loss: 2.000 | Acc: 20.31% -2025-03-09 20:19:23,427 - train - INFO - Epoch: 2 | Batch: 100 | Loss: 1.985 | Acc: 20.66% -2025-03-09 20:19:25,413 - train - INFO - Epoch: 2 | Batch: 200 | Loss: 1.976 | Acc: 20.93% -2025-03-09 20:19:27,414 - train - INFO - Epoch: 2 | Batch: 300 | Loss: 1.963 | Acc: 21.40% -2025-03-09 20:19:30,365 - train - INFO - Epoch: 2 | Test Loss: 1.889 | Test Acc: 20.28% -2025-03-09 20:19:30,566 - train - INFO - Epoch: 3 | Batch: 0 | Loss: 1.928 | Acc: 26.56% -2025-03-09 20:19:33,166 - train - INFO - Epoch: 3 | Batch: 100 | Loss: 1.907 | Acc: 24.49% -2025-03-09 20:19:35,301 - train - INFO - Epoch: 3 | Batch: 200 | Loss: 1.885 | Acc: 25.66% -2025-03-09 20:19:37,244 - train - INFO - Epoch: 3 | Batch: 300 | Loss: 1.861 | Acc: 26.84% -2025-03-09 20:19:40,542 - train - INFO - Epoch: 3 | Test Loss: 1.751 | Test Acc: 28.73% -2025-03-09 20:19:40,699 - train - INFO - Epoch: 4 | Batch: 0 | Loss: 1.752 | Acc: 31.25% -2025-03-09 20:19:42,615 - train - INFO - Epoch: 4 | Batch: 100 | Loss: 1.688 | Acc: 34.92% -2025-03-09 20:19:44,581 - train - INFO - Epoch: 4 | Batch: 200 | Loss: 1.674 | Acc: 35.46% -2025-03-09 20:19:46,517 - train - INFO - Epoch: 4 | Batch: 300 | Loss: 1.670 | Acc: 35.93% -2025-03-09 20:19:49,443 - train - INFO - Epoch: 4 | Test Loss: 1.597 | Test Acc: 40.89% -2025-03-09 20:19:57,639 - train - INFO - Epoch: 5 | Batch: 0 | Loss: 1.450 | Acc: 47.66% -2025-03-09 20:19:59,573 - train - INFO - Epoch: 5 | Batch: 100 | Loss: 1.591 | Acc: 40.60% -2025-03-09 20:20:01,613 - train - INFO - Epoch: 5 | Batch: 200 | Loss: 1.572 | Acc: 41.28% -2025-03-09 20:20:03,589 - train - INFO - Epoch: 5 | Batch: 300 | Loss: 1.564 | Acc: 41.79% -2025-03-09 20:20:06,878 - train - INFO - Epoch: 5 | Test Loss: 1.498 | Test Acc: 46.10% -2025-03-09 20:20:07,049 - train - INFO - Epoch: 6 | Batch: 0 | Loss: 1.323 | Acc: 53.12% -2025-03-09 20:20:09,159 - train - INFO - Epoch: 6 | Batch: 100 | Loss: 1.504 | Acc: 44.93% -2025-03-09 20:20:11,263 - train - INFO - Epoch: 6 | Batch: 200 | Loss: 1.507 | Acc: 45.20% -2025-03-09 20:20:13,313 - train - INFO - Epoch: 6 | Batch: 300 | Loss: 1.511 | Acc: 45.22% -2025-03-09 20:20:16,255 - train - INFO - Epoch: 6 | Test Loss: 1.616 | Test Acc: 43.10% -2025-03-09 20:20:16,412 - train - INFO - Epoch: 7 | Batch: 0 | Loss: 1.604 | Acc: 40.62% -2025-03-09 20:20:18,415 - train - INFO - Epoch: 7 | Batch: 100 | Loss: 1.507 | Acc: 44.99% -2025-03-09 20:20:20,351 - train - INFO - Epoch: 7 | Batch: 200 | Loss: 1.481 | Acc: 46.18% -2025-03-09 20:20:22,266 - train - INFO - Epoch: 7 | Batch: 300 | Loss: 1.494 | Acc: 46.05% -2025-03-09 20:20:25,325 - train - INFO - Epoch: 7 | Test Loss: 1.543 | Test Acc: 43.40% -2025-03-09 20:20:25,492 - train - INFO - Epoch: 8 | Batch: 0 | Loss: 1.399 | Acc: 49.22% -2025-03-09 20:20:27,700 - train - INFO - Epoch: 8 | Batch: 100 | Loss: 1.477 | Acc: 47.11% -2025-03-09 20:20:29,710 - train - INFO - Epoch: 8 | Batch: 200 | Loss: 1.464 | Acc: 47.44% -2025-03-09 20:20:31,913 - train - INFO - Epoch: 8 | Batch: 300 | Loss: 1.461 | Acc: 47.83% -2025-03-09 20:20:35,491 - train - INFO - Epoch: 8 | Test Loss: 1.713 | Test Acc: 42.90% -2025-03-09 20:20:44,721 - train - INFO - Epoch: 9 | Batch: 0 | Loss: 1.387 | Acc: 50.78% -2025-03-09 20:20:46,712 - train - INFO - Epoch: 9 | Batch: 100 | Loss: 1.450 | Acc: 48.65% -2025-03-09 20:20:48,602 - train - INFO - Epoch: 9 | Batch: 200 | Loss: 1.446 | Acc: 48.56% -2025-03-09 20:20:50,410 - train - INFO - Epoch: 9 | Batch: 300 | Loss: 1.449 | Acc: 48.34% -2025-03-09 20:20:53,243 - train - INFO - Epoch: 9 | Test Loss: 1.560 | Test Acc: 44.42% -2025-03-09 20:20:53,419 - train - INFO - Epoch: 10 | Batch: 0 | Loss: 1.467 | Acc: 47.66% -2025-03-09 20:20:55,289 - train - INFO - Epoch: 10 | Batch: 100 | Loss: 1.438 | Acc: 48.78% -2025-03-09 20:20:57,200 - train - INFO - Epoch: 10 | Batch: 200 | Loss: 1.437 | Acc: 49.22% -2025-03-09 20:20:59,140 - train - INFO - Epoch: 10 | Batch: 300 | Loss: 1.425 | Acc: 49.63% -2025-03-09 20:21:02,190 - train - INFO - Epoch: 10 | Test Loss: 1.399 | Test Acc: 51.59% -2025-03-09 20:21:02,359 - train - INFO - Epoch: 11 | Batch: 0 | Loss: 1.214 | Acc: 60.94% -2025-03-09 20:21:04,254 - train - INFO - Epoch: 11 | Batch: 100 | Loss: 1.449 | Acc: 48.41% -2025-03-09 20:21:06,162 - train - INFO - Epoch: 11 | Batch: 200 | Loss: 1.457 | Acc: 48.33% -2025-03-09 20:21:08,031 - train - INFO - Epoch: 11 | Batch: 300 | Loss: 1.449 | Acc: 48.74% -2025-03-09 20:21:11,037 - train - INFO - Epoch: 11 | Test Loss: 1.485 | Test Acc: 49.63% -2025-03-09 20:21:11,206 - train - INFO - Epoch: 12 | Batch: 0 | Loss: 1.293 | Acc: 51.56% -2025-03-09 20:21:13,154 - train - INFO - Epoch: 12 | Batch: 100 | Loss: 1.422 | Acc: 50.02% -2025-03-09 20:21:15,086 - train - INFO - Epoch: 12 | Batch: 200 | Loss: 1.406 | Acc: 50.85% -2025-03-09 20:21:17,146 - train - INFO - Epoch: 12 | Batch: 300 | Loss: 1.413 | Acc: 50.54% -2025-03-09 20:21:20,196 - train - INFO - Epoch: 12 | Test Loss: 1.515 | Test Acc: 46.31% -2025-03-09 20:21:28,840 - train - INFO - Epoch: 13 | Batch: 0 | Loss: 1.368 | Acc: 46.88% -2025-03-09 20:21:30,993 - train - INFO - Epoch: 13 | Batch: 100 | Loss: 1.425 | Acc: 50.31% -2025-03-09 20:21:33,129 - train - INFO - Epoch: 13 | Batch: 200 | Loss: 1.418 | Acc: 50.51% -2025-03-09 20:21:35,080 - train - INFO - Epoch: 13 | Batch: 300 | Loss: 1.422 | Acc: 50.37% -2025-03-09 20:21:38,299 - train - INFO - Epoch: 13 | Test Loss: 1.688 | Test Acc: 43.65% -2025-03-09 20:21:38,495 - train - INFO - Epoch: 14 | Batch: 0 | Loss: 1.597 | Acc: 46.88% -2025-03-09 20:21:40,470 - train - INFO - Epoch: 14 | Batch: 100 | Loss: 1.417 | Acc: 50.60% -2025-03-09 20:21:42,443 - train - INFO - Epoch: 14 | Batch: 200 | Loss: 1.441 | Acc: 49.58% -2025-03-09 20:21:44,403 - train - INFO - Epoch: 14 | Batch: 300 | Loss: 1.439 | Acc: 49.61% -2025-03-09 20:21:47,387 - train - INFO - Epoch: 14 | Test Loss: 1.390 | Test Acc: 53.03% -2025-03-09 20:21:47,552 - train - INFO - Epoch: 15 | Batch: 0 | Loss: 1.497 | Acc: 50.78% -2025-03-09 20:21:49,502 - train - INFO - Epoch: 15 | Batch: 100 | Loss: 1.401 | Acc: 51.78% -2025-03-09 20:21:51,470 - train - INFO - Epoch: 15 | Batch: 200 | Loss: 1.405 | Acc: 51.27% -2025-03-09 20:21:53,392 - train - INFO - Epoch: 15 | Batch: 300 | Loss: 1.413 | Acc: 51.07% -2025-03-09 20:21:56,330 - train - INFO - Epoch: 15 | Test Loss: 1.420 | Test Acc: 51.08% -2025-03-09 20:21:56,494 - train - INFO - Epoch: 16 | Batch: 0 | Loss: 1.452 | Acc: 45.31% -2025-03-09 20:21:58,628 - train - INFO - Epoch: 16 | Batch: 100 | Loss: 1.414 | Acc: 50.87% -2025-03-09 20:22:00,738 - train - INFO - Epoch: 16 | Batch: 200 | Loss: 1.409 | Acc: 51.10% -2025-03-09 20:22:02,889 - train - INFO - Epoch: 16 | Batch: 300 | Loss: 1.410 | Acc: 51.06% -2025-03-09 20:22:06,141 - train - INFO - Epoch: 16 | Test Loss: 1.340 | Test Acc: 54.35% -2025-03-09 20:22:15,047 - train - INFO - Epoch: 17 | Batch: 0 | Loss: 1.409 | Acc: 50.00% -2025-03-09 20:22:17,210 - train - INFO - Epoch: 17 | Batch: 100 | Loss: 1.392 | Acc: 52.21% -2025-03-09 20:22:19,647 - train - INFO - Epoch: 17 | Batch: 200 | Loss: 1.388 | Acc: 52.15% -2025-03-09 20:22:21,842 - train - INFO - Epoch: 17 | Batch: 300 | Loss: 1.386 | Acc: 52.22% -2025-03-09 20:22:25,119 - train - INFO - Epoch: 17 | Test Loss: 1.341 | Test Acc: 53.27% -2025-03-09 20:22:25,281 - train - INFO - Epoch: 18 | Batch: 0 | Loss: 1.476 | Acc: 46.09% -2025-03-09 20:22:27,733 - train - INFO - Epoch: 18 | Batch: 100 | Loss: 1.405 | Acc: 52.00% -2025-03-09 20:22:29,947 - train - INFO - Epoch: 18 | Batch: 200 | Loss: 1.408 | Acc: 51.39% -2025-03-09 20:22:31,944 - train - INFO - Epoch: 18 | Batch: 300 | Loss: 1.402 | Acc: 51.70% -2025-03-09 20:22:35,223 - train - INFO - Epoch: 18 | Test Loss: 1.446 | Test Acc: 49.65% -2025-03-09 20:22:35,389 - train - INFO - Epoch: 19 | Batch: 0 | Loss: 1.405 | Acc: 50.78% -2025-03-09 20:22:37,625 - train - INFO - Epoch: 19 | Batch: 100 | Loss: 1.415 | Acc: 51.73% -2025-03-09 20:22:39,692 - train - INFO - Epoch: 19 | Batch: 200 | Loss: 1.413 | Acc: 51.99% -2025-03-09 20:22:41,607 - train - INFO - Epoch: 19 | Batch: 300 | Loss: 1.405 | Acc: 52.11% -2025-03-09 20:22:44,549 - train - INFO - Epoch: 19 | Test Loss: 1.407 | Test Acc: 52.25% -2025-03-09 20:22:44,717 - train - INFO - Epoch: 20 | Batch: 0 | Loss: 1.496 | Acc: 52.34% -2025-03-09 20:22:46,695 - train - INFO - Epoch: 20 | Batch: 100 | Loss: 1.393 | Acc: 52.61% -2025-03-09 20:22:48,558 - train - INFO - Epoch: 20 | Batch: 200 | Loss: 1.391 | Acc: 52.68% -2025-03-09 20:22:50,490 - train - INFO - Epoch: 20 | Batch: 300 | Loss: 1.386 | Acc: 52.47% -2025-03-09 20:22:53,448 - train - INFO - Epoch: 20 | Test Loss: 1.386 | Test Acc: 52.54% -2025-03-09 20:23:02,248 - train - INFO - Epoch: 21 | Batch: 0 | Loss: 1.271 | Acc: 53.91% -2025-03-09 20:23:04,411 - train - INFO - Epoch: 21 | Batch: 100 | Loss: 1.377 | Acc: 52.96% -2025-03-09 20:23:06,656 - train - INFO - Epoch: 21 | Batch: 200 | Loss: 1.362 | Acc: 53.40% -2025-03-09 20:23:08,804 - train - INFO - Epoch: 21 | Batch: 300 | Loss: 1.365 | Acc: 53.34% -2025-03-09 20:23:11,945 - train - INFO - Epoch: 21 | Test Loss: 1.409 | Test Acc: 52.31% -2025-03-09 20:23:12,122 - train - INFO - Epoch: 22 | Batch: 0 | Loss: 1.437 | Acc: 52.34% -2025-03-09 20:23:14,013 - train - INFO - Epoch: 22 | Batch: 100 | Loss: 1.347 | Acc: 53.79% -2025-03-09 20:23:15,873 - train - INFO - Epoch: 22 | Batch: 200 | Loss: 1.363 | Acc: 52.99% -2025-03-09 20:23:17,764 - train - INFO - Epoch: 22 | Batch: 300 | Loss: 1.364 | Acc: 53.03% -2025-03-09 20:23:20,673 - train - INFO - Epoch: 22 | Test Loss: 1.469 | Test Acc: 49.71% -2025-03-09 20:23:20,830 - train - INFO - Epoch: 23 | Batch: 0 | Loss: 1.354 | Acc: 49.22% -2025-03-09 20:23:22,923 - train - INFO - Epoch: 23 | Batch: 100 | Loss: 1.379 | Acc: 52.44% -2025-03-09 20:23:24,848 - train - INFO - Epoch: 23 | Batch: 200 | Loss: 1.379 | Acc: 52.37% -2025-03-09 20:23:26,896 - train - INFO - Epoch: 23 | Batch: 300 | Loss: 1.374 | Acc: 52.68% -2025-03-09 20:23:30,039 - train - INFO - Epoch: 23 | Test Loss: 1.362 | Test Acc: 52.68% -2025-03-09 20:23:30,193 - train - INFO - Epoch: 24 | Batch: 0 | Loss: 1.161 | Acc: 61.72% -2025-03-09 20:23:32,373 - train - INFO - Epoch: 24 | Batch: 100 | Loss: 1.389 | Acc: 52.10% -2025-03-09 20:23:34,420 - train - INFO - Epoch: 24 | Batch: 200 | Loss: 1.380 | Acc: 52.79% -2025-03-09 20:23:36,633 - train - INFO - Epoch: 24 | Batch: 300 | Loss: 1.385 | Acc: 52.65% -2025-03-09 20:23:39,821 - train - INFO - Epoch: 24 | Test Loss: 1.370 | Test Acc: 52.61% -2025-03-09 20:23:48,489 - train - INFO - Epoch: 25 | Batch: 0 | Loss: 1.393 | Acc: 53.12% -2025-03-09 20:23:50,419 - train - INFO - Epoch: 25 | Batch: 100 | Loss: 1.372 | Acc: 53.69% -2025-03-09 20:23:52,355 - train - INFO - Epoch: 25 | Batch: 200 | Loss: 1.400 | Acc: 52.04% -2025-03-09 20:23:54,234 - train - INFO - Epoch: 25 | Batch: 300 | Loss: 1.385 | Acc: 52.35% -2025-03-09 20:23:57,196 - train - INFO - Epoch: 25 | Test Loss: 1.394 | Test Acc: 52.26% -2025-03-09 20:23:57,352 - train - INFO - Epoch: 26 | Batch: 0 | Loss: 1.450 | Acc: 59.38% -2025-03-09 20:23:59,265 - train - INFO - Epoch: 26 | Batch: 100 | Loss: 1.348 | Acc: 54.16% -2025-03-09 20:24:01,145 - train - INFO - Epoch: 26 | Batch: 200 | Loss: 1.334 | Acc: 54.64% -2025-03-09 20:24:03,153 - train - INFO - Epoch: 26 | Batch: 300 | Loss: 1.333 | Acc: 54.60% -2025-03-09 20:24:06,282 - train - INFO - Epoch: 26 | Test Loss: 1.348 | Test Acc: 53.70% -2025-03-09 20:24:06,508 - train - INFO - Epoch: 27 | Batch: 0 | Loss: 1.219 | Acc: 58.59% -2025-03-09 20:24:08,538 - train - INFO - Epoch: 27 | Batch: 100 | Loss: 1.338 | Acc: 54.12% -2025-03-09 20:24:10,668 - train - INFO - Epoch: 27 | Batch: 200 | Loss: 1.350 | Acc: 53.35% -2025-03-09 20:24:12,748 - train - INFO - Epoch: 27 | Batch: 300 | Loss: 1.349 | Acc: 53.77% -2025-03-09 20:24:15,793 - train - INFO - Epoch: 27 | Test Loss: 1.359 | Test Acc: 52.39% -2025-03-09 20:24:15,977 - train - INFO - Epoch: 28 | Batch: 0 | Loss: 1.496 | Acc: 47.66% -2025-03-09 20:24:17,971 - train - INFO - Epoch: 28 | Batch: 100 | Loss: 1.372 | Acc: 52.45% -2025-03-09 20:24:19,834 - train - INFO - Epoch: 28 | Batch: 200 | Loss: 1.352 | Acc: 53.57% -2025-03-09 20:24:21,705 - train - INFO - Epoch: 28 | Batch: 300 | Loss: 1.358 | Acc: 53.43% -2025-03-09 20:24:24,689 - train - INFO - Epoch: 28 | Test Loss: 1.377 | Test Acc: 54.25% -2025-03-09 20:24:33,155 - train - INFO - Epoch: 29 | Batch: 0 | Loss: 1.412 | Acc: 48.44% -2025-03-09 20:24:35,070 - train - INFO - Epoch: 29 | Batch: 100 | Loss: 1.370 | Acc: 53.01% -2025-03-09 20:24:37,032 - train - INFO - Epoch: 29 | Batch: 200 | Loss: 1.367 | Acc: 53.06% -2025-03-09 20:24:39,067 - train - INFO - Epoch: 29 | Batch: 300 | Loss: 1.353 | Acc: 53.75% -2025-03-09 20:24:42,247 - train - INFO - Epoch: 29 | Test Loss: 1.488 | Test Acc: 47.56% -2025-03-09 20:24:42,420 - train - INFO - Epoch: 30 | Batch: 0 | Loss: 1.462 | Acc: 48.44% -2025-03-09 20:24:44,388 - train - INFO - Epoch: 30 | Batch: 100 | Loss: 1.386 | Acc: 52.71% -2025-03-09 20:24:46,476 - train - INFO - Epoch: 30 | Batch: 200 | Loss: 1.375 | Acc: 53.26% -2025-03-09 20:24:48,451 - train - INFO - Epoch: 30 | Batch: 300 | Loss: 1.367 | Acc: 53.45% -2025-03-09 20:24:51,659 - train - INFO - Epoch: 30 | Test Loss: 1.347 | Test Acc: 52.89% -2025-03-09 20:24:51,817 - train - INFO - Epoch: 31 | Batch: 0 | Loss: 1.475 | Acc: 51.56% -2025-03-09 20:24:53,919 - train - INFO - Epoch: 31 | Batch: 100 | Loss: 1.358 | Acc: 54.30% -2025-03-09 20:24:56,164 - train - INFO - Epoch: 31 | Batch: 200 | Loss: 1.349 | Acc: 54.70% -2025-03-09 20:24:58,081 - train - INFO - Epoch: 31 | Batch: 300 | Loss: 1.339 | Acc: 54.88% -2025-03-09 20:25:00,872 - train - INFO - Epoch: 31 | Test Loss: 1.342 | Test Acc: 54.27% -2025-03-09 20:25:01,010 - train - INFO - Epoch: 32 | Batch: 0 | Loss: 1.281 | Acc: 56.25% -2025-03-09 20:25:02,872 - train - INFO - Epoch: 32 | Batch: 100 | Loss: 1.343 | Acc: 54.04% -2025-03-09 20:25:04,904 - train - INFO - Epoch: 32 | Batch: 200 | Loss: 1.345 | Acc: 53.87% -2025-03-09 20:25:06,912 - train - INFO - Epoch: 32 | Batch: 300 | Loss: 1.336 | Acc: 54.46% -2025-03-09 20:25:09,820 - train - INFO - Epoch: 32 | Test Loss: 1.399 | Test Acc: 53.36% -2025-03-09 20:25:18,309 - train - INFO - Epoch: 33 | Batch: 0 | Loss: 1.352 | Acc: 57.81% -2025-03-09 20:25:20,363 - train - INFO - Epoch: 33 | Batch: 100 | Loss: 1.311 | Acc: 55.27% -2025-03-09 20:25:22,301 - train - INFO - Epoch: 33 | Batch: 200 | Loss: 1.311 | Acc: 55.33% -2025-03-09 20:25:24,323 - train - INFO - Epoch: 33 | Batch: 300 | Loss: 1.303 | Acc: 55.76% -2025-03-09 20:25:27,526 - train - INFO - Epoch: 33 | Test Loss: 1.348 | Test Acc: 55.64% -2025-03-09 20:25:27,697 - train - INFO - Epoch: 34 | Batch: 0 | Loss: 1.294 | Acc: 52.34% -2025-03-09 20:25:29,828 - train - INFO - Epoch: 34 | Batch: 100 | Loss: 1.319 | Acc: 55.61% -2025-03-09 20:25:31,968 - train - INFO - Epoch: 34 | Batch: 200 | Loss: 1.313 | Acc: 55.77% -2025-03-09 20:25:34,273 - train - INFO - Epoch: 34 | Batch: 300 | Loss: 1.317 | Acc: 55.53% -2025-03-09 20:25:37,696 - train - INFO - Epoch: 34 | Test Loss: 1.453 | Test Acc: 52.69% -2025-03-09 20:25:37,860 - train - INFO - Epoch: 35 | Batch: 0 | Loss: 1.607 | Acc: 48.44% -2025-03-09 20:25:40,073 - train - INFO - Epoch: 35 | Batch: 100 | Loss: 1.330 | Acc: 55.03% -2025-03-09 20:25:42,446 - train - INFO - Epoch: 35 | Batch: 200 | Loss: 1.314 | Acc: 55.59% -2025-03-09 20:25:44,548 - train - INFO - Epoch: 35 | Batch: 300 | Loss: 1.313 | Acc: 55.58% -2025-03-09 20:25:47,695 - train - INFO - Epoch: 35 | Test Loss: 1.366 | Test Acc: 53.31% -2025-03-09 20:25:47,852 - train - INFO - Epoch: 36 | Batch: 0 | Loss: 1.387 | Acc: 53.91% -2025-03-09 20:25:49,788 - train - INFO - Epoch: 36 | Batch: 100 | Loss: 1.331 | Acc: 55.28% -2025-03-09 20:25:51,705 - train - INFO - Epoch: 36 | Batch: 200 | Loss: 1.331 | Acc: 55.26% -2025-03-09 20:25:53,699 - train - INFO - Epoch: 36 | Batch: 300 | Loss: 1.332 | Acc: 55.45% -2025-03-09 20:25:56,774 - train - INFO - Epoch: 36 | Test Loss: 1.273 | Test Acc: 56.38% -2025-03-09 20:26:05,606 - train - INFO - Epoch: 37 | Batch: 0 | Loss: 1.296 | Acc: 58.59% -2025-03-09 20:26:07,890 - train - INFO - Epoch: 37 | Batch: 100 | Loss: 1.324 | Acc: 54.72% -2025-03-09 20:26:09,936 - train - INFO - Epoch: 37 | Batch: 200 | Loss: 1.321 | Acc: 55.64% -2025-03-09 20:26:12,029 - train - INFO - Epoch: 37 | Batch: 300 | Loss: 1.315 | Acc: 55.72% -2025-03-09 20:26:15,068 - train - INFO - Epoch: 37 | Test Loss: 1.290 | Test Acc: 56.71% -2025-03-09 20:26:15,238 - train - INFO - Epoch: 38 | Batch: 0 | Loss: 1.452 | Acc: 51.56% -2025-03-09 20:26:17,226 - train - INFO - Epoch: 38 | Batch: 100 | Loss: 1.312 | Acc: 56.12% -2025-03-09 20:26:19,216 - train - INFO - Epoch: 38 | Batch: 200 | Loss: 1.300 | Acc: 56.18% -2025-03-09 20:26:21,112 - train - INFO - Epoch: 38 | Batch: 300 | Loss: 1.306 | Acc: 55.91% -2025-03-09 20:26:23,992 - train - INFO - Epoch: 38 | Test Loss: 1.361 | Test Acc: 54.99% -2025-03-09 20:26:24,159 - train - INFO - Epoch: 39 | Batch: 0 | Loss: 1.445 | Acc: 52.34% -2025-03-09 20:26:26,133 - train - INFO - Epoch: 39 | Batch: 100 | Loss: 1.322 | Acc: 54.90% -2025-03-09 20:26:28,117 - train - INFO - Epoch: 39 | Batch: 200 | Loss: 1.314 | Acc: 55.84% -2025-03-09 20:26:30,147 - train - INFO - Epoch: 39 | Batch: 300 | Loss: 1.314 | Acc: 55.66% -2025-03-09 20:26:33,109 - train - INFO - Epoch: 39 | Test Loss: 1.350 | Test Acc: 54.42% -2025-03-09 20:26:33,294 - train - INFO - Epoch: 40 | Batch: 0 | Loss: 1.216 | Acc: 60.16% -2025-03-09 20:26:35,443 - train - INFO - Epoch: 40 | Batch: 100 | Loss: 1.298 | Acc: 56.68% -2025-03-09 20:26:38,192 - train - INFO - Epoch: 40 | Batch: 200 | Loss: 1.292 | Acc: 56.84% -2025-03-09 20:26:40,191 - train - INFO - Epoch: 40 | Batch: 300 | Loss: 1.288 | Acc: 56.83% -2025-03-09 20:26:43,736 - train - INFO - Epoch: 40 | Test Loss: 1.414 | Test Acc: 53.13% -2025-03-09 20:26:52,109 - train - INFO - Epoch: 41 | Batch: 0 | Loss: 1.310 | Acc: 50.78% -2025-03-09 20:26:53,954 - train - INFO - Epoch: 41 | Batch: 100 | Loss: 1.288 | Acc: 56.18% -2025-03-09 20:26:55,875 - train - INFO - Epoch: 41 | Batch: 200 | Loss: 1.305 | Acc: 55.85% -2025-03-09 20:26:57,745 - train - INFO - Epoch: 41 | Batch: 300 | Loss: 1.307 | Acc: 56.09% -2025-03-09 20:27:00,677 - train - INFO - Epoch: 41 | Test Loss: 1.363 | Test Acc: 53.66% -2025-03-09 20:27:00,850 - train - INFO - Epoch: 42 | Batch: 0 | Loss: 1.274 | Acc: 55.47% -2025-03-09 20:27:02,898 - train - INFO - Epoch: 42 | Batch: 100 | Loss: 1.287 | Acc: 56.66% -2025-03-09 20:27:04,913 - train - INFO - Epoch: 42 | Batch: 200 | Loss: 1.295 | Acc: 56.11% -2025-03-09 20:27:07,000 - train - INFO - Epoch: 42 | Batch: 300 | Loss: 1.310 | Acc: 55.73% -2025-03-09 20:27:10,353 - train - INFO - Epoch: 42 | Test Loss: 1.267 | Test Acc: 55.87% -2025-03-09 20:27:10,566 - train - INFO - Epoch: 43 | Batch: 0 | Loss: 1.068 | Acc: 61.72% -2025-03-09 20:27:12,538 - train - INFO - Epoch: 43 | Batch: 100 | Loss: 1.276 | Acc: 57.14% -2025-03-09 20:27:14,555 - train - INFO - Epoch: 43 | Batch: 200 | Loss: 1.281 | Acc: 56.92% -2025-03-09 20:27:16,452 - train - INFO - Epoch: 43 | Batch: 300 | Loss: 1.294 | Acc: 56.41% -2025-03-09 20:27:19,499 - train - INFO - Epoch: 43 | Test Loss: 1.402 | Test Acc: 54.51% -2025-03-09 20:27:19,668 - train - INFO - Epoch: 44 | Batch: 0 | Loss: 1.519 | Acc: 47.66% -2025-03-09 20:27:21,706 - train - INFO - Epoch: 44 | Batch: 100 | Loss: 1.300 | Acc: 56.28% -2025-03-09 20:27:23,755 - train - INFO - Epoch: 44 | Batch: 200 | Loss: 1.310 | Acc: 55.94% -2025-03-09 20:27:25,686 - train - INFO - Epoch: 44 | Batch: 300 | Loss: 1.307 | Acc: 56.03% -2025-03-09 20:27:28,811 - train - INFO - Epoch: 44 | Test Loss: 1.234 | Test Acc: 58.47% -2025-03-09 20:27:37,172 - train - INFO - Epoch: 45 | Batch: 0 | Loss: 1.269 | Acc: 58.59% -2025-03-09 20:27:39,166 - train - INFO - Epoch: 45 | Batch: 100 | Loss: 1.280 | Acc: 56.24% -2025-03-09 20:27:41,156 - train - INFO - Epoch: 45 | Batch: 200 | Loss: 1.286 | Acc: 56.27% -2025-03-09 20:27:43,004 - train - INFO - Epoch: 45 | Batch: 300 | Loss: 1.286 | Acc: 56.40% -2025-03-09 20:27:45,868 - train - INFO - Epoch: 45 | Test Loss: 1.282 | Test Acc: 55.78% -2025-03-09 20:27:46,023 - train - INFO - Epoch: 46 | Batch: 0 | Loss: 1.239 | Acc: 51.56% -2025-03-09 20:27:47,975 - train - INFO - Epoch: 46 | Batch: 100 | Loss: 1.302 | Acc: 55.83% -2025-03-09 20:27:49,950 - train - INFO - Epoch: 46 | Batch: 200 | Loss: 1.266 | Acc: 57.14% -2025-03-09 20:27:52,118 - train - INFO - Epoch: 46 | Batch: 300 | Loss: 1.255 | Acc: 57.51% -2025-03-09 20:27:55,154 - train - INFO - Epoch: 46 | Test Loss: 1.309 | Test Acc: 56.11% -2025-03-09 20:27:55,469 - train - INFO - Epoch: 47 | Batch: 0 | Loss: 1.226 | Acc: 57.03% -2025-03-09 20:27:57,480 - train - INFO - Epoch: 47 | Batch: 100 | Loss: 1.251 | Acc: 57.84% -2025-03-09 20:27:59,499 - train - INFO - Epoch: 47 | Batch: 200 | Loss: 1.258 | Acc: 57.76% -2025-03-09 20:28:01,442 - train - INFO - Epoch: 47 | Batch: 300 | Loss: 1.252 | Acc: 58.02% -2025-03-09 20:28:04,566 - train - INFO - Epoch: 47 | Test Loss: 1.253 | Test Acc: 57.28% -2025-03-09 20:28:04,739 - train - INFO - Epoch: 48 | Batch: 0 | Loss: 1.394 | Acc: 53.12% -2025-03-09 20:28:06,693 - train - INFO - Epoch: 48 | Batch: 100 | Loss: 1.278 | Acc: 56.41% -2025-03-09 20:28:08,637 - train - INFO - Epoch: 48 | Batch: 200 | Loss: 1.268 | Acc: 57.14% -2025-03-09 20:28:10,711 - train - INFO - Epoch: 48 | Batch: 300 | Loss: 1.262 | Acc: 57.50% -2025-03-09 20:28:13,848 - train - INFO - Epoch: 48 | Test Loss: 1.249 | Test Acc: 58.69% -2025-03-09 20:28:22,849 - train - INFO - Epoch: 49 | Batch: 0 | Loss: 1.235 | Acc: 60.94% -2025-03-09 20:28:24,718 - train - INFO - Epoch: 49 | Batch: 100 | Loss: 1.262 | Acc: 57.60% -2025-03-09 20:28:26,655 - train - INFO - Epoch: 49 | Batch: 200 | Loss: 1.252 | Acc: 57.92% -2025-03-09 20:28:28,615 - train - INFO - Epoch: 49 | Batch: 300 | Loss: 1.256 | Acc: 57.75% -2025-03-09 20:28:31,510 - train - INFO - Epoch: 49 | Test Loss: 1.236 | Test Acc: 59.64% -2025-03-09 20:28:31,684 - train - INFO - Epoch: 50 | Batch: 0 | Loss: 1.417 | Acc: 52.34% -2025-03-09 20:28:33,617 - train - INFO - Epoch: 50 | Batch: 100 | Loss: 1.226 | Acc: 58.89% -2025-03-09 20:28:35,516 - train - INFO - Epoch: 50 | Batch: 200 | Loss: 1.262 | Acc: 57.55% -2025-03-09 20:28:37,408 - train - INFO - Epoch: 50 | Batch: 300 | Loss: 1.257 | Acc: 57.70% -2025-03-09 20:28:40,309 - train - INFO - Epoch: 50 | Test Loss: 1.257 | Test Acc: 57.34% -2025-03-09 20:28:40,473 - train - INFO - Epoch: 51 | Batch: 0 | Loss: 1.113 | Acc: 63.28% -2025-03-09 20:28:42,519 - train - INFO - Epoch: 51 | Batch: 100 | Loss: 1.259 | Acc: 58.03% -2025-03-09 20:28:44,502 - train - INFO - Epoch: 51 | Batch: 200 | Loss: 1.264 | Acc: 57.69% -2025-03-09 20:28:46,631 - train - INFO - Epoch: 51 | Batch: 300 | Loss: 1.269 | Acc: 57.29% -2025-03-09 20:28:49,638 - train - INFO - Epoch: 51 | Test Loss: 1.281 | Test Acc: 57.03% -2025-03-09 20:28:49,812 - train - INFO - Epoch: 52 | Batch: 0 | Loss: 1.257 | Acc: 55.47% -2025-03-09 20:28:51,845 - train - INFO - Epoch: 52 | Batch: 100 | Loss: 1.262 | Acc: 57.78% -2025-03-09 20:28:53,837 - train - INFO - Epoch: 52 | Batch: 200 | Loss: 1.265 | Acc: 57.56% -2025-03-09 20:28:55,995 - train - INFO - Epoch: 52 | Batch: 300 | Loss: 1.261 | Acc: 57.63% -2025-03-09 20:28:59,048 - train - INFO - Epoch: 52 | Test Loss: 1.331 | Test Acc: 53.97% -2025-03-09 20:29:07,981 - train - INFO - Epoch: 53 | Batch: 0 | Loss: 1.271 | Acc: 53.91% -2025-03-09 20:29:09,928 - train - INFO - Epoch: 53 | Batch: 100 | Loss: 1.254 | Acc: 58.34% -2025-03-09 20:29:11,910 - train - INFO - Epoch: 53 | Batch: 200 | Loss: 1.252 | Acc: 58.11% -2025-03-09 20:29:13,867 - train - INFO - Epoch: 53 | Batch: 300 | Loss: 1.262 | Acc: 57.70% -2025-03-09 20:29:16,853 - train - INFO - Epoch: 53 | Test Loss: 1.308 | Test Acc: 57.07% -2025-03-09 20:29:17,032 - train - INFO - Epoch: 54 | Batch: 0 | Loss: 1.168 | Acc: 60.16% -2025-03-09 20:29:18,963 - train - INFO - Epoch: 54 | Batch: 100 | Loss: 1.250 | Acc: 57.74% -2025-03-09 20:29:20,860 - train - INFO - Epoch: 54 | Batch: 200 | Loss: 1.238 | Acc: 58.21% -2025-03-09 20:29:22,743 - train - INFO - Epoch: 54 | Batch: 300 | Loss: 1.241 | Acc: 58.10% -2025-03-09 20:29:25,703 - train - INFO - Epoch: 54 | Test Loss: 1.218 | Test Acc: 59.11% -2025-03-09 20:29:25,847 - train - INFO - Epoch: 55 | Batch: 0 | Loss: 1.268 | Acc: 60.16% -2025-03-09 20:29:27,805 - train - INFO - Epoch: 55 | Batch: 100 | Loss: 1.251 | Acc: 57.75% -2025-03-09 20:29:29,824 - train - INFO - Epoch: 55 | Batch: 200 | Loss: 1.233 | Acc: 58.28% -2025-03-09 20:29:31,744 - train - INFO - Epoch: 55 | Batch: 300 | Loss: 1.229 | Acc: 58.43% -2025-03-09 20:29:34,830 - train - INFO - Epoch: 55 | Test Loss: 1.157 | Test Acc: 61.97% -2025-03-09 20:29:35,053 - train - INFO - Epoch: 56 | Batch: 0 | Loss: 1.206 | Acc: 57.81% -2025-03-09 20:29:37,115 - train - INFO - Epoch: 56 | Batch: 100 | Loss: 1.258 | Acc: 57.43% -2025-03-09 20:29:39,236 - train - INFO - Epoch: 56 | Batch: 200 | Loss: 1.241 | Acc: 58.07% -2025-03-09 20:29:41,226 - train - INFO - Epoch: 56 | Batch: 300 | Loss: 1.233 | Acc: 58.52% -2025-03-09 20:29:44,437 - train - INFO - Epoch: 56 | Test Loss: 1.167 | Test Acc: 60.27% -2025-03-09 20:29:52,970 - train - INFO - Epoch: 57 | Batch: 0 | Loss: 1.121 | Acc: 60.16% -2025-03-09 20:29:55,013 - train - INFO - Epoch: 57 | Batch: 100 | Loss: 1.195 | Acc: 60.04% -2025-03-09 20:29:57,034 - train - INFO - Epoch: 57 | Batch: 200 | Loss: 1.213 | Acc: 59.17% -2025-03-09 20:29:58,980 - train - INFO - Epoch: 57 | Batch: 300 | Loss: 1.219 | Acc: 58.95% -2025-03-09 20:30:01,938 - train - INFO - Epoch: 57 | Test Loss: 1.274 | Test Acc: 57.75% -2025-03-09 20:30:02,116 - train - INFO - Epoch: 58 | Batch: 0 | Loss: 1.284 | Acc: 53.12% -2025-03-09 20:30:04,029 - train - INFO - Epoch: 58 | Batch: 100 | Loss: 1.250 | Acc: 58.62% -2025-03-09 20:30:06,039 - train - INFO - Epoch: 58 | Batch: 200 | Loss: 1.243 | Acc: 58.39% -2025-03-09 20:30:08,038 - train - INFO - Epoch: 58 | Batch: 300 | Loss: 1.240 | Acc: 58.48% -2025-03-09 20:30:11,145 - train - INFO - Epoch: 58 | Test Loss: 1.232 | Test Acc: 58.94% -2025-03-09 20:30:11,327 - train - INFO - Epoch: 59 | Batch: 0 | Loss: 1.047 | Acc: 63.28% -2025-03-09 20:30:13,348 - train - INFO - Epoch: 59 | Batch: 100 | Loss: 1.210 | Acc: 59.13% -2025-03-09 20:30:15,556 - train - INFO - Epoch: 59 | Batch: 200 | Loss: 1.208 | Acc: 59.16% -2025-03-09 20:30:17,594 - train - INFO - Epoch: 59 | Batch: 300 | Loss: 1.212 | Acc: 59.30% -2025-03-09 20:30:20,606 - train - INFO - Epoch: 59 | Test Loss: 1.165 | Test Acc: 62.08% -2025-03-09 20:30:20,783 - train - INFO - Epoch: 60 | Batch: 0 | Loss: 1.238 | Acc: 55.47% -2025-03-09 20:30:22,724 - train - INFO - Epoch: 60 | Batch: 100 | Loss: 1.218 | Acc: 58.86% -2025-03-09 20:30:24,630 - train - INFO - Epoch: 60 | Batch: 200 | Loss: 1.215 | Acc: 58.99% -2025-03-09 20:30:26,703 - train - INFO - Epoch: 60 | Batch: 300 | Loss: 1.215 | Acc: 59.11% -2025-03-09 20:30:29,708 - train - INFO - Epoch: 60 | Test Loss: 1.178 | Test Acc: 60.43% -2025-03-09 20:30:38,516 - train - INFO - Epoch: 61 | Batch: 0 | Loss: 1.265 | Acc: 58.59% -2025-03-09 20:30:40,669 - train - INFO - Epoch: 61 | Batch: 100 | Loss: 1.206 | Acc: 59.23% -2025-03-09 20:30:42,615 - train - INFO - Epoch: 61 | Batch: 200 | Loss: 1.196 | Acc: 59.98% -2025-03-09 20:30:44,531 - train - INFO - Epoch: 61 | Batch: 300 | Loss: 1.183 | Acc: 60.42% -2025-03-09 20:30:47,435 - train - INFO - Epoch: 61 | Test Loss: 1.302 | Test Acc: 57.91% -2025-03-09 20:30:47,597 - train - INFO - Epoch: 62 | Batch: 0 | Loss: 1.109 | Acc: 64.06% -2025-03-09 20:30:49,444 - train - INFO - Epoch: 62 | Batch: 100 | Loss: 1.195 | Acc: 60.26% -2025-03-09 20:30:51,346 - train - INFO - Epoch: 62 | Batch: 200 | Loss: 1.189 | Acc: 60.26% -2025-03-09 20:30:53,324 - train - INFO - Epoch: 62 | Batch: 300 | Loss: 1.198 | Acc: 59.84% -2025-03-09 20:30:56,425 - train - INFO - Epoch: 62 | Test Loss: 1.144 | Test Acc: 61.91% -2025-03-09 20:30:56,594 - train - INFO - Epoch: 63 | Batch: 0 | Loss: 1.158 | Acc: 57.81% -2025-03-09 20:30:58,593 - train - INFO - Epoch: 63 | Batch: 100 | Loss: 1.202 | Acc: 60.19% -2025-03-09 20:31:00,631 - train - INFO - Epoch: 63 | Batch: 200 | Loss: 1.201 | Acc: 60.02% -2025-03-09 20:31:02,630 - train - INFO - Epoch: 63 | Batch: 300 | Loss: 1.205 | Acc: 59.69% -2025-03-09 20:31:06,449 - train - INFO - Epoch: 63 | Test Loss: 1.192 | Test Acc: 60.56% -2025-03-09 20:31:06,659 - train - INFO - Epoch: 64 | Batch: 0 | Loss: 1.170 | Acc: 67.97% -2025-03-09 20:31:08,897 - train - INFO - Epoch: 64 | Batch: 100 | Loss: 1.166 | Acc: 60.61% -2025-03-09 20:31:11,221 - train - INFO - Epoch: 64 | Batch: 200 | Loss: 1.184 | Acc: 60.09% -2025-03-09 20:31:13,224 - train - INFO - Epoch: 64 | Batch: 300 | Loss: 1.188 | Acc: 60.04% -2025-03-09 20:31:16,234 - train - INFO - Epoch: 64 | Test Loss: 1.150 | Test Acc: 62.05% -2025-03-09 20:31:24,778 - train - INFO - Epoch: 65 | Batch: 0 | Loss: 1.002 | Acc: 61.72% -2025-03-09 20:31:26,799 - train - INFO - Epoch: 65 | Batch: 100 | Loss: 1.141 | Acc: 61.68% -2025-03-09 20:31:28,890 - train - INFO - Epoch: 65 | Batch: 200 | Loss: 1.169 | Acc: 60.47% -2025-03-09 20:31:30,932 - train - INFO - Epoch: 65 | Batch: 300 | Loss: 1.173 | Acc: 60.45% -2025-03-09 20:31:34,033 - train - INFO - Epoch: 65 | Test Loss: 1.124 | Test Acc: 62.72% -2025-03-09 20:31:34,227 - train - INFO - Epoch: 66 | Batch: 0 | Loss: 1.387 | Acc: 53.91% -2025-03-09 20:31:36,268 - train - INFO - Epoch: 66 | Batch: 100 | Loss: 1.168 | Acc: 61.05% -2025-03-09 20:31:38,189 - train - INFO - Epoch: 66 | Batch: 200 | Loss: 1.175 | Acc: 61.00% -2025-03-09 20:31:40,070 - train - INFO - Epoch: 66 | Batch: 300 | Loss: 1.175 | Acc: 60.98% -2025-03-09 20:31:42,970 - train - INFO - Epoch: 66 | Test Loss: 1.184 | Test Acc: 61.65% -2025-03-09 20:31:43,120 - train - INFO - Epoch: 67 | Batch: 0 | Loss: 1.150 | Acc: 61.72% -2025-03-09 20:31:45,207 - train - INFO - Epoch: 67 | Batch: 100 | Loss: 1.149 | Acc: 61.84% -2025-03-09 20:31:47,200 - train - INFO - Epoch: 67 | Batch: 200 | Loss: 1.171 | Acc: 61.07% -2025-03-09 20:31:49,096 - train - INFO - Epoch: 67 | Batch: 300 | Loss: 1.165 | Acc: 61.19% -2025-03-09 20:31:52,455 - train - INFO - Epoch: 67 | Test Loss: 1.216 | Test Acc: 60.41% -2025-03-09 20:31:52,629 - train - INFO - Epoch: 68 | Batch: 0 | Loss: 1.103 | Acc: 61.72% -2025-03-09 20:31:54,772 - train - INFO - Epoch: 68 | Batch: 100 | Loss: 1.161 | Acc: 61.22% -2025-03-09 20:31:56,740 - train - INFO - Epoch: 68 | Batch: 200 | Loss: 1.154 | Acc: 61.48% -2025-03-09 20:31:59,231 - train - INFO - Epoch: 68 | Batch: 300 | Loss: 1.162 | Acc: 61.29% -2025-03-09 20:32:02,617 - train - INFO - Epoch: 68 | Test Loss: 1.161 | Test Acc: 61.05% -2025-03-09 20:32:10,865 - train - INFO - Epoch: 69 | Batch: 0 | Loss: 1.238 | Acc: 55.47% -2025-03-09 20:32:12,884 - train - INFO - Epoch: 69 | Batch: 100 | Loss: 1.173 | Acc: 60.76% -2025-03-09 20:32:14,815 - train - INFO - Epoch: 69 | Batch: 200 | Loss: 1.175 | Acc: 60.64% -2025-03-09 20:32:16,725 - train - INFO - Epoch: 69 | Batch: 300 | Loss: 1.183 | Acc: 60.28% -2025-03-09 20:32:19,765 - train - INFO - Epoch: 69 | Test Loss: 1.230 | Test Acc: 58.66% -2025-03-09 20:32:19,932 - train - INFO - Epoch: 70 | Batch: 0 | Loss: 1.389 | Acc: 54.69% -2025-03-09 20:32:22,033 - train - INFO - Epoch: 70 | Batch: 100 | Loss: 1.158 | Acc: 61.07% -2025-03-09 20:32:24,089 - train - INFO - Epoch: 70 | Batch: 200 | Loss: 1.157 | Acc: 60.95% -2025-03-09 20:32:26,117 - train - INFO - Epoch: 70 | Batch: 300 | Loss: 1.166 | Acc: 60.71% -2025-03-09 20:32:29,298 - train - INFO - Epoch: 70 | Test Loss: 1.226 | Test Acc: 59.05% -2025-03-09 20:32:29,467 - train - INFO - Epoch: 71 | Batch: 0 | Loss: 1.339 | Acc: 55.47% -2025-03-09 20:32:31,438 - train - INFO - Epoch: 71 | Batch: 100 | Loss: 1.167 | Acc: 60.74% -2025-03-09 20:32:33,454 - train - INFO - Epoch: 71 | Batch: 200 | Loss: 1.162 | Acc: 61.08% -2025-03-09 20:32:35,462 - train - INFO - Epoch: 71 | Batch: 300 | Loss: 1.162 | Acc: 61.09% -2025-03-09 20:32:38,625 - train - INFO - Epoch: 71 | Test Loss: 1.196 | Test Acc: 60.13% -2025-03-09 20:32:38,825 - train - INFO - Epoch: 72 | Batch: 0 | Loss: 1.065 | Acc: 67.97% -2025-03-09 20:32:41,013 - train - INFO - Epoch: 72 | Batch: 100 | Loss: 1.153 | Acc: 61.68% -2025-03-09 20:32:43,148 - train - INFO - Epoch: 72 | Batch: 200 | Loss: 1.139 | Acc: 62.09% -2025-03-09 20:32:45,102 - train - INFO - Epoch: 72 | Batch: 300 | Loss: 1.142 | Acc: 61.86% -2025-03-09 20:32:48,052 - train - INFO - Epoch: 72 | Test Loss: 1.178 | Test Acc: 60.15% -2025-03-09 20:32:56,719 - train - INFO - Epoch: 73 | Batch: 0 | Loss: 1.149 | Acc: 57.81% -2025-03-09 20:32:58,840 - train - INFO - Epoch: 73 | Batch: 100 | Loss: 1.124 | Acc: 62.13% -2025-03-09 20:33:01,060 - train - INFO - Epoch: 73 | Batch: 200 | Loss: 1.124 | Acc: 62.22% -2025-03-09 20:33:02,959 - train - INFO - Epoch: 73 | Batch: 300 | Loss: 1.124 | Acc: 62.25% -2025-03-09 20:33:06,081 - train - INFO - Epoch: 73 | Test Loss: 1.108 | Test Acc: 62.58% -2025-03-09 20:33:06,242 - train - INFO - Epoch: 74 | Batch: 0 | Loss: 0.976 | Acc: 64.06% -2025-03-09 20:33:08,117 - train - INFO - Epoch: 74 | Batch: 100 | Loss: 1.129 | Acc: 61.83% -2025-03-09 20:33:10,070 - train - INFO - Epoch: 74 | Batch: 200 | Loss: 1.141 | Acc: 61.62% -2025-03-09 20:33:12,009 - train - INFO - Epoch: 74 | Batch: 300 | Loss: 1.139 | Acc: 61.84% -2025-03-09 20:33:14,980 - train - INFO - Epoch: 74 | Test Loss: 1.232 | Test Acc: 57.82% -2025-03-09 20:33:15,160 - train - INFO - Epoch: 75 | Batch: 0 | Loss: 1.104 | Acc: 60.94% -2025-03-09 20:33:17,074 - train - INFO - Epoch: 75 | Batch: 100 | Loss: 1.153 | Acc: 61.48% -2025-03-09 20:33:18,961 - train - INFO - Epoch: 75 | Batch: 200 | Loss: 1.149 | Acc: 61.54% -2025-03-09 20:33:20,780 - train - INFO - Epoch: 75 | Batch: 300 | Loss: 1.141 | Acc: 61.77% -2025-03-09 20:33:23,699 - train - INFO - Epoch: 75 | Test Loss: 1.157 | Test Acc: 61.00% -2025-03-09 20:33:23,864 - train - INFO - Epoch: 76 | Batch: 0 | Loss: 1.193 | Acc: 60.94% -2025-03-09 20:33:25,763 - train - INFO - Epoch: 76 | Batch: 100 | Loss: 1.147 | Acc: 61.41% -2025-03-09 20:33:27,728 - train - INFO - Epoch: 76 | Batch: 200 | Loss: 1.138 | Acc: 61.87% -2025-03-09 20:33:29,731 - train - INFO - Epoch: 76 | Batch: 300 | Loss: 1.143 | Acc: 61.68% -2025-03-09 20:33:32,727 - train - INFO - Epoch: 76 | Test Loss: 1.101 | Test Acc: 63.51% -2025-03-09 20:33:41,051 - train - INFO - Epoch: 77 | Batch: 0 | Loss: 1.110 | Acc: 59.38% -2025-03-09 20:33:42,990 - train - INFO - Epoch: 77 | Batch: 100 | Loss: 1.108 | Acc: 62.87% -2025-03-09 20:33:44,886 - train - INFO - Epoch: 77 | Batch: 200 | Loss: 1.115 | Acc: 62.29% -2025-03-09 20:33:46,815 - train - INFO - Epoch: 77 | Batch: 300 | Loss: 1.119 | Acc: 62.45% -2025-03-09 20:33:49,764 - train - INFO - Epoch: 77 | Test Loss: 1.099 | Test Acc: 63.53% -2025-03-09 20:33:49,916 - train - INFO - Epoch: 78 | Batch: 0 | Loss: 1.111 | Acc: 64.84% -2025-03-09 20:33:51,904 - train - INFO - Epoch: 78 | Batch: 100 | Loss: 1.127 | Acc: 62.42% -2025-03-09 20:33:53,862 - train - INFO - Epoch: 78 | Batch: 200 | Loss: 1.127 | Acc: 62.17% -2025-03-09 20:33:55,835 - train - INFO - Epoch: 78 | Batch: 300 | Loss: 1.125 | Acc: 62.13% -2025-03-09 20:33:58,919 - train - INFO - Epoch: 78 | Test Loss: 1.075 | Test Acc: 63.41% -2025-03-09 20:33:59,092 - train - INFO - Epoch: 79 | Batch: 0 | Loss: 0.990 | Acc: 67.19% -2025-03-09 20:34:01,066 - train - INFO - Epoch: 79 | Batch: 100 | Loss: 1.107 | Acc: 62.40% -2025-03-09 20:34:03,169 - train - INFO - Epoch: 79 | Batch: 200 | Loss: 1.105 | Acc: 62.84% -2025-03-09 20:34:05,127 - train - INFO - Epoch: 79 | Batch: 300 | Loss: 1.102 | Acc: 63.05% -2025-03-09 20:34:08,053 - train - INFO - Epoch: 79 | Test Loss: 1.190 | Test Acc: 60.83% -2025-03-09 20:34:08,244 - train - INFO - Epoch: 80 | Batch: 0 | Loss: 1.227 | Acc: 60.16% -2025-03-09 20:34:10,084 - train - INFO - Epoch: 80 | Batch: 100 | Loss: 1.120 | Acc: 62.61% -2025-03-09 20:34:11,957 - train - INFO - Epoch: 80 | Batch: 200 | Loss: 1.102 | Acc: 62.97% -2025-03-09 20:34:13,864 - train - INFO - Epoch: 80 | Batch: 300 | Loss: 1.109 | Acc: 62.86% -2025-03-09 20:34:16,933 - train - INFO - Epoch: 80 | Test Loss: 1.065 | Test Acc: 64.60% -2025-03-09 20:34:25,319 - train - INFO - Epoch: 81 | Batch: 0 | Loss: 1.093 | Acc: 60.16% -2025-03-09 20:34:27,214 - train - INFO - Epoch: 81 | Batch: 100 | Loss: 1.133 | Acc: 62.27% -2025-03-09 20:34:29,084 - train - INFO - Epoch: 81 | Batch: 200 | Loss: 1.107 | Acc: 63.35% -2025-03-09 20:34:31,102 - train - INFO - Epoch: 81 | Batch: 300 | Loss: 1.102 | Acc: 63.25% -2025-03-09 20:34:34,224 - train - INFO - Epoch: 81 | Test Loss: 1.085 | Test Acc: 63.63% -2025-03-09 20:34:34,386 - train - INFO - Epoch: 82 | Batch: 0 | Loss: 1.183 | Acc: 58.59% -2025-03-09 20:34:36,276 - train - INFO - Epoch: 82 | Batch: 100 | Loss: 1.093 | Acc: 63.10% -2025-03-09 20:34:38,370 - train - INFO - Epoch: 82 | Batch: 200 | Loss: 1.084 | Acc: 63.45% -2025-03-09 20:34:40,329 - train - INFO - Epoch: 82 | Batch: 300 | Loss: 1.083 | Acc: 63.66% -2025-03-09 20:34:43,386 - train - INFO - Epoch: 82 | Test Loss: 1.124 | Test Acc: 62.13% -2025-03-09 20:34:43,538 - train - INFO - Epoch: 83 | Batch: 0 | Loss: 1.178 | Acc: 57.81% -2025-03-09 20:34:45,536 - train - INFO - Epoch: 83 | Batch: 100 | Loss: 1.103 | Acc: 63.26% -2025-03-09 20:34:47,538 - train - INFO - Epoch: 83 | Batch: 200 | Loss: 1.090 | Acc: 63.46% -2025-03-09 20:34:49,608 - train - INFO - Epoch: 83 | Batch: 300 | Loss: 1.091 | Acc: 63.37% -2025-03-09 20:34:52,626 - train - INFO - Epoch: 83 | Test Loss: 1.165 | Test Acc: 62.11% -2025-03-09 20:34:52,802 - train - INFO - Epoch: 84 | Batch: 0 | Loss: 1.103 | Acc: 67.19% -2025-03-09 20:34:54,966 - train - INFO - Epoch: 84 | Batch: 100 | Loss: 1.115 | Acc: 62.58% -2025-03-09 20:34:57,031 - train - INFO - Epoch: 84 | Batch: 200 | Loss: 1.091 | Acc: 63.27% -2025-03-09 20:34:59,134 - train - INFO - Epoch: 84 | Batch: 300 | Loss: 1.097 | Acc: 63.19% -2025-03-09 20:35:02,352 - train - INFO - Epoch: 84 | Test Loss: 1.085 | Test Acc: 63.95% -2025-03-09 20:35:10,685 - train - INFO - Epoch: 85 | Batch: 0 | Loss: 1.311 | Acc: 59.38% -2025-03-09 20:35:12,612 - train - INFO - Epoch: 85 | Batch: 100 | Loss: 1.084 | Acc: 63.76% -2025-03-09 20:35:14,479 - train - INFO - Epoch: 85 | Batch: 200 | Loss: 1.078 | Acc: 64.00% -2025-03-09 20:35:16,456 - train - INFO - Epoch: 85 | Batch: 300 | Loss: 1.092 | Acc: 63.53% -2025-03-09 20:35:19,502 - train - INFO - Epoch: 85 | Test Loss: 1.063 | Test Acc: 63.69% -2025-03-09 20:35:19,675 - train - INFO - Epoch: 86 | Batch: 0 | Loss: 0.918 | Acc: 71.88% -2025-03-09 20:35:21,627 - train - INFO - Epoch: 86 | Batch: 100 | Loss: 1.078 | Acc: 63.58% -2025-03-09 20:35:23,603 - train - INFO - Epoch: 86 | Batch: 200 | Loss: 1.080 | Acc: 63.76% -2025-03-09 20:35:25,467 - train - INFO - Epoch: 86 | Batch: 300 | Loss: 1.081 | Acc: 63.70% -2025-03-09 20:35:28,448 - train - INFO - Epoch: 86 | Test Loss: 1.040 | Test Acc: 65.00% -2025-03-09 20:35:28,618 - train - INFO - Epoch: 87 | Batch: 0 | Loss: 1.037 | Acc: 64.06% -2025-03-09 20:35:30,607 - train - INFO - Epoch: 87 | Batch: 100 | Loss: 1.045 | Acc: 64.91% -2025-03-09 20:35:32,555 - train - INFO - Epoch: 87 | Batch: 200 | Loss: 1.054 | Acc: 64.58% -2025-03-09 20:35:34,461 - train - INFO - Epoch: 87 | Batch: 300 | Loss: 1.055 | Acc: 64.54% -2025-03-09 20:35:37,534 - train - INFO - Epoch: 87 | Test Loss: 1.117 | Test Acc: 63.18% -2025-03-09 20:35:37,728 - train - INFO - Epoch: 88 | Batch: 0 | Loss: 1.114 | Acc: 64.06% -2025-03-09 20:35:39,667 - train - INFO - Epoch: 88 | Batch: 100 | Loss: 1.081 | Acc: 63.65% -2025-03-09 20:35:41,724 - train - INFO - Epoch: 88 | Batch: 200 | Loss: 1.089 | Acc: 63.46% -2025-03-09 20:35:43,693 - train - INFO - Epoch: 88 | Batch: 300 | Loss: 1.080 | Acc: 63.89% -2025-03-09 20:35:46,704 - train - INFO - Epoch: 88 | Test Loss: 1.116 | Test Acc: 62.02% -2025-03-09 20:35:55,157 - train - INFO - Epoch: 89 | Batch: 0 | Loss: 1.281 | Acc: 59.38% -2025-03-09 20:35:57,082 - train - INFO - Epoch: 89 | Batch: 100 | Loss: 1.027 | Acc: 65.76% -2025-03-09 20:35:59,072 - train - INFO - Epoch: 89 | Batch: 200 | Loss: 1.056 | Acc: 64.67% -2025-03-09 20:36:00,922 - train - INFO - Epoch: 89 | Batch: 300 | Loss: 1.067 | Acc: 64.10% -2025-03-09 20:36:03,799 - train - INFO - Epoch: 89 | Test Loss: 1.044 | Test Acc: 64.42% -2025-03-09 20:36:03,955 - train - INFO - Epoch: 90 | Batch: 0 | Loss: 1.228 | Acc: 53.91% -2025-03-09 20:36:05,961 - train - INFO - Epoch: 90 | Batch: 100 | Loss: 1.043 | Acc: 64.84% -2025-03-09 20:36:48,800 - train - INFO - Epoch: 90 | Batch: 200 | Loss: 1.040 | Acc: 64.89% -2025-03-09 20:36:50,792 - train - INFO - Epoch: 90 | Batch: 300 | Loss: 1.049 | Acc: 64.79% -2025-03-09 20:36:53,914 - train - INFO - Epoch: 90 | Test Loss: 1.150 | Test Acc: 61.58% -2025-03-09 20:36:54,094 - train - INFO - Epoch: 91 | Batch: 0 | Loss: 1.127 | Acc: 59.38% -2025-03-09 20:36:56,089 - train - INFO - Epoch: 91 | Batch: 100 | Loss: 1.053 | Acc: 64.09% -2025-03-09 20:36:58,254 - train - INFO - Epoch: 91 | Batch: 200 | Loss: 1.043 | Acc: 64.86% -2025-03-09 20:37:00,272 - train - INFO - Epoch: 91 | Batch: 300 | Loss: 1.049 | Acc: 64.74% -2025-03-09 20:37:50,812 - train - INFO - Epoch: 91 | Test Loss: 1.092 | Test Acc: 63.34% -2025-03-09 20:37:50,972 - train - INFO - Epoch: 92 | Batch: 0 | Loss: 1.025 | Acc: 66.41% -2025-03-09 20:37:52,835 - train - INFO - Epoch: 92 | Batch: 100 | Loss: 1.039 | Acc: 64.90% -2025-03-09 20:37:54,790 - train - INFO - Epoch: 92 | Batch: 200 | Loss: 1.041 | Acc: 64.68% -2025-03-09 20:37:56,666 - train - INFO - Epoch: 92 | Batch: 300 | Loss: 1.037 | Acc: 64.84% -2025-03-09 20:37:59,681 - train - INFO - Epoch: 92 | Test Loss: 1.112 | Test Acc: 62.78% -2025-03-09 20:38:53,132 - train - INFO - Epoch: 93 | Batch: 0 | Loss: 1.193 | Acc: 56.25% -2025-03-09 20:38:55,019 - train - INFO - Epoch: 93 | Batch: 100 | Loss: 1.057 | Acc: 64.53% -2025-03-09 20:38:56,952 - train - INFO - Epoch: 93 | Batch: 200 | Loss: 1.046 | Acc: 65.06% -2025-03-09 20:38:58,885 - train - INFO - Epoch: 93 | Batch: 300 | Loss: 1.044 | Acc: 65.08% -2025-03-09 20:39:02,028 - train - INFO - Epoch: 93 | Test Loss: 1.024 | Test Acc: 65.24% -2025-03-09 20:39:02,185 - train - INFO - Epoch: 94 | Batch: 0 | Loss: 1.010 | Acc: 64.06% -2025-03-09 20:39:04,323 - train - INFO - Epoch: 94 | Batch: 100 | Loss: 1.023 | Acc: 65.28% -2025-03-09 20:39:49,435 - train - INFO - Epoch: 94 | Batch: 200 | Loss: 1.023 | Acc: 65.44% -2025-03-09 20:39:51,309 - train - INFO - Epoch: 94 | Batch: 300 | Loss: 1.027 | Acc: 65.52% -2025-03-09 20:39:54,281 - train - INFO - Epoch: 94 | Test Loss: 1.013 | Test Acc: 67.01% -2025-03-09 20:39:54,472 - train - INFO - Epoch: 95 | Batch: 0 | Loss: 1.236 | Acc: 59.38% -2025-03-09 20:39:56,452 - train - INFO - Epoch: 95 | Batch: 100 | Loss: 1.011 | Acc: 65.98% -2025-03-09 20:39:58,416 - train - INFO - Epoch: 95 | Batch: 200 | Loss: 1.012 | Acc: 65.91% -2025-03-09 20:40:48,850 - train - INFO - Epoch: 95 | Batch: 300 | Loss: 1.019 | Acc: 65.65% -2025-03-09 20:40:51,907 - train - INFO - Epoch: 95 | Test Loss: 0.994 | Test Acc: 66.97% -2025-03-09 20:40:52,057 - train - INFO - Epoch: 96 | Batch: 0 | Loss: 0.973 | Acc: 67.97% -2025-03-09 20:40:54,040 - train - INFO - Epoch: 96 | Batch: 100 | Loss: 1.040 | Acc: 65.18% -2025-03-09 20:40:56,141 - train - INFO - Epoch: 96 | Batch: 200 | Loss: 1.035 | Acc: 64.95% -2025-03-09 20:40:58,151 - train - INFO - Epoch: 96 | Batch: 300 | Loss: 1.021 | Acc: 65.43% -2025-03-09 20:41:48,845 - train - INFO - Epoch: 96 | Test Loss: 1.065 | Test Acc: 64.38% -2025-03-09 20:41:57,437 - train - INFO - Epoch: 97 | Batch: 0 | Loss: 0.995 | Acc: 66.41% -2025-03-09 20:41:59,481 - train - INFO - Epoch: 97 | Batch: 100 | Loss: 1.012 | Acc: 66.12% -2025-03-09 20:42:01,488 - train - INFO - Epoch: 97 | Batch: 200 | Loss: 0.995 | Acc: 66.64% -2025-03-09 20:42:03,533 - train - INFO - Epoch: 97 | Batch: 300 | Loss: 1.014 | Acc: 66.01% -2025-03-09 20:42:06,717 - train - INFO - Epoch: 97 | Test Loss: 1.043 | Test Acc: 64.98% -2025-03-09 20:42:06,871 - train - INFO - Epoch: 98 | Batch: 0 | Loss: 1.299 | Acc: 58.59% -2025-03-09 20:42:09,116 - train - INFO - Epoch: 98 | Batch: 100 | Loss: 0.971 | Acc: 67.10% -2025-03-09 20:42:50,612 - train - INFO - Epoch: 98 | Batch: 200 | Loss: 0.997 | Acc: 66.37% -2025-03-09 20:42:52,541 - train - INFO - Epoch: 98 | Batch: 300 | Loss: 1.001 | Acc: 66.31% -2025-03-09 20:42:55,458 - train - INFO - Epoch: 98 | Test Loss: 1.017 | Test Acc: 65.77% -2025-03-09 20:42:55,635 - train - INFO - Epoch: 99 | Batch: 0 | Loss: 1.074 | Acc: 66.41% -2025-03-09 20:42:57,563 - train - INFO - Epoch: 99 | Batch: 100 | Loss: 1.027 | Acc: 65.38% -2025-03-09 20:42:59,650 - train - INFO - Epoch: 99 | Batch: 200 | Loss: 1.013 | Acc: 66.04% -2025-03-09 20:43:49,927 - train - INFO - Epoch: 99 | Batch: 300 | Loss: 1.010 | Acc: 66.04% -2025-03-09 20:43:53,133 - train - INFO - Epoch: 99 | Test Loss: 1.013 | Test Acc: 66.35% -2025-03-09 20:43:53,291 - train - INFO - Epoch: 100 | Batch: 0 | Loss: 0.778 | Acc: 76.56% -2025-03-09 20:43:55,285 - train - INFO - Epoch: 100 | Batch: 100 | Loss: 0.999 | Acc: 66.10% -2025-03-09 20:43:57,360 - train - INFO - Epoch: 100 | Batch: 200 | Loss: 0.995 | Acc: 66.41% -2025-03-09 20:43:59,416 - train - INFO - Epoch: 100 | Batch: 300 | Loss: 0.994 | Acc: 66.56% -2025-03-09 20:44:49,933 - train - INFO - Epoch: 100 | Test Loss: 1.009 | Test Acc: 65.66% -2025-03-09 20:44:58,423 - train - INFO - 训练完成! diff --git a/Image/AlexNet/code/model.py b/Image/AlexNet/code/model.py deleted file mode 100644 index 2633e4f1b1942b995073fc149ee02d41aa05f6f7..0000000000000000000000000000000000000000 --- a/Image/AlexNet/code/model.py +++ /dev/null @@ -1,81 +0,0 @@ -''' -AlexNet in Pytorch -''' - -import torch -import torch.nn as nn - -class AlexNet(nn.Module): # 训练 ALexNet - ''' - AlexNet模型 - ''' - def __init__(self,num_classes=10): - super(AlexNet,self).__init__() - # 五个卷积层 输入 32 * 32 * 3 - self.conv1 = nn.Sequential( - nn.Conv2d(in_channels=3, out_channels=6, kernel_size=3, stride=1, padding=1), # (32-3+2)/1+1 = 32 - nn.ReLU(), - nn.MaxPool2d(kernel_size=2, stride=2, padding=0) # (32-2)/2+1 = 16 - ) - self.conv2 = nn.Sequential( # 输入 16 * 16 * 6 - nn.Conv2d(in_channels=6, out_channels=16, kernel_size=3, stride=1, padding=1), # (16-3+2)/1+1 = 16 - nn.ReLU(), - nn.MaxPool2d(kernel_size=2, stride=2, padding=0) # (16-2)/2+1 = 8 - ) - self.conv3 = nn.Sequential( # 输入 8 * 8 * 16 - nn.Conv2d(in_channels=16, out_channels=32, kernel_size=3, stride=1, padding=1), # (8-3+2)/1+1 = 8 - nn.ReLU(), - nn.MaxPool2d(kernel_size=2, stride=2, padding=0) # (8-2)/2+1 = 4 - ) - self.conv4 = nn.Sequential( # 输入 4 * 4 * 64 - nn.Conv2d(in_channels=32, out_channels=64, kernel_size=3, stride=1, padding=1), # (4-3+2)/1+1 = 4 - nn.ReLU(), - nn.MaxPool2d(kernel_size=2, stride=2, padding=0) # (4-2)/2+1 = 2 - ) - self.conv5 = nn.Sequential( # 输入 2 * 2 * 128 - nn.Conv2d(in_channels=64, out_channels=128, kernel_size=3, stride=1, padding=1),# (2-3+2)/1+1 = 2 - nn.ReLU(), - nn.MaxPool2d(kernel_size=2, stride=2, padding=0) # (2-2)/2+1 = 1 - ) # 最后一层卷积层，输出 1 * 1 * 128 - # 全连接层 - self.dense = nn.Sequential( - nn.Linear(128,120), - nn.ReLU(), - nn.Linear(120,84), - nn.ReLU(), - nn.Linear(84,num_classes) - ) - - # 初始化权重 - self._initialize_weights() - - def forward(self,x): - x = self.conv1(x) - x = self.conv2(x) - x = self.conv3(x) - x = self.conv4(x) - x = self.conv5(x) - x = x.view(x.size()[0],-1) - x = self.dense(x) - return x - - def _initialize_weights(self): - for m in self.modules(): - if isinstance(m, nn.Conv2d): - nn.init.kaiming_normal_(m.weight, mode='fan_out', nonlinearity='relu') - if m.bias is not None: - nn.init.constant_(m.bias, 0) - elif isinstance(m, nn.Linear): - nn.init.normal_(m.weight, 0, 0.01) - if m.bias is not None: - nn.init.constant_(m.bias, 0) - -def test(): - net = AlexNet() - x = torch.randn(2,3,32,32) - y = net(x) - print(y.size()) - from torchinfo import summary - device = 'cuda' if torch.cuda.is_available() else 'cpu' - net = net.to(device) - summary(net,(3,32,32)) \ No newline at end of file diff --git a/Image/AlexNet/code/train.log b/Image/AlexNet/code/train.log deleted file mode 100644 index 3c624fa1e5206b094e3ac1a3b588fb1cb436630e..0000000000000000000000000000000000000000 --- a/Image/AlexNet/code/train.log +++ /dev/null @@ -1,503 +0,0 @@ -2025-03-09 19:50:57,307 - train - INFO - 开始训练 alexnet -2025-03-09 19:50:57,308 - train - INFO - 总轮数: 100, 学习率: 0.1, 设备: cuda:2 -2025-03-09 19:50:57,941 - train - INFO - Epoch: 1 | Batch: 0 | Loss: 2.303 | Acc: 9.38% -2025-03-09 19:50:59,844 - train - INFO - Epoch: 1 | Batch: 100 | Loss: 2.300 | Acc: 10.04% -2025-03-09 19:51:01,901 - train - INFO - Epoch: 1 | Batch: 200 | Loss: 2.227 | Acc: 13.40% -2025-03-09 19:51:03,899 - train - INFO - Epoch: 1 | Batch: 300 | Loss: 2.162 | Acc: 15.09% -2025-03-09 19:51:07,107 - train - INFO - Epoch: 1 | Test Loss: 1.896 | Test Acc: 19.86% -2025-03-09 19:51:07,264 - train - INFO - Epoch: 2 | Batch: 0 | Loss: 1.888 | Acc: 16.41% -2025-03-09 19:51:09,345 - train - INFO - Epoch: 2 | Batch: 100 | Loss: 1.929 | Acc: 21.02% -2025-03-09 19:51:11,452 - train - INFO - Epoch: 2 | Batch: 200 | Loss: 1.917 | Acc: 21.42% -2025-03-09 19:51:13,434 - train - INFO - Epoch: 2 | Batch: 300 | Loss: 1.911 | Acc: 21.87% -2025-03-09 19:51:16,541 - train - INFO - Epoch: 2 | Test Loss: 1.840 | Test Acc: 25.23% -2025-03-09 19:51:16,704 - train - INFO - Epoch: 3 | Batch: 0 | Loss: 1.938 | Acc: 17.97% -2025-03-09 19:51:18,746 - train - INFO - Epoch: 3 | Batch: 100 | Loss: 1.837 | Acc: 26.49% -2025-03-09 19:51:20,674 - train - INFO - Epoch: 3 | Batch: 200 | Loss: 1.812 | Acc: 27.79% -2025-03-09 19:51:22,577 - train - INFO - Epoch: 3 | Batch: 300 | Loss: 1.798 | Acc: 28.75% -2025-03-09 19:51:25,741 - train - INFO - Epoch: 3 | Test Loss: 1.613 | Test Acc: 38.13% -2025-03-09 19:51:25,920 - train - INFO - Epoch: 4 | Batch: 0 | Loss: 1.613 | Acc: 32.81% -2025-03-09 19:51:28,016 - train - INFO - Epoch: 4 | Batch: 100 | Loss: 1.683 | Acc: 34.67% -2025-03-09 19:51:30,038 - train - INFO - Epoch: 4 | Batch: 200 | Loss: 1.668 | Acc: 35.46% -2025-03-09 19:51:32,131 - train - INFO - Epoch: 4 | Batch: 300 | Loss: 1.675 | Acc: 36.00% -2025-03-09 19:51:35,398 - train - INFO - Epoch: 4 | Test Loss: 1.624 | Test Acc: 39.42% -2025-03-09 19:51:43,699 - train - INFO - Epoch: 5 | Batch: 0 | Loss: 1.684 | Acc: 39.06% -2025-03-09 19:51:45,670 - train - INFO - Epoch: 5 | Batch: 100 | Loss: 1.638 | Acc: 39.09% -2025-03-09 19:51:47,561 - train - INFO - Epoch: 5 | Batch: 200 | Loss: 1.623 | Acc: 39.87% -2025-03-09 19:51:49,399 - train - INFO - Epoch: 5 | Batch: 300 | Loss: 1.614 | Acc: 40.60% -2025-03-09 19:51:52,227 - train - INFO - Epoch: 5 | Test Loss: 1.487 | Test Acc: 45.98% -2025-03-09 19:51:52,392 - train - INFO - Epoch: 6 | Batch: 0 | Loss: 1.565 | Acc: 45.31% -2025-03-09 19:51:54,259 - train - INFO - Epoch: 6 | Batch: 100 | Loss: 1.550 | Acc: 44.09% -2025-03-09 19:51:56,191 - train - INFO - Epoch: 6 | Batch: 200 | Loss: 1.551 | Acc: 44.07% -2025-03-09 19:51:58,102 - train - INFO - Epoch: 6 | Batch: 300 | Loss: 1.552 | Acc: 44.16% -2025-03-09 19:52:00,982 - train - INFO - Epoch: 6 | Test Loss: 1.498 | Test Acc: 46.14% -2025-03-09 19:52:01,147 - train - INFO - Epoch: 7 | Batch: 0 | Loss: 1.703 | Acc: 35.94% -2025-03-09 19:52:03,112 - train - INFO - Epoch: 7 | Batch: 100 | Loss: 1.549 | Acc: 44.65% -2025-03-09 19:52:05,091 - train - INFO - Epoch: 7 | Batch: 200 | Loss: 1.558 | Acc: 44.57% -2025-03-09 19:52:07,124 - train - INFO - Epoch: 7 | Batch: 300 | Loss: 1.546 | Acc: 44.95% -2025-03-09 19:52:10,122 - train - INFO - Epoch: 7 | Test Loss: 1.463 | Test Acc: 48.95% -2025-03-09 19:52:10,282 - train - INFO - Epoch: 8 | Batch: 0 | Loss: 1.559 | Acc: 46.88% -2025-03-09 19:52:12,269 - train - INFO - Epoch: 8 | Batch: 100 | Loss: 1.522 | Acc: 45.61% -2025-03-09 19:52:14,191 - train - INFO - Epoch: 8 | Batch: 200 | Loss: 1.515 | Acc: 46.19% -2025-03-09 19:52:16,026 - train - INFO - Epoch: 8 | Batch: 300 | Loss: 1.512 | Acc: 46.34% -2025-03-09 19:52:18,972 - train - INFO - Epoch: 8 | Test Loss: 1.414 | Test Acc: 51.07% -2025-03-09 19:52:27,269 - train - INFO - Epoch: 9 | Batch: 0 | Loss: 1.405 | Acc: 50.00% -2025-03-09 19:52:29,140 - train - INFO - Epoch: 9 | Batch: 100 | Loss: 1.506 | Acc: 46.11% -2025-03-09 19:52:31,111 - train - INFO - Epoch: 9 | Batch: 200 | Loss: 1.495 | Acc: 46.85% -2025-03-09 19:52:33,061 - train - INFO - Epoch: 9 | Batch: 300 | Loss: 1.500 | Acc: 46.91% -2025-03-09 19:52:36,118 - train - INFO - Epoch: 9 | Test Loss: 1.540 | Test Acc: 46.20% -2025-03-09 19:52:36,307 - train - INFO - Epoch: 10 | Batch: 0 | Loss: 1.710 | Acc: 42.97% -2025-03-09 19:52:38,571 - train - INFO - Epoch: 10 | Batch: 100 | Loss: 1.515 | Acc: 47.08% -2025-03-09 19:52:40,615 - train - INFO - Epoch: 10 | Batch: 200 | Loss: 1.506 | Acc: 47.12% -2025-03-09 19:52:42,631 - train - INFO - Epoch: 10 | Batch: 300 | Loss: 1.498 | Acc: 47.72% -2025-03-09 19:52:45,697 - train - INFO - Epoch: 10 | Test Loss: 1.359 | Test Acc: 51.08% -2025-03-09 19:52:45,908 - train - INFO - Epoch: 11 | Batch: 0 | Loss: 1.288 | Acc: 48.44% -2025-03-09 19:52:48,156 - train - INFO - Epoch: 11 | Batch: 100 | Loss: 1.493 | Acc: 47.49% -2025-03-09 19:52:50,122 - train - INFO - Epoch: 11 | Batch: 200 | Loss: 1.483 | Acc: 47.77% -2025-03-09 19:52:52,086 - train - INFO - Epoch: 11 | Batch: 300 | Loss: 1.482 | Acc: 47.71% -2025-03-09 19:52:55,093 - train - INFO - Epoch: 11 | Test Loss: 1.425 | Test Acc: 49.77% -2025-03-09 19:52:55,255 - train - INFO - Epoch: 12 | Batch: 0 | Loss: 1.601 | Acc: 38.28% -2025-03-09 19:52:57,285 - train - INFO - Epoch: 12 | Batch: 100 | Loss: 1.495 | Acc: 47.03% -2025-03-09 19:52:59,361 - train - INFO - Epoch: 12 | Batch: 200 | Loss: 1.484 | Acc: 47.75% -2025-03-09 19:53:01,286 - train - INFO - Epoch: 12 | Batch: 300 | Loss: 1.474 | Acc: 48.21% -2025-03-09 19:53:04,233 - train - INFO - Epoch: 12 | Test Loss: 1.395 | Test Acc: 50.04% -2025-03-09 19:53:13,654 - train - INFO - Epoch: 13 | Batch: 0 | Loss: 1.349 | Acc: 54.69% -2025-03-09 19:53:16,010 - train - INFO - Epoch: 13 | Batch: 100 | Loss: 1.476 | Acc: 47.81% -2025-03-09 19:53:18,014 - train - INFO - Epoch: 13 | Batch: 200 | Loss: 1.459 | Acc: 48.68% -2025-03-09 19:53:19,910 - train - INFO - Epoch: 13 | Batch: 300 | Loss: 1.463 | Acc: 48.69% -2025-03-09 19:53:22,970 - train - INFO - Epoch: 13 | Test Loss: 1.433 | Test Acc: 50.43% -2025-03-09 19:53:23,123 - train - INFO - Epoch: 14 | Batch: 0 | Loss: 1.438 | Acc: 48.44% -2025-03-09 19:53:25,027 - train - INFO - Epoch: 14 | Batch: 100 | Loss: 1.490 | Acc: 47.90% -2025-03-09 19:53:27,032 - train - INFO - Epoch: 14 | Batch: 200 | Loss: 1.478 | Acc: 48.26% -2025-03-09 19:53:28,990 - train - INFO - Epoch: 14 | Batch: 300 | Loss: 1.473 | Acc: 48.42% -2025-03-09 19:53:31,930 - train - INFO - Epoch: 14 | Test Loss: 1.419 | Test Acc: 50.80% -2025-03-09 19:53:32,132 - train - INFO - Epoch: 15 | Batch: 0 | Loss: 1.496 | Acc: 49.22% -2025-03-09 19:53:34,072 - train - INFO - Epoch: 15 | Batch: 100 | Loss: 1.468 | Acc: 49.19% -2025-03-09 19:53:36,080 - train - INFO - Epoch: 15 | Batch: 200 | Loss: 1.473 | Acc: 49.07% -2025-03-09 19:53:38,079 - train - INFO - Epoch: 15 | Batch: 300 | Loss: 1.468 | Acc: 49.20% -2025-03-09 19:53:41,161 - train - INFO - Epoch: 15 | Test Loss: 1.424 | Test Acc: 52.09% -2025-03-09 19:53:41,356 - train - INFO - Epoch: 16 | Batch: 0 | Loss: 1.368 | Acc: 46.88% -2025-03-09 19:53:43,498 - train - INFO - Epoch: 16 | Batch: 100 | Loss: 1.485 | Acc: 48.47% -2025-03-09 19:53:45,625 - train - INFO - Epoch: 16 | Batch: 200 | Loss: 1.475 | Acc: 48.40% -2025-03-09 19:53:47,626 - train - INFO - Epoch: 16 | Batch: 300 | Loss: 1.468 | Acc: 48.62% -2025-03-09 19:53:50,536 - train - INFO - Epoch: 16 | Test Loss: 1.368 | Test Acc: 54.06% -2025-03-09 19:53:58,981 - train - INFO - Epoch: 17 | Batch: 0 | Loss: 1.322 | Acc: 48.44% -2025-03-09 19:54:01,050 - train - INFO - Epoch: 17 | Batch: 100 | Loss: 1.453 | Acc: 50.21% -2025-03-09 19:54:03,003 - train - INFO - Epoch: 17 | Batch: 200 | Loss: 1.445 | Acc: 50.24% -2025-03-09 19:54:05,016 - train - INFO - Epoch: 17 | Batch: 300 | Loss: 1.442 | Acc: 50.14% -2025-03-09 19:54:08,407 - train - INFO - Epoch: 17 | Test Loss: 1.427 | Test Acc: 50.52% -2025-03-09 19:54:08,577 - train - INFO - Epoch: 18 | Batch: 0 | Loss: 1.677 | Acc: 39.84% -2025-03-09 19:54:11,118 - train - INFO - Epoch: 18 | Batch: 100 | Loss: 1.466 | Acc: 49.07% -2025-03-09 19:54:13,136 - train - INFO - Epoch: 18 | Batch: 200 | Loss: 1.459 | Acc: 49.04% -2025-03-09 19:54:15,032 - train - INFO - Epoch: 18 | Batch: 300 | Loss: 1.450 | Acc: 49.59% -2025-03-09 19:54:18,113 - train - INFO - Epoch: 18 | Test Loss: 1.461 | Test Acc: 51.56% -2025-03-09 19:54:18,278 - train - INFO - Epoch: 19 | Batch: 0 | Loss: 1.473 | Acc: 53.91% -2025-03-09 19:54:20,263 - train - INFO - Epoch: 19 | Batch: 100 | Loss: 1.457 | Acc: 49.16% -2025-03-09 19:54:22,414 - train - INFO - Epoch: 19 | Batch: 200 | Loss: 1.433 | Acc: 50.05% -2025-03-09 19:54:24,518 - train - INFO - Epoch: 19 | Batch: 300 | Loss: 1.427 | Acc: 50.53% -2025-03-09 19:54:27,682 - train - INFO - Epoch: 19 | Test Loss: 1.490 | Test Acc: 53.65% -2025-03-09 19:54:27,849 - train - INFO - Epoch: 20 | Batch: 0 | Loss: 1.817 | Acc: 46.09% -2025-03-09 19:54:29,974 - train - INFO - Epoch: 20 | Batch: 100 | Loss: 1.438 | Acc: 50.66% -2025-03-09 19:54:32,009 - train - INFO - Epoch: 20 | Batch: 200 | Loss: 1.428 | Acc: 50.77% -2025-03-09 19:54:34,136 - train - INFO - Epoch: 20 | Batch: 300 | Loss: 1.427 | Acc: 50.63% -2025-03-09 19:54:37,134 - train - INFO - Epoch: 20 | Test Loss: 1.343 | Test Acc: 54.50% -2025-03-09 19:54:45,895 - train - INFO - Epoch: 21 | Batch: 0 | Loss: 1.165 | Acc: 61.72% -2025-03-09 19:54:48,130 - train - INFO - Epoch: 21 | Batch: 100 | Loss: 1.424 | Acc: 49.71% -2025-03-09 19:54:50,095 - train - INFO - Epoch: 21 | Batch: 200 | Loss: 1.431 | Acc: 50.06% -2025-03-09 19:54:52,237 - train - INFO - Epoch: 21 | Batch: 300 | Loss: 1.431 | Acc: 50.08% -2025-03-09 19:54:55,342 - train - INFO - Epoch: 21 | Test Loss: 1.527 | Test Acc: 53.13% -2025-03-09 19:54:55,542 - train - INFO - Epoch: 22 | Batch: 0 | Loss: 1.576 | Acc: 50.78% -2025-03-09 19:54:57,589 - train - INFO - Epoch: 22 | Batch: 100 | Loss: 1.439 | Acc: 50.59% -2025-03-09 19:54:59,618 - train - INFO - Epoch: 22 | Batch: 200 | Loss: 1.443 | Acc: 50.26% -2025-03-09 19:55:01,786 - train - INFO - Epoch: 22 | Batch: 300 | Loss: 1.447 | Acc: 50.06% -2025-03-09 19:55:04,883 - train - INFO - Epoch: 22 | Test Loss: 1.385 | Test Acc: 52.66% -2025-03-09 19:55:05,110 - train - INFO - Epoch: 23 | Batch: 0 | Loss: 1.361 | Acc: 49.22% -2025-03-09 19:55:07,153 - train - INFO - Epoch: 23 | Batch: 100 | Loss: 1.446 | Acc: 48.96% -2025-03-09 19:55:09,130 - train - INFO - Epoch: 23 | Batch: 200 | Loss: 1.446 | Acc: 49.48% -2025-03-09 19:55:11,103 - train - INFO - Epoch: 23 | Batch: 300 | Loss: 1.436 | Acc: 50.26% -2025-03-09 19:55:14,018 - train - INFO - Epoch: 23 | Test Loss: 1.312 | Test Acc: 54.84% -2025-03-09 19:55:14,202 - train - INFO - Epoch: 24 | Batch: 0 | Loss: 1.346 | Acc: 50.78% -2025-03-09 19:55:16,194 - train - INFO - Epoch: 24 | Batch: 100 | Loss: 1.455 | Acc: 48.91% -2025-03-09 19:55:18,163 - train - INFO - Epoch: 24 | Batch: 200 | Loss: 1.440 | Acc: 49.81% -2025-03-09 19:55:20,197 - train - INFO - Epoch: 24 | Batch: 300 | Loss: 1.437 | Acc: 50.04% -2025-03-09 19:55:23,241 - train - INFO - Epoch: 24 | Test Loss: 1.458 | Test Acc: 51.68% -2025-03-09 19:55:32,077 - train - INFO - Epoch: 25 | Batch: 0 | Loss: 1.432 | Acc: 54.69% -2025-03-09 19:55:34,182 - train - INFO - Epoch: 25 | Batch: 100 | Loss: 1.410 | Acc: 51.34% -2025-03-09 19:55:36,201 - train - INFO - Epoch: 25 | Batch: 200 | Loss: 1.422 | Acc: 51.18% -2025-03-09 19:55:38,082 - train - INFO - Epoch: 25 | Batch: 300 | Loss: 1.414 | Acc: 51.21% -2025-03-09 19:55:41,003 - train - INFO - Epoch: 25 | Test Loss: 1.407 | Test Acc: 53.10% -2025-03-09 19:55:41,169 - train - INFO - Epoch: 26 | Batch: 0 | Loss: 1.408 | Acc: 53.91% -2025-03-09 19:55:43,071 - train - INFO - Epoch: 26 | Batch: 100 | Loss: 1.397 | Acc: 51.52% -2025-03-09 19:55:45,032 - train - INFO - Epoch: 26 | Batch: 200 | Loss: 1.416 | Acc: 51.12% -2025-03-09 19:55:47,033 - train - INFO - Epoch: 26 | Batch: 300 | Loss: 1.431 | Acc: 50.55% -2025-03-09 19:55:50,303 - train - INFO - Epoch: 26 | Test Loss: 1.337 | Test Acc: 53.87% -2025-03-09 19:55:50,467 - train - INFO - Epoch: 27 | Batch: 0 | Loss: 1.436 | Acc: 52.34% -2025-03-09 19:55:52,603 - train - INFO - Epoch: 27 | Batch: 100 | Loss: 1.400 | Acc: 51.96% -2025-03-09 19:55:54,700 - train - INFO - Epoch: 27 | Batch: 200 | Loss: 1.415 | Acc: 51.58% -2025-03-09 19:55:56,931 - train - INFO - Epoch: 27 | Batch: 300 | Loss: 1.403 | Acc: 51.88% -2025-03-09 19:56:00,315 - train - INFO - Epoch: 27 | Test Loss: 1.284 | Test Acc: 57.01% -2025-03-09 19:56:00,490 - train - INFO - Epoch: 28 | Batch: 0 | Loss: 1.196 | Acc: 53.91% -2025-03-09 19:56:02,614 - train - INFO - Epoch: 28 | Batch: 100 | Loss: 1.402 | Acc: 51.76% -2025-03-09 19:56:04,933 - train - INFO - Epoch: 28 | Batch: 200 | Loss: 1.408 | Acc: 51.64% -2025-03-09 19:56:06,826 - train - INFO - Epoch: 28 | Batch: 300 | Loss: 1.415 | Acc: 51.37% -2025-03-09 19:56:09,723 - train - INFO - Epoch: 28 | Test Loss: 1.512 | Test Acc: 49.97% -2025-03-09 19:56:18,095 - train - INFO - Epoch: 29 | Batch: 0 | Loss: 1.663 | Acc: 49.22% -2025-03-09 19:56:20,071 - train - INFO - Epoch: 29 | Batch: 100 | Loss: 1.450 | Acc: 49.74% -2025-03-09 19:56:22,046 - train - INFO - Epoch: 29 | Batch: 200 | Loss: 1.418 | Acc: 51.07% -2025-03-09 19:56:23,941 - train - INFO - Epoch: 29 | Batch: 300 | Loss: 1.418 | Acc: 51.21% -2025-03-09 19:56:27,201 - train - INFO - Epoch: 29 | Test Loss: 1.399 | Test Acc: 50.57% -2025-03-09 19:56:27,418 - train - INFO - Epoch: 30 | Batch: 0 | Loss: 1.487 | Acc: 50.78% -2025-03-09 19:56:29,631 - train - INFO - Epoch: 30 | Batch: 100 | Loss: 1.407 | Acc: 52.09% -2025-03-09 19:56:31,749 - train - INFO - Epoch: 30 | Batch: 200 | Loss: 1.405 | Acc: 52.03% -2025-03-09 19:56:34,079 - train - INFO - Epoch: 30 | Batch: 300 | Loss: 1.409 | Acc: 51.79% -2025-03-09 19:56:37,224 - train - INFO - Epoch: 30 | Test Loss: 1.353 | Test Acc: 51.54% -2025-03-09 19:56:37,407 - train - INFO - Epoch: 31 | Batch: 0 | Loss: 1.319 | Acc: 50.78% -2025-03-09 19:56:39,290 - train - INFO - Epoch: 31 | Batch: 100 | Loss: 1.408 | Acc: 52.58% -2025-03-09 19:56:41,278 - train - INFO - Epoch: 31 | Batch: 200 | Loss: 1.403 | Acc: 52.27% -2025-03-09 19:56:43,239 - train - INFO - Epoch: 31 | Batch: 300 | Loss: 1.405 | Acc: 52.06% -2025-03-09 19:56:46,411 - train - INFO - Epoch: 31 | Test Loss: 1.437 | Test Acc: 50.89% -2025-03-09 19:56:46,625 - train - INFO - Epoch: 32 | Batch: 0 | Loss: 1.625 | Acc: 38.28% -2025-03-09 19:56:48,617 - train - INFO - Epoch: 32 | Batch: 100 | Loss: 1.408 | Acc: 52.27% -2025-03-09 19:56:50,612 - train - INFO - Epoch: 32 | Batch: 200 | Loss: 1.404 | Acc: 52.34% -2025-03-09 19:56:52,563 - train - INFO - Epoch: 32 | Batch: 300 | Loss: 1.419 | Acc: 51.68% -2025-03-09 19:56:55,759 - train - INFO - Epoch: 32 | Test Loss: 1.462 | Test Acc: 49.63% -2025-03-09 19:57:04,788 - train - INFO - Epoch: 33 | Batch: 0 | Loss: 1.380 | Acc: 50.78% -2025-03-09 19:57:06,775 - train - INFO - Epoch: 33 | Batch: 100 | Loss: 1.404 | Acc: 52.44% -2025-03-09 19:57:08,717 - train - INFO - Epoch: 33 | Batch: 200 | Loss: 1.401 | Acc: 52.40% -2025-03-09 19:57:10,621 - train - INFO - Epoch: 33 | Batch: 300 | Loss: 1.402 | Acc: 52.39% -2025-03-09 19:57:13,611 - train - INFO - Epoch: 33 | Test Loss: 1.429 | Test Acc: 50.51% -2025-03-09 19:57:13,780 - train - INFO - Epoch: 34 | Batch: 0 | Loss: 1.457 | Acc: 45.31% -2025-03-09 19:57:15,716 - train - INFO - Epoch: 34 | Batch: 100 | Loss: 1.382 | Acc: 52.42% -2025-03-09 19:57:17,568 - train - INFO - Epoch: 34 | Batch: 200 | Loss: 1.369 | Acc: 53.09% -2025-03-09 19:57:19,467 - train - INFO - Epoch: 34 | Batch: 300 | Loss: 1.385 | Acc: 52.48% -2025-03-09 19:57:22,494 - train - INFO - Epoch: 34 | Test Loss: 1.269 | Test Acc: 58.16% -2025-03-09 19:57:22,652 - train - INFO - Epoch: 35 | Batch: 0 | Loss: 1.363 | Acc: 50.00% -2025-03-09 19:57:24,637 - train - INFO - Epoch: 35 | Batch: 100 | Loss: 1.370 | Acc: 53.33% -2025-03-09 19:57:26,607 - train - INFO - Epoch: 35 | Batch: 200 | Loss: 1.357 | Acc: 53.85% -2025-03-09 19:57:28,609 - train - INFO - Epoch: 35 | Batch: 300 | Loss: 1.376 | Acc: 53.20% -2025-03-09 19:57:31,872 - train - INFO - Epoch: 35 | Test Loss: 1.374 | Test Acc: 52.82% -2025-03-09 19:57:32,038 - train - INFO - Epoch: 36 | Batch: 0 | Loss: 1.409 | Acc: 48.44% -2025-03-09 19:57:34,309 - train - INFO - Epoch: 36 | Batch: 100 | Loss: 1.380 | Acc: 53.10% -2025-03-09 19:57:36,495 - train - INFO - Epoch: 36 | Batch: 200 | Loss: 1.412 | Acc: 52.32% -2025-03-09 19:57:38,858 - train - INFO - Epoch: 36 | Batch: 300 | Loss: 1.407 | Acc: 52.43% -2025-03-09 19:57:41,965 - train - INFO - Epoch: 36 | Test Loss: 1.315 | Test Acc: 53.89% -2025-03-09 19:57:50,440 - train - INFO - Epoch: 37 | Batch: 0 | Loss: 1.449 | Acc: 54.69% -2025-03-09 19:57:52,335 - train - INFO - Epoch: 37 | Batch: 100 | Loss: 1.406 | Acc: 52.27% -2025-03-09 19:57:54,375 - train - INFO - Epoch: 37 | Batch: 200 | Loss: 1.402 | Acc: 52.22% -2025-03-09 19:57:56,397 - train - INFO - Epoch: 37 | Batch: 300 | Loss: 1.402 | Acc: 51.95% -2025-03-09 19:57:59,642 - train - INFO - Epoch: 37 | Test Loss: 1.317 | Test Acc: 54.21% -2025-03-09 19:57:59,815 - train - INFO - Epoch: 38 | Batch: 0 | Loss: 1.396 | Acc: 53.91% -2025-03-09 19:58:01,888 - train - INFO - Epoch: 38 | Batch: 100 | Loss: 1.402 | Acc: 52.91% -2025-03-09 19:58:04,248 - train - INFO - Epoch: 38 | Batch: 200 | Loss: 1.390 | Acc: 53.00% -2025-03-09 19:58:06,220 - train - INFO - Epoch: 38 | Batch: 300 | Loss: 1.384 | Acc: 52.99% -2025-03-09 19:58:09,163 - train - INFO - Epoch: 38 | Test Loss: 1.377 | Test Acc: 53.56% -2025-03-09 19:58:09,344 - train - INFO - Epoch: 39 | Batch: 0 | Loss: 1.318 | Acc: 56.25% -2025-03-09 19:58:11,213 - train - INFO - Epoch: 39 | Batch: 100 | Loss: 1.357 | Acc: 53.60% -2025-03-09 19:58:13,162 - train - INFO - Epoch: 39 | Batch: 200 | Loss: 1.359 | Acc: 53.66% -2025-03-09 19:58:15,049 - train - INFO - Epoch: 39 | Batch: 300 | Loss: 1.365 | Acc: 53.45% -2025-03-09 19:58:17,934 - train - INFO - Epoch: 39 | Test Loss: 1.387 | Test Acc: 53.77% -2025-03-09 19:58:18,107 - train - INFO - Epoch: 40 | Batch: 0 | Loss: 1.412 | Acc: 48.44% -2025-03-09 19:58:20,130 - train - INFO - Epoch: 40 | Batch: 100 | Loss: 1.366 | Acc: 53.23% -2025-03-09 19:58:22,068 - train - INFO - Epoch: 40 | Batch: 200 | Loss: 1.351 | Acc: 53.61% -2025-03-09 19:58:24,230 - train - INFO - Epoch: 40 | Batch: 300 | Loss: 1.354 | Acc: 53.64% -2025-03-09 19:58:27,405 - train - INFO - Epoch: 40 | Test Loss: 1.372 | Test Acc: 53.59% -2025-03-09 19:58:36,177 - train - INFO - Epoch: 41 | Batch: 0 | Loss: 1.538 | Acc: 44.53% -2025-03-09 19:58:38,243 - train - INFO - Epoch: 41 | Batch: 100 | Loss: 1.372 | Acc: 53.30% -2025-03-09 19:58:40,234 - train - INFO - Epoch: 41 | Batch: 200 | Loss: 1.364 | Acc: 53.72% -2025-03-09 19:58:42,245 - train - INFO - Epoch: 41 | Batch: 300 | Loss: 1.369 | Acc: 53.57% -2025-03-09 19:58:45,634 - train - INFO - Epoch: 41 | Test Loss: 1.296 | Test Acc: 54.74% -2025-03-09 19:58:45,798 - train - INFO - Epoch: 42 | Batch: 0 | Loss: 1.475 | Acc: 44.53% -2025-03-09 19:58:47,867 - train - INFO - Epoch: 42 | Batch: 100 | Loss: 1.368 | Acc: 52.49% -2025-03-09 19:58:50,126 - train - INFO - Epoch: 42 | Batch: 200 | Loss: 1.368 | Acc: 52.68% -2025-03-09 19:58:52,366 - train - INFO - Epoch: 42 | Batch: 300 | Loss: 1.377 | Acc: 52.70% -2025-03-09 19:58:55,621 - train - INFO - Epoch: 42 | Test Loss: 1.309 | Test Acc: 58.19% -2025-03-09 19:58:55,774 - train - INFO - Epoch: 43 | Batch: 0 | Loss: 1.291 | Acc: 61.72% -2025-03-09 19:58:57,733 - train - INFO - Epoch: 43 | Batch: 100 | Loss: 1.340 | Acc: 54.46% -2025-03-09 19:58:59,676 - train - INFO - Epoch: 43 | Batch: 200 | Loss: 1.329 | Acc: 54.83% -2025-03-09 19:59:01,636 - train - INFO - Epoch: 43 | Batch: 300 | Loss: 1.331 | Acc: 55.12% -2025-03-09 19:59:04,691 - train - INFO - Epoch: 43 | Test Loss: 1.373 | Test Acc: 53.69% -2025-03-09 19:59:04,836 - train - INFO - Epoch: 44 | Batch: 0 | Loss: 1.310 | Acc: 52.34% -2025-03-09 19:59:06,796 - train - INFO - Epoch: 44 | Batch: 100 | Loss: 1.373 | Acc: 53.46% -2025-03-09 19:59:08,711 - train - INFO - Epoch: 44 | Batch: 200 | Loss: 1.368 | Acc: 53.84% -2025-03-09 19:59:10,613 - train - INFO - Epoch: 44 | Batch: 300 | Loss: 1.362 | Acc: 53.90% -2025-03-09 19:59:13,399 - train - INFO - Epoch: 44 | Test Loss: 1.378 | Test Acc: 53.67% -2025-03-09 19:59:21,620 - train - INFO - Epoch: 45 | Batch: 0 | Loss: 1.383 | Acc: 58.59% -2025-03-09 19:59:23,458 - train - INFO - Epoch: 45 | Batch: 100 | Loss: 1.325 | Acc: 55.49% -2025-03-09 19:59:25,416 - train - INFO - Epoch: 45 | Batch: 200 | Loss: 1.345 | Acc: 54.83% -2025-03-09 19:59:27,390 - train - INFO - Epoch: 45 | Batch: 300 | Loss: 1.361 | Acc: 54.17% -2025-03-09 19:59:30,307 - train - INFO - Epoch: 45 | Test Loss: 1.345 | Test Acc: 54.53% -2025-03-09 19:59:30,478 - train - INFO - Epoch: 46 | Batch: 0 | Loss: 1.303 | Acc: 55.47% -2025-03-09 19:59:32,427 - train - INFO - Epoch: 46 | Batch: 100 | Loss: 1.342 | Acc: 54.19% -2025-03-09 19:59:34,336 - train - INFO - Epoch: 46 | Batch: 200 | Loss: 1.337 | Acc: 54.64% -2025-03-09 19:59:36,228 - train - INFO - Epoch: 46 | Batch: 300 | Loss: 1.351 | Acc: 54.22% -2025-03-09 19:59:39,262 - train - INFO - Epoch: 46 | Test Loss: 1.345 | Test Acc: 56.16% -2025-03-09 19:59:39,452 - train - INFO - Epoch: 47 | Batch: 0 | Loss: 1.489 | Acc: 51.56% -2025-03-09 19:59:41,279 - train - INFO - Epoch: 47 | Batch: 100 | Loss: 1.328 | Acc: 54.90% -2025-03-09 19:59:43,204 - train - INFO - Epoch: 47 | Batch: 200 | Loss: 1.327 | Acc: 55.05% -2025-03-09 19:59:45,120 - train - INFO - Epoch: 47 | Batch: 300 | Loss: 1.333 | Acc: 55.00% -2025-03-09 19:59:48,254 - train - INFO - Epoch: 47 | Test Loss: 1.314 | Test Acc: 56.75% -2025-03-09 19:59:48,434 - train - INFO - Epoch: 48 | Batch: 0 | Loss: 1.208 | Acc: 59.38% -2025-03-09 19:59:50,454 - train - INFO - Epoch: 48 | Batch: 100 | Loss: 1.317 | Acc: 55.10% -2025-03-09 19:59:52,374 - train - INFO - Epoch: 48 | Batch: 200 | Loss: 1.312 | Acc: 55.74% -2025-03-09 19:59:54,256 - train - INFO - Epoch: 48 | Batch: 300 | Loss: 1.309 | Acc: 55.89% -2025-03-09 19:59:57,327 - train - INFO - Epoch: 48 | Test Loss: 1.271 | Test Acc: 58.09% -2025-03-09 20:00:06,506 - train - INFO - Epoch: 49 | Batch: 0 | Loss: 1.332 | Acc: 57.81% -2025-03-09 20:00:08,781 - train - INFO - Epoch: 49 | Batch: 100 | Loss: 1.298 | Acc: 55.98% -2025-03-09 20:00:11,349 - train - INFO - Epoch: 49 | Batch: 200 | Loss: 1.302 | Acc: 56.07% -2025-03-09 20:00:13,500 - train - INFO - Epoch: 49 | Batch: 300 | Loss: 1.307 | Acc: 55.87% -2025-03-09 20:00:16,544 - train - INFO - Epoch: 49 | Test Loss: 1.286 | Test Acc: 54.88% -2025-03-09 20:00:16,712 - train - INFO - Epoch: 50 | Batch: 0 | Loss: 1.354 | Acc: 55.47% -2025-03-09 20:00:18,651 - train - INFO - Epoch: 50 | Batch: 100 | Loss: 1.353 | Acc: 53.57% -2025-03-09 20:00:20,584 - train - INFO - Epoch: 50 | Batch: 200 | Loss: 1.335 | Acc: 54.65% -2025-03-09 20:00:22,491 - train - INFO - Epoch: 50 | Batch: 300 | Loss: 1.333 | Acc: 54.62% -2025-03-09 20:00:25,512 - train - INFO - Epoch: 50 | Test Loss: 1.264 | Test Acc: 56.42% -2025-03-09 20:00:25,692 - train - INFO - Epoch: 51 | Batch: 0 | Loss: 1.259 | Acc: 57.81% -2025-03-09 20:00:27,737 - train - INFO - Epoch: 51 | Batch: 100 | Loss: 1.293 | Acc: 56.82% -2025-03-09 20:00:29,766 - train - INFO - Epoch: 51 | Batch: 200 | Loss: 1.300 | Acc: 56.34% -2025-03-09 20:00:31,756 - train - INFO - Epoch: 51 | Batch: 300 | Loss: 1.297 | Acc: 56.14% -2025-03-09 20:00:34,929 - train - INFO - Epoch: 51 | Test Loss: 1.223 | Test Acc: 57.27% -2025-03-09 20:00:35,118 - train - INFO - Epoch: 52 | Batch: 0 | Loss: 1.323 | Acc: 55.47% -2025-03-09 20:00:37,282 - train - INFO - Epoch: 52 | Batch: 100 | Loss: 1.299 | Acc: 55.91% -2025-03-09 20:00:39,484 - train - INFO - Epoch: 52 | Batch: 200 | Loss: 1.289 | Acc: 56.01% -2025-03-09 20:00:41,515 - train - INFO - Epoch: 52 | Batch: 300 | Loss: 1.293 | Acc: 55.98% -2025-03-09 20:00:44,482 - train - INFO - Epoch: 52 | Test Loss: 1.310 | Test Acc: 55.00% -2025-03-09 20:00:52,924 - train - INFO - Epoch: 53 | Batch: 0 | Loss: 1.438 | Acc: 50.00% -2025-03-09 20:00:55,121 - train - INFO - Epoch: 53 | Batch: 100 | Loss: 1.297 | Acc: 56.12% -2025-03-09 20:00:57,170 - train - INFO - Epoch: 53 | Batch: 200 | Loss: 1.306 | Acc: 55.61% -2025-03-09 20:00:59,086 - train - INFO - Epoch: 53 | Batch: 300 | Loss: 1.310 | Acc: 55.32% -2025-03-09 20:01:01,976 - train - INFO - Epoch: 53 | Test Loss: 1.293 | Test Acc: 55.28% -2025-03-09 20:01:02,134 - train - INFO - Epoch: 54 | Batch: 0 | Loss: 1.311 | Acc: 53.91% -2025-03-09 20:01:04,118 - train - INFO - Epoch: 54 | Batch: 100 | Loss: 1.335 | Acc: 54.83% -2025-03-09 20:01:06,123 - train - INFO - Epoch: 54 | Batch: 200 | Loss: 1.312 | Acc: 55.50% -2025-03-09 20:01:08,143 - train - INFO - Epoch: 54 | Batch: 300 | Loss: 1.296 | Acc: 55.97% -2025-03-09 20:01:11,377 - train - INFO - Epoch: 54 | Test Loss: 1.293 | Test Acc: 57.74% -2025-03-09 20:01:11,543 - train - INFO - Epoch: 55 | Batch: 0 | Loss: 1.194 | Acc: 58.59% -2025-03-09 20:01:13,621 - train - INFO - Epoch: 55 | Batch: 100 | Loss: 1.266 | Acc: 56.81% -2025-03-09 20:01:15,599 - train - INFO - Epoch: 55 | Batch: 200 | Loss: 1.267 | Acc: 57.00% -2025-03-09 20:01:17,646 - train - INFO - Epoch: 55 | Batch: 300 | Loss: 1.297 | Acc: 56.35% -2025-03-09 20:01:20,601 - train - INFO - Epoch: 55 | Test Loss: 1.288 | Test Acc: 56.27% -2025-03-09 20:01:20,778 - train - INFO - Epoch: 56 | Batch: 0 | Loss: 1.295 | Acc: 54.69% -2025-03-09 20:01:22,676 - train - INFO - Epoch: 56 | Batch: 100 | Loss: 1.306 | Acc: 55.91% -2025-03-09 20:01:24,633 - train - INFO - Epoch: 56 | Batch: 200 | Loss: 1.289 | Acc: 56.60% -2025-03-09 20:01:26,625 - train - INFO - Epoch: 56 | Batch: 300 | Loss: 1.299 | Acc: 56.09% -2025-03-09 20:01:29,991 - train - INFO - Epoch: 56 | Test Loss: 1.264 | Test Acc: 56.79% -2025-03-09 20:01:38,741 - train - INFO - Epoch: 57 | Batch: 0 | Loss: 1.413 | Acc: 53.12% -2025-03-09 20:01:40,895 - train - INFO - Epoch: 57 | Batch: 100 | Loss: 1.295 | Acc: 56.21% -2025-03-09 20:01:43,111 - train - INFO - Epoch: 57 | Batch: 200 | Loss: 1.287 | Acc: 56.34% -2025-03-09 20:01:45,114 - train - INFO - Epoch: 57 | Batch: 300 | Loss: 1.276 | Acc: 56.62% -2025-03-09 20:01:48,333 - train - INFO - Epoch: 57 | Test Loss: 1.283 | Test Acc: 56.47% -2025-03-09 20:01:48,483 - train - INFO - Epoch: 58 | Batch: 0 | Loss: 1.203 | Acc: 60.94% -2025-03-09 20:01:50,350 - train - INFO - Epoch: 58 | Batch: 100 | Loss: 1.265 | Acc: 57.16% -2025-03-09 20:01:52,319 - train - INFO - Epoch: 58 | Batch: 200 | Loss: 1.278 | Acc: 56.86% -2025-03-09 20:01:54,253 - train - INFO - Epoch: 58 | Batch: 300 | Loss: 1.278 | Acc: 56.76% -2025-03-09 20:01:57,139 - train - INFO - Epoch: 58 | Test Loss: 1.250 | Test Acc: 55.98% -2025-03-09 20:01:57,294 - train - INFO - Epoch: 59 | Batch: 0 | Loss: 1.299 | Acc: 54.69% -2025-03-09 20:01:59,177 - train - INFO - Epoch: 59 | Batch: 100 | Loss: 1.275 | Acc: 56.53% -2025-03-09 20:02:01,061 - train - INFO - Epoch: 59 | Batch: 200 | Loss: 1.264 | Acc: 57.11% -2025-03-09 20:02:03,013 - train - INFO - Epoch: 59 | Batch: 300 | Loss: 1.270 | Acc: 57.01% -2025-03-09 20:02:05,873 - train - INFO - Epoch: 59 | Test Loss: 1.175 | Test Acc: 60.14% -2025-03-09 20:02:06,084 - train - INFO - Epoch: 60 | Batch: 0 | Loss: 1.176 | Acc: 60.16% -2025-03-09 20:02:08,156 - train - INFO - Epoch: 60 | Batch: 100 | Loss: 1.276 | Acc: 56.69% -2025-03-09 20:02:10,235 - train - INFO - Epoch: 60 | Batch: 200 | Loss: 1.261 | Acc: 57.39% -2025-03-09 20:02:12,262 - train - INFO - Epoch: 60 | Batch: 300 | Loss: 1.272 | Acc: 56.96% -2025-03-09 20:02:15,547 - train - INFO - Epoch: 60 | Test Loss: 1.258 | Test Acc: 57.63% -2025-03-09 20:02:24,176 - train - INFO - Epoch: 61 | Batch: 0 | Loss: 1.181 | Acc: 63.28% -2025-03-09 20:02:26,274 - train - INFO - Epoch: 61 | Batch: 100 | Loss: 1.283 | Acc: 56.98% -2025-03-09 20:02:28,240 - train - INFO - Epoch: 61 | Batch: 200 | Loss: 1.267 | Acc: 57.38% -2025-03-09 20:02:30,146 - train - INFO - Epoch: 61 | Batch: 300 | Loss: 1.266 | Acc: 57.71% -2025-03-09 20:02:33,184 - train - INFO - Epoch: 61 | Test Loss: 1.185 | Test Acc: 57.88% -2025-03-09 20:02:33,361 - train - INFO - Epoch: 62 | Batch: 0 | Loss: 1.181 | Acc: 55.47% -2025-03-09 20:02:35,405 - train - INFO - Epoch: 62 | Batch: 100 | Loss: 1.237 | Acc: 58.36% -2025-03-09 20:02:37,431 - train - INFO - Epoch: 62 | Batch: 200 | Loss: 1.222 | Acc: 58.83% -2025-03-09 20:02:39,492 - train - INFO - Epoch: 62 | Batch: 300 | Loss: 1.225 | Acc: 58.54% -2025-03-09 20:02:42,962 - train - INFO - Epoch: 62 | Test Loss: 1.201 | Test Acc: 59.17% -2025-03-09 20:02:43,194 - train - INFO - Epoch: 63 | Batch: 0 | Loss: 1.167 | Acc: 57.03% -2025-03-09 20:02:45,381 - train - INFO - Epoch: 63 | Batch: 100 | Loss: 1.255 | Acc: 57.75% -2025-03-09 20:02:47,427 - train - INFO - Epoch: 63 | Batch: 200 | Loss: 1.251 | Acc: 57.57% -2025-03-09 20:02:49,782 - train - INFO - Epoch: 63 | Batch: 300 | Loss: 1.247 | Acc: 57.64% -2025-03-09 20:02:52,930 - train - INFO - Epoch: 63 | Test Loss: 1.212 | Test Acc: 59.46% -2025-03-09 20:02:53,093 - train - INFO - Epoch: 64 | Batch: 0 | Loss: 1.213 | Acc: 60.16% -2025-03-09 20:02:54,979 - train - INFO - Epoch: 64 | Batch: 100 | Loss: 1.238 | Acc: 58.62% -2025-03-09 20:02:56,924 - train - INFO - Epoch: 64 | Batch: 200 | Loss: 1.231 | Acc: 58.56% -2025-03-09 20:02:59,004 - train - INFO - Epoch: 64 | Batch: 300 | Loss: 1.235 | Acc: 58.42% -2025-03-09 20:03:02,027 - train - INFO - Epoch: 64 | Test Loss: 1.301 | Test Acc: 56.76% -2025-03-09 20:03:11,492 - train - INFO - Epoch: 65 | Batch: 0 | Loss: 1.440 | Acc: 59.38% -2025-03-09 20:03:13,589 - train - INFO - Epoch: 65 | Batch: 100 | Loss: 1.219 | Acc: 57.99% -2025-03-09 20:03:15,758 - train - INFO - Epoch: 65 | Batch: 200 | Loss: 1.214 | Acc: 58.48% -2025-03-09 20:03:17,811 - train - INFO - Epoch: 65 | Batch: 300 | Loss: 1.220 | Acc: 58.31% -2025-03-09 20:03:20,962 - train - INFO - Epoch: 65 | Test Loss: 1.133 | Test Acc: 62.39% -2025-03-09 20:03:21,151 - train - INFO - Epoch: 66 | Batch: 0 | Loss: 1.090 | Acc: 64.84% -2025-03-09 20:03:23,279 - train - INFO - Epoch: 66 | Batch: 100 | Loss: 1.212 | Acc: 58.54% -2025-03-09 20:03:25,314 - train - INFO - Epoch: 66 | Batch: 200 | Loss: 1.221 | Acc: 58.45% -2025-03-09 20:03:27,262 - train - INFO - Epoch: 66 | Batch: 300 | Loss: 1.220 | Acc: 58.67% -2025-03-09 20:03:30,250 - train - INFO - Epoch: 66 | Test Loss: 1.128 | Test Acc: 62.20% -2025-03-09 20:03:30,427 - train - INFO - Epoch: 67 | Batch: 0 | Loss: 1.194 | Acc: 62.50% -2025-03-09 20:03:32,409 - train - INFO - Epoch: 67 | Batch: 100 | Loss: 1.205 | Acc: 59.23% -2025-03-09 20:03:34,525 - train - INFO - Epoch: 67 | Batch: 200 | Loss: 1.219 | Acc: 58.96% -2025-03-09 20:03:36,669 - train - INFO - Epoch: 67 | Batch: 300 | Loss: 1.224 | Acc: 58.88% -2025-03-09 20:03:40,213 - train - INFO - Epoch: 67 | Test Loss: 1.198 | Test Acc: 60.10% -2025-03-09 20:03:40,438 - train - INFO - Epoch: 68 | Batch: 0 | Loss: 1.071 | Acc: 59.38% -2025-03-09 20:03:42,654 - train - INFO - Epoch: 68 | Batch: 100 | Loss: 1.195 | Acc: 59.75% -2025-03-09 20:03:44,633 - train - INFO - Epoch: 68 | Batch: 200 | Loss: 1.193 | Acc: 59.75% -2025-03-09 20:03:46,611 - train - INFO - Epoch: 68 | Batch: 300 | Loss: 1.193 | Acc: 59.72% -2025-03-09 20:03:49,635 - train - INFO - Epoch: 68 | Test Loss: 1.170 | Test Acc: 60.74% -2025-03-09 20:03:58,030 - train - INFO - Epoch: 69 | Batch: 0 | Loss: 1.065 | Acc: 57.81% -2025-03-09 20:04:00,061 - train - INFO - Epoch: 69 | Batch: 100 | Loss: 1.217 | Acc: 58.83% -2025-03-09 20:04:01,977 - train - INFO - Epoch: 69 | Batch: 200 | Loss: 1.226 | Acc: 58.59% -2025-03-09 20:04:03,999 - train - INFO - Epoch: 69 | Batch: 300 | Loss: 1.229 | Acc: 58.67% -2025-03-09 20:04:07,214 - train - INFO - Epoch: 69 | Test Loss: 1.170 | Test Acc: 61.05% -2025-03-09 20:04:07,420 - train - INFO - Epoch: 70 | Batch: 0 | Loss: 1.327 | Acc: 55.47% -2025-03-09 20:04:09,428 - train - INFO - Epoch: 70 | Batch: 100 | Loss: 1.212 | Acc: 59.03% -2025-03-09 20:04:11,490 - train - INFO - Epoch: 70 | Batch: 200 | Loss: 1.210 | Acc: 59.22% -2025-03-09 20:04:13,652 - train - INFO - Epoch: 70 | Batch: 300 | Loss: 1.201 | Acc: 59.55% -2025-03-09 20:04:16,600 - train - INFO - Epoch: 70 | Test Loss: 1.083 | Test Acc: 63.70% -2025-03-09 20:04:16,780 - train - INFO - Epoch: 71 | Batch: 0 | Loss: 1.090 | Acc: 64.84% -2025-03-09 20:04:18,739 - train - INFO - Epoch: 71 | Batch: 100 | Loss: 1.180 | Acc: 60.05% -2025-03-09 20:04:20,670 - train - INFO - Epoch: 71 | Batch: 200 | Loss: 1.185 | Acc: 59.98% -2025-03-09 20:04:22,543 - train - INFO - Epoch: 71 | Batch: 300 | Loss: 1.183 | Acc: 60.13% -2025-03-09 20:04:25,494 - train - INFO - Epoch: 71 | Test Loss: 1.122 | Test Acc: 63.08% -2025-03-09 20:04:25,672 - train - INFO - Epoch: 72 | Batch: 0 | Loss: 1.234 | Acc: 57.81% -2025-03-09 20:04:27,737 - train - INFO - Epoch: 72 | Batch: 100 | Loss: 1.229 | Acc: 58.80% -2025-03-09 20:04:29,724 - train - INFO - Epoch: 72 | Batch: 200 | Loss: 1.214 | Acc: 59.19% -2025-03-09 20:04:31,711 - train - INFO - Epoch: 72 | Batch: 300 | Loss: 1.205 | Acc: 59.47% -2025-03-09 20:04:35,205 - train - INFO - Epoch: 72 | Test Loss: 1.286 | Test Acc: 58.20% -2025-03-09 20:04:44,301 - train - INFO - Epoch: 73 | Batch: 0 | Loss: 1.294 | Acc: 57.81% -2025-03-09 20:04:46,184 - train - INFO - Epoch: 73 | Batch: 100 | Loss: 1.195 | Acc: 59.38% -2025-03-09 20:04:48,292 - train - INFO - Epoch: 73 | Batch: 200 | Loss: 1.186 | Acc: 59.92% -2025-03-09 20:04:50,218 - train - INFO - Epoch: 73 | Batch: 300 | Loss: 1.186 | Acc: 59.97% -2025-03-09 20:04:53,168 - train - INFO - Epoch: 73 | Test Loss: 1.130 | Test Acc: 62.16% -2025-03-09 20:04:53,370 - train - INFO - Epoch: 74 | Batch: 0 | Loss: 1.022 | Acc: 66.41% -2025-03-09 20:04:55,408 - train - INFO - Epoch: 74 | Batch: 100 | Loss: 1.219 | Acc: 58.83% -2025-03-09 20:04:57,367 - train - INFO - Epoch: 74 | Batch: 200 | Loss: 1.196 | Acc: 59.82% -2025-03-09 20:04:59,411 - train - INFO - Epoch: 74 | Batch: 300 | Loss: 1.184 | Acc: 60.10% -2025-03-09 20:05:02,780 - train - INFO - Epoch: 74 | Test Loss: 1.169 | Test Acc: 59.53% -2025-03-09 20:05:02,956 - train - INFO - Epoch: 75 | Batch: 0 | Loss: 1.042 | Acc: 64.06% -2025-03-09 20:05:04,928 - train - INFO - Epoch: 75 | Batch: 100 | Loss: 1.179 | Acc: 59.97% -2025-03-09 20:05:07,026 - train - INFO - Epoch: 75 | Batch: 200 | Loss: 1.164 | Acc: 60.59% -2025-03-09 20:05:09,052 - train - INFO - Epoch: 75 | Batch: 300 | Loss: 1.168 | Acc: 60.56% -2025-03-09 20:05:12,486 - train - INFO - Epoch: 75 | Test Loss: 1.086 | Test Acc: 64.61% -2025-03-09 20:05:12,668 - train - INFO - Epoch: 76 | Batch: 0 | Loss: 1.005 | Acc: 67.97% -2025-03-09 20:05:14,872 - train - INFO - Epoch: 76 | Batch: 100 | Loss: 1.188 | Acc: 59.54% -2025-03-09 20:05:17,020 - train - INFO - Epoch: 76 | Batch: 200 | Loss: 1.168 | Acc: 60.31% -2025-03-09 20:05:18,884 - train - INFO - Epoch: 76 | Batch: 300 | Loss: 1.171 | Acc: 60.22% -2025-03-09 20:05:21,857 - train - INFO - Epoch: 76 | Test Loss: 1.077 | Test Acc: 64.56% -2025-03-09 20:05:30,426 - train - INFO - Epoch: 77 | Batch: 0 | Loss: 0.993 | Acc: 67.97% -2025-03-09 20:05:32,481 - train - INFO - Epoch: 77 | Batch: 100 | Loss: 1.187 | Acc: 59.47% -2025-03-09 20:05:34,515 - train - INFO - Epoch: 77 | Batch: 200 | Loss: 1.162 | Acc: 60.40% -2025-03-09 20:05:36,603 - train - INFO - Epoch: 77 | Batch: 300 | Loss: 1.156 | Acc: 60.49% -2025-03-09 20:05:39,781 - train - INFO - Epoch: 77 | Test Loss: 1.148 | Test Acc: 61.77% -2025-03-09 20:05:39,985 - train - INFO - Epoch: 78 | Batch: 0 | Loss: 1.126 | Acc: 60.16% -2025-03-09 20:05:41,942 - train - INFO - Epoch: 78 | Batch: 100 | Loss: 1.135 | Acc: 61.81% -2025-03-09 20:05:43,948 - train - INFO - Epoch: 78 | Batch: 200 | Loss: 1.130 | Acc: 61.72% -2025-03-09 20:05:46,120 - train - INFO - Epoch: 78 | Batch: 300 | Loss: 1.144 | Acc: 61.18% -2025-03-09 20:05:49,313 - train - INFO - Epoch: 78 | Test Loss: 1.187 | Test Acc: 60.45% -2025-03-09 20:05:49,505 - train - INFO - Epoch: 79 | Batch: 0 | Loss: 1.205 | Acc: 60.94% -2025-03-09 20:05:51,476 - train - INFO - Epoch: 79 | Batch: 100 | Loss: 1.161 | Acc: 60.95% -2025-03-09 20:05:53,457 - train - INFO - Epoch: 79 | Batch: 200 | Loss: 1.157 | Acc: 61.07% -2025-03-09 20:05:55,418 - train - INFO - Epoch: 79 | Batch: 300 | Loss: 1.156 | Acc: 61.12% -2025-03-09 20:05:58,509 - train - INFO - Epoch: 79 | Test Loss: 1.056 | Test Acc: 63.68% -2025-03-09 20:05:58,686 - train - INFO - Epoch: 80 | Batch: 0 | Loss: 1.065 | Acc: 64.84% -2025-03-09 20:06:00,797 - train - INFO - Epoch: 80 | Batch: 100 | Loss: 1.121 | Acc: 62.57% -2025-03-09 20:06:02,773 - train - INFO - Epoch: 80 | Batch: 200 | Loss: 1.133 | Acc: 61.80% -2025-03-09 20:06:04,652 - train - INFO - Epoch: 80 | Batch: 300 | Loss: 1.145 | Acc: 61.24% -2025-03-09 20:06:07,896 - train - INFO - Epoch: 80 | Test Loss: 1.118 | Test Acc: 62.60% -2025-03-09 20:06:17,187 - train - INFO - Epoch: 81 | Batch: 0 | Loss: 0.981 | Acc: 64.06% -2025-03-09 20:06:19,096 - train - INFO - Epoch: 81 | Batch: 100 | Loss: 1.167 | Acc: 61.12% -2025-03-09 20:06:21,115 - train - INFO - Epoch: 81 | Batch: 200 | Loss: 1.154 | Acc: 61.34% -2025-03-09 20:06:23,095 - train - INFO - Epoch: 81 | Batch: 300 | Loss: 1.144 | Acc: 61.42% -2025-03-09 20:06:26,187 - train - INFO - Epoch: 81 | Test Loss: 1.173 | Test Acc: 60.44% -2025-03-09 20:06:26,358 - train - INFO - Epoch: 82 | Batch: 0 | Loss: 1.302 | Acc: 53.91% -2025-03-09 20:06:28,368 - train - INFO - Epoch: 82 | Batch: 100 | Loss: 1.138 | Acc: 61.95% -2025-03-09 20:06:30,300 - train - INFO - Epoch: 82 | Batch: 200 | Loss: 1.133 | Acc: 62.14% -2025-03-09 20:06:32,316 - train - INFO - Epoch: 82 | Batch: 300 | Loss: 1.134 | Acc: 62.13% -2025-03-09 20:06:35,449 - train - INFO - Epoch: 82 | Test Loss: 1.126 | Test Acc: 61.16% -2025-03-09 20:06:35,669 - train - INFO - Epoch: 83 | Batch: 0 | Loss: 1.332 | Acc: 53.12% -2025-03-09 20:06:37,637 - train - INFO - Epoch: 83 | Batch: 100 | Loss: 1.145 | Acc: 60.94% -2025-03-09 20:06:39,716 - train - INFO - Epoch: 83 | Batch: 200 | Loss: 1.138 | Acc: 61.66% -2025-03-09 20:06:41,791 - train - INFO - Epoch: 83 | Batch: 300 | Loss: 1.143 | Acc: 61.64% -2025-03-09 20:06:44,690 - train - INFO - Epoch: 83 | Test Loss: 1.201 | Test Acc: 61.08% -2025-03-09 20:06:44,856 - train - INFO - Epoch: 84 | Batch: 0 | Loss: 1.367 | Acc: 61.72% -2025-03-09 20:06:46,837 - train - INFO - Epoch: 84 | Batch: 100 | Loss: 1.157 | Acc: 61.66% -2025-03-09 20:06:48,817 - train - INFO - Epoch: 84 | Batch: 200 | Loss: 1.129 | Acc: 62.19% -2025-03-09 20:06:50,922 - train - INFO - Epoch: 84 | Batch: 300 | Loss: 1.124 | Acc: 62.21% -2025-03-09 20:06:54,051 - train - INFO - Epoch: 84 | Test Loss: 1.030 | Test Acc: 65.83% -2025-03-09 20:07:03,364 - train - INFO - Epoch: 85 | Batch: 0 | Loss: 0.997 | Acc: 66.41% -2025-03-09 20:07:06,169 - train - INFO - Epoch: 85 | Batch: 100 | Loss: 1.102 | Acc: 62.93% -2025-03-09 20:07:08,295 - train - INFO - Epoch: 85 | Batch: 200 | Loss: 1.099 | Acc: 62.92% -2025-03-09 20:07:10,316 - train - INFO - Epoch: 85 | Batch: 300 | Loss: 1.100 | Acc: 62.74% -2025-03-09 20:07:13,443 - train - INFO - Epoch: 85 | Test Loss: 0.993 | Test Acc: 66.24% -2025-03-09 20:07:13,613 - train - INFO - Epoch: 86 | Batch: 0 | Loss: 0.879 | Acc: 66.41% -2025-03-09 20:07:15,530 - train - INFO - Epoch: 86 | Batch: 100 | Loss: 1.070 | Acc: 63.68% -2025-03-09 20:07:17,620 - train - INFO - Epoch: 86 | Batch: 200 | Loss: 1.082 | Acc: 63.56% -2025-03-09 20:07:19,568 - train - INFO - Epoch: 86 | Batch: 300 | Loss: 1.095 | Acc: 63.20% -2025-03-09 20:07:22,857 - train - INFO - Epoch: 86 | Test Loss: 1.084 | Test Acc: 64.14% -2025-03-09 20:07:23,032 - train - INFO - Epoch: 87 | Batch: 0 | Loss: 1.100 | Acc: 59.38% -2025-03-09 20:07:25,120 - train - INFO - Epoch: 87 | Batch: 100 | Loss: 1.086 | Acc: 62.84% -2025-03-09 20:07:27,174 - train - INFO - Epoch: 87 | Batch: 200 | Loss: 1.096 | Acc: 62.75% -2025-03-09 20:07:29,361 - train - INFO - Epoch: 87 | Batch: 300 | Loss: 1.107 | Acc: 62.41% -2025-03-09 20:07:32,701 - train - INFO - Epoch: 87 | Test Loss: 1.017 | Test Acc: 66.01% -2025-03-09 20:07:32,864 - train - INFO - Epoch: 88 | Batch: 0 | Loss: 0.993 | Acc: 71.88% -2025-03-09 20:07:34,869 - train - INFO - Epoch: 88 | Batch: 100 | Loss: 1.064 | Acc: 64.05% -2025-03-09 20:07:36,860 - train - INFO - Epoch: 88 | Batch: 200 | Loss: 1.078 | Acc: 63.53% -2025-03-09 20:07:38,850 - train - INFO - Epoch: 88 | Batch: 300 | Loss: 1.093 | Acc: 63.05% -2025-03-09 20:07:41,861 - train - INFO - Epoch: 88 | Test Loss: 0.984 | Test Acc: 67.59% -2025-03-09 20:07:50,269 - train - INFO - Epoch: 89 | Batch: 0 | Loss: 1.033 | Acc: 64.06% -2025-03-09 20:07:52,348 - train - INFO - Epoch: 89 | Batch: 100 | Loss: 1.060 | Acc: 64.22% -2025-03-09 20:07:54,441 - train - INFO - Epoch: 89 | Batch: 200 | Loss: 1.060 | Acc: 64.06% -2025-03-09 20:07:56,483 - train - INFO - Epoch: 89 | Batch: 300 | Loss: 1.066 | Acc: 63.70% -2025-03-09 20:07:59,622 - train - INFO - Epoch: 89 | Test Loss: 1.052 | Test Acc: 65.01% -2025-03-09 20:07:59,816 - train - INFO - Epoch: 90 | Batch: 0 | Loss: 1.035 | Acc: 65.62% -2025-03-09 20:08:02,021 - train - INFO - Epoch: 90 | Batch: 100 | Loss: 1.072 | Acc: 64.50% -2025-03-09 20:08:04,109 - train - INFO - Epoch: 90 | Batch: 200 | Loss: 1.073 | Acc: 63.96% -2025-03-09 20:08:06,098 - train - INFO - Epoch: 90 | Batch: 300 | Loss: 1.079 | Acc: 63.72% -2025-03-09 20:08:09,147 - train - INFO - Epoch: 90 | Test Loss: 0.991 | Test Acc: 67.06% -2025-03-09 20:08:09,323 - train - INFO - Epoch: 91 | Batch: 0 | Loss: 1.019 | Acc: 66.41% -2025-03-09 20:08:11,288 - train - INFO - Epoch: 91 | Batch: 100 | Loss: 1.040 | Acc: 64.88% -2025-03-09 20:08:13,266 - train - INFO - Epoch: 91 | Batch: 200 | Loss: 1.043 | Acc: 64.61% -2025-03-09 20:08:15,248 - train - INFO - Epoch: 91 | Batch: 300 | Loss: 1.056 | Acc: 64.13% -2025-03-09 20:08:18,420 - train - INFO - Epoch: 91 | Test Loss: 1.099 | Test Acc: 63.08% -2025-03-09 20:08:18,624 - train - INFO - Epoch: 92 | Batch: 0 | Loss: 1.044 | Acc: 68.75% -2025-03-09 20:08:20,632 - train - INFO - Epoch: 92 | Batch: 100 | Loss: 1.055 | Acc: 64.34% -2025-03-09 20:08:22,645 - train - INFO - Epoch: 92 | Batch: 200 | Loss: 1.051 | Acc: 64.52% -2025-03-09 20:08:24,710 - train - INFO - Epoch: 92 | Batch: 300 | Loss: 1.063 | Acc: 63.84% -2025-03-09 20:08:27,778 - train - INFO - Epoch: 92 | Test Loss: 1.023 | Test Acc: 65.02% -2025-03-09 20:08:36,292 - train - INFO - Epoch: 93 | Batch: 0 | Loss: 1.010 | Acc: 64.06% -2025-03-09 20:08:38,381 - train - INFO - Epoch: 93 | Batch: 100 | Loss: 1.084 | Acc: 63.50% -2025-03-09 20:08:40,403 - train - INFO - Epoch: 93 | Batch: 200 | Loss: 1.055 | Acc: 64.34% -2025-03-09 20:08:42,384 - train - INFO - Epoch: 93 | Batch: 300 | Loss: 1.055 | Acc: 64.37% -2025-03-09 20:08:45,302 - train - INFO - Epoch: 93 | Test Loss: 1.040 | Test Acc: 65.43% -2025-03-09 20:08:45,476 - train - INFO - Epoch: 94 | Batch: 0 | Loss: 1.013 | Acc: 66.41% -2025-03-09 20:08:47,512 - train - INFO - Epoch: 94 | Batch: 100 | Loss: 1.048 | Acc: 64.67% -2025-03-09 20:08:49,355 - train - INFO - Epoch: 94 | Batch: 200 | Loss: 1.034 | Acc: 64.90% -2025-03-09 20:08:51,320 - train - INFO - Epoch: 94 | Batch: 300 | Loss: 1.032 | Acc: 65.03% -2025-03-09 20:08:54,352 - train - INFO - Epoch: 94 | Test Loss: 1.007 | Test Acc: 65.77% -2025-03-09 20:08:54,532 - train - INFO - Epoch: 95 | Batch: 0 | Loss: 0.963 | Acc: 68.75% -2025-03-09 20:08:56,486 - train - INFO - Epoch: 95 | Batch: 100 | Loss: 1.044 | Acc: 64.52% -2025-03-09 20:08:58,522 - train - INFO - Epoch: 95 | Batch: 200 | Loss: 1.059 | Acc: 64.16% -2025-03-09 20:09:00,641 - train - INFO - Epoch: 95 | Batch: 300 | Loss: 1.046 | Acc: 64.58% -2025-03-09 20:09:03,741 - train - INFO - Epoch: 95 | Test Loss: 1.032 | Test Acc: 65.96% -2025-03-09 20:09:03,950 - train - INFO - Epoch: 96 | Batch: 0 | Loss: 0.983 | Acc: 65.62% -2025-03-09 20:09:05,855 - train - INFO - Epoch: 96 | Batch: 100 | Loss: 1.032 | Acc: 64.93% -2025-03-09 20:09:07,774 - train - INFO - Epoch: 96 | Batch: 200 | Loss: 1.017 | Acc: 65.41% -2025-03-09 20:09:09,825 - train - INFO - Epoch: 96 | Batch: 300 | Loss: 1.017 | Acc: 65.49% -2025-03-09 20:09:12,898 - train - INFO - Epoch: 96 | Test Loss: 1.003 | Test Acc: 65.83% -2025-03-09 20:09:21,539 - train - INFO - Epoch: 97 | Batch: 0 | Loss: 0.992 | Acc: 66.41% -2025-03-09 20:09:23,513 - train - INFO - Epoch: 97 | Batch: 100 | Loss: 1.008 | Acc: 65.87% -2025-03-09 20:09:25,738 - train - INFO - Epoch: 97 | Batch: 200 | Loss: 1.015 | Acc: 65.68% -2025-03-09 20:09:27,822 - train - INFO - Epoch: 97 | Batch: 300 | Loss: 1.024 | Acc: 65.47% -2025-03-09 20:09:31,131 - train - INFO - Epoch: 97 | Test Loss: 0.978 | Test Acc: 67.57% -2025-03-09 20:09:31,294 - train - INFO - Epoch: 98 | Batch: 0 | Loss: 0.893 | Acc: 67.97% -2025-03-09 20:09:33,256 - train - INFO - Epoch: 98 | Batch: 100 | Loss: 1.005 | Acc: 65.52% -2025-03-09 20:09:35,255 - train - INFO - Epoch: 98 | Batch: 200 | Loss: 1.003 | Acc: 65.77% -2025-03-09 20:09:37,222 - train - INFO - Epoch: 98 | Batch: 300 | Loss: 1.001 | Acc: 66.07% -2025-03-09 20:09:40,328 - train - INFO - Epoch: 98 | Test Loss: 0.932 | Test Acc: 68.67% -2025-03-09 20:09:40,520 - train - INFO - Epoch: 99 | Batch: 0 | Loss: 0.896 | Acc: 66.41% -2025-03-09 20:09:42,505 - train - INFO - Epoch: 99 | Batch: 100 | Loss: 1.014 | Acc: 65.79% -2025-03-09 20:09:44,453 - train - INFO - Epoch: 99 | Batch: 200 | Loss: 1.009 | Acc: 65.97% -2025-03-09 20:09:46,594 - train - INFO - Epoch: 99 | Batch: 300 | Loss: 1.004 | Acc: 65.94% -2025-03-09 20:09:49,671 - train - INFO - Epoch: 99 | Test Loss: 0.956 | Test Acc: 68.30% -2025-03-09 20:09:49,866 - train - INFO - Epoch: 100 | Batch: 0 | Loss: 0.916 | Acc: 69.53% -2025-03-09 20:09:52,093 - train - INFO - Epoch: 100 | Batch: 100 | Loss: 1.005 | Acc: 65.68% -2025-03-09 20:09:54,201 - train - INFO - Epoch: 100 | Batch: 200 | Loss: 0.994 | Acc: 66.23% -2025-03-09 20:09:56,269 - train - INFO - Epoch: 100 | Batch: 300 | Loss: 0.995 | Acc: 66.23% -2025-03-09 20:09:59,443 - train - INFO - Epoch: 100 | Test Loss: 1.019 | Test Acc: 66.05% -2025-03-09 20:10:08,141 - train - INFO - 训练完成! diff --git a/Image/AlexNet/code/train.py b/Image/AlexNet/code/train.py deleted file mode 100644 index 471910191f65dfa21894397528db61c04c71a320..0000000000000000000000000000000000000000 --- a/Image/AlexNet/code/train.py +++ /dev/null @@ -1,42 +0,0 @@ -import sys -import os -sys.path.append(os.path.dirname(os.path.dirname(os.path.dirname(os.path.abspath(__file__))))) -from utils.dataset_utils import get_cifar10_dataloaders -from utils.train_utils import train_model, train_model_data_augmentation, train_model_backdoor -from utils.parse_args import parse_args -from model import AlexNet -#args.train_type #0 for normal train, 1 for data aug train,2 for back door train - -def main(): - # 解析命令行参数 - args = parse_args() - # 创建模型 - model = AlexNet() - if args.train_type == '0': - # 获取数据加载器 - trainloader, testloader = get_cifar10_dataloaders(batch_size=args.batch_size, local_dataset_path=args.dataset_path) - # 训练模型 - train_model( - model=model, - trainloader=trainloader, - testloader=testloader, - epochs=args.epochs, - lr=args.lr, - device=f'cuda:{args.gpu}', - save_dir='../model', - model_name='alexnet', - layer_name='conv3.2' - ) - elif args.train_type == '1': - train_model_data_augmentation(model, epochs=args.epochs, lr=args.lr, device=f'cuda:{args.gpu}', - save_dir='../model', model_name='alexnet', - batch_size=args.batch_size, num_workers=args.num_workers, - local_dataset_path=args.dataset_path) - elif args.train_type == '2': - train_model_backdoor(model, poison_ratio=0.1, target_label=0, epochs=args.epochs, lr=args.lr, - device=f'cuda:{args.gpu}', save_dir='../model', model_name='alexnet', - batch_size=args.batch_size, num_workers=args.num_workers, - local_dataset_path=args.dataset_path, layer_name='conv3.2') - -if __name__ == '__main__': - main() diff --git a/Image/AlexNet/dataset/.gitkeep b/Image/AlexNet/dataset/.gitkeep deleted file mode 100644 index e69de29bb2d1d6434b8b29ae775ad8c2e48c5391..0000000000000000000000000000000000000000 diff --git a/Image/AlexNet/model/0/epoch1/embeddings.npy b/Image/AlexNet/model/0/epoch1/embeddings.npy deleted file mode 100644 index 32de2c195e9f8f713463de5dad120a1ea7325972..0000000000000000000000000000000000000000 --- a/Image/AlexNet/model/0/epoch1/embeddings.npy +++ /dev/null @@ -1,3 +0,0 @@ -version https://git-lfs.github.com/spec/v1 -oid sha256:d6821ced877c4142fb43869d0c012cc021a0b345481a956e674f1ca23cf562dd -size 102400128 diff --git 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