2025-03-14 19:34:03,811 - train - INFO - 开始训练 mobilenetv3
2025-03-14 19:34:03,812 - train - INFO - 总轮数: 50, 学习率: 0.1, 设备: cuda:3
2025-03-14 19:34:04,510 - train - INFO - Epoch: 1 | Batch: 0 | Loss: 2.315 | Acc: 8.59%
2025-03-14 19:34:07,447 - train - INFO - Epoch: 1 | Batch: 100 | Loss: 2.150 | Acc: 21.51%
2025-03-14 19:34:10,386 - train - INFO - Epoch: 1 | Batch: 200 | Loss: 1.973 | Acc: 26.37%
2025-03-14 19:34:13,121 - train - INFO - Epoch: 1 | Batch: 300 | Loss: 1.881 | Acc: 29.73%
2025-03-14 19:34:17,285 - train - INFO - Epoch: 1 | Test Loss: 1.600 | Test Acc: 40.59%
2025-03-14 19:34:17,773 - train - INFO - Epoch: 2 | Batch: 0 | Loss: 1.550 | Acc: 39.06%
2025-03-14 19:34:20,584 - train - INFO - Epoch: 2 | Batch: 100 | Loss: 1.586 | Acc: 40.99%
2025-03-14 19:34:23,574 - train - INFO - Epoch: 2 | Batch: 200 | Loss: 1.574 | Acc: 41.84%
2025-03-14 19:34:26,466 - train - INFO - Epoch: 2 | Batch: 300 | Loss: 1.556 | Acc: 42.67%
2025-03-14 19:34:31,001 - train - INFO - Epoch: 2 | Test Loss: 1.407 | Test Acc: 48.43%
2025-03-14 19:34:41,695 - train - INFO - Epoch: 3 | Batch: 0 | Loss: 1.286 | Acc: 54.69%
2025-03-14 19:34:44,711 - train - INFO - Epoch: 3 | Batch: 100 | Loss: 1.447 | Acc: 47.37%
2025-03-14 19:34:47,946 - train - INFO - Epoch: 3 | Batch: 200 | Loss: 1.443 | Acc: 47.33%
2025-03-14 19:34:50,944 - train - INFO - Epoch: 3 | Batch: 300 | Loss: 1.441 | Acc: 47.48%
2025-03-14 19:34:56,768 - train - INFO - Epoch: 3 | Test Loss: 1.348 | Test Acc: 51.13%
2025-03-14 19:34:57,073 - train - INFO - Epoch: 4 | Batch: 0 | Loss: 1.300 | Acc: 57.03%
2025-03-14 19:35:02,274 - train - INFO - Epoch: 4 | Batch: 100 | Loss: 1.380 | Acc: 49.33%
2025-03-14 19:35:06,559 - train - INFO - Epoch: 4 | Batch: 200 | Loss: 1.368 | Acc: 50.15%
2025-03-14 19:35:10,317 - train - INFO - Epoch: 4 | Batch: 300 | Loss: 1.362 | Acc: 50.43%
2025-03-14 19:35:15,273 - train - INFO - Epoch: 4 | Test Loss: 1.359 | Test Acc: 50.22%
2025-03-14 19:35:28,028 - train - INFO - Epoch: 5 | Batch: 0 | Loss: 1.331 | Acc: 52.34%
2025-03-14 19:35:31,190 - train - INFO - Epoch: 5 | Batch: 100 | Loss: 1.320 | Acc: 52.00%
2025-03-14 19:35:34,388 - train - INFO - Epoch: 5 | Batch: 200 | Loss: 1.321 | Acc: 51.92%
2025-03-14 19:35:37,466 - train - INFO - Epoch: 5 | Batch: 300 | Loss: 1.320 | Acc: 51.83%
2025-03-14 19:35:41,929 - train - INFO - Epoch: 5 | Test Loss: 1.392 | Test Acc: 47.65%
2025-03-14 19:35:42,179 - train - INFO - Epoch: 6 | Batch: 0 | Loss: 1.329 | Acc: 47.66%
2025-03-14 19:35:45,106 - train - INFO - Epoch: 6 | Batch: 100 | Loss: 1.295 | Acc: 53.03%
2025-03-14 19:35:48,220 - train - INFO - Epoch: 6 | Batch: 200 | Loss: 1.293 | Acc: 53.54%
2025-03-14 19:35:51,284 - train - INFO - Epoch: 6 | Batch: 300 | Loss: 1.287 | Acc: 53.52%
2025-03-14 19:35:55,377 - train - INFO - Epoch: 6 | Test Loss: 1.222 | Test Acc: 56.24%
2025-03-14 19:36:05,521 - train - INFO - Epoch: 7 | Batch: 0 | Loss: 1.276 | Acc: 55.47%
2025-03-14 19:36:08,675 - train - INFO - Epoch: 7 | Batch: 100 | Loss: 1.254 | Acc: 54.59%
2025-03-14 19:36:11,596 - train - INFO - Epoch: 7 | Batch: 200 | Loss: 1.253 | Acc: 54.56%
2025-03-14 19:36:14,501 - train - INFO - Epoch: 7 | Batch: 300 | Loss: 1.252 | Acc: 54.65%
2025-03-14 19:36:18,647 - train - INFO - Epoch: 7 | Test Loss: 1.287 | Test Acc: 53.84%
2025-03-14 19:36:18,846 - train - INFO - Epoch: 8 | Batch: 0 | Loss: 1.139 | Acc: 53.91%
2025-03-14 19:36:21,672 - train - INFO - Epoch: 8 | Batch: 100 | Loss: 1.219 | Acc: 56.05%
2025-03-14 19:36:24,552 - train - INFO - Epoch: 8 | Batch: 200 | Loss: 1.222 | Acc: 55.93%
2025-03-14 19:36:27,453 - train - INFO - Epoch: 8 | Batch: 300 | Loss: 1.219 | Acc: 56.18%
2025-03-14 19:36:31,835 - train - INFO - Epoch: 8 | Test Loss: 1.185 | Test Acc: 56.67%
2025-03-14 19:36:43,478 - train - INFO - Epoch: 9 | Batch: 0 | Loss: 1.177 | Acc: 63.28%
2025-03-14 19:36:46,534 - train - INFO - Epoch: 9 | Batch: 100 | Loss: 1.201 | Acc: 56.69%
2025-03-14 19:36:49,936 - train - INFO - Epoch: 9 | Batch: 200 | Loss: 1.210 | Acc: 56.46%
2025-03-14 19:36:52,915 - train - INFO - Epoch: 9 | Batch: 300 | Loss: 1.212 | Acc: 56.35%
2025-03-14 19:36:57,694 - train - INFO - Epoch: 9 | Test Loss: 1.222 | Test Acc: 55.79%
2025-03-14 19:36:57,918 - train - INFO - Epoch: 10 | Batch: 0 | Loss: 1.059 | Acc: 64.84%
2025-03-14 19:37:00,868 - train - INFO - Epoch: 10 | Batch: 100 | Loss: 1.213 | Acc: 56.59%
2025-03-14 19:37:04,043 - train - INFO - Epoch: 10 | Batch: 200 | Loss: 1.205 | Acc: 56.68%
2025-03-14 19:37:07,484 - train - INFO - Epoch: 10 | Batch: 300 | Loss: 1.204 | Acc: 56.67%
2025-03-14 19:37:12,223 - train - INFO - Epoch: 10 | Test Loss: 1.201 | Test Acc: 56.86%
2025-03-14 19:37:23,335 - train - INFO - Epoch: 11 | Batch: 0 | Loss: 1.118 | Acc: 56.25%
2025-03-14 19:37:26,292 - train - INFO - Epoch: 11 | Batch: 100 | Loss: 1.184 | Acc: 57.36%
2025-03-14 19:37:29,243 - train - INFO - Epoch: 11 | Batch: 200 | Loss: 1.170 | Acc: 57.91%
2025-03-14 19:37:32,097 - train - INFO - Epoch: 11 | Batch: 300 | Loss: 1.178 | Acc: 57.66%
2025-03-14 19:37:36,266 - train - INFO - Epoch: 11 | Test Loss: 1.338 | Test Acc: 52.61%
2025-03-14 19:37:36,479 - train - INFO - Epoch: 12 | Batch: 0 | Loss: 1.215 | Acc: 50.78%
2025-03-14 19:37:39,302 - train - INFO - Epoch: 12 | Batch: 100 | Loss: 1.181 | Acc: 57.33%
2025-03-14 19:37:42,060 - train - INFO - Epoch: 12 | Batch: 200 | Loss: 1.187 | Acc: 57.51%
2025-03-14 19:37:44,805 - train - INFO - Epoch: 12 | Batch: 300 | Loss: 1.177 | Acc: 57.82%
2025-03-14 19:37:49,023 - train - INFO - Epoch: 12 | Test Loss: 1.194 | Test Acc: 56.89%
2025-03-14 19:37:59,417 - train - INFO - Epoch: 13 | Batch: 0 | Loss: 1.232 | Acc: 53.12%
2025-03-14 19:38:02,245 - train - INFO - Epoch: 13 | Batch: 100 | Loss: 1.158 | Acc: 58.08%
2025-03-14 19:38:05,015 - train - INFO - Epoch: 13 | Batch: 200 | Loss: 1.163 | Acc: 58.04%
2025-03-14 19:38:07,820 - train - INFO - Epoch: 13 | Batch: 300 | Loss: 1.159 | Acc: 58.26%
2025-03-14 19:38:11,959 - train - INFO - Epoch: 13 | Test Loss: 1.149 | Test Acc: 58.96%
2025-03-14 19:38:12,197 - train - INFO - Epoch: 14 | Batch: 0 | Loss: 1.201 | Acc: 57.03%
2025-03-14 19:38:15,304 - train - INFO - Epoch: 14 | Batch: 100 | Loss: 1.139 | Acc: 59.60%
2025-03-14 19:38:18,315 - train - INFO - Epoch: 14 | Batch: 200 | Loss: 1.154 | Acc: 58.94%
2025-03-14 19:38:21,155 - train - INFO - Epoch: 14 | Batch: 300 | Loss: 1.153 | Acc: 58.77%
2025-03-14 19:38:25,190 - train - INFO - Epoch: 14 | Test Loss: 1.138 | Test Acc: 59.41%
2025-03-14 19:38:35,745 - train - INFO - Epoch: 15 | Batch: 0 | Loss: 0.976 | Acc: 66.41%
2025-03-14 19:38:38,693 - train - INFO - Epoch: 15 | Batch: 100 | Loss: 1.149 | Acc: 59.11%
2025-03-14 19:38:41,527 - train - INFO - Epoch: 15 | Batch: 200 | Loss: 1.141 | Acc: 59.21%
2025-03-14 19:38:44,307 - train - INFO - Epoch: 15 | Batch: 300 | Loss: 1.145 | Acc: 59.00%
2025-03-14 19:38:48,357 - train - INFO - Epoch: 15 | Test Loss: 1.068 | Test Acc: 62.03%
2025-03-14 19:38:48,571 - train - INFO - Epoch: 16 | Batch: 0 | Loss: 1.218 | Acc: 53.12%
2025-03-14 19:38:51,535 - train - INFO - Epoch: 16 | Batch: 100 | Loss: 1.121 | Acc: 59.31%
2025-03-14 19:38:54,473 - train - INFO - Epoch: 16 | Batch: 200 | Loss: 1.124 | Acc: 59.33%
2025-03-14 19:38:57,299 - train - INFO - Epoch: 16 | Batch: 300 | Loss: 1.128 | Acc: 59.45%
2025-03-14 19:39:01,582 - train - INFO - Epoch: 16 | Test Loss: 1.117 | Test Acc: 60.35%
2025-03-14 19:39:12,941 - train - INFO - Epoch: 17 | Batch: 0 | Loss: 1.216 | Acc: 60.16%
2025-03-14 19:39:15,823 - train - INFO - Epoch: 17 | Batch: 100 | Loss: 1.128 | Acc: 59.86%
2025-03-14 19:39:18,876 - train - INFO - Epoch: 17 | Batch: 200 | Loss: 1.124 | Acc: 59.88%
2025-03-14 19:39:21,926 - train - INFO - Epoch: 17 | Batch: 300 | Loss: 1.131 | Acc: 59.47%
2025-03-14 19:39:26,176 - train - INFO - Epoch: 17 | Test Loss: 1.115 | Test Acc: 60.26%
2025-03-14 19:39:26,410 - train - INFO - Epoch: 18 | Batch: 0 | Loss: 1.197 | Acc: 54.69%
2025-03-14 19:39:29,699 - train - INFO - Epoch: 18 | Batch: 100 | Loss: 1.118 | Acc: 60.14%
2025-03-14 19:39:33,109 - train - INFO - Epoch: 18 | Batch: 200 | Loss: 1.124 | Acc: 59.79%
2025-03-14 19:39:36,272 - train - INFO - Epoch: 18 | Batch: 300 | Loss: 1.131 | Acc: 59.71%
2025-03-14 19:39:40,820 - train - INFO - Epoch: 18 | Test Loss: 1.250 | Test Acc: 55.97%
2025-03-14 19:39:51,937 - train - INFO - Epoch: 19 | Batch: 0 | Loss: 1.201 | Acc: 52.34%
2025-03-14 19:39:55,019 - train - INFO - Epoch: 19 | Batch: 100 | Loss: 1.120 | Acc: 60.21%
2025-03-14 19:39:57,784 - train - INFO - Epoch: 19 | Batch: 200 | Loss: 1.121 | Acc: 60.15%
2025-03-14 19:40:00,471 - train - INFO - Epoch: 19 | Batch: 300 | Loss: 1.119 | Acc: 60.19%
2025-03-14 19:40:04,498 - train - INFO - Epoch: 19 | Test Loss: 1.198 | Test Acc: 57.94%
2025-03-14 19:40:04,737 - train - INFO - Epoch: 20 | Batch: 0 | Loss: 1.173 | Acc: 59.38%
2025-03-14 19:40:07,499 - train - INFO - Epoch: 20 | Batch: 100 | Loss: 1.108 | Acc: 60.23%
2025-03-14 19:40:10,339 - train - INFO - Epoch: 20 | Batch: 200 | Loss: 1.119 | Acc: 60.20%
2025-03-14 19:40:13,119 - train - INFO - Epoch: 20 | Batch: 300 | Loss: 1.112 | Acc: 60.39%
2025-03-14 19:40:17,467 - train - INFO - Epoch: 20 | Test Loss: 1.308 | Test Acc: 54.57%
2025-03-14 19:40:27,692 - train - INFO - Epoch: 21 | Batch: 0 | Loss: 1.066 | Acc: 59.38%
2025-03-14 19:40:30,553 - train - INFO - Epoch: 21 | Batch: 100 | Loss: 1.133 | Acc: 59.80%
2025-03-14 19:40:33,490 - train - INFO - Epoch: 21 | Batch: 200 | Loss: 1.120 | Acc: 60.18%
2025-03-14 19:40:36,428 - train - INFO - Epoch: 21 | Batch: 300 | Loss: 1.118 | Acc: 60.36%
2025-03-14 19:40:40,344 - train - INFO - Epoch: 21 | Test Loss: 1.159 | Test Acc: 58.64%
2025-03-14 19:40:40,605 - train - INFO - Epoch: 22 | Batch: 0 | Loss: 0.997 | Acc: 63.28%
2025-03-14 19:40:44,155 - train - INFO - Epoch: 22 | Batch: 100 | Loss: 1.100 | Acc: 60.76%
2025-03-14 19:40:47,367 - train - INFO - Epoch: 22 | Batch: 200 | Loss: 1.096 | Acc: 60.92%
2025-03-14 19:40:50,149 - train - INFO - Epoch: 22 | Batch: 300 | Loss: 1.099 | Acc: 60.99%
2025-03-14 19:40:54,308 - train - INFO - Epoch: 22 | Test Loss: 1.089 | Test Acc: 61.60%
2025-03-14 19:41:04,532 - train - INFO - Epoch: 23 | Batch: 0 | Loss: 1.029 | Acc: 66.41%
2025-03-14 19:41:07,395 - train - INFO - Epoch: 23 | Batch: 100 | Loss: 1.086 | Acc: 61.11%
2025-03-14 19:41:10,298 - train - INFO - Epoch: 23 | Batch: 200 | Loss: 1.086 | Acc: 61.38%
2025-03-14 19:41:13,267 - train - INFO - Epoch: 23 | Batch: 300 | Loss: 1.091 | Acc: 61.09%
2025-03-14 19:41:17,403 - train - INFO - Epoch: 23 | Test Loss: 1.116 | Test Acc: 60.21%
2025-03-14 19:41:17,641 - train - INFO - Epoch: 24 | Batch: 0 | Loss: 1.143 | Acc: 66.41%
2025-03-14 19:41:20,685 - train - INFO - Epoch: 24 | Batch: 100 | Loss: 1.091 | Acc: 61.22%
2025-03-14 19:41:23,621 - train - INFO - Epoch: 24 | Batch: 200 | Loss: 1.091 | Acc: 61.34%
2025-03-14 19:41:26,610 - train - INFO - Epoch: 24 | Batch: 300 | Loss: 1.092 | Acc: 61.26%
2025-03-14 19:41:30,833 - train - INFO - Epoch: 24 | Test Loss: 1.095 | Test Acc: 61.01%
2025-03-14 19:41:42,216 - train - INFO - Epoch: 25 | Batch: 0 | Loss: 1.079 | Acc: 64.84%
2025-03-14 19:41:45,275 - train - INFO - Epoch: 25 | Batch: 100 | Loss: 1.082 | Acc: 61.22%
2025-03-14 19:41:48,865 - train - INFO - Epoch: 25 | Batch: 200 | Loss: 1.084 | Acc: 61.43%
2025-03-14 19:41:52,343 - train - INFO - Epoch: 25 | Batch: 300 | Loss: 1.078 | Acc: 61.63%
2025-03-14 19:41:56,861 - train - INFO - Epoch: 25 | Test Loss: 1.052 | Test Acc: 61.88%
2025-03-14 19:41:57,122 - train - INFO - Epoch: 26 | Batch: 0 | Loss: 1.047 | Acc: 63.28%
2025-03-14 19:42:00,289 - train - INFO - Epoch: 26 | Batch: 100 | Loss: 1.087 | Acc: 61.63%
2025-03-14 19:42:03,526 - train - INFO - Epoch: 26 | Batch: 200 | Loss: 1.087 | Acc: 61.79%
2025-03-14 19:42:06,632 - train - INFO - Epoch: 26 | Batch: 300 | Loss: 1.083 | Acc: 61.67%
2025-03-14 19:42:10,746 - train - INFO - Epoch: 26 | Test Loss: 1.086 | Test Acc: 61.65%
2025-03-14 19:42:20,622 - train - INFO - Epoch: 27 | Batch: 0 | Loss: 1.134 | Acc: 61.72%
2025-03-14 19:42:23,602 - train - INFO - Epoch: 27 | Batch: 100 | Loss: 1.076 | Acc: 61.42%
2025-03-14 19:42:26,568 - train - INFO - Epoch: 27 | Batch: 200 | Loss: 1.072 | Acc: 61.75%
2025-03-14 19:42:29,502 - train - INFO - Epoch: 27 | Batch: 300 | Loss: 1.079 | Acc: 61.47%
2025-03-14 19:42:33,566 - train - INFO - Epoch: 27 | Test Loss: 1.135 | Test Acc: 60.40%
2025-03-14 19:42:33,802 - train - INFO - Epoch: 28 | Batch: 0 | Loss: 1.246 | Acc: 50.00%
2025-03-14 19:42:36,640 - train - INFO - Epoch: 28 | Batch: 100 | Loss: 1.069 | Acc: 62.02%
2025-03-14 19:42:39,573 - train - INFO - Epoch: 28 | Batch: 200 | Loss: 1.075 | Acc: 61.68%
2025-03-14 19:42:42,773 - train - INFO - Epoch: 28 | Batch: 300 | Loss: 1.077 | Acc: 61.52%
2025-03-14 19:42:46,877 - train - INFO - Epoch: 28 | Test Loss: 1.093 | Test Acc: 61.21%
2025-03-14 19:42:56,985 - train - INFO - Epoch: 29 | Batch: 0 | Loss: 1.170 | Acc: 57.03%
2025-03-14 19:42:59,789 - train - INFO - Epoch: 29 | Batch: 100 | Loss: 1.070 | Acc: 62.21%
2025-03-14 19:43:02,512 - train - INFO - Epoch: 29 | Batch: 200 | Loss: 1.067 | Acc: 62.04%
2025-03-14 19:43:05,191 - train - INFO - Epoch: 29 | Batch: 300 | Loss: 1.068 | Acc: 61.89%
2025-03-14 19:43:09,441 - train - INFO - Epoch: 29 | Test Loss: 1.108 | Test Acc: 61.02%
2025-03-14 19:43:09,674 - train - INFO - Epoch: 30 | Batch: 0 | Loss: 0.939 | Acc: 67.19%
2025-03-14 19:43:12,474 - train - INFO - Epoch: 30 | Batch: 100 | Loss: 1.060 | Acc: 61.67%
2025-03-14 19:43:15,323 - train - INFO - Epoch: 30 | Batch: 200 | Loss: 1.067 | Acc: 61.65%
2025-03-14 19:43:18,162 - train - INFO - Epoch: 30 | Batch: 300 | Loss: 1.060 | Acc: 62.02%
2025-03-14 19:43:22,287 - train - INFO - Epoch: 30 | Test Loss: 1.144 | Test Acc: 60.34%
2025-03-14 19:43:32,512 - train - INFO - Epoch: 31 | Batch: 0 | Loss: 0.962 | Acc: 65.62%
2025-03-14 19:43:35,242 - train - INFO - Epoch: 31 | Batch: 100 | Loss: 1.066 | Acc: 61.82%
2025-03-14 19:43:37,851 - train - INFO - Epoch: 31 | Batch: 200 | Loss: 1.071 | Acc: 61.85%
2025-03-14 19:43:40,703 - train - INFO - Epoch: 31 | Batch: 300 | Loss: 1.067 | Acc: 61.91%
2025-03-14 19:43:44,687 - train - INFO - Epoch: 31 | Test Loss: 1.087 | Test Acc: 61.81%
2025-03-14 19:43:44,939 - train - INFO - Epoch: 32 | Batch: 0 | Loss: 1.026 | Acc: 60.16%
2025-03-14 19:43:47,798 - train - INFO - Epoch: 32 | Batch: 100 | Loss: 1.075 | Acc: 61.95%
2025-03-14 19:43:50,802 - train - INFO - Epoch: 32 | Batch: 200 | Loss: 1.061 | Acc: 62.41%
2025-03-14 19:43:53,659 - train - INFO - Epoch: 32 | Batch: 300 | Loss: 1.064 | Acc: 62.34%
2025-03-14 19:43:57,726 - train - INFO - Epoch: 32 | Test Loss: 1.134 | Test Acc: 60.53%
2025-03-14 19:44:07,467 - train - INFO - Epoch: 33 | Batch: 0 | Loss: 1.038 | Acc: 67.97%
2025-03-14 19:44:10,465 - train - INFO - Epoch: 33 | Batch: 100 | Loss: 1.072 | Acc: 61.79%
2025-03-14 19:44:13,127 - train - INFO - Epoch: 33 | Batch: 200 | Loss: 1.060 | Acc: 62.29%
2025-03-14 19:44:15,841 - train - INFO - Epoch: 33 | Batch: 300 | Loss: 1.064 | Acc: 62.27%
2025-03-14 19:44:19,860 - train - INFO - Epoch: 33 | Test Loss: 1.025 | Test Acc: 63.50%
2025-03-14 19:44:20,077 - train - INFO - Epoch: 34 | Batch: 0 | Loss: 1.182 | Acc: 58.59%
2025-03-14 19:44:23,002 - train - INFO - Epoch: 34 | Batch: 100 | Loss: 1.041 | Acc: 62.76%
2025-03-14 19:44:26,161 - train - INFO - Epoch: 34 | Batch: 200 | Loss: 1.044 | Acc: 62.88%
2025-03-14 19:44:29,066 - train - INFO - Epoch: 34 | Batch: 300 | Loss: 1.052 | Acc: 62.61%
2025-03-14 19:44:32,974 - train - INFO - Epoch: 34 | Test Loss: 1.165 | Test Acc: 59.01%
2025-03-14 19:44:43,069 - train - INFO - Epoch: 35 | Batch: 0 | Loss: 1.273 | Acc: 57.03%
2025-03-14 19:44:45,817 - train - INFO - Epoch: 35 | Batch: 100 | Loss: 1.028 | Acc: 63.61%
2025-03-14 19:44:48,611 - train - INFO - Epoch: 35 | Batch: 200 | Loss: 1.047 | Acc: 63.04%
2025-03-14 19:44:51,395 - train - INFO - Epoch: 35 | Batch: 300 | Loss: 1.053 | Acc: 62.75%
2025-03-14 19:44:55,612 - train - INFO - Epoch: 35 | Test Loss: 1.135 | Test Acc: 60.02%
2025-03-14 19:44:55,809 - train - INFO - Epoch: 36 | Batch: 0 | Loss: 0.908 | Acc: 67.97%
2025-03-14 19:44:58,620 - train - INFO - Epoch: 36 | Batch: 100 | Loss: 1.051 | Acc: 62.64%
2025-03-14 19:45:01,440 - train - INFO - Epoch: 36 | Batch: 200 | Loss: 1.051 | Acc: 62.66%
2025-03-14 19:45:04,528 - train - INFO - Epoch: 36 | Batch: 300 | Loss: 1.053 | Acc: 62.72%
2025-03-14 19:45:08,941 - train - INFO - Epoch: 36 | Test Loss: 1.187 | Test Acc: 57.95%
2025-03-14 19:45:18,855 - train - INFO - Epoch: 37 | Batch: 0 | Loss: 1.220 | Acc: 55.47%
2025-03-14 19:45:21,638 - train - INFO - Epoch: 37 | Batch: 100 | Loss: 1.021 | Acc: 63.85%
2025-03-14 19:45:24,446 - train - INFO - Epoch: 37 | Batch: 200 | Loss: 1.041 | Acc: 63.18%
2025-03-14 19:45:27,235 - train - INFO - Epoch: 37 | Batch: 300 | Loss: 1.036 | Acc: 63.54%
2025-03-14 19:45:31,429 - train - INFO - Epoch: 37 | Test Loss: 1.055 | Test Acc: 62.86%
2025-03-14 19:45:31,653 - train - INFO - Epoch: 38 | Batch: 0 | Loss: 0.931 | Acc: 62.50%
2025-03-14 19:45:34,563 - train - INFO - Epoch: 38 | Batch: 100 | Loss: 1.018 | Acc: 63.77%
2025-03-14 19:45:37,461 - train - INFO - Epoch: 38 | Batch: 200 | Loss: 1.037 | Acc: 63.12%
2025-03-14 19:45:40,390 - train - INFO - Epoch: 38 | Batch: 300 | Loss: 1.049 | Acc: 62.78%
2025-03-14 19:45:44,376 - train - INFO - Epoch: 38 | Test Loss: 1.055 | Test Acc: 61.96%
2025-03-14 19:45:54,849 - train - INFO - Epoch: 39 | Batch: 0 | Loss: 1.256 | Acc: 60.94%
2025-03-14 19:45:57,611 - train - INFO - Epoch: 39 | Batch: 100 | Loss: 1.041 | Acc: 63.05%
2025-03-14 19:46:00,366 - train - INFO - Epoch: 39 | Batch: 200 | Loss: 1.043 | Acc: 62.62%
2025-03-14 19:46:03,308 - train - INFO - Epoch: 39 | Batch: 300 | Loss: 1.040 | Acc: 62.69%
2025-03-14 19:46:07,524 - train - INFO - Epoch: 39 | Test Loss: 1.217 | Test Acc: 58.12%
2025-03-14 19:46:07,739 - train - INFO - Epoch: 40 | Batch: 0 | Loss: 1.104 | Acc: 60.94%
2025-03-14 19:46:10,580 - train - INFO - Epoch: 40 | Batch: 100 | Loss: 1.027 | Acc: 63.51%
2025-03-14 19:46:13,745 - train - INFO - Epoch: 40 | Batch: 200 | Loss: 1.030 | Acc: 63.62%
2025-03-14 19:46:16,973 - train - INFO - Epoch: 40 | Batch: 300 | Loss: 1.042 | Acc: 63.13%
2025-03-14 19:46:21,340 - train - INFO - Epoch: 40 | Test Loss: 1.219 | Test Acc: 58.91%
2025-03-14 19:46:30,937 - train - INFO - Epoch: 41 | Batch: 0 | Loss: 0.936 | Acc: 65.62%
2025-03-14 19:46:33,767 - train - INFO - Epoch: 41 | Batch: 100 | Loss: 1.036 | Acc: 63.67%
2025-03-14 19:46:36,441 - train - INFO - Epoch: 41 | Batch: 200 | Loss: 1.043 | Acc: 63.02%
2025-03-14 19:46:39,112 - train - INFO - Epoch: 41 | Batch: 300 | Loss: 1.041 | Acc: 63.14%
2025-03-14 19:46:43,225 - train - INFO - Epoch: 41 | Test Loss: 1.087 | Test Acc: 61.82%
2025-03-14 19:46:43,446 - train - INFO - Epoch: 42 | Batch: 0 | Loss: 0.974 | Acc: 67.97%
2025-03-14 19:46:46,463 - train - INFO - Epoch: 42 | Batch: 100 | Loss: 1.031 | Acc: 63.10%
2025-03-14 19:46:49,321 - train - INFO - Epoch: 42 | Batch: 200 | Loss: 1.046 | Acc: 62.82%
2025-03-14 19:46:52,065 - train - INFO - Epoch: 42 | Batch: 300 | Loss: 1.040 | Acc: 62.91%
2025-03-14 19:46:56,121 - train - INFO - Epoch: 42 | Test Loss: 1.088 | Test Acc: 61.92%
2025-03-14 19:47:06,480 - train - INFO - Epoch: 43 | Batch: 0 | Loss: 0.959 | Acc: 64.84%
2025-03-14 19:47:09,338 - train - INFO - Epoch: 43 | Batch: 100 | Loss: 1.025 | Acc: 63.60%
2025-03-14 19:47:12,303 - train - INFO - Epoch: 43 | Batch: 200 | Loss: 1.028 | Acc: 63.58%
2025-03-14 19:47:15,185 - train - INFO - Epoch: 43 | Batch: 300 | Loss: 1.034 | Acc: 63.35%
2025-03-14 19:47:19,050 - train - INFO - Epoch: 43 | Test Loss: 1.164 | Test Acc: 59.61%
2025-03-14 19:47:19,264 - train - INFO - Epoch: 44 | Batch: 0 | Loss: 1.079 | Acc: 55.47%
2025-03-14 19:47:22,105 - train - INFO - Epoch: 44 | Batch: 100 | Loss: 1.025 | Acc: 63.51%
2025-03-14 19:47:24,823 - train - INFO - Epoch: 44 | Batch: 200 | Loss: 1.025 | Acc: 63.38%
2025-03-14 19:47:27,612 - train - INFO - Epoch: 44 | Batch: 300 | Loss: 1.028 | Acc: 63.24%
2025-03-14 19:47:31,900 - train - INFO - Epoch: 44 | Test Loss: 1.046 | Test Acc: 62.74%
2025-03-14 19:47:42,877 - train - INFO - Epoch: 45 | Batch: 0 | Loss: 1.033 | Acc: 62.50%
2025-03-14 19:47:45,774 - train - INFO - Epoch: 45 | Batch: 100 | Loss: 1.033 | Acc: 63.99%
2025-03-14 19:47:48,457 - train - INFO - Epoch: 45 | Batch: 200 | Loss: 1.038 | Acc: 63.33%
2025-03-14 19:47:51,350 - train - INFO - Epoch: 45 | Batch: 300 | Loss: 1.043 | Acc: 62.95%
2025-03-14 19:47:55,429 - train - INFO - Epoch: 45 | Test Loss: 1.055 | Test Acc: 62.21%
2025-03-14 19:47:55,644 - train - INFO - Epoch: 46 | Batch: 0 | Loss: 1.122 | Acc: 57.03%
2025-03-14 19:47:58,618 - train - INFO - Epoch: 46 | Batch: 100 | Loss: 1.020 | Acc: 63.92%
2025-03-14 19:48:01,531 - train - INFO - Epoch: 46 | Batch: 200 | Loss: 1.039 | Acc: 63.16%
2025-03-14 19:48:04,384 - train - INFO - Epoch: 46 | Batch: 300 | Loss: 1.039 | Acc: 63.08%
2025-03-14 19:48:08,515 - train - INFO - Epoch: 46 | Test Loss: 1.151 | Test Acc: 58.80%
2025-03-14 19:48:18,563 - train - INFO - Epoch: 47 | Batch: 0 | Loss: 1.005 | Acc: 61.72%
2025-03-14 19:48:21,390 - train - INFO - Epoch: 47 | Batch: 100 | Loss: 1.011 | Acc: 64.18%
2025-03-14 19:48:24,102 - train - INFO - Epoch: 47 | Batch: 200 | Loss: 1.029 | Acc: 63.72%
2025-03-14 19:48:26,782 - train - INFO - Epoch: 47 | Batch: 300 | Loss: 1.028 | Acc: 63.71%
2025-03-14 19:48:30,851 - train - INFO - Epoch: 47 | Test Loss: 1.091 | Test Acc: 61.88%
2025-03-14 19:48:31,086 - train - INFO - Epoch: 48 | Batch: 0 | Loss: 1.034 | Acc: 66.41%
2025-03-14 19:48:33,899 - train - INFO - Epoch: 48 | Batch: 100 | Loss: 1.013 | Acc: 63.99%
2025-03-14 19:48:36,777 - train - INFO - Epoch: 48 | Batch: 200 | Loss: 1.031 | Acc: 63.33%
2025-03-14 19:48:39,701 - train - INFO - Epoch: 48 | Batch: 300 | Loss: 1.034 | Acc: 63.14%
2025-03-14 19:48:43,738 - train - INFO - Epoch: 48 | Test Loss: 1.051 | Test Acc: 63.01%
2025-03-14 19:48:53,341 - train - INFO - Epoch: 49 | Batch: 0 | Loss: 0.940 | Acc: 69.53%
2025-03-14 19:48:56,129 - train - INFO - Epoch: 49 | Batch: 100 | Loss: 1.022 | Acc: 63.68%
2025-03-14 19:48:59,194 - train - INFO - Epoch: 49 | Batch: 200 | Loss: 1.027 | Acc: 63.31%
2025-03-14 19:49:02,012 - train - INFO - Epoch: 49 | Batch: 300 | Loss: 1.029 | Acc: 63.34%
2025-03-14 19:49:06,039 - train - INFO - Epoch: 49 | Test Loss: 1.045 | Test Acc: 63.33%
2025-03-14 19:49:06,237 - train - INFO - Epoch: 50 | Batch: 0 | Loss: 0.902 | Acc: 63.28%
2025-03-14 19:49:09,007 - train - INFO - Epoch: 50 | Batch: 100 | Loss: 1.025 | Acc: 63.56%
2025-03-14 19:49:11,762 - train - INFO - Epoch: 50 | Batch: 200 | Loss: 1.026 | Acc: 63.59%
2025-03-14 19:49:14,634 - train - INFO - Epoch: 50 | Batch: 300 | Loss: 1.031 | Acc: 63.42%
2025-03-14 19:49:19,058 - train - INFO - Epoch: 50 | Test Loss: 1.069 | Test Acc: 62.55%
2025-03-14 19:49:30,812 - train - INFO - 训练完成!