2022/08/05 15:03:22 - mmengine - INFO - Checkpoints will be saved to /mnt/lustre/daiwenxun/X/mmaction2/work_dirs/slowonly_r50_u48_240e_8xb16_gym_keypoint by HardDiskBackend. 2022/08/05 15:03:33 - mmengine - INFO - Epoch(train) [1][20/161] lr: 2.0000e-01 eta: 5:57:21 time: 0.5552 data_time: 0.1313 memory: 9707 grad_norm: 0.7409 top1_acc: 0.0625 top5_acc: 0.1875 loss_cls: 4.3343 loss: 4.3343 2022/08/05 15:03:40 - mmengine - INFO - Epoch(train) [1][40/161] lr: 2.0000e-01 eta: 4:37:00 time: 0.3060 data_time: 0.0448 memory: 9707 grad_norm: 0.5848 top1_acc: 0.1250 top5_acc: 0.3125 loss_cls: 4.2266 loss: 4.2266 2022/08/05 15:03:46 - mmengine - INFO - Epoch(train) [1][60/161] lr: 2.0000e-01 eta: 4:11:52 time: 0.3139 data_time: 0.0501 memory: 9707 grad_norm: 0.6701 top1_acc: 0.1250 top5_acc: 0.2500 loss_cls: 4.0567 loss: 4.0567 2022/08/05 15:03:52 - mmengine - INFO - Epoch(train) [1][80/161] lr: 2.0000e-01 eta: 3:57:51 time: 0.3053 data_time: 0.0459 memory: 9707 grad_norm: 0.7168 top1_acc: 0.0625 top5_acc: 0.3125 loss_cls: 3.9166 loss: 3.9166 2022/08/05 15:03:58 - mmengine - INFO - Epoch(train) [1][100/161] lr: 2.0000e-01 eta: 3:49:12 time: 0.3038 data_time: 0.0464 memory: 9707 grad_norm: 0.7956 top1_acc: 0.1250 top5_acc: 0.5000 loss_cls: 3.7528 loss: 3.7528 2022/08/05 15:04:04 - mmengine - INFO - Epoch(train) [1][120/161] lr: 2.0000e-01 eta: 3:44:05 time: 0.3101 data_time: 0.0497 memory: 9707 grad_norm: 0.8332 top1_acc: 0.1250 top5_acc: 0.5000 loss_cls: 3.7090 loss: 3.7090 2022/08/05 15:04:10 - mmengine - INFO - Epoch(train) [1][140/161] lr: 1.9999e-01 eta: 3:39:58 time: 0.3053 data_time: 0.0483 memory: 9707 grad_norm: 0.8848 top1_acc: 0.1875 top5_acc: 0.5000 loss_cls: 3.4575 loss: 3.4575 2022/08/05 15:04:17 - mmengine - INFO - Epoch(train) [1][160/161] lr: 1.9999e-01 eta: 3:38:11 time: 0.3220 data_time: 0.0477 memory: 9707 grad_norm: 0.9085 top1_acc: 0.1875 top5_acc: 0.3750 loss_cls: 3.4016 loss: 3.4016 2022/08/05 15:04:17 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_gym_keypoint_20220805_150313 2022/08/05 15:04:17 - mmengine - INFO - Epoch(train) [1][161/161] lr: 1.9999e-01 eta: 3:38:11 time: 0.3179 data_time: 0.0478 memory: 652 grad_norm: 0.9904 top1_acc: 0.0000 top5_acc: 0.0000 loss_cls: 3.4326 loss: 3.4326 2022/08/05 15:04:24 - mmengine - INFO - Epoch(train) [2][20/161] lr: 1.9999e-01 eta: 3:38:54 time: 0.3692 data_time: 0.0757 memory: 9707 grad_norm: 0.8276 top1_acc: 0.1875 top5_acc: 0.5625 loss_cls: 3.4885 loss: 3.4885 2022/08/05 15:04:30 - mmengine - INFO - Epoch(train) [2][40/161] lr: 1.9999e-01 eta: 3:36:27 time: 0.3048 data_time: 0.0461 memory: 9707 grad_norm: 0.8555 top1_acc: 0.1250 top5_acc: 0.4375 loss_cls: 3.3485 loss: 3.3485 2022/08/05 15:04:37 - mmengine - INFO - Epoch(train) [2][60/161] lr: 1.9998e-01 eta: 3:34:27 time: 0.3052 data_time: 0.0467 memory: 9707 grad_norm: 0.8620 top1_acc: 0.1250 top5_acc: 0.4375 loss_cls: 3.2472 loss: 3.2472 2022/08/05 15:04:43 - mmengine - INFO - Epoch(train) [2][80/161] lr: 1.9998e-01 eta: 3:32:51 time: 0.3071 data_time: 0.0471 memory: 9707 grad_norm: 0.8801 top1_acc: 0.1875 top5_acc: 0.4375 loss_cls: 3.1905 loss: 3.1905 2022/08/05 15:04:49 - mmengine - INFO - Epoch(train) [2][100/161] lr: 1.9998e-01 eta: 3:32:24 time: 0.3257 data_time: 0.0477 memory: 9707 grad_norm: 0.8834 top1_acc: 0.0625 top5_acc: 0.3750 loss_cls: 3.2856 loss: 3.2856 2022/08/05 15:04:55 - mmengine - INFO - Epoch(train) [2][120/161] lr: 1.9997e-01 eta: 3:31:02 time: 0.3043 data_time: 0.0490 memory: 9707 grad_norm: 0.9165 top1_acc: 0.1875 top5_acc: 0.5000 loss_cls: 2.9651 loss: 2.9651 2022/08/05 15:05:01 - mmengine - INFO - Epoch(train) [2][140/161] lr: 1.9997e-01 eta: 3:29:53 time: 0.3055 data_time: 0.0477 memory: 9707 grad_norm: 0.9744 top1_acc: 0.2500 top5_acc: 0.7500 loss_cls: 2.8681 loss: 2.8681 2022/08/05 15:05:07 - mmengine - INFO - Epoch(train) [2][160/161] lr: 1.9997e-01 eta: 3:28:42 time: 0.3014 data_time: 0.0484 memory: 9707 grad_norm: 0.9449 top1_acc: 0.0625 top5_acc: 0.3125 loss_cls: 2.8728 loss: 2.8728 2022/08/05 15:05:08 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_gym_keypoint_20220805_150313 2022/08/05 15:05:08 - mmengine - INFO - Epoch(train) [2][161/161] lr: 1.9997e-01 eta: 3:28:42 time: 0.2899 data_time: 0.0454 memory: 652 grad_norm: 1.0392 top1_acc: 0.0000 top5_acc: 0.0000 loss_cls: 3.0981 loss: 3.0981 2022/08/05 15:05:15 - mmengine - INFO - Epoch(train) [3][20/161] lr: 1.9996e-01 eta: 3:29:46 time: 0.3750 data_time: 0.0931 memory: 9707 grad_norm: 0.9937 top1_acc: 0.0625 top5_acc: 0.4375 loss_cls: 2.8605 loss: 2.8605 2022/08/05 15:05:21 - mmengine - INFO - Epoch(train) [3][40/161] lr: 1.9996e-01 eta: 3:28:43 time: 0.3019 data_time: 0.0445 memory: 9707 grad_norm: 0.8663 top1_acc: 0.2500 top5_acc: 0.5000 loss_cls: 2.6545 loss: 2.6545 2022/08/05 15:05:28 - mmengine - INFO - Epoch(train) [3][60/161] lr: 1.9995e-01 eta: 3:28:23 time: 0.3203 data_time: 0.0456 memory: 9707 grad_norm: 0.9699 top1_acc: 0.3125 top5_acc: 0.8750 loss_cls: 2.6808 loss: 2.6808 2022/08/05 15:05:34 - mmengine - INFO - Epoch(train) [3][80/161] lr: 1.9995e-01 eta: 3:27:38 time: 0.3066 data_time: 0.0486 memory: 9707 grad_norm: 0.9645 top1_acc: 0.2500 top5_acc: 0.5000 loss_cls: 2.5031 loss: 2.5031 2022/08/05 15:05:40 - mmengine - INFO - Epoch(train) [3][100/161] lr: 1.9994e-01 eta: 3:26:50 time: 0.3032 data_time: 0.0464 memory: 9707 grad_norm: 0.9486 top1_acc: 0.2500 top5_acc: 0.5625 loss_cls: 2.5452 loss: 2.5452 2022/08/05 15:05:46 - mmengine - INFO - Epoch(train) [3][120/161] lr: 1.9994e-01 eta: 3:26:22 time: 0.3121 data_time: 0.0493 memory: 9707 grad_norm: 0.9598 top1_acc: 0.2500 top5_acc: 0.6875 loss_cls: 2.5506 loss: 2.5506 2022/08/05 15:05:52 - mmengine - INFO - Epoch(train) [3][140/161] lr: 1.9993e-01 eta: 3:25:46 time: 0.3062 data_time: 0.0488 memory: 9707 grad_norm: 0.9888 top1_acc: 0.1875 top5_acc: 0.7500 loss_cls: 2.3863 loss: 2.3863 2022/08/05 15:05:58 - mmengine - INFO - Epoch(train) [3][160/161] lr: 1.9992e-01 eta: 3:24:53 time: 0.2943 data_time: 0.0442 memory: 9707 grad_norm: 1.0186 top1_acc: 0.4375 top5_acc: 0.7500 loss_cls: 2.3460 loss: 2.3460 2022/08/05 15:05:58 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_gym_keypoint_20220805_150313 2022/08/05 15:05:58 - mmengine - INFO - Epoch(train) [3][161/161] lr: 1.9992e-01 eta: 3:24:53 time: 0.2836 data_time: 0.0440 memory: 652 grad_norm: 1.1059 top1_acc: 0.0000 top5_acc: 1.0000 loss_cls: 2.3275 loss: 2.3275 2022/08/05 15:06:06 - mmengine - INFO - Epoch(train) [4][20/161] lr: 1.9992e-01 eta: 3:26:10 time: 0.3929 data_time: 0.1087 memory: 9707 grad_norm: 1.0628 top1_acc: 0.4375 top5_acc: 0.6875 loss_cls: 2.4450 loss: 2.4450 2022/08/05 15:06:12 - mmengine - INFO - Epoch(train) [4][40/161] lr: 1.9991e-01 eta: 3:25:32 time: 0.3034 data_time: 0.0449 memory: 9707 grad_norm: 1.0281 top1_acc: 0.3750 top5_acc: 0.6875 loss_cls: 2.3061 loss: 2.3061 2022/08/05 15:06:18 - mmengine - INFO - Epoch(train) [4][60/161] lr: 1.9990e-01 eta: 3:25:05 time: 0.3086 data_time: 0.0477 memory: 9707 grad_norm: 1.0670 top1_acc: 0.4375 top5_acc: 0.7500 loss_cls: 2.3533 loss: 2.3533 2022/08/05 15:06:24 - mmengine - INFO - Epoch(train) [4][80/161] lr: 1.9990e-01 eta: 3:24:40 time: 0.3092 data_time: 0.0496 memory: 9707 grad_norm: 1.0082 top1_acc: 0.2500 top5_acc: 0.7500 loss_cls: 2.3102 loss: 2.3102 2022/08/05 15:06:31 - mmengine - INFO - Epoch(train) [4][100/161] lr: 1.9989e-01 eta: 3:24:09 time: 0.3036 data_time: 0.0460 memory: 9707 grad_norm: 1.0239 top1_acc: 0.3125 top5_acc: 0.8750 loss_cls: 1.9790 loss: 1.9790 2022/08/05 15:06:37 - mmengine - INFO - Epoch(train) [4][120/161] lr: 1.9988e-01 eta: 3:23:41 time: 0.3049 data_time: 0.0470 memory: 9707 grad_norm: 1.0525 top1_acc: 0.4375 top5_acc: 0.8750 loss_cls: 2.0536 loss: 2.0536 2022/08/05 15:06:43 - mmengine - INFO - Epoch(train) [4][140/161] lr: 1.9987e-01 eta: 3:23:15 time: 0.3056 data_time: 0.0496 memory: 9707 grad_norm: 1.0847 top1_acc: 0.4375 top5_acc: 0.6875 loss_cls: 2.1548 loss: 2.1548 2022/08/05 15:06:49 - mmengine - INFO - Epoch(train) [4][160/161] lr: 1.9986e-01 eta: 3:22:39 time: 0.2952 data_time: 0.0453 memory: 9707 grad_norm: 1.0780 top1_acc: 0.3750 top5_acc: 0.8125 loss_cls: 1.9455 loss: 1.9455 2022/08/05 15:06:49 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_gym_keypoint_20220805_150313 2022/08/05 15:06:49 - mmengine - INFO - Epoch(train) [4][161/161] lr: 1.9986e-01 eta: 3:22:39 time: 0.2854 data_time: 0.0454 memory: 652 grad_norm: 1.1835 top1_acc: 0.0000 top5_acc: 0.0000 loss_cls: 2.0263 loss: 2.0263 2022/08/05 15:06:57 - mmengine - INFO - Epoch(train) [5][20/161] lr: 1.9985e-01 eta: 3:23:30 time: 0.3872 data_time: 0.0927 memory: 9707 grad_norm: 1.1060 top1_acc: 0.4375 top5_acc: 0.6875 loss_cls: 2.1272 loss: 2.1272 2022/08/05 15:07:03 - mmengine - INFO - Epoch(train) [5][40/161] lr: 1.9985e-01 eta: 3:23:01 time: 0.3006 data_time: 0.0452 memory: 9707 grad_norm: 0.9737 top1_acc: 0.3125 top5_acc: 0.8750 loss_cls: 1.8985 loss: 1.8985 2022/08/05 15:07:09 - mmengine - INFO - Epoch(train) [5][60/161] lr: 1.9984e-01 eta: 3:22:47 time: 0.3144 data_time: 0.0524 memory: 9707 grad_norm: 1.0448 top1_acc: 0.3750 top5_acc: 0.7500 loss_cls: 1.8939 loss: 1.8939 2022/08/05 15:07:15 - mmengine - INFO - Epoch(train) [5][80/161] lr: 1.9983e-01 eta: 3:22:25 time: 0.3058 data_time: 0.0457 memory: 9707 grad_norm: 1.0627 top1_acc: 0.2500 top5_acc: 0.8125 loss_cls: 1.8243 loss: 1.8243 2022/08/05 15:07:21 - mmengine - INFO - Epoch(train) [5][100/161] lr: 1.9982e-01 eta: 3:21:58 time: 0.2995 data_time: 0.0435 memory: 9707 grad_norm: 1.0855 top1_acc: 0.5625 top5_acc: 0.8125 loss_cls: 1.9652 loss: 1.9652 2022/08/05 15:07:27 - mmengine - INFO - Epoch(train) [5][120/161] lr: 1.9981e-01 eta: 3:21:48 time: 0.3165 data_time: 0.0487 memory: 9707 grad_norm: 1.0218 top1_acc: 0.6875 top5_acc: 0.8750 loss_cls: 1.7395 loss: 1.7395 2022/08/05 15:07:33 - mmengine - INFO - Epoch(train) [5][140/161] lr: 1.9980e-01 eta: 3:21:24 time: 0.3016 data_time: 0.0454 memory: 9707 grad_norm: 1.0448 top1_acc: 0.5000 top5_acc: 0.8750 loss_cls: 1.7710 loss: 1.7710 2022/08/05 15:07:39 - mmengine - INFO - Epoch(train) [5][160/161] lr: 1.9979e-01 eta: 3:20:56 time: 0.2966 data_time: 0.0466 memory: 9707 grad_norm: 1.0822 top1_acc: 0.5625 top5_acc: 0.8750 loss_cls: 1.6876 loss: 1.6876 2022/08/05 15:07:39 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_gym_keypoint_20220805_150313 2022/08/05 15:07:39 - mmengine - INFO - Epoch(train) [5][161/161] lr: 1.9979e-01 eta: 3:20:56 time: 0.2861 data_time: 0.0458 memory: 652 grad_norm: 1.1945 top1_acc: 0.0000 top5_acc: 0.0000 loss_cls: 1.9302 loss: 1.9302 2022/08/05 15:07:47 - mmengine - INFO - Epoch(train) [6][20/161] lr: 1.9978e-01 eta: 3:21:26 time: 0.3740 data_time: 0.1088 memory: 9707 grad_norm: 1.0846 top1_acc: 0.5000 top5_acc: 0.8750 loss_cls: 1.6902 loss: 1.6902 2022/08/05 15:07:53 - mmengine - INFO - Epoch(train) [6][40/161] lr: 1.9976e-01 eta: 3:21:04 time: 0.3023 data_time: 0.0466 memory: 9707 grad_norm: 1.0323 top1_acc: 0.6250 top5_acc: 0.9375 loss_cls: 1.5622 loss: 1.5622 2022/08/05 15:07:59 - mmengine - INFO - Epoch(train) [6][60/161] lr: 1.9975e-01 eta: 3:20:48 time: 0.3082 data_time: 0.0452 memory: 9707 grad_norm: 1.0322 top1_acc: 0.3750 top5_acc: 0.8750 loss_cls: 1.6731 loss: 1.6731 2022/08/05 15:08:05 - mmengine - INFO - Epoch(train) [6][80/161] lr: 1.9974e-01 eta: 3:20:26 time: 0.3003 data_time: 0.0458 memory: 9707 grad_norm: 1.0682 top1_acc: 0.5000 top5_acc: 0.8750 loss_cls: 1.6749 loss: 1.6749 2022/08/05 15:08:11 - mmengine - INFO - Epoch(train) [6][100/161] lr: 1.9973e-01 eta: 3:20:04 time: 0.3007 data_time: 0.0466 memory: 9707 grad_norm: 0.9842 top1_acc: 0.4375 top5_acc: 0.9375 loss_cls: 1.5961 loss: 1.5961 2022/08/05 15:08:17 - mmengine - INFO - Epoch(train) [6][120/161] lr: 1.9972e-01 eta: 3:19:43 time: 0.2999 data_time: 0.0413 memory: 9707 grad_norm: 1.0581 top1_acc: 0.5625 top5_acc: 0.8750 loss_cls: 1.5315 loss: 1.5315 2022/08/05 15:08:23 - mmengine - INFO - Epoch(train) [6][140/161] lr: 1.9971e-01 eta: 3:19:25 time: 0.3027 data_time: 0.0493 memory: 9707 grad_norm: 1.0890 top1_acc: 0.7500 top5_acc: 0.9375 loss_cls: 1.4854 loss: 1.4854 2022/08/05 15:08:29 - mmengine - INFO - Epoch(train) [6][160/161] lr: 1.9969e-01 eta: 3:18:57 time: 0.2899 data_time: 0.0415 memory: 9707 grad_norm: 1.0321 top1_acc: 0.5625 top5_acc: 0.9375 loss_cls: 1.4336 loss: 1.4336 2022/08/05 15:08:29 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_gym_keypoint_20220805_150313 2022/08/05 15:08:29 - mmengine - INFO - Epoch(train) [6][161/161] lr: 1.9969e-01 eta: 3:18:57 time: 0.2800 data_time: 0.0415 memory: 652 grad_norm: 1.1439 top1_acc: 0.0000 top5_acc: 0.0000 loss_cls: 1.5564 loss: 1.5564 2022/08/05 15:08:36 - mmengine - INFO - Epoch(train) [7][20/161] lr: 1.9968e-01 eta: 3:19:20 time: 0.3710 data_time: 0.0825 memory: 9707 grad_norm: 1.1667 top1_acc: 0.7500 top5_acc: 0.8750 loss_cls: 1.5291 loss: 1.5291 2022/08/05 15:08:41 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_gym_keypoint_20220805_150313 2022/08/05 15:08:42 - mmengine - INFO - Epoch(train) [7][40/161] lr: 1.9967e-01 eta: 3:18:59 time: 0.2985 data_time: 0.0449 memory: 9707 grad_norm: 1.0089 top1_acc: 0.6875 top5_acc: 1.0000 loss_cls: 1.5061 loss: 1.5061 2022/08/05 15:08:49 - mmengine - INFO - Epoch(train) [7][60/161] lr: 1.9965e-01 eta: 3:18:49 time: 0.3131 data_time: 0.0406 memory: 9707 grad_norm: 1.0552 top1_acc: 0.5000 top5_acc: 1.0000 loss_cls: 1.6048 loss: 1.6048 2022/08/05 15:08:55 - mmengine - INFO - Epoch(train) [7][80/161] lr: 1.9964e-01 eta: 3:18:32 time: 0.3012 data_time: 0.0460 memory: 9707 grad_norm: 1.0466 top1_acc: 0.6875 top5_acc: 0.9375 loss_cls: 1.4013 loss: 1.4013 2022/08/05 15:09:01 - mmengine - INFO - Epoch(train) [7][100/161] lr: 1.9963e-01 eta: 3:18:11 time: 0.2966 data_time: 0.0430 memory: 9707 grad_norm: 1.0886 top1_acc: 0.5625 top5_acc: 0.8750 loss_cls: 1.4657 loss: 1.4657 2022/08/05 15:09:07 - mmengine - INFO - Epoch(train) [7][120/161] lr: 1.9961e-01 eta: 3:18:06 time: 0.3186 data_time: 0.0432 memory: 9707 grad_norm: 1.0534 top1_acc: 0.5625 top5_acc: 0.8750 loss_cls: 1.4629 loss: 1.4629 2022/08/05 15:09:13 - mmengine - INFO - Epoch(train) [7][140/161] lr: 1.9960e-01 eta: 3:17:45 time: 0.2948 data_time: 0.0424 memory: 9707 grad_norm: 1.1194 top1_acc: 0.5000 top5_acc: 0.8750 loss_cls: 1.3694 loss: 1.3694 2022/08/05 15:09:19 - mmengine - INFO - Epoch(train) [7][160/161] lr: 1.9958e-01 eta: 3:17:22 time: 0.2904 data_time: 0.0403 memory: 9707 grad_norm: 1.0637 top1_acc: 0.5000 top5_acc: 0.8125 loss_cls: 1.3472 loss: 1.3472 2022/08/05 15:09:19 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_gym_keypoint_20220805_150313 2022/08/05 15:09:19 - mmengine - INFO - Epoch(train) [7][161/161] lr: 1.9958e-01 eta: 3:17:22 time: 0.2806 data_time: 0.0390 memory: 652 grad_norm: 1.1797 top1_acc: 0.0000 top5_acc: 0.0000 loss_cls: 1.5243 loss: 1.5243 2022/08/05 15:09:26 - mmengine - INFO - Epoch(train) [8][20/161] lr: 1.9957e-01 eta: 3:17:31 time: 0.3557 data_time: 0.0911 memory: 9707 grad_norm: 1.1905 top1_acc: 0.5000 top5_acc: 0.9375 loss_cls: 1.3980 loss: 1.3980 2022/08/05 15:09:32 - mmengine - INFO - Epoch(train) [8][40/161] lr: 1.9955e-01 eta: 3:17:13 time: 0.2978 data_time: 0.0437 memory: 9707 grad_norm: 1.0296 top1_acc: 0.5000 top5_acc: 0.9375 loss_cls: 1.3424 loss: 1.3424 2022/08/05 15:09:38 - mmengine - INFO - Epoch(train) [8][60/161] lr: 1.9954e-01 eta: 3:16:56 time: 0.2985 data_time: 0.0429 memory: 9707 grad_norm: 1.1191 top1_acc: 0.6875 top5_acc: 1.0000 loss_cls: 1.1800 loss: 1.1800 2022/08/05 15:09:44 - mmengine - INFO - Epoch(train) [8][80/161] lr: 1.9952e-01 eta: 3:16:38 time: 0.2968 data_time: 0.0441 memory: 9707 grad_norm: 1.0884 top1_acc: 0.5625 top5_acc: 1.0000 loss_cls: 1.2968 loss: 1.2968 2022/08/05 15:09:50 - mmengine - INFO - Epoch(train) [8][100/161] lr: 1.9950e-01 eta: 3:16:20 time: 0.2961 data_time: 0.0422 memory: 9707 grad_norm: 1.0611 top1_acc: 0.4375 top5_acc: 0.6250 loss_cls: 1.4319 loss: 1.4319 2022/08/05 15:09:56 - mmengine - INFO - Epoch(train) [8][120/161] lr: 1.9949e-01 eta: 3:16:04 time: 0.2995 data_time: 0.0399 memory: 9707 grad_norm: 1.0636 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 1.2076 loss: 1.2076 2022/08/05 15:10:02 - mmengine - INFO - Epoch(train) [8][140/161] lr: 1.9947e-01 eta: 3:15:48 time: 0.2980 data_time: 0.0422 memory: 9707 grad_norm: 1.0886 top1_acc: 0.3750 top5_acc: 0.6875 loss_cls: 1.3507 loss: 1.3507 2022/08/05 15:10:08 - mmengine - INFO - Epoch(train) [8][160/161] lr: 1.9945e-01 eta: 3:15:28 time: 0.2910 data_time: 0.0408 memory: 9707 grad_norm: 1.1603 top1_acc: 0.4375 top5_acc: 0.9375 loss_cls: 1.3742 loss: 1.3742 2022/08/05 15:10:08 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_gym_keypoint_20220805_150313 2022/08/05 15:10:08 - mmengine - INFO - Epoch(train) [8][161/161] lr: 1.9945e-01 eta: 3:15:28 time: 0.2814 data_time: 0.0413 memory: 652 grad_norm: 1.2673 top1_acc: 0.0000 top5_acc: 0.0000 loss_cls: 1.5442 loss: 1.5442 2022/08/05 15:10:15 - mmengine - INFO - Epoch(train) [9][20/161] lr: 1.9944e-01 eta: 3:15:47 time: 0.3740 data_time: 0.0880 memory: 9707 grad_norm: 1.0775 top1_acc: 0.6250 top5_acc: 0.9375 loss_cls: 1.4388 loss: 1.4388 2022/08/05 15:10:21 - mmengine - INFO - Epoch(train) [9][40/161] lr: 1.9942e-01 eta: 3:15:29 time: 0.2943 data_time: 0.0420 memory: 9707 grad_norm: 1.0790 top1_acc: 0.6875 top5_acc: 1.0000 loss_cls: 1.3233 loss: 1.3233 2022/08/05 15:10:27 - mmengine - INFO - Epoch(train) [9][60/161] lr: 1.9940e-01 eta: 3:15:13 time: 0.2971 data_time: 0.0420 memory: 9707 grad_norm: 1.0087 top1_acc: 0.6250 top5_acc: 1.0000 loss_cls: 1.2259 loss: 1.2259 2022/08/05 15:10:33 - mmengine - INFO - Epoch(train) [9][80/161] lr: 1.9938e-01 eta: 3:14:58 time: 0.2982 data_time: 0.0428 memory: 9707 grad_norm: 1.0689 top1_acc: 0.8750 top5_acc: 0.9375 loss_cls: 1.2332 loss: 1.2332 2022/08/05 15:10:39 - mmengine - INFO - Epoch(train) [9][100/161] lr: 1.9936e-01 eta: 3:14:44 time: 0.2983 data_time: 0.0442 memory: 9707 grad_norm: 1.1098 top1_acc: 0.5625 top5_acc: 0.8750 loss_cls: 1.0271 loss: 1.0271 2022/08/05 15:10:45 - mmengine - INFO - Epoch(train) [9][120/161] lr: 1.9935e-01 eta: 3:14:29 time: 0.2976 data_time: 0.0427 memory: 9707 grad_norm: 1.1165 top1_acc: 0.6250 top5_acc: 0.8750 loss_cls: 1.1548 loss: 1.1548 2022/08/05 15:10:51 - mmengine - INFO - Epoch(train) [9][140/161] lr: 1.9933e-01 eta: 3:14:14 time: 0.2963 data_time: 0.0428 memory: 9707 grad_norm: 1.1070 top1_acc: 0.7500 top5_acc: 0.9375 loss_cls: 1.0300 loss: 1.0300 2022/08/05 15:10:57 - mmengine - INFO - Epoch(train) [9][160/161] lr: 1.9931e-01 eta: 3:14:01 time: 0.3006 data_time: 0.0416 memory: 9707 grad_norm: 1.1699 top1_acc: 0.5000 top5_acc: 0.9375 loss_cls: 1.1551 loss: 1.1551 2022/08/05 15:10:57 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_gym_keypoint_20220805_150313 2022/08/05 15:10:57 - mmengine - INFO - Epoch(train) [9][161/161] lr: 1.9931e-01 eta: 3:14:01 time: 0.2899 data_time: 0.0411 memory: 652 grad_norm: 1.2897 top1_acc: 0.0000 top5_acc: 0.0000 loss_cls: 1.2891 loss: 1.2891 2022/08/05 15:11:04 - mmengine - INFO - Epoch(train) [10][20/161] lr: 1.9929e-01 eta: 3:14:13 time: 0.3646 data_time: 0.0887 memory: 9707 grad_norm: 1.1426 top1_acc: 0.5000 top5_acc: 0.9375 loss_cls: 1.4354 loss: 1.4354 2022/08/05 15:11:10 - mmengine - INFO - Epoch(train) [10][40/161] lr: 1.9927e-01 eta: 3:13:59 time: 0.2983 data_time: 0.0451 memory: 9707 grad_norm: 1.0035 top1_acc: 0.6875 top5_acc: 0.9375 loss_cls: 1.3381 loss: 1.3381 2022/08/05 15:11:16 - mmengine - INFO - Epoch(train) [10][60/161] lr: 1.9925e-01 eta: 3:13:45 time: 0.2987 data_time: 0.0416 memory: 9707 grad_norm: 1.0337 top1_acc: 0.5625 top5_acc: 1.0000 loss_cls: 1.0934 loss: 1.0934 2022/08/05 15:11:22 - mmengine - INFO - Epoch(train) [10][80/161] lr: 1.9923e-01 eta: 3:13:30 time: 0.2935 data_time: 0.0402 memory: 9707 grad_norm: 1.0885 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 1.1557 loss: 1.1557 2022/08/05 15:11:28 - mmengine - INFO - Epoch(train) [10][100/161] lr: 1.9921e-01 eta: 3:13:18 time: 0.3029 data_time: 0.0423 memory: 9707 grad_norm: 1.1307 top1_acc: 0.5000 top5_acc: 0.9375 loss_cls: 1.2067 loss: 1.2067 2022/08/05 15:11:34 - mmengine - INFO - Epoch(train) [10][120/161] lr: 1.9919e-01 eta: 3:13:04 time: 0.2953 data_time: 0.0436 memory: 9707 grad_norm: 1.0354 top1_acc: 0.6250 top5_acc: 0.8125 loss_cls: 1.1024 loss: 1.1024 2022/08/05 15:11:40 - mmengine - INFO - Epoch(train) [10][140/161] lr: 1.9917e-01 eta: 3:12:52 time: 0.3001 data_time: 0.0413 memory: 9707 grad_norm: 1.0588 top1_acc: 0.7500 top5_acc: 1.0000 loss_cls: 1.0921 loss: 1.0921 2022/08/05 15:11:46 - mmengine - INFO - Epoch(train) [10][160/161] lr: 1.9915e-01 eta: 3:12:44 time: 0.3082 data_time: 0.0426 memory: 9707 grad_norm: 1.0527 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.9727 loss: 0.9727 2022/08/05 15:11:46 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_gym_keypoint_20220805_150313 2022/08/05 15:11:46 - mmengine - INFO - Epoch(train) [10][161/161] lr: 1.9915e-01 eta: 3:12:44 time: 0.2987 data_time: 0.0429 memory: 652 grad_norm: 1.2047 top1_acc: 0.0000 top5_acc: 0.0000 loss_cls: 1.0963 loss: 1.0963 2022/08/05 15:11:46 - mmengine - INFO - Saving checkpoint at 10 epochs 2022/08/05 15:11:54 - mmengine - INFO - Epoch(val) [10][20/67] eta: 0:00:14 time: 0.3006 data_time: 0.1593 memory: 1868 2022/08/05 15:11:58 - mmengine - INFO - Epoch(val) [10][40/67] eta: 0:00:05 time: 0.1987 data_time: 0.0585 memory: 1868 2022/08/05 15:12:02 - mmengine - INFO - Epoch(val) [10][60/67] eta: 0:00:01 time: 0.1915 data_time: 0.0580 memory: 1868 2022/08/05 15:12:03 - mmengine - INFO - Epoch(val) [10][67/67] acc/top1: 0.4239 acc/top5: 0.7557 acc/mean1: 0.2869 2022/08/05 15:12:04 - mmengine - INFO - The best checkpoint with 0.4239 acc/top1 at 11 epoch is saved to best_acc/top1_epoch_11.pth. 2022/08/05 15:12:11 - mmengine - INFO - Epoch(train) [11][20/161] lr: 1.9912e-01 eta: 3:12:42 time: 0.3385 data_time: 0.0833 memory: 9707 grad_norm: 1.1193 top1_acc: 0.7500 top5_acc: 1.0000 loss_cls: 1.1074 loss: 1.1074 2022/08/05 15:12:17 - mmengine - INFO - Epoch(train) [11][40/161] lr: 1.9910e-01 eta: 3:12:37 time: 0.3146 data_time: 0.0410 memory: 9707 grad_norm: 1.0739 top1_acc: 0.6250 top5_acc: 1.0000 loss_cls: 1.1734 loss: 1.1734 2022/08/05 15:12:23 - mmengine - INFO - Epoch(train) [11][60/161] lr: 1.9908e-01 eta: 3:12:24 time: 0.2972 data_time: 0.0437 memory: 9707 grad_norm: 1.1083 top1_acc: 0.6250 top5_acc: 1.0000 loss_cls: 1.0313 loss: 1.0313 2022/08/05 15:12:29 - mmengine - INFO - Epoch(train) [11][80/161] lr: 1.9906e-01 eta: 3:12:10 time: 0.2954 data_time: 0.0420 memory: 9707 grad_norm: 1.0543 top1_acc: 0.6875 top5_acc: 1.0000 loss_cls: 1.0038 loss: 1.0038 2022/08/05 15:12:35 - mmengine - INFO - Epoch(train) [11][100/161] lr: 1.9904e-01 eta: 3:12:01 time: 0.3046 data_time: 0.0491 memory: 9707 grad_norm: 1.1192 top1_acc: 0.5000 top5_acc: 0.9375 loss_cls: 1.2097 loss: 1.2097 2022/08/05 15:12:41 - mmengine - INFO - Epoch(train) [11][120/161] lr: 1.9901e-01 eta: 3:11:47 time: 0.2951 data_time: 0.0427 memory: 9707 grad_norm: 1.0757 top1_acc: 0.6250 top5_acc: 0.9375 loss_cls: 0.9489 loss: 0.9489 2022/08/05 15:12:47 - mmengine - INFO - Epoch(train) [11][140/161] lr: 1.9899e-01 eta: 3:11:36 time: 0.2991 data_time: 0.0431 memory: 9707 grad_norm: 1.1254 top1_acc: 0.5625 top5_acc: 1.0000 loss_cls: 1.0448 loss: 1.0448 2022/08/05 15:12:53 - mmengine - INFO - Epoch(train) [11][160/161] lr: 1.9897e-01 eta: 3:11:19 time: 0.2867 data_time: 0.0391 memory: 9707 grad_norm: 1.0450 top1_acc: 0.6250 top5_acc: 1.0000 loss_cls: 1.0412 loss: 1.0412 2022/08/05 15:12:53 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_gym_keypoint_20220805_150313 2022/08/05 15:12:53 - mmengine - INFO - Epoch(train) [11][161/161] lr: 1.9897e-01 eta: 3:11:19 time: 0.2780 data_time: 0.0404 memory: 652 grad_norm: 1.1459 top1_acc: 0.0000 top5_acc: 0.0000 loss_cls: 1.1748 loss: 1.1748 2022/08/05 15:13:00 - mmengine - INFO - Epoch(train) [12][20/161] lr: 1.9894e-01 eta: 3:11:25 time: 0.3576 data_time: 0.0920 memory: 9707 grad_norm: 1.0109 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 1.0127 loss: 1.0127 2022/08/05 15:13:06 - mmengine - INFO - Epoch(train) [12][40/161] lr: 1.9892e-01 eta: 3:11:12 time: 0.2949 data_time: 0.0422 memory: 9707 grad_norm: 1.0848 top1_acc: 0.5000 top5_acc: 0.8750 loss_cls: 0.9950 loss: 0.9950 2022/08/05 15:13:12 - mmengine - INFO - Epoch(train) [12][60/161] lr: 1.9890e-01 eta: 3:11:01 time: 0.2991 data_time: 0.0425 memory: 9707 grad_norm: 1.0691 top1_acc: 0.6875 top5_acc: 0.9375 loss_cls: 1.0167 loss: 1.0167 2022/08/05 15:13:18 - mmengine - INFO - Epoch(train) [12][80/161] lr: 1.9887e-01 eta: 3:10:53 time: 0.3065 data_time: 0.0408 memory: 9707 grad_norm: 1.0870 top1_acc: 0.5625 top5_acc: 1.0000 loss_cls: 1.1430 loss: 1.1430 2022/08/05 15:13:24 - mmengine - INFO - Epoch(train) [12][100/161] lr: 1.9885e-01 eta: 3:10:42 time: 0.2992 data_time: 0.0416 memory: 9707 grad_norm: 1.0452 top1_acc: 0.7500 top5_acc: 1.0000 loss_cls: 0.9717 loss: 0.9717 2022/08/05 15:13:30 - mmengine - INFO - Epoch(train) [12][120/161] lr: 1.9882e-01 eta: 3:10:30 time: 0.2973 data_time: 0.0390 memory: 9707 grad_norm: 1.0471 top1_acc: 0.6875 top5_acc: 0.9375 loss_cls: 0.9617 loss: 0.9617 2022/08/05 15:13:36 - mmengine - INFO - Epoch(train) [12][140/161] lr: 1.9880e-01 eta: 3:10:21 time: 0.3025 data_time: 0.0425 memory: 9707 grad_norm: 1.0350 top1_acc: 0.8750 top5_acc: 0.9375 loss_cls: 0.8852 loss: 0.8852 2022/08/05 15:13:42 - mmengine - INFO - Epoch(train) [12][160/161] lr: 1.9877e-01 eta: 3:10:05 time: 0.2854 data_time: 0.0386 memory: 9707 grad_norm: 1.0556 top1_acc: 0.6875 top5_acc: 0.9375 loss_cls: 1.0567 loss: 1.0567 2022/08/05 15:13:42 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_gym_keypoint_20220805_150313 2022/08/05 15:13:42 - mmengine - INFO - Epoch(train) [12][161/161] lr: 1.9877e-01 eta: 3:10:05 time: 0.2754 data_time: 0.0393 memory: 652 grad_norm: 1.1877 top1_acc: 0.0000 top5_acc: 0.0000 loss_cls: 1.1782 loss: 1.1782 2022/08/05 15:13:49 - mmengine - INFO - Epoch(train) [13][20/161] lr: 1.9874e-01 eta: 3:10:12 time: 0.3633 data_time: 0.0948 memory: 9707 grad_norm: 1.0994 top1_acc: 0.7500 top5_acc: 1.0000 loss_cls: 1.0807 loss: 1.0807 2022/08/05 15:13:55 - mmengine - INFO - Epoch(train) [13][40/161] lr: 1.9872e-01 eta: 3:10:07 time: 0.3131 data_time: 0.0411 memory: 9707 grad_norm: 1.0829 top1_acc: 0.5000 top5_acc: 0.8750 loss_cls: 1.0046 loss: 1.0046 2022/08/05 15:14:01 - mmengine - INFO - Epoch(train) [13][60/161] lr: 1.9869e-01 eta: 3:09:56 time: 0.2978 data_time: 0.0419 memory: 9707 grad_norm: 1.0405 top1_acc: 0.7500 top5_acc: 1.0000 loss_cls: 0.9385 loss: 0.9385 2022/08/05 15:14:04 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_gym_keypoint_20220805_150313 2022/08/05 15:14:07 - mmengine - INFO - Epoch(train) [13][80/161] lr: 1.9867e-01 eta: 3:09:45 time: 0.2980 data_time: 0.0383 memory: 9707 grad_norm: 1.0558 top1_acc: 0.7500 top5_acc: 0.9375 loss_cls: 0.8686 loss: 0.8686 2022/08/05 15:14:13 - mmengine - INFO - Epoch(train) [13][100/161] lr: 1.9864e-01 eta: 3:09:33 time: 0.2973 data_time: 0.0419 memory: 9707 grad_norm: 1.1180 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.9201 loss: 0.9201 2022/08/05 15:14:19 - mmengine - INFO - Epoch(train) [13][120/161] lr: 1.9861e-01 eta: 3:09:26 time: 0.3068 data_time: 0.0424 memory: 9707 grad_norm: 1.0507 top1_acc: 0.6875 top5_acc: 0.8750 loss_cls: 0.9737 loss: 0.9737 2022/08/05 15:14:25 - mmengine - INFO - Epoch(train) [13][140/161] lr: 1.9859e-01 eta: 3:09:15 time: 0.2964 data_time: 0.0407 memory: 9707 grad_norm: 1.1075 top1_acc: 0.5000 top5_acc: 0.9375 loss_cls: 0.9152 loss: 0.9152 2022/08/05 15:14:31 - mmengine - INFO - Epoch(train) [13][160/161] lr: 1.9856e-01 eta: 3:09:00 time: 0.2861 data_time: 0.0375 memory: 9707 grad_norm: 1.0945 top1_acc: 0.6875 top5_acc: 0.9375 loss_cls: 0.8920 loss: 0.8920 2022/08/05 15:14:31 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_gym_keypoint_20220805_150313 2022/08/05 15:14:31 - mmengine - INFO - Epoch(train) [13][161/161] lr: 1.9856e-01 eta: 3:09:00 time: 0.2768 data_time: 0.0382 memory: 652 grad_norm: 1.2094 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 1.0092 loss: 1.0092 2022/08/05 15:14:38 - mmengine - INFO - Epoch(train) [14][20/161] lr: 1.9853e-01 eta: 3:09:03 time: 0.3542 data_time: 0.0886 memory: 9707 grad_norm: 1.1641 top1_acc: 0.7500 top5_acc: 1.0000 loss_cls: 1.0750 loss: 1.0750 2022/08/05 15:14:44 - mmengine - INFO - Epoch(train) [14][40/161] lr: 1.9850e-01 eta: 3:08:52 time: 0.2948 data_time: 0.0424 memory: 9707 grad_norm: 1.0942 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.9846 loss: 0.9846 2022/08/05 15:14:50 - mmengine - INFO - Epoch(train) [14][60/161] lr: 1.9847e-01 eta: 3:08:45 time: 0.3085 data_time: 0.0486 memory: 9707 grad_norm: 1.0584 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.9284 loss: 0.9284 2022/08/05 15:14:56 - mmengine - INFO - Epoch(train) [14][80/161] lr: 1.9844e-01 eta: 3:08:36 time: 0.3025 data_time: 0.0422 memory: 9707 grad_norm: 1.0660 top1_acc: 0.7500 top5_acc: 1.0000 loss_cls: 0.8383 loss: 0.8383 2022/08/05 15:15:02 - mmengine - INFO - Epoch(train) [14][100/161] lr: 1.9842e-01 eta: 3:08:25 time: 0.2961 data_time: 0.0422 memory: 9707 grad_norm: 1.1795 top1_acc: 0.6875 top5_acc: 1.0000 loss_cls: 0.9413 loss: 0.9413 2022/08/05 15:15:08 - mmengine - INFO - Epoch(train) [14][120/161] lr: 1.9839e-01 eta: 3:08:14 time: 0.2974 data_time: 0.0429 memory: 9707 grad_norm: 1.0789 top1_acc: 0.6250 top5_acc: 0.9375 loss_cls: 1.0718 loss: 1.0718 2022/08/05 15:15:14 - mmengine - INFO - Epoch(train) [14][140/161] lr: 1.9836e-01 eta: 3:08:04 time: 0.2975 data_time: 0.0446 memory: 9707 grad_norm: 1.0660 top1_acc: 0.7500 top5_acc: 1.0000 loss_cls: 0.9111 loss: 0.9111 2022/08/05 15:15:20 - mmengine - INFO - Epoch(train) [14][160/161] lr: 1.9833e-01 eta: 3:07:54 time: 0.2975 data_time: 0.0403 memory: 9707 grad_norm: 0.9815 top1_acc: 0.6875 top5_acc: 0.8750 loss_cls: 0.8497 loss: 0.8497 2022/08/05 15:15:20 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_gym_keypoint_20220805_150313 2022/08/05 15:15:20 - mmengine - INFO - Epoch(train) [14][161/161] lr: 1.9833e-01 eta: 3:07:54 time: 0.2883 data_time: 0.0420 memory: 652 grad_norm: 1.1238 top1_acc: 0.0000 top5_acc: 0.0000 loss_cls: 1.0260 loss: 1.0260 2022/08/05 15:15:27 - mmengine - INFO - Epoch(train) [15][20/161] lr: 1.9830e-01 eta: 3:07:57 time: 0.3564 data_time: 0.0879 memory: 9707 grad_norm: 1.1513 top1_acc: 0.7500 top5_acc: 1.0000 loss_cls: 1.0703 loss: 1.0703 2022/08/05 15:15:33 - mmengine - INFO - Epoch(train) [15][40/161] lr: 1.9827e-01 eta: 3:07:46 time: 0.2942 data_time: 0.0414 memory: 9707 grad_norm: 1.0233 top1_acc: 0.7500 top5_acc: 1.0000 loss_cls: 0.9064 loss: 0.9064 2022/08/05 15:15:39 - mmengine - INFO - Epoch(train) [15][60/161] lr: 1.9824e-01 eta: 3:07:37 time: 0.3007 data_time: 0.0425 memory: 9707 grad_norm: 1.0224 top1_acc: 0.8125 top5_acc: 0.8750 loss_cls: 0.8532 loss: 0.8532 2022/08/05 15:15:45 - mmengine - INFO - Epoch(train) [15][80/161] lr: 1.9821e-01 eta: 3:07:26 time: 0.2943 data_time: 0.0390 memory: 9707 grad_norm: 1.0502 top1_acc: 0.7500 top5_acc: 1.0000 loss_cls: 0.8709 loss: 0.8709 2022/08/05 15:15:51 - mmengine - INFO - Epoch(train) [15][100/161] lr: 1.9818e-01 eta: 3:07:16 time: 0.2965 data_time: 0.0401 memory: 9707 grad_norm: 1.0678 top1_acc: 0.7500 top5_acc: 1.0000 loss_cls: 0.9059 loss: 0.9059 2022/08/05 15:15:57 - mmengine - INFO - Epoch(train) [15][120/161] lr: 1.9814e-01 eta: 3:07:07 time: 0.3026 data_time: 0.0392 memory: 9707 grad_norm: 1.0842 top1_acc: 0.7500 top5_acc: 1.0000 loss_cls: 0.8170 loss: 0.8170 2022/08/05 15:16:03 - mmengine - INFO - Epoch(train) [15][140/161] lr: 1.9811e-01 eta: 3:06:57 time: 0.2960 data_time: 0.0403 memory: 9707 grad_norm: 1.1338 top1_acc: 0.6250 top5_acc: 0.9375 loss_cls: 0.9682 loss: 0.9682 2022/08/05 15:16:09 - mmengine - INFO - Epoch(train) [15][160/161] lr: 1.9808e-01 eta: 3:06:43 time: 0.2840 data_time: 0.0353 memory: 9707 grad_norm: 1.0503 top1_acc: 0.6250 top5_acc: 0.8750 loss_cls: 0.8852 loss: 0.8852 2022/08/05 15:16:09 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_gym_keypoint_20220805_150313 2022/08/05 15:16:09 - mmengine - INFO - Epoch(train) [15][161/161] lr: 1.9808e-01 eta: 3:06:43 time: 0.2756 data_time: 0.0367 memory: 652 grad_norm: 1.1814 top1_acc: 0.0000 top5_acc: 0.0000 loss_cls: 1.0795 loss: 1.0795 2022/08/05 15:16:16 - mmengine - INFO - Epoch(train) [16][20/161] lr: 1.9805e-01 eta: 3:06:49 time: 0.3663 data_time: 0.0894 memory: 9707 grad_norm: 1.1416 top1_acc: 0.8750 top5_acc: 0.8750 loss_cls: 0.9246 loss: 0.9246 2022/08/05 15:16:22 - mmengine - INFO - Epoch(train) [16][40/161] lr: 1.9802e-01 eta: 3:06:39 time: 0.2954 data_time: 0.0389 memory: 9707 grad_norm: 0.9840 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.8260 loss: 0.8260 2022/08/05 15:16:28 - mmengine - INFO - Epoch(train) [16][60/161] lr: 1.9798e-01 eta: 3:06:28 time: 0.2958 data_time: 0.0463 memory: 9707 grad_norm: 1.0552 top1_acc: 0.7500 top5_acc: 1.0000 loss_cls: 0.8418 loss: 0.8418 2022/08/05 15:16:34 - mmengine - INFO - Epoch(train) [16][80/161] lr: 1.9795e-01 eta: 3:06:18 time: 0.2945 data_time: 0.0400 memory: 9707 grad_norm: 1.0948 top1_acc: 0.6875 top5_acc: 1.0000 loss_cls: 0.7924 loss: 0.7924 2022/08/05 15:16:40 - mmengine - INFO - Epoch(train) [16][100/161] lr: 1.9792e-01 eta: 3:06:11 time: 0.3070 data_time: 0.0433 memory: 9707 grad_norm: 1.0340 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.9598 loss: 0.9598 2022/08/05 15:16:46 - mmengine - INFO - Epoch(train) [16][120/161] lr: 1.9789e-01 eta: 3:06:01 time: 0.2960 data_time: 0.0419 memory: 9707 grad_norm: 1.0077 top1_acc: 0.7500 top5_acc: 1.0000 loss_cls: 0.6321 loss: 0.6321 2022/08/05 15:16:52 - mmengine - INFO - Epoch(train) [16][140/161] lr: 1.9785e-01 eta: 3:05:52 time: 0.2973 data_time: 0.0402 memory: 9707 grad_norm: 1.0815 top1_acc: 0.8750 top5_acc: 0.9375 loss_cls: 0.8537 loss: 0.8537 2022/08/05 15:16:58 - mmengine - INFO - Epoch(train) [16][160/161] lr: 1.9782e-01 eta: 3:05:44 time: 0.3040 data_time: 0.0464 memory: 9707 grad_norm: 1.0999 top1_acc: 0.7500 top5_acc: 0.8750 loss_cls: 0.8589 loss: 0.8589 2022/08/05 15:16:58 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_gym_keypoint_20220805_150313 2022/08/05 15:16:58 - mmengine - INFO - Epoch(train) [16][161/161] lr: 1.9782e-01 eta: 3:05:44 time: 0.2957 data_time: 0.0485 memory: 652 grad_norm: 1.2163 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.9107 loss: 0.9107 2022/08/05 15:17:05 - mmengine - INFO - Epoch(train) [17][20/161] lr: 1.9778e-01 eta: 3:05:47 time: 0.3595 data_time: 0.0873 memory: 9707 grad_norm: 1.0986 top1_acc: 0.7500 top5_acc: 1.0000 loss_cls: 0.8996 loss: 0.8996 2022/08/05 15:17:11 - mmengine - INFO - Epoch(train) [17][40/161] lr: 1.9775e-01 eta: 3:05:38 time: 0.2967 data_time: 0.0397 memory: 9707 grad_norm: 1.0376 top1_acc: 0.8750 top5_acc: 0.9375 loss_cls: 0.7547 loss: 0.7547 2022/08/05 15:17:17 - mmengine - INFO - Epoch(train) [17][60/161] lr: 1.9771e-01 eta: 3:05:28 time: 0.2962 data_time: 0.0399 memory: 9707 grad_norm: 1.0655 top1_acc: 0.6875 top5_acc: 1.0000 loss_cls: 0.7470 loss: 0.7470 2022/08/05 15:17:23 - mmengine - INFO - Epoch(train) [17][80/161] lr: 1.9768e-01 eta: 3:05:18 time: 0.2954 data_time: 0.0405 memory: 9707 grad_norm: 1.0435 top1_acc: 0.5625 top5_acc: 0.9375 loss_cls: 0.7204 loss: 0.7204 2022/08/05 15:17:29 - mmengine - INFO - Epoch(train) [17][100/161] lr: 1.9764e-01 eta: 3:05:12 time: 0.3105 data_time: 0.0441 memory: 9707 grad_norm: 1.0325 top1_acc: 0.6250 top5_acc: 1.0000 loss_cls: 0.8519 loss: 0.8519 2022/08/05 15:17:35 - mmengine - INFO - Epoch(train) [17][120/161] lr: 1.9761e-01 eta: 3:05:02 time: 0.2947 data_time: 0.0417 memory: 9707 grad_norm: 1.0455 top1_acc: 0.7500 top5_acc: 0.9375 loss_cls: 0.8884 loss: 0.8884 2022/08/05 15:17:41 - mmengine - INFO - Epoch(train) [17][140/161] lr: 1.9757e-01 eta: 3:04:53 time: 0.2965 data_time: 0.0439 memory: 9707 grad_norm: 1.1099 top1_acc: 0.6875 top5_acc: 0.9375 loss_cls: 0.7886 loss: 0.7886 2022/08/05 15:17:47 - mmengine - INFO - Epoch(train) [17][160/161] lr: 1.9754e-01 eta: 3:04:42 time: 0.2901 data_time: 0.0385 memory: 9707 grad_norm: 1.0972 top1_acc: 0.8125 top5_acc: 0.9375 loss_cls: 0.9068 loss: 0.9068 2022/08/05 15:17:47 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_gym_keypoint_20220805_150313 2022/08/05 15:17:47 - mmengine - INFO - Epoch(train) [17][161/161] lr: 1.9754e-01 eta: 3:04:42 time: 0.2818 data_time: 0.0403 memory: 652 grad_norm: 1.2190 top1_acc: 0.0000 top5_acc: 0.0000 loss_cls: 1.0391 loss: 1.0391 2022/08/05 15:17:54 - mmengine - INFO - Epoch(train) [18][20/161] lr: 1.9750e-01 eta: 3:04:43 time: 0.3534 data_time: 0.0880 memory: 9707 grad_norm: 1.1313 top1_acc: 0.5625 top5_acc: 1.0000 loss_cls: 1.0101 loss: 1.0101 2022/08/05 15:18:00 - mmengine - INFO - Epoch(train) [18][40/161] lr: 1.9746e-01 eta: 3:04:33 time: 0.2956 data_time: 0.0378 memory: 9707 grad_norm: 1.0542 top1_acc: 0.6250 top5_acc: 0.8750 loss_cls: 0.8596 loss: 0.8596 2022/08/05 15:18:07 - mmengine - INFO - Epoch(train) [18][60/161] lr: 1.9743e-01 eta: 3:04:31 time: 0.3227 data_time: 0.0405 memory: 9707 grad_norm: 1.0539 top1_acc: 0.7500 top5_acc: 1.0000 loss_cls: 0.7713 loss: 0.7713 2022/08/05 15:18:13 - mmengine - INFO - Epoch(train) [18][80/161] lr: 1.9739e-01 eta: 3:04:21 time: 0.2963 data_time: 0.0403 memory: 9707 grad_norm: 1.1157 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.7823 loss: 0.7823 2022/08/05 15:18:18 - mmengine - INFO - Epoch(train) [18][100/161] lr: 1.9735e-01 eta: 3:04:12 time: 0.2984 data_time: 0.0432 memory: 9707 grad_norm: 1.0594 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.6919 loss: 0.6919 2022/08/05 15:18:24 - mmengine - INFO - Epoch(train) [18][120/161] lr: 1.9732e-01 eta: 3:04:03 time: 0.2945 data_time: 0.0389 memory: 9707 grad_norm: 1.0000 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.7081 loss: 0.7081 2022/08/05 15:18:31 - mmengine - INFO - Epoch(train) [18][140/161] lr: 1.9728e-01 eta: 3:03:57 time: 0.3109 data_time: 0.0440 memory: 9707 grad_norm: 1.1149 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.8826 loss: 0.8826 2022/08/05 15:18:36 - mmengine - INFO - Epoch(train) [18][160/161] lr: 1.9724e-01 eta: 3:03:46 time: 0.2886 data_time: 0.0385 memory: 9707 grad_norm: 1.0244 top1_acc: 0.8750 top5_acc: 0.9375 loss_cls: 0.7814 loss: 0.7814 2022/08/05 15:18:36 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_gym_keypoint_20220805_150313 2022/08/05 15:18:36 - mmengine - INFO - Epoch(train) [18][161/161] lr: 1.9724e-01 eta: 3:03:46 time: 0.2804 data_time: 0.0404 memory: 652 grad_norm: 1.1727 top1_acc: 0.0000 top5_acc: 1.0000 loss_cls: 0.8945 loss: 0.8945 2022/08/05 15:18:44 - mmengine - INFO - Epoch(train) [19][20/161] lr: 1.9720e-01 eta: 3:03:46 time: 0.3508 data_time: 0.0761 memory: 9707 grad_norm: 1.0533 top1_acc: 0.7500 top5_acc: 1.0000 loss_cls: 0.8894 loss: 0.8894 2022/08/05 15:18:49 - mmengine - INFO - Epoch(train) [19][40/161] lr: 1.9716e-01 eta: 3:03:37 time: 0.2972 data_time: 0.0376 memory: 9707 grad_norm: 0.9661 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.8248 loss: 0.8248 2022/08/05 15:18:55 - mmengine - INFO - Epoch(train) [19][60/161] lr: 1.9712e-01 eta: 3:03:29 time: 0.2994 data_time: 0.0427 memory: 9707 grad_norm: 1.0916 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.7446 loss: 0.7446 2022/08/05 15:19:01 - mmengine - INFO - Epoch(train) [19][80/161] lr: 1.9709e-01 eta: 3:03:19 time: 0.2941 data_time: 0.0384 memory: 9707 grad_norm: 1.0030 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.7008 loss: 0.7008 2022/08/05 15:19:07 - mmengine - INFO - Epoch(train) [19][100/161] lr: 1.9705e-01 eta: 3:03:11 time: 0.3017 data_time: 0.0419 memory: 9707 grad_norm: 1.0473 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.7617 loss: 0.7617 2022/08/05 15:19:08 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_gym_keypoint_20220805_150313 2022/08/05 15:19:13 - mmengine - INFO - Epoch(train) [19][120/161] lr: 1.9701e-01 eta: 3:03:03 time: 0.2979 data_time: 0.0379 memory: 9707 grad_norm: 0.9853 top1_acc: 0.7500 top5_acc: 0.9375 loss_cls: 0.7924 loss: 0.7924 2022/08/05 15:19:19 - mmengine - INFO - Epoch(train) [19][140/161] lr: 1.9697e-01 eta: 3:02:54 time: 0.2979 data_time: 0.0416 memory: 9707 grad_norm: 1.0882 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.7993 loss: 0.7993 2022/08/05 15:19:25 - mmengine - INFO - Epoch(train) [19][160/161] lr: 1.9693e-01 eta: 3:02:45 time: 0.2952 data_time: 0.0392 memory: 9707 grad_norm: 1.0576 top1_acc: 0.8750 top5_acc: 0.9375 loss_cls: 0.7006 loss: 0.7006 2022/08/05 15:19:25 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_gym_keypoint_20220805_150313 2022/08/05 15:19:25 - mmengine - INFO - Epoch(train) [19][161/161] lr: 1.9693e-01 eta: 3:02:45 time: 0.2867 data_time: 0.0414 memory: 652 grad_norm: 1.1664 top1_acc: 0.0000 top5_acc: 1.0000 loss_cls: 0.8260 loss: 0.8260 2022/08/05 15:19:32 - mmengine - INFO - Epoch(train) [20][20/161] lr: 1.9688e-01 eta: 3:02:45 time: 0.3499 data_time: 0.0794 memory: 9707 grad_norm: 1.0567 top1_acc: 0.7500 top5_acc: 1.0000 loss_cls: 0.7625 loss: 0.7625 2022/08/05 15:19:38 - mmengine - INFO - Epoch(train) [20][40/161] lr: 1.9684e-01 eta: 3:02:35 time: 0.2938 data_time: 0.0383 memory: 9707 grad_norm: 1.1503 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.7384 loss: 0.7384 2022/08/05 15:19:44 - mmengine - INFO - Epoch(train) [20][60/161] lr: 1.9680e-01 eta: 3:02:27 time: 0.2999 data_time: 0.0445 memory: 9707 grad_norm: 1.0519 top1_acc: 0.6250 top5_acc: 0.9375 loss_cls: 0.7078 loss: 0.7078 2022/08/05 15:19:50 - mmengine - INFO - Epoch(train) [20][80/161] lr: 1.9676e-01 eta: 3:02:19 time: 0.3016 data_time: 0.0409 memory: 9707 grad_norm: 1.0578 top1_acc: 0.6875 top5_acc: 1.0000 loss_cls: 0.7053 loss: 0.7053 2022/08/05 15:19:56 - mmengine - INFO - Epoch(train) [20][100/161] lr: 1.9672e-01 eta: 3:02:11 time: 0.2977 data_time: 0.0423 memory: 9707 grad_norm: 1.0709 top1_acc: 0.6875 top5_acc: 1.0000 loss_cls: 0.7522 loss: 0.7522 2022/08/05 15:20:02 - mmengine - INFO - Epoch(train) [20][120/161] lr: 1.9668e-01 eta: 3:02:01 time: 0.2929 data_time: 0.0398 memory: 9707 grad_norm: 0.9913 top1_acc: 0.6875 top5_acc: 0.9375 loss_cls: 0.7641 loss: 0.7641 2022/08/05 15:20:08 - mmengine - INFO - Epoch(train) [20][140/161] lr: 1.9664e-01 eta: 3:01:55 time: 0.3086 data_time: 0.0417 memory: 9707 grad_norm: 1.0343 top1_acc: 0.7500 top5_acc: 0.9375 loss_cls: 0.6721 loss: 0.6721 2022/08/05 15:20:14 - mmengine - INFO - Epoch(train) [20][160/161] lr: 1.9660e-01 eta: 3:01:45 time: 0.2885 data_time: 0.0388 memory: 9707 grad_norm: 1.0930 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.7273 loss: 0.7273 2022/08/05 15:20:14 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_gym_keypoint_20220805_150313 2022/08/05 15:20:14 - mmengine - INFO - Epoch(train) [20][161/161] lr: 1.9659e-01 eta: 3:01:45 time: 0.2795 data_time: 0.0398 memory: 652 grad_norm: 1.2389 top1_acc: 0.0000 top5_acc: 0.0000 loss_cls: 0.9362 loss: 0.9362 2022/08/05 15:20:14 - mmengine - INFO - Saving checkpoint at 20 epochs 2022/08/05 15:20:21 - mmengine - INFO - Epoch(val) [20][20/67] eta: 0:00:13 time: 0.2843 data_time: 0.1393 memory: 1868 2022/08/05 15:20:25 - mmengine - INFO - Epoch(val) [20][40/67] eta: 0:00:05 time: 0.1966 data_time: 0.0548 memory: 1868 2022/08/05 15:20:28 - mmengine - INFO - Epoch(val) [20][60/67] eta: 0:00:01 time: 0.1803 data_time: 0.0496 memory: 1868 2022/08/05 15:20:30 - mmengine - INFO - Epoch(val) [20][67/67] acc/top1: 0.4895 acc/top5: 0.7784 acc/mean1: 0.3938 2022/08/05 15:20:30 - mmengine - INFO - The previous best checkpoint /mnt/lustre/daiwenxun/X/mmaction2/work_dirs/slowonly_r50_u48_240e_8xb16_gym_keypoint/best_acc/top1_epoch_11.pth is removed 2022/08/05 15:20:31 - mmengine - INFO - The best checkpoint with 0.4895 acc/top1 at 21 epoch is saved to best_acc/top1_epoch_21.pth. 2022/08/05 15:20:38 - mmengine - INFO - Epoch(train) [21][20/161] lr: 1.9655e-01 eta: 3:01:41 time: 0.3338 data_time: 0.0729 memory: 9707 grad_norm: 1.0939 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.7668 loss: 0.7668 2022/08/05 15:20:44 - mmengine - INFO - Epoch(train) [21][40/161] lr: 1.9651e-01 eta: 3:01:32 time: 0.2963 data_time: 0.0395 memory: 9707 grad_norm: 1.0991 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.6560 loss: 0.6560 2022/08/05 15:20:50 - mmengine - INFO - Epoch(train) [21][60/161] lr: 1.9647e-01 eta: 3:01:25 time: 0.3040 data_time: 0.0390 memory: 9707 grad_norm: 1.0928 top1_acc: 0.7500 top5_acc: 0.8750 loss_cls: 0.6920 loss: 0.6920 2022/08/05 15:20:56 - mmengine - INFO - Epoch(train) [21][80/161] lr: 1.9642e-01 eta: 3:01:18 time: 0.3027 data_time: 0.0419 memory: 9707 grad_norm: 1.0602 top1_acc: 0.7500 top5_acc: 1.0000 loss_cls: 0.8053 loss: 0.8053 2022/08/05 15:21:02 - mmengine - INFO - Epoch(train) [21][100/161] lr: 1.9638e-01 eta: 3:01:11 time: 0.3035 data_time: 0.0460 memory: 9707 grad_norm: 1.0733 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.7697 loss: 0.7697 2022/08/05 15:21:08 - mmengine - INFO - Epoch(train) [21][120/161] lr: 1.9634e-01 eta: 3:01:05 time: 0.3113 data_time: 0.0423 memory: 9707 grad_norm: 1.0416 top1_acc: 0.8750 top5_acc: 0.9375 loss_cls: 0.6029 loss: 0.6029 2022/08/05 15:21:14 - mmengine - INFO - Epoch(train) [21][140/161] lr: 1.9629e-01 eta: 3:00:56 time: 0.2958 data_time: 0.0415 memory: 9707 grad_norm: 1.0992 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.7293 loss: 0.7293 2022/08/05 15:21:20 - mmengine - INFO - Epoch(train) [21][160/161] lr: 1.9625e-01 eta: 3:00:47 time: 0.2896 data_time: 0.0429 memory: 9707 grad_norm: 1.0610 top1_acc: 0.7500 top5_acc: 0.9375 loss_cls: 0.7735 loss: 0.7735 2022/08/05 15:21:20 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_gym_keypoint_20220805_150313 2022/08/05 15:21:20 - mmengine - INFO - Epoch(train) [21][161/161] lr: 1.9625e-01 eta: 3:00:47 time: 0.2810 data_time: 0.0444 memory: 652 grad_norm: 1.2237 top1_acc: 0.0000 top5_acc: 1.0000 loss_cls: 0.8889 loss: 0.8889 2022/08/05 15:21:27 - mmengine - INFO - Epoch(train) [22][20/161] lr: 1.9620e-01 eta: 3:00:47 time: 0.3550 data_time: 0.0829 memory: 9707 grad_norm: 1.2071 top1_acc: 0.8125 top5_acc: 0.9375 loss_cls: 0.7315 loss: 0.7315 2022/08/05 15:21:33 - mmengine - INFO - Epoch(train) [22][40/161] lr: 1.9616e-01 eta: 3:00:38 time: 0.2950 data_time: 0.0368 memory: 9707 grad_norm: 1.0837 top1_acc: 0.5625 top5_acc: 0.9375 loss_cls: 0.7582 loss: 0.7582 2022/08/05 15:21:39 - mmengine - INFO - Epoch(train) [22][60/161] lr: 1.9611e-01 eta: 3:00:31 time: 0.3028 data_time: 0.0438 memory: 9707 grad_norm: 1.0804 top1_acc: 0.6875 top5_acc: 0.9375 loss_cls: 0.7429 loss: 0.7429 2022/08/05 15:21:45 - mmengine - INFO - Epoch(train) [22][80/161] lr: 1.9607e-01 eta: 3:00:23 time: 0.2977 data_time: 0.0388 memory: 9707 grad_norm: 0.9939 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.5626 loss: 0.5626 2022/08/05 15:21:51 - mmengine - INFO - Epoch(train) [22][100/161] lr: 1.9602e-01 eta: 3:00:15 time: 0.3016 data_time: 0.0459 memory: 9707 grad_norm: 1.0965 top1_acc: 0.5625 top5_acc: 0.9375 loss_cls: 0.7427 loss: 0.7427 2022/08/05 15:21:57 - mmengine - INFO - Epoch(train) [22][120/161] lr: 1.9598e-01 eta: 3:00:07 time: 0.2989 data_time: 0.0403 memory: 9707 grad_norm: 1.0734 top1_acc: 0.6875 top5_acc: 1.0000 loss_cls: 0.6994 loss: 0.6994 2022/08/05 15:22:03 - mmengine - INFO - Epoch(train) [22][140/161] lr: 1.9593e-01 eta: 2:59:59 time: 0.2979 data_time: 0.0451 memory: 9707 grad_norm: 1.1242 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.6978 loss: 0.6978 2022/08/05 15:22:09 - mmengine - INFO - Epoch(train) [22][160/161] lr: 1.9589e-01 eta: 2:59:51 time: 0.2966 data_time: 0.0381 memory: 9707 grad_norm: 1.0828 top1_acc: 0.7500 top5_acc: 1.0000 loss_cls: 0.7646 loss: 0.7646 2022/08/05 15:22:09 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_gym_keypoint_20220805_150313 2022/08/05 15:22:09 - mmengine - INFO - Epoch(train) [22][161/161] lr: 1.9588e-01 eta: 2:59:51 time: 0.2879 data_time: 0.0394 memory: 652 grad_norm: 1.2077 top1_acc: 0.0000 top5_acc: 0.0000 loss_cls: 1.0557 loss: 1.0557 2022/08/05 15:22:16 - mmengine - INFO - Epoch(train) [23][20/161] lr: 1.9584e-01 eta: 2:59:49 time: 0.3472 data_time: 0.0721 memory: 9707 grad_norm: 1.0655 top1_acc: 0.7500 top5_acc: 1.0000 loss_cls: 0.7138 loss: 0.7138 2022/08/05 15:22:22 - mmengine - INFO - Epoch(train) [23][40/161] lr: 1.9579e-01 eta: 2:59:41 time: 0.2949 data_time: 0.0367 memory: 9707 grad_norm: 1.0346 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.6459 loss: 0.6459 2022/08/05 15:22:28 - mmengine - INFO - Epoch(train) [23][60/161] lr: 1.9574e-01 eta: 2:59:36 time: 0.3166 data_time: 0.0412 memory: 9707 grad_norm: 1.0257 top1_acc: 0.6875 top5_acc: 1.0000 loss_cls: 0.7360 loss: 0.7360 2022/08/05 15:22:34 - mmengine - INFO - Epoch(train) [23][80/161] lr: 1.9570e-01 eta: 2:59:28 time: 0.2975 data_time: 0.0367 memory: 9707 grad_norm: 1.0125 top1_acc: 0.7500 top5_acc: 1.0000 loss_cls: 0.6647 loss: 0.6647 2022/08/05 15:22:40 - mmengine - INFO - Epoch(train) [23][100/161] lr: 1.9565e-01 eta: 2:59:20 time: 0.2968 data_time: 0.0415 memory: 9707 grad_norm: 1.0600 top1_acc: 0.4375 top5_acc: 1.0000 loss_cls: 0.7992 loss: 0.7992 2022/08/05 15:22:46 - mmengine - INFO - Epoch(train) [23][120/161] lr: 1.9560e-01 eta: 2:59:16 time: 0.3180 data_time: 0.0390 memory: 9707 grad_norm: 1.0487 top1_acc: 0.6875 top5_acc: 1.0000 loss_cls: 0.6606 loss: 0.6606 2022/08/05 15:22:52 - mmengine - INFO - Epoch(train) [23][140/161] lr: 1.9555e-01 eta: 2:59:07 time: 0.2945 data_time: 0.0420 memory: 9707 grad_norm: 1.0735 top1_acc: 0.7500 top5_acc: 1.0000 loss_cls: 0.7070 loss: 0.7070 2022/08/05 15:22:58 - mmengine - INFO - Epoch(train) [23][160/161] lr: 1.9551e-01 eta: 2:58:58 time: 0.2892 data_time: 0.0368 memory: 9707 grad_norm: 1.0851 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.7303 loss: 0.7303 2022/08/05 15:22:58 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_gym_keypoint_20220805_150313 2022/08/05 15:22:58 - mmengine - INFO - Epoch(train) [23][161/161] lr: 1.9550e-01 eta: 2:58:58 time: 0.2803 data_time: 0.0382 memory: 652 grad_norm: 1.2233 top1_acc: 0.0000 top5_acc: 0.0000 loss_cls: 0.9003 loss: 0.9003 2022/08/05 15:23:06 - mmengine - INFO - Epoch(train) [24][20/161] lr: 1.9546e-01 eta: 2:58:59 time: 0.3650 data_time: 0.0795 memory: 9707 grad_norm: 1.1564 top1_acc: 0.5625 top5_acc: 0.7500 loss_cls: 0.8104 loss: 0.8104 2022/08/05 15:23:12 - mmengine - INFO - Epoch(train) [24][40/161] lr: 1.9541e-01 eta: 2:58:51 time: 0.2963 data_time: 0.0359 memory: 9707 grad_norm: 1.0904 top1_acc: 0.7500 top5_acc: 0.9375 loss_cls: 0.6743 loss: 0.6743 2022/08/05 15:23:18 - mmengine - INFO - Epoch(train) [24][60/161] lr: 1.9536e-01 eta: 2:58:44 time: 0.3033 data_time: 0.0413 memory: 9707 grad_norm: 1.1136 top1_acc: 0.5625 top5_acc: 1.0000 loss_cls: 0.7339 loss: 0.7339 2022/08/05 15:23:24 - mmengine - INFO - Epoch(train) [24][80/161] lr: 1.9531e-01 eta: 2:58:36 time: 0.2961 data_time: 0.0374 memory: 9707 grad_norm: 1.0386 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.6762 loss: 0.6762 2022/08/05 15:23:29 - mmengine - INFO - Epoch(train) [24][100/161] lr: 1.9526e-01 eta: 2:58:28 time: 0.2986 data_time: 0.0401 memory: 9707 grad_norm: 1.0138 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.7092 loss: 0.7092 2022/08/05 15:23:35 - mmengine - INFO - Epoch(train) [24][120/161] lr: 1.9521e-01 eta: 2:58:20 time: 0.2958 data_time: 0.0415 memory: 9707 grad_norm: 0.9564 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.6238 loss: 0.6238 2022/08/05 15:23:41 - mmengine - INFO - Epoch(train) [24][140/161] lr: 1.9516e-01 eta: 2:58:12 time: 0.2976 data_time: 0.0382 memory: 9707 grad_norm: 1.1364 top1_acc: 0.4375 top5_acc: 0.9375 loss_cls: 0.7410 loss: 0.7410 2022/08/05 15:23:48 - mmengine - INFO - Epoch(train) [24][160/161] lr: 1.9511e-01 eta: 2:58:10 time: 0.3293 data_time: 0.0443 memory: 9707 grad_norm: 1.0527 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.6027 loss: 0.6027 2022/08/05 15:23:48 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_gym_keypoint_20220805_150313 2022/08/05 15:23:48 - mmengine - INFO - Epoch(train) [24][161/161] lr: 1.9511e-01 eta: 2:58:10 time: 0.3207 data_time: 0.0460 memory: 652 grad_norm: 1.1661 top1_acc: 0.0000 top5_acc: 0.0000 loss_cls: 0.8409 loss: 0.8409 2022/08/05 15:23:55 - mmengine - INFO - Epoch(train) [25][20/161] lr: 1.9506e-01 eta: 2:58:10 time: 0.3590 data_time: 0.0817 memory: 9707 grad_norm: 1.0697 top1_acc: 0.8125 top5_acc: 0.9375 loss_cls: 0.6798 loss: 0.6798 2022/08/05 15:24:01 - mmengine - INFO - Epoch(train) [25][40/161] lr: 1.9501e-01 eta: 2:58:01 time: 0.2954 data_time: 0.0353 memory: 9707 grad_norm: 1.0826 top1_acc: 0.7500 top5_acc: 1.0000 loss_cls: 0.7222 loss: 0.7222 2022/08/05 15:24:07 - mmengine - INFO - Epoch(train) [25][60/161] lr: 1.9496e-01 eta: 2:57:54 time: 0.2989 data_time: 0.0440 memory: 9707 grad_norm: 0.9652 top1_acc: 0.8125 top5_acc: 0.9375 loss_cls: 0.5651 loss: 0.5651 2022/08/05 15:24:13 - mmengine - INFO - Epoch(train) [25][80/161] lr: 1.9491e-01 eta: 2:57:46 time: 0.2977 data_time: 0.0407 memory: 9707 grad_norm: 1.1087 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.6982 loss: 0.6982 2022/08/05 15:24:19 - mmengine - INFO - Epoch(train) [25][100/161] lr: 1.9485e-01 eta: 2:57:40 time: 0.3100 data_time: 0.0379 memory: 9707 grad_norm: 1.0667 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.6090 loss: 0.6090 2022/08/05 15:24:25 - mmengine - INFO - Epoch(train) [25][120/161] lr: 1.9480e-01 eta: 2:57:32 time: 0.2975 data_time: 0.0395 memory: 9707 grad_norm: 1.0442 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.6757 loss: 0.6757 2022/08/05 15:24:30 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_gym_keypoint_20220805_150313 2022/08/05 15:24:31 - mmengine - INFO - Epoch(train) [25][140/161] lr: 1.9475e-01 eta: 2:57:25 time: 0.3042 data_time: 0.0438 memory: 9707 grad_norm: 1.0193 top1_acc: 0.7500 top5_acc: 1.0000 loss_cls: 0.6735 loss: 0.6735 2022/08/05 15:24:37 - mmengine - INFO - Epoch(train) [25][160/161] lr: 1.9470e-01 eta: 2:57:16 time: 0.2860 data_time: 0.0361 memory: 9707 grad_norm: 1.0419 top1_acc: 0.7500 top5_acc: 1.0000 loss_cls: 0.6724 loss: 0.6724 2022/08/05 15:24:37 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_gym_keypoint_20220805_150313 2022/08/05 15:24:37 - mmengine - INFO - Epoch(train) [25][161/161] lr: 1.9470e-01 eta: 2:57:16 time: 0.2765 data_time: 0.0370 memory: 652 grad_norm: 1.1404 top1_acc: 0.0000 top5_acc: 0.0000 loss_cls: 0.8168 loss: 0.8168 2022/08/05 15:24:44 - mmengine - INFO - Epoch(train) [26][20/161] lr: 1.9464e-01 eta: 2:57:13 time: 0.3438 data_time: 0.0718 memory: 9707 grad_norm: 1.0684 top1_acc: 0.6875 top5_acc: 0.8750 loss_cls: 0.6056 loss: 0.6056 2022/08/05 15:24:50 - mmengine - INFO - Epoch(train) [26][40/161] lr: 1.9459e-01 eta: 2:57:05 time: 0.2980 data_time: 0.0367 memory: 9707 grad_norm: 1.0522 top1_acc: 0.7500 top5_acc: 1.0000 loss_cls: 0.6532 loss: 0.6532 2022/08/05 15:24:56 - mmengine - INFO - Epoch(train) [26][60/161] lr: 1.9454e-01 eta: 2:56:57 time: 0.2956 data_time: 0.0390 memory: 9707 grad_norm: 1.0581 top1_acc: 0.7500 top5_acc: 1.0000 loss_cls: 0.6209 loss: 0.6209 2022/08/05 15:25:02 - mmengine - INFO - Epoch(train) [26][80/161] lr: 1.9448e-01 eta: 2:56:48 time: 0.2924 data_time: 0.0375 memory: 9707 grad_norm: 1.1246 top1_acc: 0.6875 top5_acc: 1.0000 loss_cls: 0.7584 loss: 0.7584 2022/08/05 15:25:08 - mmengine - INFO - Epoch(train) [26][100/161] lr: 1.9443e-01 eta: 2:56:41 time: 0.3004 data_time: 0.0391 memory: 9707 grad_norm: 1.0582 top1_acc: 0.7500 top5_acc: 1.0000 loss_cls: 0.6722 loss: 0.6722 2022/08/05 15:25:14 - mmengine - INFO - Epoch(train) [26][120/161] lr: 1.9438e-01 eta: 2:56:33 time: 0.2960 data_time: 0.0404 memory: 9707 grad_norm: 1.0159 top1_acc: 0.6250 top5_acc: 0.8750 loss_cls: 0.6139 loss: 0.6139 2022/08/05 15:25:20 - mmengine - INFO - Epoch(train) [26][140/161] lr: 1.9432e-01 eta: 2:56:27 time: 0.3070 data_time: 0.0410 memory: 9707 grad_norm: 1.0260 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.5844 loss: 0.5844 2022/08/05 15:25:26 - mmengine - INFO - Epoch(train) [26][160/161] lr: 1.9427e-01 eta: 2:56:19 time: 0.2960 data_time: 0.0364 memory: 9707 grad_norm: 1.0126 top1_acc: 0.5625 top5_acc: 0.9375 loss_cls: 0.6136 loss: 0.6136 2022/08/05 15:25:26 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_gym_keypoint_20220805_150313 2022/08/05 15:25:26 - mmengine - INFO - Epoch(train) [26][161/161] lr: 1.9427e-01 eta: 2:56:19 time: 0.3031 data_time: 0.0393 memory: 652 grad_norm: 1.1380 top1_acc: 0.0000 top5_acc: 1.0000 loss_cls: 0.7284 loss: 0.7284 2022/08/05 15:25:33 - mmengine - INFO - Epoch(train) [27][20/161] lr: 1.9421e-01 eta: 2:56:17 time: 0.3497 data_time: 0.0807 memory: 9707 grad_norm: 1.1191 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.6776 loss: 0.6776 2022/08/05 15:25:39 - mmengine - INFO - Epoch(train) [27][40/161] lr: 1.9416e-01 eta: 2:56:09 time: 0.2946 data_time: 0.0355 memory: 9707 grad_norm: 1.0222 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.7117 loss: 0.7117 2022/08/05 15:25:45 - mmengine - INFO - Epoch(train) [27][60/161] lr: 1.9410e-01 eta: 2:56:00 time: 0.2938 data_time: 0.0419 memory: 9707 grad_norm: 1.0856 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.7459 loss: 0.7459 2022/08/05 15:25:51 - mmengine - INFO - Epoch(train) [27][80/161] lr: 1.9405e-01 eta: 2:55:56 time: 0.3191 data_time: 0.0407 memory: 9707 grad_norm: 1.1348 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.6901 loss: 0.6901 2022/08/05 15:25:57 - mmengine - INFO - Epoch(train) [27][100/161] lr: 1.9399e-01 eta: 2:55:49 time: 0.2978 data_time: 0.0395 memory: 9707 grad_norm: 1.0367 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.6680 loss: 0.6680 2022/08/05 15:26:03 - mmengine - INFO - Epoch(train) [27][120/161] lr: 1.9394e-01 eta: 2:55:41 time: 0.2973 data_time: 0.0363 memory: 9707 grad_norm: 1.0008 top1_acc: 0.8750 top5_acc: 0.9375 loss_cls: 0.5433 loss: 0.5433 2022/08/05 15:26:09 - mmengine - INFO - Epoch(train) [27][140/161] lr: 1.9388e-01 eta: 2:55:34 time: 0.3031 data_time: 0.0442 memory: 9707 grad_norm: 0.9986 top1_acc: 0.8750 top5_acc: 0.9375 loss_cls: 0.4979 loss: 0.4979 2022/08/05 15:26:15 - mmengine - INFO - Epoch(train) [27][160/161] lr: 1.9382e-01 eta: 2:55:25 time: 0.2879 data_time: 0.0387 memory: 9707 grad_norm: 1.0352 top1_acc: 0.6250 top5_acc: 1.0000 loss_cls: 0.7078 loss: 0.7078 2022/08/05 15:26:15 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_gym_keypoint_20220805_150313 2022/08/05 15:26:15 - mmengine - INFO - Epoch(train) [27][161/161] lr: 1.9382e-01 eta: 2:55:25 time: 0.2787 data_time: 0.0396 memory: 652 grad_norm: 1.1820 top1_acc: 0.0000 top5_acc: 1.0000 loss_cls: 0.8567 loss: 0.8567 2022/08/05 15:26:22 - mmengine - INFO - Epoch(train) [28][20/161] lr: 1.9377e-01 eta: 2:55:22 time: 0.3454 data_time: 0.0783 memory: 9707 grad_norm: 1.1704 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.8029 loss: 0.8029 2022/08/05 15:26:28 - mmengine - INFO - Epoch(train) [28][40/161] lr: 1.9371e-01 eta: 2:55:15 time: 0.3040 data_time: 0.0390 memory: 9707 grad_norm: 1.0845 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.5505 loss: 0.5505 2022/08/05 15:26:34 - mmengine - INFO - Epoch(train) [28][60/161] lr: 1.9365e-01 eta: 2:55:07 time: 0.2940 data_time: 0.0388 memory: 9707 grad_norm: 1.0630 top1_acc: 0.7500 top5_acc: 1.0000 loss_cls: 0.6766 loss: 0.6766 2022/08/05 15:26:40 - mmengine - INFO - Epoch(train) [28][80/161] lr: 1.9359e-01 eta: 2:54:59 time: 0.2956 data_time: 0.0391 memory: 9707 grad_norm: 0.9973 top1_acc: 0.7500 top5_acc: 0.9375 loss_cls: 0.6205 loss: 0.6205 2022/08/05 15:26:46 - mmengine - INFO - Epoch(train) [28][100/161] lr: 1.9354e-01 eta: 2:54:53 time: 0.3025 data_time: 0.0408 memory: 9707 grad_norm: 1.0686 top1_acc: 0.8125 top5_acc: 0.9375 loss_cls: 0.5273 loss: 0.5273 2022/08/05 15:26:52 - mmengine - INFO - Epoch(train) [28][120/161] lr: 1.9348e-01 eta: 2:54:44 time: 0.2931 data_time: 0.0387 memory: 9707 grad_norm: 1.0549 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.5559 loss: 0.5559 2022/08/05 15:26:58 - mmengine - INFO - Epoch(train) [28][140/161] lr: 1.9342e-01 eta: 2:54:36 time: 0.2948 data_time: 0.0369 memory: 9707 grad_norm: 1.0423 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.7188 loss: 0.7188 2022/08/05 15:27:04 - mmengine - INFO - Epoch(train) [28][160/161] lr: 1.9336e-01 eta: 2:54:27 time: 0.2850 data_time: 0.0356 memory: 9707 grad_norm: 0.9968 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.6434 loss: 0.6434 2022/08/05 15:27:04 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_gym_keypoint_20220805_150313 2022/08/05 15:27:04 - mmengine - INFO - Epoch(train) [28][161/161] lr: 1.9336e-01 eta: 2:54:27 time: 0.2748 data_time: 0.0362 memory: 652 grad_norm: 1.1052 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.6832 loss: 0.6832 2022/08/05 15:27:11 - mmengine - INFO - Epoch(train) [29][20/161] lr: 1.9330e-01 eta: 2:54:26 time: 0.3590 data_time: 0.0732 memory: 9707 grad_norm: 0.9691 top1_acc: 0.6875 top5_acc: 1.0000 loss_cls: 0.5968 loss: 0.5968 2022/08/05 15:27:17 - mmengine - INFO - Epoch(train) [29][40/161] lr: 1.9324e-01 eta: 2:54:19 time: 0.3023 data_time: 0.0394 memory: 9707 grad_norm: 0.9951 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.5851 loss: 0.5851 2022/08/05 15:27:23 - mmengine - INFO - Epoch(train) [29][60/161] lr: 1.9319e-01 eta: 2:54:12 time: 0.2998 data_time: 0.0439 memory: 9707 grad_norm: 1.0466 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.5653 loss: 0.5653 2022/08/05 15:27:29 - mmengine - INFO - Epoch(train) [29][80/161] lr: 1.9313e-01 eta: 2:54:05 time: 0.3011 data_time: 0.0351 memory: 9707 grad_norm: 1.1346 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.6820 loss: 0.6820 2022/08/05 15:27:35 - mmengine - INFO - Epoch(train) [29][100/161] lr: 1.9307e-01 eta: 2:53:57 time: 0.2961 data_time: 0.0443 memory: 9707 grad_norm: 1.1166 top1_acc: 0.7500 top5_acc: 0.9375 loss_cls: 0.6365 loss: 0.6365 2022/08/05 15:27:41 - mmengine - INFO - Epoch(train) [29][120/161] lr: 1.9301e-01 eta: 2:53:50 time: 0.2995 data_time: 0.0387 memory: 9707 grad_norm: 1.1217 top1_acc: 0.6875 top5_acc: 0.9375 loss_cls: 0.6344 loss: 0.6344 2022/08/05 15:27:47 - mmengine - INFO - Epoch(train) [29][140/161] lr: 1.9295e-01 eta: 2:53:44 time: 0.3064 data_time: 0.0445 memory: 9707 grad_norm: 1.0736 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.7034 loss: 0.7034 2022/08/05 15:27:53 - mmengine - INFO - Epoch(train) [29][160/161] lr: 1.9289e-01 eta: 2:53:35 time: 0.2877 data_time: 0.0392 memory: 9707 grad_norm: 1.0147 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.6871 loss: 0.6871 2022/08/05 15:27:53 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_gym_keypoint_20220805_150313 2022/08/05 15:27:53 - mmengine - INFO - Epoch(train) [29][161/161] lr: 1.9288e-01 eta: 2:53:35 time: 0.2778 data_time: 0.0391 memory: 652 grad_norm: 1.1577 top1_acc: 0.0000 top5_acc: 0.0000 loss_cls: 0.9013 loss: 0.9013 2022/08/05 15:28:00 - mmengine - INFO - Epoch(train) [30][20/161] lr: 1.9282e-01 eta: 2:53:32 time: 0.3483 data_time: 0.0805 memory: 9707 grad_norm: 1.0372 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.6737 loss: 0.6737 2022/08/05 15:28:06 - mmengine - INFO - Epoch(train) [30][40/161] lr: 1.9276e-01 eta: 2:53:25 time: 0.2959 data_time: 0.0371 memory: 9707 grad_norm: 1.0806 top1_acc: 0.6875 top5_acc: 1.0000 loss_cls: 0.6966 loss: 0.6966 2022/08/05 15:28:12 - mmengine - INFO - Epoch(train) [30][60/161] lr: 1.9270e-01 eta: 2:53:19 time: 0.3123 data_time: 0.0404 memory: 9707 grad_norm: 1.0580 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.5935 loss: 0.5935 2022/08/05 15:28:18 - mmengine - INFO - Epoch(train) [30][80/161] lr: 1.9264e-01 eta: 2:53:12 time: 0.2945 data_time: 0.0388 memory: 9707 grad_norm: 1.0123 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.6287 loss: 0.6287 2022/08/05 15:28:24 - mmengine - INFO - Epoch(train) [30][100/161] lr: 1.9258e-01 eta: 2:53:04 time: 0.2957 data_time: 0.0397 memory: 9707 grad_norm: 1.0453 top1_acc: 0.6250 top5_acc: 1.0000 loss_cls: 0.6998 loss: 0.6998 2022/08/05 15:28:30 - mmengine - INFO - Epoch(train) [30][120/161] lr: 1.9252e-01 eta: 2:52:58 time: 0.3049 data_time: 0.0369 memory: 9707 grad_norm: 1.1056 top1_acc: 0.6875 top5_acc: 0.9375 loss_cls: 0.6742 loss: 0.6742 2022/08/05 15:28:36 - mmengine - INFO - Epoch(train) [30][140/161] lr: 1.9246e-01 eta: 2:52:50 time: 0.2979 data_time: 0.0393 memory: 9707 grad_norm: 1.0739 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.5529 loss: 0.5529 2022/08/05 15:28:42 - mmengine - INFO - Epoch(train) [30][160/161] lr: 1.9239e-01 eta: 2:52:42 time: 0.2884 data_time: 0.0405 memory: 9707 grad_norm: 1.0474 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.6012 loss: 0.6012 2022/08/05 15:28:42 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_gym_keypoint_20220805_150313 2022/08/05 15:28:42 - mmengine - INFO - Epoch(train) [30][161/161] lr: 1.9239e-01 eta: 2:52:42 time: 0.2788 data_time: 0.0414 memory: 652 grad_norm: 1.1425 top1_acc: 0.0000 top5_acc: 0.0000 loss_cls: 0.7760 loss: 0.7760 2022/08/05 15:28:42 - mmengine - INFO - Saving checkpoint at 30 epochs 2022/08/05 15:28:48 - mmengine - INFO - Epoch(val) [30][20/67] eta: 0:00:13 time: 0.2797 data_time: 0.1319 memory: 1868 2022/08/05 15:28:52 - mmengine - INFO - Epoch(val) [30][40/67] eta: 0:00:05 time: 0.2071 data_time: 0.0607 memory: 1868 2022/08/05 15:28:56 - mmengine - INFO - Epoch(val) [30][60/67] eta: 0:00:01 time: 0.1839 data_time: 0.0507 memory: 1868 2022/08/05 15:28:58 - mmengine - INFO - Epoch(val) [30][67/67] acc/top1: 0.7034 acc/top5: 0.9651 acc/mean1: 0.5599 2022/08/05 15:28:58 - mmengine - INFO - The previous best checkpoint /mnt/lustre/daiwenxun/X/mmaction2/work_dirs/slowonly_r50_u48_240e_8xb16_gym_keypoint/best_acc/top1_epoch_21.pth is removed 2022/08/05 15:28:59 - mmengine - INFO - The best checkpoint with 0.7034 acc/top1 at 31 epoch is saved to best_acc/top1_epoch_31.pth. 2022/08/05 15:29:05 - mmengine - INFO - Epoch(train) [31][20/161] lr: 1.9233e-01 eta: 2:52:35 time: 0.3209 data_time: 0.0673 memory: 9707 grad_norm: 1.0693 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.6502 loss: 0.6502 2022/08/05 15:29:11 - mmengine - INFO - Epoch(train) [31][40/161] lr: 1.9227e-01 eta: 2:52:27 time: 0.2957 data_time: 0.0349 memory: 9707 grad_norm: 1.1075 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.6768 loss: 0.6768 2022/08/05 15:29:17 - mmengine - INFO - Epoch(train) [31][60/161] lr: 1.9220e-01 eta: 2:52:22 time: 0.3100 data_time: 0.0442 memory: 9707 grad_norm: 1.0110 top1_acc: 0.6875 top5_acc: 1.0000 loss_cls: 0.6268 loss: 0.6268 2022/08/05 15:29:23 - mmengine - INFO - Epoch(train) [31][80/161] lr: 1.9214e-01 eta: 2:52:14 time: 0.2977 data_time: 0.0442 memory: 9707 grad_norm: 1.0866 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.6132 loss: 0.6132 2022/08/05 15:29:29 - mmengine - INFO - Epoch(train) [31][100/161] lr: 1.9208e-01 eta: 2:52:07 time: 0.2981 data_time: 0.0405 memory: 9707 grad_norm: 0.9957 top1_acc: 0.6250 top5_acc: 0.9375 loss_cls: 0.5850 loss: 0.5850 2022/08/05 15:29:35 - mmengine - INFO - Epoch(train) [31][120/161] lr: 1.9201e-01 eta: 2:51:59 time: 0.2950 data_time: 0.0377 memory: 9707 grad_norm: 1.0919 top1_acc: 0.6875 top5_acc: 1.0000 loss_cls: 0.6376 loss: 0.6376 2022/08/05 15:29:41 - mmengine - INFO - Epoch(train) [31][140/161] lr: 1.9195e-01 eta: 2:51:53 time: 0.3047 data_time: 0.0414 memory: 9707 grad_norm: 1.1220 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.7624 loss: 0.7624 2022/08/05 15:29:47 - mmengine - INFO - Epoch(train) [31][160/161] lr: 1.9189e-01 eta: 2:51:45 time: 0.2919 data_time: 0.0405 memory: 9707 grad_norm: 1.0699 top1_acc: 0.7500 top5_acc: 1.0000 loss_cls: 0.5851 loss: 0.5851 2022/08/05 15:29:47 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_gym_keypoint_20220805_150313 2022/08/05 15:29:47 - mmengine - INFO - Epoch(train) [31][161/161] lr: 1.9188e-01 eta: 2:51:45 time: 0.2800 data_time: 0.0387 memory: 652 grad_norm: 1.2152 top1_acc: 0.0000 top5_acc: 1.0000 loss_cls: 0.6936 loss: 0.6936 2022/08/05 15:29:51 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_gym_keypoint_20220805_150313 2022/08/05 15:29:54 - mmengine - INFO - Epoch(train) [32][20/161] lr: 1.9182e-01 eta: 2:51:43 time: 0.3548 data_time: 0.0753 memory: 9707 grad_norm: 1.0287 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.6650 loss: 0.6650 2022/08/05 15:30:00 - mmengine - INFO - Epoch(train) [32][40/161] lr: 1.9175e-01 eta: 2:51:36 time: 0.2999 data_time: 0.0402 memory: 9707 grad_norm: 1.0221 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.6110 loss: 0.6110 2022/08/05 15:30:06 - mmengine - INFO - Epoch(train) [32][60/161] lr: 1.9169e-01 eta: 2:51:28 time: 0.2953 data_time: 0.0409 memory: 9707 grad_norm: 1.0560 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.5779 loss: 0.5779 2022/08/05 15:30:12 - mmengine - INFO - Epoch(train) [32][80/161] lr: 1.9162e-01 eta: 2:51:21 time: 0.2956 data_time: 0.0392 memory: 9707 grad_norm: 1.0614 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.6419 loss: 0.6419 2022/08/05 15:30:18 - mmengine - INFO - Epoch(train) [32][100/161] lr: 1.9156e-01 eta: 2:51:14 time: 0.3042 data_time: 0.0440 memory: 9707 grad_norm: 1.0512 top1_acc: 0.6250 top5_acc: 1.0000 loss_cls: 0.6028 loss: 0.6028 2022/08/05 15:30:24 - mmengine - INFO - Epoch(train) [32][120/161] lr: 1.9149e-01 eta: 2:51:07 time: 0.2967 data_time: 0.0396 memory: 9707 grad_norm: 1.0757 top1_acc: 0.7500 top5_acc: 1.0000 loss_cls: 0.6312 loss: 0.6312 2022/08/05 15:30:30 - mmengine - INFO - Epoch(train) [32][140/161] lr: 1.9143e-01 eta: 2:51:00 time: 0.2987 data_time: 0.0420 memory: 9707 grad_norm: 1.0908 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.6548 loss: 0.6548 2022/08/05 15:30:36 - mmengine - INFO - Epoch(train) [32][160/161] lr: 1.9136e-01 eta: 2:50:51 time: 0.2857 data_time: 0.0369 memory: 9707 grad_norm: 1.1008 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.6261 loss: 0.6261 2022/08/05 15:30:36 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_gym_keypoint_20220805_150313 2022/08/05 15:30:36 - mmengine - INFO - Epoch(train) [32][161/161] lr: 1.9136e-01 eta: 2:50:51 time: 0.2766 data_time: 0.0380 memory: 652 grad_norm: 1.2194 top1_acc: 0.0000 top5_acc: 0.0000 loss_cls: 0.7859 loss: 0.7859 2022/08/05 15:30:43 - mmengine - INFO - Epoch(train) [33][20/161] lr: 1.9129e-01 eta: 2:50:49 time: 0.3505 data_time: 0.0786 memory: 9707 grad_norm: 1.1024 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.6292 loss: 0.6292 2022/08/05 15:30:49 - mmengine - INFO - Epoch(train) [33][40/161] lr: 1.9123e-01 eta: 2:50:41 time: 0.2956 data_time: 0.0408 memory: 9707 grad_norm: 1.0179 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.6927 loss: 0.6927 2022/08/05 15:30:55 - mmengine - INFO - Epoch(train) [33][60/161] lr: 1.9116e-01 eta: 2:50:34 time: 0.2989 data_time: 0.0403 memory: 9707 grad_norm: 0.9632 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.5224 loss: 0.5224 2022/08/05 15:31:01 - mmengine - INFO - Epoch(train) [33][80/161] lr: 1.9109e-01 eta: 2:50:28 time: 0.3049 data_time: 0.0415 memory: 9707 grad_norm: 1.0151 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.5889 loss: 0.5889 2022/08/05 15:31:07 - mmengine - INFO - Epoch(train) [33][100/161] lr: 1.9102e-01 eta: 2:50:20 time: 0.2958 data_time: 0.0378 memory: 9707 grad_norm: 1.0345 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.5589 loss: 0.5589 2022/08/05 15:31:13 - mmengine - INFO - Epoch(train) [33][120/161] lr: 1.9096e-01 eta: 2:50:13 time: 0.2958 data_time: 0.0436 memory: 9707 grad_norm: 0.9910 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.5562 loss: 0.5562 2022/08/05 15:31:19 - mmengine - INFO - Epoch(train) [33][140/161] lr: 1.9089e-01 eta: 2:50:09 time: 0.3204 data_time: 0.0425 memory: 9707 grad_norm: 0.9866 top1_acc: 0.8750 top5_acc: 0.9375 loss_cls: 0.5706 loss: 0.5706 2022/08/05 15:31:25 - mmengine - INFO - Epoch(train) [33][160/161] lr: 1.9082e-01 eta: 2:50:00 time: 0.2890 data_time: 0.0370 memory: 9707 grad_norm: 1.0352 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.5270 loss: 0.5270 2022/08/05 15:31:25 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_gym_keypoint_20220805_150313 2022/08/05 15:31:25 - mmengine - INFO - Epoch(train) [33][161/161] lr: 1.9082e-01 eta: 2:50:00 time: 0.2785 data_time: 0.0368 memory: 652 grad_norm: 1.1673 top1_acc: 0.0000 top5_acc: 0.0000 loss_cls: 0.8056 loss: 0.8056 2022/08/05 15:31:32 - mmengine - INFO - Epoch(train) [34][20/161] lr: 1.9075e-01 eta: 2:49:57 time: 0.3452 data_time: 0.0768 memory: 9707 grad_norm: 1.1337 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.6653 loss: 0.6653 2022/08/05 15:31:38 - mmengine - INFO - Epoch(train) [34][40/161] lr: 1.9068e-01 eta: 2:49:51 time: 0.3109 data_time: 0.0392 memory: 9707 grad_norm: 0.9775 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.5361 loss: 0.5361 2022/08/05 15:31:44 - mmengine - INFO - Epoch(train) [34][60/161] lr: 1.9061e-01 eta: 2:49:45 time: 0.3049 data_time: 0.0475 memory: 9707 grad_norm: 1.0630 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.6083 loss: 0.6083 2022/08/05 15:31:50 - mmengine - INFO - Epoch(train) [34][80/161] lr: 1.9054e-01 eta: 2:49:38 time: 0.2961 data_time: 0.0424 memory: 9707 grad_norm: 1.0698 top1_acc: 0.6875 top5_acc: 1.0000 loss_cls: 0.6530 loss: 0.6530 2022/08/05 15:31:56 - mmengine - INFO - Epoch(train) [34][100/161] lr: 1.9047e-01 eta: 2:49:30 time: 0.2980 data_time: 0.0412 memory: 9707 grad_norm: 0.9730 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.5214 loss: 0.5214 2022/08/05 15:32:02 - mmengine - INFO - Epoch(train) [34][120/161] lr: 1.9041e-01 eta: 2:49:23 time: 0.2961 data_time: 0.0343 memory: 9707 grad_norm: 1.1232 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.5449 loss: 0.5449 2022/08/05 15:32:08 - mmengine - INFO - Epoch(train) [34][140/161] lr: 1.9034e-01 eta: 2:49:16 time: 0.2981 data_time: 0.0425 memory: 9707 grad_norm: 1.0305 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.5773 loss: 0.5773 2022/08/05 15:32:14 - mmengine - INFO - Epoch(train) [34][160/161] lr: 1.9027e-01 eta: 2:49:08 time: 0.2874 data_time: 0.0384 memory: 9707 grad_norm: 0.9960 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.5909 loss: 0.5909 2022/08/05 15:32:14 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_gym_keypoint_20220805_150313 2022/08/05 15:32:14 - mmengine - INFO - Epoch(train) [34][161/161] lr: 1.9026e-01 eta: 2:49:08 time: 0.2785 data_time: 0.0395 memory: 652 grad_norm: 1.1238 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.6246 loss: 0.6246 2022/08/05 15:32:21 - mmengine - INFO - Epoch(train) [35][20/161] lr: 1.9019e-01 eta: 2:49:05 time: 0.3485 data_time: 0.0640 memory: 9707 grad_norm: 1.1119 top1_acc: 0.8125 top5_acc: 0.9375 loss_cls: 0.5975 loss: 0.5975 2022/08/05 15:32:27 - mmengine - INFO - Epoch(train) [35][40/161] lr: 1.9012e-01 eta: 2:48:58 time: 0.2994 data_time: 0.0373 memory: 9707 grad_norm: 1.0612 top1_acc: 0.6250 top5_acc: 0.8750 loss_cls: 0.6116 loss: 0.6116 2022/08/05 15:32:33 - mmengine - INFO - Epoch(train) [35][60/161] lr: 1.9005e-01 eta: 2:48:51 time: 0.2989 data_time: 0.0418 memory: 9707 grad_norm: 0.9784 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.6448 loss: 0.6448 2022/08/05 15:32:39 - mmengine - INFO - Epoch(train) [35][80/161] lr: 1.8998e-01 eta: 2:48:43 time: 0.2962 data_time: 0.0398 memory: 9707 grad_norm: 0.9710 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.5740 loss: 0.5740 2022/08/05 15:32:45 - mmengine - INFO - Epoch(train) [35][100/161] lr: 1.8991e-01 eta: 2:48:36 time: 0.2979 data_time: 0.0403 memory: 9707 grad_norm: 0.9774 top1_acc: 0.5625 top5_acc: 1.0000 loss_cls: 0.4147 loss: 0.4147 2022/08/05 15:32:51 - mmengine - INFO - Epoch(train) [35][120/161] lr: 1.8984e-01 eta: 2:48:29 time: 0.2971 data_time: 0.0366 memory: 9707 grad_norm: 0.9877 top1_acc: 0.6875 top5_acc: 0.9375 loss_cls: 0.5914 loss: 0.5914 2022/08/05 15:32:57 - mmengine - INFO - Epoch(train) [35][140/161] lr: 1.8977e-01 eta: 2:48:23 time: 0.3042 data_time: 0.0434 memory: 9707 grad_norm: 1.0851 top1_acc: 0.7500 top5_acc: 1.0000 loss_cls: 0.5589 loss: 0.5589 2022/08/05 15:33:03 - mmengine - INFO - Epoch(train) [35][160/161] lr: 1.8969e-01 eta: 2:48:14 time: 0.2870 data_time: 0.0381 memory: 9707 grad_norm: 1.0960 top1_acc: 0.8750 top5_acc: 0.9375 loss_cls: 0.6010 loss: 0.6010 2022/08/05 15:33:03 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_gym_keypoint_20220805_150313 2022/08/05 15:33:03 - mmengine - INFO - Epoch(train) [35][161/161] lr: 1.8969e-01 eta: 2:48:14 time: 0.2780 data_time: 0.0393 memory: 652 grad_norm: 1.2142 top1_acc: 0.0000 top5_acc: 0.0000 loss_cls: 0.7534 loss: 0.7534 2022/08/05 15:33:10 - mmengine - INFO - Epoch(train) [36][20/161] lr: 1.8962e-01 eta: 2:48:12 time: 0.3554 data_time: 0.0767 memory: 9707 grad_norm: 1.0581 top1_acc: 0.6875 top5_acc: 1.0000 loss_cls: 0.5456 loss: 0.5456 2022/08/05 15:33:16 - mmengine - INFO - Epoch(train) [36][40/161] lr: 1.8955e-01 eta: 2:48:04 time: 0.2933 data_time: 0.0372 memory: 9707 grad_norm: 1.0241 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.4577 loss: 0.4577 2022/08/05 15:33:22 - mmengine - INFO - Epoch(train) [36][60/161] lr: 1.8947e-01 eta: 2:47:58 time: 0.3029 data_time: 0.0410 memory: 9707 grad_norm: 1.1018 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.7142 loss: 0.7142 2022/08/05 15:33:28 - mmengine - INFO - Epoch(train) [36][80/161] lr: 1.8940e-01 eta: 2:47:51 time: 0.2975 data_time: 0.0392 memory: 9707 grad_norm: 1.0798 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.6447 loss: 0.6447 2022/08/05 15:33:34 - mmengine - INFO - Epoch(train) [36][100/161] lr: 1.8933e-01 eta: 2:47:44 time: 0.2984 data_time: 0.0392 memory: 9707 grad_norm: 1.0370 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.5589 loss: 0.5589 2022/08/05 15:33:40 - mmengine - INFO - Epoch(train) [36][120/161] lr: 1.8926e-01 eta: 2:47:38 time: 0.3039 data_time: 0.0385 memory: 9707 grad_norm: 1.1221 top1_acc: 0.7500 top5_acc: 1.0000 loss_cls: 0.6817 loss: 0.6817 2022/08/05 15:33:46 - mmengine - INFO - Epoch(train) [36][140/161] lr: 1.8918e-01 eta: 2:47:30 time: 0.2938 data_time: 0.0406 memory: 9707 grad_norm: 1.0447 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.4465 loss: 0.4465 2022/08/05 15:33:51 - mmengine - INFO - Epoch(train) [36][160/161] lr: 1.8911e-01 eta: 2:47:22 time: 0.2858 data_time: 0.0345 memory: 9707 grad_norm: 1.1176 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.6720 loss: 0.6720 2022/08/05 15:33:51 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_gym_keypoint_20220805_150313 2022/08/05 15:33:51 - mmengine - INFO - Epoch(train) [36][161/161] lr: 1.8910e-01 eta: 2:47:22 time: 0.2768 data_time: 0.0358 memory: 652 grad_norm: 1.2743 top1_acc: 0.0000 top5_acc: 0.0000 loss_cls: 0.9430 loss: 0.9430 2022/08/05 15:33:58 - mmengine - INFO - Epoch(train) [37][20/161] lr: 1.8903e-01 eta: 2:47:18 time: 0.3494 data_time: 0.0813 memory: 9707 grad_norm: 1.0929 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.6369 loss: 0.6369 2022/08/05 15:34:04 - mmengine - INFO - Epoch(train) [37][40/161] lr: 1.8896e-01 eta: 2:47:11 time: 0.2938 data_time: 0.0398 memory: 9707 grad_norm: 1.0052 top1_acc: 0.7500 top5_acc: 1.0000 loss_cls: 0.6033 loss: 0.6033 2022/08/05 15:34:10 - mmengine - INFO - Epoch(train) [37][60/161] lr: 1.8888e-01 eta: 2:47:04 time: 0.2998 data_time: 0.0419 memory: 9707 grad_norm: 0.9609 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.4525 loss: 0.4525 2022/08/05 15:34:16 - mmengine - INFO - Epoch(train) [37][80/161] lr: 1.8881e-01 eta: 2:46:57 time: 0.2955 data_time: 0.0372 memory: 9707 grad_norm: 1.0326 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.6032 loss: 0.6032 2022/08/05 15:34:22 - mmengine - INFO - Epoch(train) [37][100/161] lr: 1.8873e-01 eta: 2:46:50 time: 0.2995 data_time: 0.0401 memory: 9707 grad_norm: 1.0151 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.6106 loss: 0.6106 2022/08/05 15:34:28 - mmengine - INFO - Epoch(train) [37][120/161] lr: 1.8866e-01 eta: 2:46:44 time: 0.3085 data_time: 0.0376 memory: 9707 grad_norm: 1.0738 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.4986 loss: 0.4986 2022/08/05 15:34:34 - mmengine - INFO - Epoch(train) [37][140/161] lr: 1.8858e-01 eta: 2:46:37 time: 0.2940 data_time: 0.0406 memory: 9707 grad_norm: 1.0715 top1_acc: 0.6875 top5_acc: 1.0000 loss_cls: 0.4942 loss: 0.4942 2022/08/05 15:34:40 - mmengine - INFO - Epoch(train) [37][160/161] lr: 1.8851e-01 eta: 2:46:29 time: 0.2890 data_time: 0.0362 memory: 9707 grad_norm: 1.0000 top1_acc: 0.7500 top5_acc: 1.0000 loss_cls: 0.5087 loss: 0.5087 2022/08/05 15:34:40 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_gym_keypoint_20220805_150313 2022/08/05 15:34:40 - mmengine - INFO - Epoch(train) [37][161/161] lr: 1.8850e-01 eta: 2:46:29 time: 0.2798 data_time: 0.0382 memory: 652 grad_norm: 1.1653 top1_acc: 0.0000 top5_acc: 0.0000 loss_cls: 0.7101 loss: 0.7101 2022/08/05 15:34:48 - mmengine - INFO - Epoch(train) [38][20/161] lr: 1.8843e-01 eta: 2:46:27 time: 0.3647 data_time: 0.0804 memory: 9707 grad_norm: 1.0613 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.5043 loss: 0.5043 2022/08/05 15:34:53 - mmengine - INFO - Epoch(train) [38][40/161] lr: 1.8835e-01 eta: 2:46:20 time: 0.2950 data_time: 0.0399 memory: 9707 grad_norm: 1.0540 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.4616 loss: 0.4616 2022/08/05 15:34:54 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_gym_keypoint_20220805_150313 2022/08/05 15:34:59 - mmengine - INFO - Epoch(train) [38][60/161] lr: 1.8827e-01 eta: 2:46:14 time: 0.3023 data_time: 0.0420 memory: 9707 grad_norm: 0.9823 top1_acc: 0.6250 top5_acc: 1.0000 loss_cls: 0.5592 loss: 0.5592 2022/08/05 15:35:05 - mmengine - INFO - Epoch(train) [38][80/161] lr: 1.8820e-01 eta: 2:46:06 time: 0.2957 data_time: 0.0372 memory: 9707 grad_norm: 1.1393 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.6466 loss: 0.6466 2022/08/05 15:35:11 - mmengine - INFO - Epoch(train) [38][100/161] lr: 1.8812e-01 eta: 2:46:00 time: 0.2997 data_time: 0.0347 memory: 9707 grad_norm: 1.0416 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.5874 loss: 0.5874 2022/08/05 15:35:17 - mmengine - INFO - Epoch(train) [38][120/161] lr: 1.8804e-01 eta: 2:45:53 time: 0.2976 data_time: 0.0399 memory: 9707 grad_norm: 1.1090 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.5466 loss: 0.5466 2022/08/05 15:35:23 - mmengine - INFO - Epoch(train) [38][140/161] lr: 1.8797e-01 eta: 2:45:45 time: 0.2959 data_time: 0.0385 memory: 9707 grad_norm: 1.0416 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.5839 loss: 0.5839 2022/08/05 15:35:29 - mmengine - INFO - Epoch(train) [38][160/161] lr: 1.8789e-01 eta: 2:45:38 time: 0.2891 data_time: 0.0353 memory: 9707 grad_norm: 1.0147 top1_acc: 0.6250 top5_acc: 1.0000 loss_cls: 0.5352 loss: 0.5352 2022/08/05 15:35:29 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_gym_keypoint_20220805_150313 2022/08/05 15:35:29 - mmengine - INFO - Epoch(train) [38][161/161] lr: 1.8789e-01 eta: 2:45:38 time: 0.2801 data_time: 0.0368 memory: 652 grad_norm: 1.1467 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.6091 loss: 0.6091 2022/08/05 15:35:36 - mmengine - INFO - Epoch(train) [39][20/161] lr: 1.8781e-01 eta: 2:45:34 time: 0.3492 data_time: 0.0767 memory: 9707 grad_norm: 1.0153 top1_acc: 0.7500 top5_acc: 1.0000 loss_cls: 0.6116 loss: 0.6116 2022/08/05 15:35:42 - mmengine - INFO - Epoch(train) [39][40/161] lr: 1.8773e-01 eta: 2:45:27 time: 0.2991 data_time: 0.0365 memory: 9707 grad_norm: 1.0006 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.5170 loss: 0.5170 2022/08/05 15:35:48 - mmengine - INFO - Epoch(train) [39][60/161] lr: 1.8765e-01 eta: 2:45:21 time: 0.3019 data_time: 0.0423 memory: 9707 grad_norm: 0.9937 top1_acc: 0.8750 top5_acc: 0.9375 loss_cls: 0.5839 loss: 0.5839 2022/08/05 15:35:54 - mmengine - INFO - Epoch(train) [39][80/161] lr: 1.8757e-01 eta: 2:45:14 time: 0.2950 data_time: 0.0388 memory: 9707 grad_norm: 1.1169 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.4840 loss: 0.4840 2022/08/05 15:36:00 - mmengine - INFO - Epoch(train) [39][100/161] lr: 1.8749e-01 eta: 2:45:07 time: 0.2988 data_time: 0.0400 memory: 9707 grad_norm: 1.0530 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.5809 loss: 0.5809 2022/08/05 15:36:06 - mmengine - INFO - Epoch(train) [39][120/161] lr: 1.8742e-01 eta: 2:45:00 time: 0.2953 data_time: 0.0375 memory: 9707 grad_norm: 1.0536 top1_acc: 0.6875 top5_acc: 1.0000 loss_cls: 0.6109 loss: 0.6109 2022/08/05 15:36:12 - mmengine - INFO - Epoch(train) [39][140/161] lr: 1.8734e-01 eta: 2:44:53 time: 0.3012 data_time: 0.0391 memory: 9707 grad_norm: 1.0313 top1_acc: 0.6875 top5_acc: 1.0000 loss_cls: 0.5461 loss: 0.5461 2022/08/05 15:36:18 - mmengine - INFO - Epoch(train) [39][160/161] lr: 1.8726e-01 eta: 2:44:46 time: 0.2960 data_time: 0.0400 memory: 9707 grad_norm: 1.0648 top1_acc: 0.6875 top5_acc: 0.9375 loss_cls: 0.6380 loss: 0.6380 2022/08/05 15:36:18 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_gym_keypoint_20220805_150313 2022/08/05 15:36:18 - mmengine - INFO - Epoch(train) [39][161/161] lr: 1.8725e-01 eta: 2:44:46 time: 0.2877 data_time: 0.0422 memory: 652 grad_norm: 1.1830 top1_acc: 0.0000 top5_acc: 1.0000 loss_cls: 0.7707 loss: 0.7707 2022/08/05 15:36:25 - mmengine - INFO - Epoch(train) [40][20/161] lr: 1.8717e-01 eta: 2:44:42 time: 0.3478 data_time: 0.0752 memory: 9707 grad_norm: 1.0840 top1_acc: 0.6875 top5_acc: 1.0000 loss_cls: 0.6509 loss: 0.6509 2022/08/05 15:36:31 - mmengine - INFO - Epoch(train) [40][40/161] lr: 1.8709e-01 eta: 2:44:35 time: 0.2947 data_time: 0.0371 memory: 9707 grad_norm: 1.0263 top1_acc: 0.6875 top5_acc: 1.0000 loss_cls: 0.5833 loss: 0.5833 2022/08/05 15:36:37 - mmengine - INFO - Epoch(train) [40][60/161] lr: 1.8701e-01 eta: 2:44:28 time: 0.2989 data_time: 0.0419 memory: 9707 grad_norm: 0.9988 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.5210 loss: 0.5210 2022/08/05 15:36:43 - mmengine - INFO - Epoch(train) [40][80/161] lr: 1.8693e-01 eta: 2:44:21 time: 0.2952 data_time: 0.0380 memory: 9707 grad_norm: 1.0153 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.5120 loss: 0.5120 2022/08/05 15:36:49 - mmengine - INFO - Epoch(train) [40][100/161] lr: 1.8685e-01 eta: 2:44:14 time: 0.2961 data_time: 0.0374 memory: 9707 grad_norm: 1.0773 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.4816 loss: 0.4816 2022/08/05 15:36:55 - mmengine - INFO - Epoch(train) [40][120/161] lr: 1.8677e-01 eta: 2:44:07 time: 0.2947 data_time: 0.0357 memory: 9707 grad_norm: 1.0113 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.5652 loss: 0.5652 2022/08/05 15:37:01 - mmengine - INFO - Epoch(train) [40][140/161] lr: 1.8669e-01 eta: 2:44:00 time: 0.3014 data_time: 0.0444 memory: 9707 grad_norm: 1.0021 top1_acc: 0.6875 top5_acc: 0.9375 loss_cls: 0.5253 loss: 0.5253 2022/08/05 15:37:06 - mmengine - INFO - Epoch(train) [40][160/161] lr: 1.8661e-01 eta: 2:43:52 time: 0.2866 data_time: 0.0353 memory: 9707 grad_norm: 1.0701 top1_acc: 0.7500 top5_acc: 1.0000 loss_cls: 0.5530 loss: 0.5530 2022/08/05 15:37:06 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_gym_keypoint_20220805_150313 2022/08/05 15:37:06 - mmengine - INFO - Epoch(train) [40][161/161] lr: 1.8661e-01 eta: 2:43:52 time: 0.2776 data_time: 0.0370 memory: 652 grad_norm: 1.1937 top1_acc: 0.0000 top5_acc: 0.0000 loss_cls: 0.7466 loss: 0.7466 2022/08/05 15:37:07 - mmengine - INFO - Saving checkpoint at 40 epochs 2022/08/05 15:37:13 - mmengine - INFO - Epoch(val) [40][20/67] eta: 0:00:12 time: 0.2733 data_time: 0.1296 memory: 1868 2022/08/05 15:37:17 - mmengine - INFO - Epoch(val) [40][40/67] eta: 0:00:05 time: 0.2043 data_time: 0.0580 memory: 1868 2022/08/05 15:37:21 - mmengine - INFO - Epoch(val) [40][60/67] eta: 0:00:01 time: 0.1766 data_time: 0.0452 memory: 1868 2022/08/05 15:37:22 - mmengine - INFO - Epoch(val) [40][67/67] acc/top1: 0.7335 acc/top5: 0.9683 acc/mean1: 0.6298 2022/08/05 15:37:22 - mmengine - INFO - The previous best checkpoint /mnt/lustre/daiwenxun/X/mmaction2/work_dirs/slowonly_r50_u48_240e_8xb16_gym_keypoint/best_acc/top1_epoch_31.pth is removed 2022/08/05 15:37:23 - mmengine - INFO - The best checkpoint with 0.7335 acc/top1 at 41 epoch is saved to best_acc/top1_epoch_41.pth. 2022/08/05 15:37:30 - mmengine - INFO - Epoch(train) [41][20/161] lr: 1.8653e-01 eta: 2:43:47 time: 0.3345 data_time: 0.0770 memory: 9707 grad_norm: 1.1142 top1_acc: 0.5000 top5_acc: 1.0000 loss_cls: 0.6506 loss: 0.6506 2022/08/05 15:37:36 - mmengine - INFO - Epoch(train) [41][40/161] lr: 1.8644e-01 eta: 2:43:40 time: 0.2970 data_time: 0.0373 memory: 9707 grad_norm: 1.0104 top1_acc: 0.7500 top5_acc: 0.9375 loss_cls: 0.4919 loss: 0.4919 2022/08/05 15:37:42 - mmengine - INFO - Epoch(train) [41][60/161] lr: 1.8636e-01 eta: 2:43:34 time: 0.3024 data_time: 0.0412 memory: 9707 grad_norm: 1.0461 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.5699 loss: 0.5699 2022/08/05 15:37:48 - mmengine - INFO - Epoch(train) [41][80/161] lr: 1.8628e-01 eta: 2:43:27 time: 0.3001 data_time: 0.0438 memory: 9707 grad_norm: 1.1140 top1_acc: 0.5625 top5_acc: 0.9375 loss_cls: 0.6583 loss: 0.6583 2022/08/05 15:37:54 - mmengine - INFO - Epoch(train) [41][100/161] lr: 1.8620e-01 eta: 2:43:20 time: 0.2963 data_time: 0.0405 memory: 9707 grad_norm: 1.0330 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.4742 loss: 0.4742 2022/08/05 15:38:00 - mmengine - INFO - Epoch(train) [41][120/161] lr: 1.8611e-01 eta: 2:43:14 time: 0.3023 data_time: 0.0356 memory: 9707 grad_norm: 1.0145 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.4883 loss: 0.4883 2022/08/05 15:38:06 - mmengine - INFO - Epoch(train) [41][140/161] lr: 1.8603e-01 eta: 2:43:07 time: 0.3000 data_time: 0.0430 memory: 9707 grad_norm: 0.9883 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.5795 loss: 0.5795 2022/08/05 15:38:12 - mmengine - INFO - Epoch(train) [41][160/161] lr: 1.8595e-01 eta: 2:43:00 time: 0.2920 data_time: 0.0398 memory: 9707 grad_norm: 1.0152 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.4369 loss: 0.4369 2022/08/05 15:38:12 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_gym_keypoint_20220805_150313 2022/08/05 15:38:12 - mmengine - INFO - Epoch(train) [41][161/161] lr: 1.8594e-01 eta: 2:43:00 time: 0.2828 data_time: 0.0413 memory: 652 grad_norm: 1.1350 top1_acc: 0.0000 top5_acc: 0.0000 loss_cls: 0.6289 loss: 0.6289 2022/08/05 15:38:19 - mmengine - INFO - Epoch(train) [42][20/161] lr: 1.8586e-01 eta: 2:42:56 time: 0.3447 data_time: 0.0718 memory: 9707 grad_norm: 1.1470 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.5439 loss: 0.5439 2022/08/05 15:38:25 - mmengine - INFO - Epoch(train) [42][40/161] lr: 1.8578e-01 eta: 2:42:49 time: 0.2935 data_time: 0.0375 memory: 9707 grad_norm: 1.0346 top1_acc: 0.6250 top5_acc: 0.9375 loss_cls: 0.6184 loss: 0.6184 2022/08/05 15:38:31 - mmengine - INFO - Epoch(train) [42][60/161] lr: 1.8569e-01 eta: 2:42:42 time: 0.2997 data_time: 0.0420 memory: 9707 grad_norm: 1.1239 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.5100 loss: 0.5100 2022/08/05 15:38:37 - mmengine - INFO - Epoch(train) [42][80/161] lr: 1.8561e-01 eta: 2:42:35 time: 0.2981 data_time: 0.0387 memory: 9707 grad_norm: 1.0277 top1_acc: 0.7500 top5_acc: 1.0000 loss_cls: 0.4734 loss: 0.4734 2022/08/05 15:38:43 - mmengine - INFO - Epoch(train) [42][100/161] lr: 1.8553e-01 eta: 2:42:28 time: 0.2979 data_time: 0.0409 memory: 9707 grad_norm: 1.1215 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.5152 loss: 0.5152 2022/08/05 15:38:49 - mmengine - INFO - Epoch(train) [42][120/161] lr: 1.8544e-01 eta: 2:42:23 time: 0.3130 data_time: 0.0364 memory: 9707 grad_norm: 0.9759 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.4926 loss: 0.4926 2022/08/05 15:38:55 - mmengine - INFO - Epoch(train) [42][140/161] lr: 1.8536e-01 eta: 2:42:16 time: 0.2975 data_time: 0.0397 memory: 9707 grad_norm: 1.0430 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.4901 loss: 0.4901 2022/08/05 15:39:01 - mmengine - INFO - Epoch(train) [42][160/161] lr: 1.8527e-01 eta: 2:42:09 time: 0.2910 data_time: 0.0398 memory: 9707 grad_norm: 1.1212 top1_acc: 0.7500 top5_acc: 0.8750 loss_cls: 0.5539 loss: 0.5539 2022/08/05 15:39:01 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_gym_keypoint_20220805_150313 2022/08/05 15:39:01 - mmengine - INFO - Epoch(train) [42][161/161] lr: 1.8527e-01 eta: 2:42:09 time: 0.2824 data_time: 0.0415 memory: 652 grad_norm: 1.2233 top1_acc: 0.0000 top5_acc: 0.0000 loss_cls: 0.7495 loss: 0.7495 2022/08/05 15:39:08 - mmengine - INFO - Epoch(train) [43][20/161] lr: 1.8518e-01 eta: 2:42:06 time: 0.3578 data_time: 0.0774 memory: 9707 grad_norm: 1.0879 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.6300 loss: 0.6300 2022/08/05 15:39:14 - mmengine - INFO - Epoch(train) [43][40/161] lr: 1.8510e-01 eta: 2:41:59 time: 0.2974 data_time: 0.0370 memory: 9707 grad_norm: 1.0973 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.4768 loss: 0.4768 2022/08/05 15:39:20 - mmengine - INFO - Epoch(train) [43][60/161] lr: 1.8501e-01 eta: 2:41:54 time: 0.3193 data_time: 0.0399 memory: 9707 grad_norm: 1.0733 top1_acc: 0.6875 top5_acc: 1.0000 loss_cls: 0.6178 loss: 0.6178 2022/08/05 15:39:26 - mmengine - INFO - Epoch(train) [43][80/161] lr: 1.8493e-01 eta: 2:41:47 time: 0.2966 data_time: 0.0399 memory: 9707 grad_norm: 1.0539 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.4502 loss: 0.4502 2022/08/05 15:39:32 - mmengine - INFO - Epoch(train) [43][100/161] lr: 1.8484e-01 eta: 2:41:41 time: 0.3003 data_time: 0.0376 memory: 9707 grad_norm: 1.0743 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.4539 loss: 0.4539 2022/08/05 15:39:38 - mmengine - INFO - Epoch(train) [43][120/161] lr: 1.8475e-01 eta: 2:41:35 time: 0.3092 data_time: 0.0419 memory: 9707 grad_norm: 1.0267 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.5184 loss: 0.5184 2022/08/05 15:39:44 - mmengine - INFO - Epoch(train) [43][140/161] lr: 1.8467e-01 eta: 2:41:29 time: 0.3016 data_time: 0.0452 memory: 9707 grad_norm: 0.9821 top1_acc: 0.7500 top5_acc: 1.0000 loss_cls: 0.5297 loss: 0.5297 2022/08/05 15:39:50 - mmengine - INFO - Epoch(train) [43][160/161] lr: 1.8458e-01 eta: 2:41:21 time: 0.2875 data_time: 0.0369 memory: 9707 grad_norm: 1.0181 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.4929 loss: 0.4929 2022/08/05 15:39:50 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_gym_keypoint_20220805_150313 2022/08/05 15:39:50 - mmengine - INFO - Epoch(train) [43][161/161] lr: 1.8458e-01 eta: 2:41:21 time: 0.2794 data_time: 0.0386 memory: 652 grad_norm: 1.1565 top1_acc: 0.0000 top5_acc: 1.0000 loss_cls: 0.5786 loss: 0.5786 2022/08/05 15:39:57 - mmengine - INFO - Epoch(train) [44][20/161] lr: 1.8449e-01 eta: 2:41:18 time: 0.3609 data_time: 0.0832 memory: 9707 grad_norm: 1.1213 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.5370 loss: 0.5370 2022/08/05 15:40:03 - mmengine - INFO - Epoch(train) [44][40/161] lr: 1.8440e-01 eta: 2:41:11 time: 0.2951 data_time: 0.0373 memory: 9707 grad_norm: 1.1471 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.6027 loss: 0.6027 2022/08/05 15:40:10 - mmengine - INFO - Epoch(train) [44][60/161] lr: 1.8432e-01 eta: 2:41:05 time: 0.3068 data_time: 0.0398 memory: 9707 grad_norm: 1.0964 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.5165 loss: 0.5165 2022/08/05 15:40:14 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_gym_keypoint_20220805_150313 2022/08/05 15:40:15 - mmengine - INFO - Epoch(train) [44][80/161] lr: 1.8423e-01 eta: 2:40:58 time: 0.2924 data_time: 0.0384 memory: 9707 grad_norm: 1.1389 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.4899 loss: 0.4899 2022/08/05 15:40:21 - mmengine - INFO - Epoch(train) [44][100/161] lr: 1.8414e-01 eta: 2:40:52 time: 0.3065 data_time: 0.0413 memory: 9707 grad_norm: 1.0381 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.4960 loss: 0.4960 2022/08/05 15:40:27 - mmengine - INFO - Epoch(train) [44][120/161] lr: 1.8405e-01 eta: 2:40:45 time: 0.2957 data_time: 0.0370 memory: 9707 grad_norm: 1.0820 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.4999 loss: 0.4999 2022/08/05 15:40:33 - mmengine - INFO - Epoch(train) [44][140/161] lr: 1.8396e-01 eta: 2:40:38 time: 0.2971 data_time: 0.0414 memory: 9707 grad_norm: 0.9843 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.5050 loss: 0.5050 2022/08/05 15:40:40 - mmengine - INFO - Epoch(train) [44][160/161] lr: 1.8388e-01 eta: 2:40:34 time: 0.3295 data_time: 0.0355 memory: 9707 grad_norm: 1.0847 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.6205 loss: 0.6205 2022/08/05 15:40:40 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_gym_keypoint_20220805_150313 2022/08/05 15:40:40 - mmengine - INFO - Epoch(train) [44][161/161] lr: 1.8387e-01 eta: 2:40:34 time: 0.3212 data_time: 0.0374 memory: 652 grad_norm: 1.2424 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.6299 loss: 0.6299 2022/08/05 15:40:47 - mmengine - INFO - Epoch(train) [45][20/161] lr: 1.8378e-01 eta: 2:40:31 time: 0.3608 data_time: 0.0834 memory: 9707 grad_norm: 1.1449 top1_acc: 0.7500 top5_acc: 1.0000 loss_cls: 0.5346 loss: 0.5346 2022/08/05 15:40:53 - mmengine - INFO - Epoch(train) [45][40/161] lr: 1.8369e-01 eta: 2:40:24 time: 0.2971 data_time: 0.0373 memory: 9707 grad_norm: 1.0504 top1_acc: 0.7500 top5_acc: 0.9375 loss_cls: 0.5169 loss: 0.5169 2022/08/05 15:40:59 - mmengine - INFO - Epoch(train) [45][60/161] lr: 1.8360e-01 eta: 2:40:19 time: 0.3116 data_time: 0.0435 memory: 9707 grad_norm: 1.0450 top1_acc: 0.7500 top5_acc: 1.0000 loss_cls: 0.5596 loss: 0.5596 2022/08/05 15:41:05 - mmengine - INFO - Epoch(train) [45][80/161] lr: 1.8352e-01 eta: 2:40:12 time: 0.2980 data_time: 0.0442 memory: 9707 grad_norm: 1.0777 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.4952 loss: 0.4952 2022/08/05 15:41:11 - mmengine - INFO - Epoch(train) [45][100/161] lr: 1.8343e-01 eta: 2:40:05 time: 0.2984 data_time: 0.0415 memory: 9707 grad_norm: 1.0938 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.5673 loss: 0.5673 2022/08/05 15:41:18 - mmengine - INFO - Epoch(train) [45][120/161] lr: 1.8334e-01 eta: 2:40:00 time: 0.3109 data_time: 0.0444 memory: 9707 grad_norm: 1.0365 top1_acc: 0.7500 top5_acc: 1.0000 loss_cls: 0.5575 loss: 0.5575 2022/08/05 15:41:24 - mmengine - INFO - Epoch(train) [45][140/161] lr: 1.8325e-01 eta: 2:39:53 time: 0.3006 data_time: 0.0401 memory: 9707 grad_norm: 1.0369 top1_acc: 0.7500 top5_acc: 0.9375 loss_cls: 0.5926 loss: 0.5926 2022/08/05 15:41:30 - mmengine - INFO - Epoch(train) [45][160/161] lr: 1.8316e-01 eta: 2:39:46 time: 0.2942 data_time: 0.0406 memory: 9707 grad_norm: 0.9869 top1_acc: 0.7500 top5_acc: 1.0000 loss_cls: 0.4561 loss: 0.4561 2022/08/05 15:41:30 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_gym_keypoint_20220805_150313 2022/08/05 15:41:30 - mmengine - INFO - Epoch(train) [45][161/161] lr: 1.8315e-01 eta: 2:39:46 time: 0.2852 data_time: 0.0419 memory: 652 grad_norm: 1.1156 top1_acc: 0.0000 top5_acc: 1.0000 loss_cls: 0.5706 loss: 0.5706 2022/08/05 15:41:37 - mmengine - INFO - Epoch(train) [46][20/161] lr: 1.8306e-01 eta: 2:39:43 time: 0.3567 data_time: 0.0788 memory: 9707 grad_norm: 1.0580 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.5288 loss: 0.5288 2022/08/05 15:41:43 - mmengine - INFO - Epoch(train) [46][40/161] lr: 1.8297e-01 eta: 2:39:36 time: 0.2981 data_time: 0.0395 memory: 9707 grad_norm: 1.0408 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.5362 loss: 0.5362 2022/08/05 15:41:49 - mmengine - INFO - Epoch(train) [46][60/161] lr: 1.8288e-01 eta: 2:39:30 time: 0.3038 data_time: 0.0425 memory: 9707 grad_norm: 0.9666 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.3618 loss: 0.3618 2022/08/05 15:41:55 - mmengine - INFO - Epoch(train) [46][80/161] lr: 1.8279e-01 eta: 2:39:23 time: 0.2994 data_time: 0.0434 memory: 9707 grad_norm: 1.1122 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.4701 loss: 0.4701 2022/08/05 15:42:01 - mmengine - INFO - Epoch(train) [46][100/161] lr: 1.8270e-01 eta: 2:39:17 time: 0.3007 data_time: 0.0430 memory: 9707 grad_norm: 0.9981 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.5185 loss: 0.5185 2022/08/05 15:42:07 - mmengine - INFO - Epoch(train) [46][120/161] lr: 1.8261e-01 eta: 2:39:10 time: 0.3001 data_time: 0.0471 memory: 9707 grad_norm: 1.1085 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.5210 loss: 0.5210 2022/08/05 15:42:13 - mmengine - INFO - Epoch(train) [46][140/161] lr: 1.8251e-01 eta: 2:39:04 time: 0.3025 data_time: 0.0435 memory: 9707 grad_norm: 1.0498 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.3815 loss: 0.3815 2022/08/05 15:42:19 - mmengine - INFO - Epoch(train) [46][160/161] lr: 1.8242e-01 eta: 2:38:57 time: 0.2920 data_time: 0.0406 memory: 9707 grad_norm: 1.0477 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.4415 loss: 0.4415 2022/08/05 15:42:19 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_gym_keypoint_20220805_150313 2022/08/05 15:42:19 - mmengine - INFO - Epoch(train) [46][161/161] lr: 1.8242e-01 eta: 2:38:57 time: 0.2837 data_time: 0.0422 memory: 652 grad_norm: 1.1623 top1_acc: 0.0000 top5_acc: 0.0000 loss_cls: 0.5898 loss: 0.5898 2022/08/05 15:42:26 - mmengine - INFO - Epoch(train) [47][20/161] lr: 1.8233e-01 eta: 2:38:52 time: 0.3436 data_time: 0.0766 memory: 9707 grad_norm: 1.0391 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.4839 loss: 0.4839 2022/08/05 15:42:32 - mmengine - INFO - Epoch(train) [47][40/161] lr: 1.8223e-01 eta: 2:38:47 time: 0.3123 data_time: 0.0378 memory: 9707 grad_norm: 0.9266 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.4545 loss: 0.4545 2022/08/05 15:42:38 - mmengine - INFO - Epoch(train) [47][60/161] lr: 1.8214e-01 eta: 2:38:40 time: 0.2979 data_time: 0.0418 memory: 9707 grad_norm: 1.0939 top1_acc: 0.6250 top5_acc: 1.0000 loss_cls: 0.4772 loss: 0.4772 2022/08/05 15:42:44 - mmengine - INFO - Epoch(train) [47][80/161] lr: 1.8205e-01 eta: 2:38:33 time: 0.2956 data_time: 0.0395 memory: 9707 grad_norm: 1.1306 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.4662 loss: 0.4662 2022/08/05 15:42:50 - mmengine - INFO - Epoch(train) [47][100/161] lr: 1.8195e-01 eta: 2:38:26 time: 0.2999 data_time: 0.0409 memory: 9707 grad_norm: 1.1002 top1_acc: 0.7500 top5_acc: 1.0000 loss_cls: 0.4981 loss: 0.4981 2022/08/05 15:42:56 - mmengine - INFO - Epoch(train) [47][120/161] lr: 1.8186e-01 eta: 2:38:20 time: 0.2978 data_time: 0.0421 memory: 9707 grad_norm: 1.1433 top1_acc: 0.7500 top5_acc: 1.0000 loss_cls: 0.4916 loss: 0.4916 2022/08/05 15:43:02 - mmengine - INFO - Epoch(train) [47][140/161] lr: 1.8177e-01 eta: 2:38:13 time: 0.3009 data_time: 0.0472 memory: 9707 grad_norm: 1.0623 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.6017 loss: 0.6017 2022/08/05 15:43:08 - mmengine - INFO - Epoch(train) [47][160/161] lr: 1.8167e-01 eta: 2:38:09 time: 0.3294 data_time: 0.0386 memory: 9707 grad_norm: 1.0153 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.5085 loss: 0.5085 2022/08/05 15:43:09 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_gym_keypoint_20220805_150313 2022/08/05 15:43:09 - mmengine - INFO - Epoch(train) [47][161/161] lr: 1.8167e-01 eta: 2:38:09 time: 0.3207 data_time: 0.0404 memory: 652 grad_norm: 1.1512 top1_acc: 0.0000 top5_acc: 0.0000 loss_cls: 0.6608 loss: 0.6608 2022/08/05 15:43:16 - mmengine - INFO - Epoch(train) [48][20/161] lr: 1.8157e-01 eta: 2:38:06 time: 0.3575 data_time: 0.0820 memory: 9707 grad_norm: 1.0235 top1_acc: 0.7500 top5_acc: 1.0000 loss_cls: 0.5596 loss: 0.5596 2022/08/05 15:43:22 - mmengine - INFO - Epoch(train) [48][40/161] lr: 1.8148e-01 eta: 2:37:59 time: 0.2981 data_time: 0.0402 memory: 9707 grad_norm: 0.9937 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.3823 loss: 0.3823 2022/08/05 15:43:28 - mmengine - INFO - Epoch(train) [48][60/161] lr: 1.8139e-01 eta: 2:37:53 time: 0.3040 data_time: 0.0423 memory: 9707 grad_norm: 1.0901 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.5241 loss: 0.5241 2022/08/05 15:43:34 - mmengine - INFO - Epoch(train) [48][80/161] lr: 1.8129e-01 eta: 2:37:46 time: 0.2960 data_time: 0.0397 memory: 9707 grad_norm: 0.9936 top1_acc: 0.7500 top5_acc: 1.0000 loss_cls: 0.3993 loss: 0.3993 2022/08/05 15:43:40 - mmengine - INFO - Epoch(train) [48][100/161] lr: 1.8120e-01 eta: 2:37:40 time: 0.3053 data_time: 0.0429 memory: 9707 grad_norm: 1.0682 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.4307 loss: 0.4307 2022/08/05 15:43:46 - mmengine - INFO - Epoch(train) [48][120/161] lr: 1.8110e-01 eta: 2:37:33 time: 0.2970 data_time: 0.0418 memory: 9707 grad_norm: 1.0759 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.6284 loss: 0.6284 2022/08/05 15:43:52 - mmengine - INFO - Epoch(train) [48][140/161] lr: 1.8101e-01 eta: 2:37:27 time: 0.3017 data_time: 0.0453 memory: 9707 grad_norm: 1.0217 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.4599 loss: 0.4599 2022/08/05 15:43:58 - mmengine - INFO - Epoch(train) [48][160/161] lr: 1.8091e-01 eta: 2:37:19 time: 0.2895 data_time: 0.0410 memory: 9707 grad_norm: 1.0049 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.5019 loss: 0.5019 2022/08/05 15:43:58 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_gym_keypoint_20220805_150313 2022/08/05 15:43:58 - mmengine - INFO - Epoch(train) [48][161/161] lr: 1.8091e-01 eta: 2:37:19 time: 0.2802 data_time: 0.0423 memory: 652 grad_norm: 1.1478 top1_acc: 0.0000 top5_acc: 0.0000 loss_cls: 0.7682 loss: 0.7682 2022/08/05 15:44:05 - mmengine - INFO - Epoch(train) [49][20/161] lr: 1.8081e-01 eta: 2:37:15 time: 0.3513 data_time: 0.0840 memory: 9707 grad_norm: 1.0644 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.5216 loss: 0.5216 2022/08/05 15:44:11 - mmengine - INFO - Epoch(train) [49][40/161] lr: 1.8071e-01 eta: 2:37:08 time: 0.2960 data_time: 0.0377 memory: 9707 grad_norm: 1.0237 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.5422 loss: 0.5422 2022/08/05 15:44:17 - mmengine - INFO - Epoch(train) [49][60/161] lr: 1.8062e-01 eta: 2:37:02 time: 0.3002 data_time: 0.0455 memory: 9707 grad_norm: 0.9835 top1_acc: 0.8125 top5_acc: 0.9375 loss_cls: 0.4301 loss: 0.4301 2022/08/05 15:44:23 - mmengine - INFO - Epoch(train) [49][80/161] lr: 1.8052e-01 eta: 2:36:56 time: 0.3109 data_time: 0.0477 memory: 9707 grad_norm: 1.0671 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.4350 loss: 0.4350 2022/08/05 15:44:29 - mmengine - INFO - Epoch(train) [49][100/161] lr: 1.8043e-01 eta: 2:36:50 time: 0.3003 data_time: 0.0433 memory: 9707 grad_norm: 1.1155 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.5297 loss: 0.5297 2022/08/05 15:44:35 - mmengine - INFO - Epoch(train) [49][120/161] lr: 1.8033e-01 eta: 2:36:43 time: 0.2999 data_time: 0.0399 memory: 9707 grad_norm: 1.0521 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.4533 loss: 0.4533 2022/08/05 15:44:41 - mmengine - INFO - Epoch(train) [49][140/161] lr: 1.8023e-01 eta: 2:36:37 time: 0.3088 data_time: 0.0443 memory: 9707 grad_norm: 1.0103 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.4737 loss: 0.4737 2022/08/05 15:44:47 - mmengine - INFO - Epoch(train) [49][160/161] lr: 1.8014e-01 eta: 2:36:30 time: 0.2927 data_time: 0.0443 memory: 9707 grad_norm: 1.0914 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.4456 loss: 0.4456 2022/08/05 15:44:47 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_gym_keypoint_20220805_150313 2022/08/05 15:44:47 - mmengine - INFO - Epoch(train) [49][161/161] lr: 1.8013e-01 eta: 2:36:30 time: 0.2834 data_time: 0.0456 memory: 652 grad_norm: 1.2584 top1_acc: 0.0000 top5_acc: 0.0000 loss_cls: 0.6043 loss: 0.6043 2022/08/05 15:44:54 - mmengine - INFO - Epoch(train) [50][20/161] lr: 1.8003e-01 eta: 2:36:27 time: 0.3565 data_time: 0.0844 memory: 9707 grad_norm: 1.0915 top1_acc: 0.6875 top5_acc: 1.0000 loss_cls: 0.5284 loss: 0.5284 2022/08/05 15:45:00 - mmengine - INFO - Epoch(train) [50][40/161] lr: 1.7994e-01 eta: 2:36:20 time: 0.3062 data_time: 0.0416 memory: 9707 grad_norm: 1.0318 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.5215 loss: 0.5215 2022/08/05 15:45:06 - mmengine - INFO - Epoch(train) [50][60/161] lr: 1.7984e-01 eta: 2:36:14 time: 0.3053 data_time: 0.0489 memory: 9707 grad_norm: 1.0042 top1_acc: 0.6250 top5_acc: 1.0000 loss_cls: 0.4493 loss: 0.4493 2022/08/05 15:45:12 - mmengine - INFO - Epoch(train) [50][80/161] lr: 1.7974e-01 eta: 2:36:08 time: 0.2996 data_time: 0.0429 memory: 9707 grad_norm: 1.0307 top1_acc: 0.9375 top5_acc: 0.9375 loss_cls: 0.4695 loss: 0.4695 2022/08/05 15:45:19 - mmengine - INFO - Epoch(train) [50][100/161] lr: 1.7964e-01 eta: 2:36:02 time: 0.3101 data_time: 0.0452 memory: 9707 grad_norm: 1.1635 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.5110 loss: 0.5110 2022/08/05 15:45:22 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_gym_keypoint_20220805_150313 2022/08/05 15:45:25 - mmengine - INFO - Epoch(train) [50][120/161] lr: 1.7954e-01 eta: 2:35:56 time: 0.3062 data_time: 0.0476 memory: 9707 grad_norm: 1.0935 top1_acc: 0.8125 top5_acc: 0.9375 loss_cls: 0.4989 loss: 0.4989 2022/08/05 15:45:31 - mmengine - INFO - Epoch(train) [50][140/161] lr: 1.7944e-01 eta: 2:35:50 time: 0.3047 data_time: 0.0474 memory: 9707 grad_norm: 1.0939 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.4967 loss: 0.4967 2022/08/05 15:45:37 - mmengine - INFO - Epoch(train) [50][160/161] lr: 1.7935e-01 eta: 2:35:43 time: 0.2934 data_time: 0.0435 memory: 9707 grad_norm: 1.0489 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.4917 loss: 0.4917 2022/08/05 15:45:37 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_gym_keypoint_20220805_150313 2022/08/05 15:45:37 - mmengine - INFO - Epoch(train) [50][161/161] lr: 1.7934e-01 eta: 2:35:43 time: 0.2832 data_time: 0.0437 memory: 652 grad_norm: 1.2086 top1_acc: 0.0000 top5_acc: 0.0000 loss_cls: 0.6401 loss: 0.6401 2022/08/05 15:45:37 - mmengine - INFO - Saving checkpoint at 50 epochs 2022/08/05 15:45:43 - mmengine - INFO - Epoch(val) [50][20/67] eta: 0:00:13 time: 0.2802 data_time: 0.1371 memory: 1868 2022/08/05 15:45:47 - mmengine - INFO - Epoch(val) [50][40/67] eta: 0:00:05 time: 0.2026 data_time: 0.0563 memory: 1868 2022/08/05 15:45:51 - mmengine - INFO - Epoch(val) [50][60/67] eta: 0:00:01 time: 0.1933 data_time: 0.0556 memory: 1868 2022/08/05 15:45:53 - mmengine - INFO - Epoch(val) [50][67/67] acc/top1: 0.7148 acc/top5: 0.9455 acc/mean1: 0.5884 2022/08/05 15:46:00 - mmengine - INFO - Epoch(train) [51][20/161] lr: 1.7924e-01 eta: 2:35:40 time: 0.3634 data_time: 0.0813 memory: 9707 grad_norm: 1.0862 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.6421 loss: 0.6421 2022/08/05 15:46:06 - mmengine - INFO - Epoch(train) [51][40/161] lr: 1.7914e-01 eta: 2:35:33 time: 0.2971 data_time: 0.0388 memory: 9707 grad_norm: 1.0080 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.4716 loss: 0.4716 2022/08/05 15:46:12 - mmengine - INFO - Epoch(train) [51][60/161] lr: 1.7904e-01 eta: 2:35:27 time: 0.3080 data_time: 0.0467 memory: 9707 grad_norm: 1.0445 top1_acc: 0.8125 top5_acc: 0.9375 loss_cls: 0.5217 loss: 0.5217 2022/08/05 15:46:18 - mmengine - INFO - Epoch(train) [51][80/161] lr: 1.7894e-01 eta: 2:35:21 time: 0.3038 data_time: 0.0447 memory: 9707 grad_norm: 0.9896 top1_acc: 0.8125 top5_acc: 0.9375 loss_cls: 0.5776 loss: 0.5776 2022/08/05 15:46:25 - mmengine - INFO - Epoch(train) [51][100/161] lr: 1.7884e-01 eta: 2:35:15 time: 0.3052 data_time: 0.0493 memory: 9707 grad_norm: 1.0972 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.4254 loss: 0.4254 2022/08/05 15:46:31 - mmengine - INFO - Epoch(train) [51][120/161] lr: 1.7874e-01 eta: 2:35:09 time: 0.3152 data_time: 0.0469 memory: 9707 grad_norm: 1.0958 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.5138 loss: 0.5138 2022/08/05 15:46:37 - mmengine - INFO - Epoch(train) [51][140/161] lr: 1.7864e-01 eta: 2:35:03 time: 0.3027 data_time: 0.0444 memory: 9707 grad_norm: 1.1436 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.4628 loss: 0.4628 2022/08/05 15:46:43 - mmengine - INFO - Epoch(train) [51][160/161] lr: 1.7854e-01 eta: 2:34:56 time: 0.2949 data_time: 0.0446 memory: 9707 grad_norm: 1.0767 top1_acc: 0.7500 top5_acc: 1.0000 loss_cls: 0.5624 loss: 0.5624 2022/08/05 15:46:43 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_gym_keypoint_20220805_150313 2022/08/05 15:46:43 - mmengine - INFO - Epoch(train) [51][161/161] lr: 1.7854e-01 eta: 2:34:56 time: 0.2862 data_time: 0.0465 memory: 652 grad_norm: 1.2140 top1_acc: 0.0000 top5_acc: 1.0000 loss_cls: 0.6836 loss: 0.6836 2022/08/05 15:46:50 - mmengine - INFO - Epoch(train) [52][20/161] lr: 1.7844e-01 eta: 2:34:54 time: 0.3746 data_time: 0.0939 memory: 9707 grad_norm: 1.1386 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.5683 loss: 0.5683 2022/08/05 15:46:56 - mmengine - INFO - Epoch(train) [52][40/161] lr: 1.7833e-01 eta: 2:34:47 time: 0.2998 data_time: 0.0429 memory: 9707 grad_norm: 0.9992 top1_acc: 0.5625 top5_acc: 0.9375 loss_cls: 0.5256 loss: 0.5256 2022/08/05 15:47:03 - mmengine - INFO - Epoch(train) [52][60/161] lr: 1.7823e-01 eta: 2:34:41 time: 0.3098 data_time: 0.0447 memory: 9707 grad_norm: 0.9742 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.5235 loss: 0.5235 2022/08/05 15:47:09 - mmengine - INFO - Epoch(train) [52][80/161] lr: 1.7813e-01 eta: 2:34:35 time: 0.3025 data_time: 0.0401 memory: 9707 grad_norm: 1.0267 top1_acc: 0.6875 top5_acc: 1.0000 loss_cls: 0.4364 loss: 0.4364 2022/08/05 15:47:15 - mmengine - INFO - Epoch(train) [52][100/161] lr: 1.7803e-01 eta: 2:34:28 time: 0.2999 data_time: 0.0466 memory: 9707 grad_norm: 1.1685 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.5136 loss: 0.5136 2022/08/05 15:47:21 - mmengine - INFO - Epoch(train) [52][120/161] lr: 1.7793e-01 eta: 2:34:22 time: 0.3033 data_time: 0.0406 memory: 9707 grad_norm: 1.1604 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.5439 loss: 0.5439 2022/08/05 15:47:27 - mmengine - INFO - Epoch(train) [52][140/161] lr: 1.7783e-01 eta: 2:34:15 time: 0.2994 data_time: 0.0464 memory: 9707 grad_norm: 1.0709 top1_acc: 0.8125 top5_acc: 0.9375 loss_cls: 0.4652 loss: 0.4652 2022/08/05 15:47:33 - mmengine - INFO - Epoch(train) [52][160/161] lr: 1.7772e-01 eta: 2:34:08 time: 0.2930 data_time: 0.0367 memory: 9707 grad_norm: 1.0759 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.3675 loss: 0.3675 2022/08/05 15:47:33 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_gym_keypoint_20220805_150313 2022/08/05 15:47:33 - mmengine - INFO - Epoch(train) [52][161/161] lr: 1.7772e-01 eta: 2:34:08 time: 0.2840 data_time: 0.0381 memory: 652 grad_norm: 1.2137 top1_acc: 0.0000 top5_acc: 0.0000 loss_cls: 0.5899 loss: 0.5899 2022/08/05 15:47:40 - mmengine - INFO - Epoch(train) [53][20/161] lr: 1.7762e-01 eta: 2:34:06 time: 0.3719 data_time: 0.0844 memory: 9707 grad_norm: 1.0710 top1_acc: 0.8125 top5_acc: 0.9375 loss_cls: 0.5490 loss: 0.5490 2022/08/05 15:47:46 - mmengine - INFO - Epoch(train) [53][40/161] lr: 1.7751e-01 eta: 2:33:59 time: 0.2979 data_time: 0.0417 memory: 9707 grad_norm: 1.0246 top1_acc: 0.8750 top5_acc: 0.9375 loss_cls: 0.4553 loss: 0.4553 2022/08/05 15:47:52 - mmengine - INFO - Epoch(train) [53][60/161] lr: 1.7741e-01 eta: 2:33:53 time: 0.3046 data_time: 0.0461 memory: 9707 grad_norm: 1.0643 top1_acc: 0.7500 top5_acc: 0.9375 loss_cls: 0.4476 loss: 0.4476 2022/08/05 15:47:58 - mmengine - INFO - Epoch(train) [53][80/161] lr: 1.7731e-01 eta: 2:33:46 time: 0.3004 data_time: 0.0451 memory: 9707 grad_norm: 1.0287 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.5067 loss: 0.5067 2022/08/05 15:48:04 - mmengine - INFO - Epoch(train) [53][100/161] lr: 1.7721e-01 eta: 2:33:40 time: 0.2981 data_time: 0.0435 memory: 9707 grad_norm: 1.1156 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.5290 loss: 0.5290 2022/08/05 15:48:10 - mmengine - INFO - Epoch(train) [53][120/161] lr: 1.7710e-01 eta: 2:33:33 time: 0.3041 data_time: 0.0424 memory: 9707 grad_norm: 1.1401 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.5087 loss: 0.5087 2022/08/05 15:48:16 - mmengine - INFO - Epoch(train) [53][140/161] lr: 1.7700e-01 eta: 2:33:27 time: 0.2995 data_time: 0.0451 memory: 9707 grad_norm: 1.1281 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.5438 loss: 0.5438 2022/08/05 15:48:22 - mmengine - INFO - Epoch(train) [53][160/161] lr: 1.7689e-01 eta: 2:33:20 time: 0.2884 data_time: 0.0365 memory: 9707 grad_norm: 1.0525 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.4875 loss: 0.4875 2022/08/05 15:48:22 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_gym_keypoint_20220805_150313 2022/08/05 15:48:22 - mmengine - INFO - Epoch(train) [53][161/161] lr: 1.7689e-01 eta: 2:33:20 time: 0.2797 data_time: 0.0379 memory: 652 grad_norm: 1.1997 top1_acc: 0.0000 top5_acc: 0.0000 loss_cls: 0.7682 loss: 0.7682 2022/08/05 15:48:30 - mmengine - INFO - Epoch(train) [54][20/161] lr: 1.7679e-01 eta: 2:33:17 time: 0.3713 data_time: 0.0932 memory: 9707 grad_norm: 1.0110 top1_acc: 0.8125 top5_acc: 0.9375 loss_cls: 0.5341 loss: 0.5341 2022/08/05 15:48:36 - mmengine - INFO - Epoch(train) [54][40/161] lr: 1.7668e-01 eta: 2:33:10 time: 0.2945 data_time: 0.0386 memory: 9707 grad_norm: 0.9566 top1_acc: 0.6875 top5_acc: 0.9375 loss_cls: 0.4777 loss: 0.4777 2022/08/05 15:48:41 - mmengine - INFO - Epoch(train) [54][60/161] lr: 1.7658e-01 eta: 2:33:03 time: 0.2978 data_time: 0.0403 memory: 9707 grad_norm: 1.0229 top1_acc: 0.8125 top5_acc: 0.9375 loss_cls: 0.4419 loss: 0.4419 2022/08/05 15:48:48 - mmengine - INFO - Epoch(train) [54][80/161] lr: 1.7647e-01 eta: 2:32:57 time: 0.3003 data_time: 0.0397 memory: 9707 grad_norm: 0.9741 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.4851 loss: 0.4851 2022/08/05 15:48:54 - mmengine - INFO - Epoch(train) [54][100/161] lr: 1.7637e-01 eta: 2:32:51 time: 0.3073 data_time: 0.0429 memory: 9707 grad_norm: 1.0575 top1_acc: 0.6875 top5_acc: 1.0000 loss_cls: 0.3964 loss: 0.3964 2022/08/05 15:49:00 - mmengine - INFO - Epoch(train) [54][120/161] lr: 1.7626e-01 eta: 2:32:44 time: 0.3006 data_time: 0.0479 memory: 9707 grad_norm: 1.0797 top1_acc: 0.8125 top5_acc: 0.8750 loss_cls: 0.4881 loss: 0.4881 2022/08/05 15:49:06 - mmengine - INFO - Epoch(train) [54][140/161] lr: 1.7616e-01 eta: 2:32:38 time: 0.2988 data_time: 0.0418 memory: 9707 grad_norm: 1.0419 top1_acc: 0.8750 top5_acc: 0.9375 loss_cls: 0.5183 loss: 0.5183 2022/08/05 15:49:11 - mmengine - INFO - Epoch(train) [54][160/161] lr: 1.7605e-01 eta: 2:32:30 time: 0.2907 data_time: 0.0389 memory: 9707 grad_norm: 0.9694 top1_acc: 0.7500 top5_acc: 0.9375 loss_cls: 0.4073 loss: 0.4073 2022/08/05 15:49:12 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_gym_keypoint_20220805_150313 2022/08/05 15:49:12 - mmengine - INFO - Epoch(train) [54][161/161] lr: 1.7605e-01 eta: 2:32:30 time: 0.2821 data_time: 0.0409 memory: 652 grad_norm: 1.1071 top1_acc: 0.0000 top5_acc: 0.0000 loss_cls: 0.6641 loss: 0.6641 2022/08/05 15:49:19 - mmengine - INFO - Epoch(train) [55][20/161] lr: 1.7594e-01 eta: 2:32:28 time: 0.3732 data_time: 0.0940 memory: 9707 grad_norm: 1.1606 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.4578 loss: 0.4578 2022/08/05 15:49:25 - mmengine - INFO - Epoch(train) [55][40/161] lr: 1.7583e-01 eta: 2:32:21 time: 0.2987 data_time: 0.0396 memory: 9707 grad_norm: 0.9948 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.4848 loss: 0.4848 2022/08/05 15:49:31 - mmengine - INFO - Epoch(train) [55][60/161] lr: 1.7573e-01 eta: 2:32:15 time: 0.3026 data_time: 0.0434 memory: 9707 grad_norm: 1.0533 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.4830 loss: 0.4830 2022/08/05 15:49:37 - mmengine - INFO - Epoch(train) [55][80/161] lr: 1.7562e-01 eta: 2:32:08 time: 0.2978 data_time: 0.0369 memory: 9707 grad_norm: 0.9586 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.4023 loss: 0.4023 2022/08/05 15:49:43 - mmengine - INFO - Epoch(train) [55][100/161] lr: 1.7552e-01 eta: 2:32:02 time: 0.3005 data_time: 0.0405 memory: 9707 grad_norm: 1.1321 top1_acc: 0.6875 top5_acc: 1.0000 loss_cls: 0.4964 loss: 0.4964 2022/08/05 15:49:49 - mmengine - INFO - Epoch(train) [55][120/161] lr: 1.7541e-01 eta: 2:31:56 time: 0.3113 data_time: 0.0363 memory: 9707 grad_norm: 1.0530 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.5477 loss: 0.5477 2022/08/05 15:49:55 - mmengine - INFO - Epoch(train) [55][140/161] lr: 1.7530e-01 eta: 2:31:50 time: 0.3015 data_time: 0.0394 memory: 9707 grad_norm: 1.0667 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.4413 loss: 0.4413 2022/08/05 15:50:01 - mmengine - INFO - Epoch(train) [55][160/161] lr: 1.7519e-01 eta: 2:31:42 time: 0.2906 data_time: 0.0367 memory: 9707 grad_norm: 1.0884 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.4305 loss: 0.4305 2022/08/05 15:50:01 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_gym_keypoint_20220805_150313 2022/08/05 15:50:01 - mmengine - INFO - Epoch(train) [55][161/161] lr: 1.7519e-01 eta: 2:31:42 time: 0.2819 data_time: 0.0384 memory: 652 grad_norm: 1.2118 top1_acc: 0.0000 top5_acc: 0.0000 loss_cls: 0.7015 loss: 0.7015 2022/08/05 15:50:08 - mmengine - INFO - Epoch(train) [56][20/161] lr: 1.7508e-01 eta: 2:31:38 time: 0.3556 data_time: 0.0915 memory: 9707 grad_norm: 1.0228 top1_acc: 0.6875 top5_acc: 1.0000 loss_cls: 0.5971 loss: 0.5971 2022/08/05 15:50:14 - mmengine - INFO - Epoch(train) [56][40/161] lr: 1.7497e-01 eta: 2:31:32 time: 0.2981 data_time: 0.0400 memory: 9707 grad_norm: 1.0415 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.4695 loss: 0.4695 2022/08/05 15:50:20 - mmengine - INFO - Epoch(train) [56][60/161] lr: 1.7487e-01 eta: 2:31:25 time: 0.3004 data_time: 0.0385 memory: 9707 grad_norm: 1.1150 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.4545 loss: 0.4545 2022/08/05 15:50:26 - mmengine - INFO - Epoch(train) [56][80/161] lr: 1.7476e-01 eta: 2:31:19 time: 0.2982 data_time: 0.0345 memory: 9707 grad_norm: 1.0507 top1_acc: 0.8750 top5_acc: 0.9375 loss_cls: 0.3945 loss: 0.3945 2022/08/05 15:50:32 - mmengine - INFO - Epoch(train) [56][100/161] lr: 1.7465e-01 eta: 2:31:12 time: 0.3020 data_time: 0.0404 memory: 9707 grad_norm: 1.0391 top1_acc: 0.8750 top5_acc: 0.9375 loss_cls: 0.4557 loss: 0.4557 2022/08/05 15:50:39 - mmengine - INFO - Epoch(train) [56][120/161] lr: 1.7454e-01 eta: 2:31:07 time: 0.3161 data_time: 0.0371 memory: 9707 grad_norm: 1.0184 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.4168 loss: 0.4168 2022/08/05 15:50:45 - mmengine - INFO - Epoch(train) [56][140/161] lr: 1.7443e-01 eta: 2:31:00 time: 0.2986 data_time: 0.0393 memory: 9707 grad_norm: 1.0640 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.4437 loss: 0.4437 2022/08/05 15:50:46 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_gym_keypoint_20220805_150313 2022/08/05 15:50:51 - mmengine - INFO - Epoch(train) [56][160/161] lr: 1.7433e-01 eta: 2:30:53 time: 0.2954 data_time: 0.0366 memory: 9707 grad_norm: 1.0574 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.4785 loss: 0.4785 2022/08/05 15:50:51 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_gym_keypoint_20220805_150313 2022/08/05 15:50:51 - mmengine - INFO - Epoch(train) [56][161/161] lr: 1.7432e-01 eta: 2:30:53 time: 0.2866 data_time: 0.0387 memory: 652 grad_norm: 1.2252 top1_acc: 0.0000 top5_acc: 0.0000 loss_cls: 0.6402 loss: 0.6402 2022/08/05 15:50:58 - mmengine - INFO - Epoch(train) [57][20/161] lr: 1.7421e-01 eta: 2:30:49 time: 0.3509 data_time: 0.0733 memory: 9707 grad_norm: 1.0935 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.4977 loss: 0.4977 2022/08/05 15:51:04 - mmengine - INFO - Epoch(train) [57][40/161] lr: 1.7410e-01 eta: 2:30:43 time: 0.3004 data_time: 0.0400 memory: 9707 grad_norm: 0.9468 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.5017 loss: 0.5017 2022/08/05 15:51:10 - mmengine - INFO - Epoch(train) [57][60/161] lr: 1.7399e-01 eta: 2:30:36 time: 0.3042 data_time: 0.0394 memory: 9707 grad_norm: 1.1509 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.5069 loss: 0.5069 2022/08/05 15:51:16 - mmengine - INFO - Epoch(train) [57][80/161] lr: 1.7388e-01 eta: 2:30:30 time: 0.3004 data_time: 0.0396 memory: 9707 grad_norm: 1.1310 top1_acc: 0.7500 top5_acc: 1.0000 loss_cls: 0.4520 loss: 0.4520 2022/08/05 15:51:22 - mmengine - INFO - Epoch(train) [57][100/161] lr: 1.7377e-01 eta: 2:30:23 time: 0.3008 data_time: 0.0381 memory: 9707 grad_norm: 1.0476 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.5010 loss: 0.5010 2022/08/05 15:51:28 - mmengine - INFO - Epoch(train) [57][120/161] lr: 1.7366e-01 eta: 2:30:17 time: 0.2997 data_time: 0.0373 memory: 9707 grad_norm: 0.9894 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.3959 loss: 0.3959 2022/08/05 15:51:34 - mmengine - INFO - Epoch(train) [57][140/161] lr: 1.7355e-01 eta: 2:30:11 time: 0.3056 data_time: 0.0371 memory: 9707 grad_norm: 1.0614 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.4758 loss: 0.4758 2022/08/05 15:51:40 - mmengine - INFO - Epoch(train) [57][160/161] lr: 1.7344e-01 eta: 2:30:04 time: 0.2918 data_time: 0.0376 memory: 9707 grad_norm: 1.0542 top1_acc: 0.8125 top5_acc: 0.9375 loss_cls: 0.4418 loss: 0.4418 2022/08/05 15:51:40 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_gym_keypoint_20220805_150313 2022/08/05 15:51:40 - mmengine - INFO - Epoch(train) [57][161/161] lr: 1.7344e-01 eta: 2:30:04 time: 0.2833 data_time: 0.0397 memory: 652 grad_norm: 1.1991 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.5073 loss: 0.5073 2022/08/05 15:51:47 - mmengine - INFO - Epoch(train) [58][20/161] lr: 1.7333e-01 eta: 2:30:00 time: 0.3577 data_time: 0.0781 memory: 9707 grad_norm: 1.0557 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.4267 loss: 0.4267 2022/08/05 15:51:53 - mmengine - INFO - Epoch(train) [58][40/161] lr: 1.7322e-01 eta: 2:29:53 time: 0.2973 data_time: 0.0364 memory: 9707 grad_norm: 0.9753 top1_acc: 0.8125 top5_acc: 0.9375 loss_cls: 0.4609 loss: 0.4609 2022/08/05 15:51:59 - mmengine - INFO - Epoch(train) [58][60/161] lr: 1.7311e-01 eta: 2:29:47 time: 0.3113 data_time: 0.0392 memory: 9707 grad_norm: 1.1066 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.5171 loss: 0.5171 2022/08/05 15:52:05 - mmengine - INFO - Epoch(train) [58][80/161] lr: 1.7299e-01 eta: 2:29:41 time: 0.2982 data_time: 0.0330 memory: 9707 grad_norm: 1.1241 top1_acc: 0.7500 top5_acc: 1.0000 loss_cls: 0.5634 loss: 0.5634 2022/08/05 15:52:11 - mmengine - INFO - Epoch(train) [58][100/161] lr: 1.7288e-01 eta: 2:29:34 time: 0.2996 data_time: 0.0339 memory: 9707 grad_norm: 1.0507 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.4847 loss: 0.4847 2022/08/05 15:52:17 - mmengine - INFO - Epoch(train) [58][120/161] lr: 1.7277e-01 eta: 2:29:28 time: 0.2978 data_time: 0.0333 memory: 9707 grad_norm: 0.9958 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.4545 loss: 0.4545 2022/08/05 15:52:24 - mmengine - INFO - Epoch(train) [58][140/161] lr: 1.7266e-01 eta: 2:29:23 time: 0.3281 data_time: 0.0354 memory: 9707 grad_norm: 1.0654 top1_acc: 0.7500 top5_acc: 1.0000 loss_cls: 0.4219 loss: 0.4219 2022/08/05 15:52:30 - mmengine - INFO - Epoch(train) [58][160/161] lr: 1.7255e-01 eta: 2:29:16 time: 0.2893 data_time: 0.0353 memory: 9707 grad_norm: 1.0917 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.4690 loss: 0.4690 2022/08/05 15:52:30 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_gym_keypoint_20220805_150313 2022/08/05 15:52:30 - mmengine - INFO - Epoch(train) [58][161/161] lr: 1.7254e-01 eta: 2:29:16 time: 0.2813 data_time: 0.0372 memory: 652 grad_norm: 1.2309 top1_acc: 0.0000 top5_acc: 0.0000 loss_cls: 0.6806 loss: 0.6806 2022/08/05 15:52:37 - mmengine - INFO - Epoch(train) [59][20/161] lr: 1.7243e-01 eta: 2:29:11 time: 0.3530 data_time: 0.0665 memory: 9707 grad_norm: 1.0682 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.5017 loss: 0.5017 2022/08/05 15:52:43 - mmengine - INFO - Epoch(train) [59][40/161] lr: 1.7232e-01 eta: 2:29:05 time: 0.3020 data_time: 0.0371 memory: 9707 grad_norm: 1.0922 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.4392 loss: 0.4392 2022/08/05 15:52:49 - mmengine - INFO - Epoch(train) [59][60/161] lr: 1.7221e-01 eta: 2:28:59 time: 0.3035 data_time: 0.0365 memory: 9707 grad_norm: 1.0422 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.5088 loss: 0.5088 2022/08/05 15:52:55 - mmengine - INFO - Epoch(train) [59][80/161] lr: 1.7209e-01 eta: 2:28:52 time: 0.2975 data_time: 0.0352 memory: 9707 grad_norm: 1.0061 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.4571 loss: 0.4571 2022/08/05 15:53:01 - mmengine - INFO - Epoch(train) [59][100/161] lr: 1.7198e-01 eta: 2:28:46 time: 0.3016 data_time: 0.0364 memory: 9707 grad_norm: 1.0397 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.4690 loss: 0.4690 2022/08/05 15:53:07 - mmengine - INFO - Epoch(train) [59][120/161] lr: 1.7187e-01 eta: 2:28:39 time: 0.2958 data_time: 0.0355 memory: 9707 grad_norm: 1.0627 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.4349 loss: 0.4349 2022/08/05 15:53:13 - mmengine - INFO - Epoch(train) [59][140/161] lr: 1.7175e-01 eta: 2:28:33 time: 0.2989 data_time: 0.0364 memory: 9707 grad_norm: 0.9932 top1_acc: 0.8750 top5_acc: 0.9375 loss_cls: 0.5015 loss: 0.5015 2022/08/05 15:53:19 - mmengine - INFO - Epoch(train) [59][160/161] lr: 1.7164e-01 eta: 2:28:26 time: 0.2933 data_time: 0.0315 memory: 9707 grad_norm: 1.0675 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.3992 loss: 0.3992 2022/08/05 15:53:19 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_gym_keypoint_20220805_150313 2022/08/05 15:53:19 - mmengine - INFO - Epoch(train) [59][161/161] lr: 1.7164e-01 eta: 2:28:26 time: 0.2844 data_time: 0.0331 memory: 652 grad_norm: 1.2451 top1_acc: 0.0000 top5_acc: 1.0000 loss_cls: 0.5585 loss: 0.5585 2022/08/05 15:53:26 - mmengine - INFO - Epoch(train) [60][20/161] lr: 1.7152e-01 eta: 2:28:22 time: 0.3636 data_time: 0.0686 memory: 9707 grad_norm: 1.0655 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.4831 loss: 0.4831 2022/08/05 15:53:32 - mmengine - INFO - Epoch(train) [60][40/161] lr: 1.7141e-01 eta: 2:28:15 time: 0.2955 data_time: 0.0351 memory: 9707 grad_norm: 1.0366 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.4167 loss: 0.4167 2022/08/05 15:53:38 - mmengine - INFO - Epoch(train) [60][60/161] lr: 1.7129e-01 eta: 2:28:09 time: 0.2974 data_time: 0.0363 memory: 9707 grad_norm: 1.0736 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.4455 loss: 0.4455 2022/08/05 15:53:44 - mmengine - INFO - Epoch(train) [60][80/161] lr: 1.7118e-01 eta: 2:28:02 time: 0.3011 data_time: 0.0370 memory: 9707 grad_norm: 1.1609 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.5047 loss: 0.5047 2022/08/05 15:53:50 - mmengine - INFO - Epoch(train) [60][100/161] lr: 1.7107e-01 eta: 2:27:56 time: 0.2978 data_time: 0.0349 memory: 9707 grad_norm: 1.1013 top1_acc: 0.7500 top5_acc: 1.0000 loss_cls: 0.4351 loss: 0.4351 2022/08/05 15:53:56 - mmengine - INFO - Epoch(train) [60][120/161] lr: 1.7095e-01 eta: 2:27:49 time: 0.2992 data_time: 0.0327 memory: 9707 grad_norm: 1.1486 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.5160 loss: 0.5160 2022/08/05 15:54:02 - mmengine - INFO - Epoch(train) [60][140/161] lr: 1.7084e-01 eta: 2:27:43 time: 0.3025 data_time: 0.0363 memory: 9707 grad_norm: 1.0491 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.4389 loss: 0.4389 2022/08/05 15:54:08 - mmengine - INFO - Epoch(train) [60][160/161] lr: 1.7072e-01 eta: 2:27:36 time: 0.2868 data_time: 0.0316 memory: 9707 grad_norm: 1.0830 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.3952 loss: 0.3952 2022/08/05 15:54:08 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_gym_keypoint_20220805_150313 2022/08/05 15:54:08 - mmengine - INFO - Epoch(train) [60][161/161] lr: 1.7072e-01 eta: 2:27:36 time: 0.2787 data_time: 0.0339 memory: 652 grad_norm: 1.2242 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.5103 loss: 0.5103 2022/08/05 15:54:08 - mmengine - INFO - Saving checkpoint at 60 epochs 2022/08/05 15:54:15 - mmengine - INFO - Epoch(val) [60][20/67] eta: 0:00:14 time: 0.2986 data_time: 0.1519 memory: 1868 2022/08/05 15:54:19 - mmengine - INFO - Epoch(val) [60][40/67] eta: 0:00:05 time: 0.1961 data_time: 0.0531 memory: 1868 2022/08/05 15:54:22 - mmengine - INFO - Epoch(val) [60][60/67] eta: 0:00:01 time: 0.1812 data_time: 0.0460 memory: 1868 2022/08/05 15:54:24 - mmengine - INFO - Epoch(val) [60][67/67] acc/top1: 0.7979 acc/top5: 0.9840 acc/mean1: 0.7045 2022/08/05 15:54:24 - mmengine - INFO - The previous best checkpoint /mnt/lustre/daiwenxun/X/mmaction2/work_dirs/slowonly_r50_u48_240e_8xb16_gym_keypoint/best_acc/top1_epoch_41.pth is removed 2022/08/05 15:54:25 - mmengine - INFO - The best checkpoint with 0.7979 acc/top1 at 61 epoch is saved to best_acc/top1_epoch_61.pth. 2022/08/05 15:54:31 - mmengine - INFO - Epoch(train) [61][20/161] lr: 1.7060e-01 eta: 2:27:29 time: 0.3256 data_time: 0.0641 memory: 9707 grad_norm: 1.0813 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.3927 loss: 0.3927 2022/08/05 15:54:37 - mmengine - INFO - Epoch(train) [61][40/161] lr: 1.7049e-01 eta: 2:27:23 time: 0.2965 data_time: 0.0332 memory: 9707 grad_norm: 1.0075 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.3978 loss: 0.3978 2022/08/05 15:54:43 - mmengine - INFO - Epoch(train) [61][60/161] lr: 1.7037e-01 eta: 2:27:16 time: 0.2996 data_time: 0.0405 memory: 9707 grad_norm: 1.0355 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.3879 loss: 0.3879 2022/08/05 15:54:49 - mmengine - INFO - Epoch(train) [61][80/161] lr: 1.7026e-01 eta: 2:27:10 time: 0.2970 data_time: 0.0360 memory: 9707 grad_norm: 1.0345 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.4090 loss: 0.4090 2022/08/05 15:54:55 - mmengine - INFO - Epoch(train) [61][100/161] lr: 1.7014e-01 eta: 2:27:03 time: 0.2979 data_time: 0.0354 memory: 9707 grad_norm: 1.1222 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.4826 loss: 0.4826 2022/08/05 15:55:01 - mmengine - INFO - Epoch(train) [61][120/161] lr: 1.7002e-01 eta: 2:26:57 time: 0.3025 data_time: 0.0349 memory: 9707 grad_norm: 1.0524 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.4431 loss: 0.4431 2022/08/05 15:55:07 - mmengine - INFO - Epoch(train) [61][140/161] lr: 1.6991e-01 eta: 2:26:50 time: 0.3006 data_time: 0.0390 memory: 9707 grad_norm: 1.1106 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.5222 loss: 0.5222 2022/08/05 15:55:13 - mmengine - INFO - Epoch(train) [61][160/161] lr: 1.6979e-01 eta: 2:26:43 time: 0.2872 data_time: 0.0324 memory: 9707 grad_norm: 1.1209 top1_acc: 0.8125 top5_acc: 0.9375 loss_cls: 0.4681 loss: 0.4681 2022/08/05 15:55:13 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_gym_keypoint_20220805_150313 2022/08/05 15:55:13 - mmengine - INFO - Epoch(train) [61][161/161] lr: 1.6978e-01 eta: 2:26:43 time: 0.2786 data_time: 0.0345 memory: 652 grad_norm: 1.2537 top1_acc: 0.0000 top5_acc: 0.0000 loss_cls: 0.6927 loss: 0.6927 2022/08/05 15:55:21 - mmengine - INFO - Epoch(train) [62][20/161] lr: 1.6967e-01 eta: 2:26:40 time: 0.3743 data_time: 0.0688 memory: 9707 grad_norm: 1.1131 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.4933 loss: 0.4933 2022/08/05 15:55:27 - mmengine - INFO - Epoch(train) [62][40/161] lr: 1.6955e-01 eta: 2:26:33 time: 0.2977 data_time: 0.0358 memory: 9707 grad_norm: 0.9993 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.4182 loss: 0.4182 2022/08/05 15:55:33 - mmengine - INFO - Epoch(train) [62][60/161] lr: 1.6943e-01 eta: 2:26:27 time: 0.2977 data_time: 0.0363 memory: 9707 grad_norm: 1.0445 top1_acc: 0.7500 top5_acc: 1.0000 loss_cls: 0.4881 loss: 0.4881 2022/08/05 15:55:39 - mmengine - INFO - Epoch(train) [62][80/161] lr: 1.6932e-01 eta: 2:26:20 time: 0.2993 data_time: 0.0345 memory: 9707 grad_norm: 1.0370 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.4138 loss: 0.4138 2022/08/05 15:55:45 - mmengine - INFO - Epoch(train) [62][100/161] lr: 1.6920e-01 eta: 2:26:14 time: 0.3076 data_time: 0.0360 memory: 9707 grad_norm: 1.0796 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.3917 loss: 0.3917 2022/08/05 15:55:51 - mmengine - INFO - Epoch(train) [62][120/161] lr: 1.6908e-01 eta: 2:26:08 time: 0.2957 data_time: 0.0345 memory: 9707 grad_norm: 1.0267 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.3156 loss: 0.3156 2022/08/05 15:55:57 - mmengine - INFO - Epoch(train) [62][140/161] lr: 1.6897e-01 eta: 2:26:01 time: 0.2961 data_time: 0.0352 memory: 9707 grad_norm: 1.0276 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.4082 loss: 0.4082 2022/08/05 15:56:02 - mmengine - INFO - Epoch(train) [62][160/161] lr: 1.6885e-01 eta: 2:25:54 time: 0.2947 data_time: 0.0350 memory: 9707 grad_norm: 1.1081 top1_acc: 0.6875 top5_acc: 1.0000 loss_cls: 0.4244 loss: 0.4244 2022/08/05 15:56:03 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_gym_keypoint_20220805_150313 2022/08/05 15:56:03 - mmengine - INFO - Epoch(train) [62][161/161] lr: 1.6884e-01 eta: 2:25:54 time: 0.2866 data_time: 0.0375 memory: 652 grad_norm: 1.2509 top1_acc: 0.0000 top5_acc: 0.0000 loss_cls: 0.6574 loss: 0.6574 2022/08/05 15:56:09 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_gym_keypoint_20220805_150313 2022/08/05 15:56:10 - mmengine - INFO - Epoch(train) [63][20/161] lr: 1.6872e-01 eta: 2:25:50 time: 0.3537 data_time: 0.0663 memory: 9707 grad_norm: 1.1649 top1_acc: 0.8750 top5_acc: 0.9375 loss_cls: 0.4479 loss: 0.4479 2022/08/05 15:56:16 - mmengine - INFO - Epoch(train) [63][40/161] lr: 1.6861e-01 eta: 2:25:43 time: 0.2967 data_time: 0.0371 memory: 9707 grad_norm: 1.0326 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.4103 loss: 0.4103 2022/08/05 15:56:22 - mmengine - INFO - Epoch(train) [63][60/161] lr: 1.6849e-01 eta: 2:25:37 time: 0.3131 data_time: 0.0358 memory: 9707 grad_norm: 1.0851 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.4833 loss: 0.4833 2022/08/05 15:56:28 - mmengine - INFO - Epoch(train) [63][80/161] lr: 1.6837e-01 eta: 2:25:31 time: 0.2962 data_time: 0.0349 memory: 9707 grad_norm: 1.0570 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.4818 loss: 0.4818 2022/08/05 15:56:34 - mmengine - INFO - Epoch(train) [63][100/161] lr: 1.6825e-01 eta: 2:25:25 time: 0.3019 data_time: 0.0363 memory: 9707 grad_norm: 1.1253 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.4788 loss: 0.4788 2022/08/05 15:56:40 - mmengine - INFO - Epoch(train) [63][120/161] lr: 1.6813e-01 eta: 2:25:19 time: 0.3112 data_time: 0.0351 memory: 9707 grad_norm: 1.0944 top1_acc: 0.6875 top5_acc: 1.0000 loss_cls: 0.4496 loss: 0.4496 2022/08/05 15:56:46 - mmengine - INFO - Epoch(train) [63][140/161] lr: 1.6801e-01 eta: 2:25:12 time: 0.2978 data_time: 0.0384 memory: 9707 grad_norm: 1.0664 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.4019 loss: 0.4019 2022/08/05 15:56:52 - mmengine - INFO - Epoch(train) [63][160/161] lr: 1.6789e-01 eta: 2:25:05 time: 0.2888 data_time: 0.0344 memory: 9707 grad_norm: 1.1403 top1_acc: 0.7500 top5_acc: 1.0000 loss_cls: 0.5271 loss: 0.5271 2022/08/05 15:56:52 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_gym_keypoint_20220805_150313 2022/08/05 15:56:52 - mmengine - INFO - Epoch(train) [63][161/161] lr: 1.6789e-01 eta: 2:25:05 time: 0.2808 data_time: 0.0374 memory: 652 grad_norm: 1.2689 top1_acc: 0.0000 top5_acc: 0.0000 loss_cls: 0.7265 loss: 0.7265 2022/08/05 15:56:59 - mmengine - INFO - Epoch(train) [64][20/161] lr: 1.6777e-01 eta: 2:25:01 time: 0.3586 data_time: 0.0687 memory: 9707 grad_norm: 1.0544 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.4608 loss: 0.4608 2022/08/05 15:57:05 - mmengine - INFO - Epoch(train) [64][40/161] lr: 1.6765e-01 eta: 2:24:54 time: 0.2962 data_time: 0.0394 memory: 9707 grad_norm: 1.0163 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.4243 loss: 0.4243 2022/08/05 15:57:11 - mmengine - INFO - Epoch(train) [64][60/161] lr: 1.6753e-01 eta: 2:24:48 time: 0.2979 data_time: 0.0352 memory: 9707 grad_norm: 1.0132 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.3810 loss: 0.3810 2022/08/05 15:57:17 - mmengine - INFO - Epoch(train) [64][80/161] lr: 1.6741e-01 eta: 2:24:41 time: 0.2970 data_time: 0.0357 memory: 9707 grad_norm: 1.0720 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.4049 loss: 0.4049 2022/08/05 15:57:23 - mmengine - INFO - Epoch(train) [64][100/161] lr: 1.6729e-01 eta: 2:24:35 time: 0.3039 data_time: 0.0394 memory: 9707 grad_norm: 1.0561 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.3754 loss: 0.3754 2022/08/05 15:57:29 - mmengine - INFO - Epoch(train) [64][120/161] lr: 1.6717e-01 eta: 2:24:28 time: 0.3003 data_time: 0.0370 memory: 9707 grad_norm: 1.0631 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.3970 loss: 0.3970 2022/08/05 15:57:35 - mmengine - INFO - Epoch(train) [64][140/161] lr: 1.6705e-01 eta: 2:24:22 time: 0.2968 data_time: 0.0405 memory: 9707 grad_norm: 1.0837 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.4659 loss: 0.4659 2022/08/05 15:57:41 - mmengine - INFO - Epoch(train) [64][160/161] lr: 1.6693e-01 eta: 2:24:16 time: 0.3097 data_time: 0.0331 memory: 9707 grad_norm: 1.0339 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.4437 loss: 0.4437 2022/08/05 15:57:41 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_gym_keypoint_20220805_150313 2022/08/05 15:57:41 - mmengine - INFO - Epoch(train) [64][161/161] lr: 1.6692e-01 eta: 2:24:16 time: 0.3006 data_time: 0.0351 memory: 652 grad_norm: 1.1828 top1_acc: 0.0000 top5_acc: 0.0000 loss_cls: 0.5818 loss: 0.5818 2022/08/05 15:57:48 - mmengine - INFO - Epoch(train) [65][20/161] lr: 1.6680e-01 eta: 2:24:11 time: 0.3515 data_time: 0.0733 memory: 9707 grad_norm: 1.0963 top1_acc: 0.7500 top5_acc: 1.0000 loss_cls: 0.5485 loss: 0.5485 2022/08/05 15:57:54 - mmengine - INFO - Epoch(train) [65][40/161] lr: 1.6668e-01 eta: 2:24:05 time: 0.2985 data_time: 0.0378 memory: 9707 grad_norm: 1.0574 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.4426 loss: 0.4426 2022/08/05 15:58:00 - mmengine - INFO - Epoch(train) [65][60/161] lr: 1.6656e-01 eta: 2:23:59 time: 0.3035 data_time: 0.0427 memory: 9707 grad_norm: 1.0825 top1_acc: 0.6875 top5_acc: 0.9375 loss_cls: 0.4159 loss: 0.4159 2022/08/05 15:58:06 - mmengine - INFO - Epoch(train) [65][80/161] lr: 1.6643e-01 eta: 2:23:52 time: 0.2984 data_time: 0.0356 memory: 9707 grad_norm: 1.0831 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.4622 loss: 0.4622 2022/08/05 15:58:12 - mmengine - INFO - Epoch(train) [65][100/161] lr: 1.6631e-01 eta: 2:23:45 time: 0.2969 data_time: 0.0350 memory: 9707 grad_norm: 1.0784 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.3648 loss: 0.3648 2022/08/05 15:58:18 - mmengine - INFO - Epoch(train) [65][120/161] lr: 1.6619e-01 eta: 2:23:39 time: 0.2970 data_time: 0.0385 memory: 9707 grad_norm: 1.0318 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.4481 loss: 0.4481 2022/08/05 15:58:24 - mmengine - INFO - Epoch(train) [65][140/161] lr: 1.6607e-01 eta: 2:23:33 time: 0.3036 data_time: 0.0385 memory: 9707 grad_norm: 1.0939 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.4639 loss: 0.4639 2022/08/05 15:58:30 - mmengine - INFO - Epoch(train) [65][160/161] lr: 1.6595e-01 eta: 2:23:26 time: 0.2854 data_time: 0.0361 memory: 9707 grad_norm: 0.9983 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.4127 loss: 0.4127 2022/08/05 15:58:30 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_gym_keypoint_20220805_150313 2022/08/05 15:58:30 - mmengine - INFO - Epoch(train) [65][161/161] lr: 1.6594e-01 eta: 2:23:26 time: 0.2764 data_time: 0.0377 memory: 652 grad_norm: 1.1376 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.4992 loss: 0.4992 2022/08/05 15:58:37 - mmengine - INFO - Epoch(train) [66][20/161] lr: 1.6582e-01 eta: 2:23:21 time: 0.3547 data_time: 0.0648 memory: 9707 grad_norm: 1.1578 top1_acc: 0.7500 top5_acc: 1.0000 loss_cls: 0.5075 loss: 0.5075 2022/08/05 15:58:43 - mmengine - INFO - Epoch(train) [66][40/161] lr: 1.6570e-01 eta: 2:23:15 time: 0.3000 data_time: 0.0362 memory: 9707 grad_norm: 1.0878 top1_acc: 0.9375 top5_acc: 0.9375 loss_cls: 0.4216 loss: 0.4216 2022/08/05 15:58:49 - mmengine - INFO - Epoch(train) [66][60/161] lr: 1.6557e-01 eta: 2:23:08 time: 0.2964 data_time: 0.0380 memory: 9707 grad_norm: 1.0266 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.3609 loss: 0.3609 2022/08/05 15:58:55 - mmengine - INFO - Epoch(train) [66][80/161] lr: 1.6545e-01 eta: 2:23:01 time: 0.2969 data_time: 0.0330 memory: 9707 grad_norm: 1.0968 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.4132 loss: 0.4132 2022/08/05 15:59:01 - mmengine - INFO - Epoch(train) [66][100/161] lr: 1.6533e-01 eta: 2:22:56 time: 0.3168 data_time: 0.0403 memory: 9707 grad_norm: 1.0825 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.4084 loss: 0.4084 2022/08/05 15:59:07 - mmengine - INFO - Epoch(train) [66][120/161] lr: 1.6520e-01 eta: 2:22:49 time: 0.2962 data_time: 0.0389 memory: 9707 grad_norm: 1.0521 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.4132 loss: 0.4132 2022/08/05 15:59:13 - mmengine - INFO - Epoch(train) [66][140/161] lr: 1.6508e-01 eta: 2:22:43 time: 0.2989 data_time: 0.0377 memory: 9707 grad_norm: 1.1023 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.4582 loss: 0.4582 2022/08/05 15:59:20 - mmengine - INFO - Epoch(train) [66][160/161] lr: 1.6496e-01 eta: 2:22:37 time: 0.3172 data_time: 0.0376 memory: 9707 grad_norm: 1.0923 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.3831 loss: 0.3831 2022/08/05 15:59:20 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_gym_keypoint_20220805_150313 2022/08/05 15:59:20 - mmengine - INFO - Epoch(train) [66][161/161] lr: 1.6495e-01 eta: 2:22:37 time: 0.3082 data_time: 0.0401 memory: 652 grad_norm: 1.2610 top1_acc: 0.0000 top5_acc: 0.0000 loss_cls: 0.6489 loss: 0.6489 2022/08/05 15:59:27 - mmengine - INFO - Epoch(train) [67][20/161] lr: 1.6483e-01 eta: 2:22:33 time: 0.3653 data_time: 0.0791 memory: 9707 grad_norm: 1.0978 top1_acc: 0.7500 top5_acc: 0.9375 loss_cls: 0.5329 loss: 0.5329 2022/08/05 15:59:33 - mmengine - INFO - Epoch(train) [67][40/161] lr: 1.6470e-01 eta: 2:22:27 time: 0.2981 data_time: 0.0382 memory: 9707 grad_norm: 1.1161 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.4371 loss: 0.4371 2022/08/05 15:59:39 - mmengine - INFO - Epoch(train) [67][60/161] lr: 1.6458e-01 eta: 2:22:21 time: 0.3105 data_time: 0.0419 memory: 9707 grad_norm: 1.1662 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.3810 loss: 0.3810 2022/08/05 15:59:45 - mmengine - INFO - Epoch(train) [67][80/161] lr: 1.6446e-01 eta: 2:22:15 time: 0.3008 data_time: 0.0416 memory: 9707 grad_norm: 1.0531 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.4384 loss: 0.4384 2022/08/05 15:59:51 - mmengine - INFO - Epoch(train) [67][100/161] lr: 1.6433e-01 eta: 2:22:08 time: 0.3008 data_time: 0.0418 memory: 9707 grad_norm: 1.0913 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.4895 loss: 0.4895 2022/08/05 15:59:57 - mmengine - INFO - Epoch(train) [67][120/161] lr: 1.6421e-01 eta: 2:22:02 time: 0.2999 data_time: 0.0437 memory: 9707 grad_norm: 1.0594 top1_acc: 0.8750 top5_acc: 0.9375 loss_cls: 0.5021 loss: 0.5021 2022/08/05 16:00:04 - mmengine - INFO - Epoch(train) [67][140/161] lr: 1.6408e-01 eta: 2:21:56 time: 0.3212 data_time: 0.0405 memory: 9707 grad_norm: 0.9837 top1_acc: 0.7500 top5_acc: 1.0000 loss_cls: 0.4529 loss: 0.4529 2022/08/05 16:00:10 - mmengine - INFO - Epoch(train) [67][160/161] lr: 1.6396e-01 eta: 2:21:49 time: 0.2887 data_time: 0.0342 memory: 9707 grad_norm: 1.0977 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.3472 loss: 0.3472 2022/08/05 16:00:10 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_gym_keypoint_20220805_150313 2022/08/05 16:00:10 - mmengine - INFO - Epoch(train) [67][161/161] lr: 1.6395e-01 eta: 2:21:49 time: 0.2795 data_time: 0.0355 memory: 652 grad_norm: 1.2828 top1_acc: 0.0000 top5_acc: 0.0000 loss_cls: 0.5944 loss: 0.5944 2022/08/05 16:00:17 - mmengine - INFO - Epoch(train) [68][20/161] lr: 1.6383e-01 eta: 2:21:45 time: 0.3524 data_time: 0.0678 memory: 9707 grad_norm: 1.1428 top1_acc: 0.7500 top5_acc: 1.0000 loss_cls: 0.4952 loss: 0.4952 2022/08/05 16:00:23 - mmengine - INFO - Epoch(train) [68][40/161] lr: 1.6370e-01 eta: 2:21:38 time: 0.3011 data_time: 0.0369 memory: 9707 grad_norm: 1.0194 top1_acc: 0.9375 top5_acc: 0.9375 loss_cls: 0.3838 loss: 0.3838 2022/08/05 16:00:29 - mmengine - INFO - Epoch(train) [68][60/161] lr: 1.6357e-01 eta: 2:21:32 time: 0.2996 data_time: 0.0445 memory: 9707 grad_norm: 1.0575 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.4529 loss: 0.4529 2022/08/05 16:00:35 - mmengine - INFO - Epoch(train) [68][80/161] lr: 1.6345e-01 eta: 2:21:26 time: 0.3002 data_time: 0.0391 memory: 9707 grad_norm: 1.0470 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.4156 loss: 0.4156 2022/08/05 16:00:41 - mmengine - INFO - Epoch(train) [68][100/161] lr: 1.6332e-01 eta: 2:21:19 time: 0.3051 data_time: 0.0454 memory: 9707 grad_norm: 1.0604 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.3107 loss: 0.3107 2022/08/05 16:00:47 - mmengine - INFO - Epoch(train) [68][120/161] lr: 1.6320e-01 eta: 2:21:13 time: 0.2979 data_time: 0.0419 memory: 9707 grad_norm: 1.1252 top1_acc: 0.8750 top5_acc: 0.9375 loss_cls: 0.4250 loss: 0.4250 2022/08/05 16:00:53 - mmengine - INFO - Epoch(train) [68][140/161] lr: 1.6307e-01 eta: 2:21:07 time: 0.3143 data_time: 0.0381 memory: 9707 grad_norm: 1.1064 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.4224 loss: 0.4224 2022/08/05 16:00:59 - mmengine - INFO - Epoch(train) [68][160/161] lr: 1.6294e-01 eta: 2:21:00 time: 0.2882 data_time: 0.0388 memory: 9707 grad_norm: 1.0400 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.4014 loss: 0.4014 2022/08/05 16:00:59 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_gym_keypoint_20220805_150313 2022/08/05 16:00:59 - mmengine - INFO - Epoch(train) [68][161/161] lr: 1.6294e-01 eta: 2:21:00 time: 0.2865 data_time: 0.0419 memory: 652 grad_norm: 1.2004 top1_acc: 0.0000 top5_acc: 1.0000 loss_cls: 0.5465 loss: 0.5465 2022/08/05 16:01:06 - mmengine - INFO - Epoch(train) [69][20/161] lr: 1.6281e-01 eta: 2:20:56 time: 0.3559 data_time: 0.0742 memory: 9707 grad_norm: 1.0383 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.4224 loss: 0.4224 2022/08/05 16:01:12 - mmengine - INFO - Epoch(train) [69][40/161] lr: 1.6269e-01 eta: 2:20:49 time: 0.2985 data_time: 0.0401 memory: 9707 grad_norm: 1.1283 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.4944 loss: 0.4944 2022/08/05 16:01:16 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_gym_keypoint_20220805_150313 2022/08/05 16:01:18 - mmengine - INFO - Epoch(train) [69][60/161] lr: 1.6256e-01 eta: 2:20:43 time: 0.2972 data_time: 0.0379 memory: 9707 grad_norm: 1.1270 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.3884 loss: 0.3884 2022/08/05 16:01:24 - mmengine - INFO - Epoch(train) [69][80/161] lr: 1.6243e-01 eta: 2:20:36 time: 0.3003 data_time: 0.0395 memory: 9707 grad_norm: 1.0020 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.3568 loss: 0.3568 2022/08/05 16:01:30 - mmengine - INFO - Epoch(train) [69][100/161] lr: 1.6230e-01 eta: 2:20:30 time: 0.3065 data_time: 0.0399 memory: 9707 grad_norm: 1.0409 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.4130 loss: 0.4130 2022/08/05 16:01:36 - mmengine - INFO - Epoch(train) [69][120/161] lr: 1.6218e-01 eta: 2:20:24 time: 0.2981 data_time: 0.0418 memory: 9707 grad_norm: 1.1833 top1_acc: 0.7500 top5_acc: 1.0000 loss_cls: 0.4951 loss: 0.4951 2022/08/05 16:01:42 - mmengine - INFO - Epoch(train) [69][140/161] lr: 1.6205e-01 eta: 2:20:18 time: 0.3046 data_time: 0.0442 memory: 9707 grad_norm: 1.0741 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.4734 loss: 0.4734 2022/08/05 16:01:48 - mmengine - INFO - Epoch(train) [69][160/161] lr: 1.6192e-01 eta: 2:20:11 time: 0.2908 data_time: 0.0394 memory: 9707 grad_norm: 1.0395 top1_acc: 0.8125 top5_acc: 0.9375 loss_cls: 0.4283 loss: 0.4283 2022/08/05 16:01:48 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_gym_keypoint_20220805_150313 2022/08/05 16:01:48 - mmengine - INFO - Epoch(train) [69][161/161] lr: 1.6192e-01 eta: 2:20:11 time: 0.2815 data_time: 0.0408 memory: 652 grad_norm: 1.1909 top1_acc: 0.0000 top5_acc: 1.0000 loss_cls: 0.5530 loss: 0.5530 2022/08/05 16:01:55 - mmengine - INFO - Epoch(train) [70][20/161] lr: 1.6179e-01 eta: 2:20:06 time: 0.3467 data_time: 0.0725 memory: 9707 grad_norm: 1.2243 top1_acc: 0.6875 top5_acc: 1.0000 loss_cls: 0.5589 loss: 0.5589 2022/08/05 16:02:01 - mmengine - INFO - Epoch(train) [70][40/161] lr: 1.6166e-01 eta: 2:19:59 time: 0.3014 data_time: 0.0397 memory: 9707 grad_norm: 1.0035 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.4117 loss: 0.4117 2022/08/05 16:02:07 - mmengine - INFO - Epoch(train) [70][60/161] lr: 1.6153e-01 eta: 2:19:53 time: 0.2964 data_time: 0.0396 memory: 9707 grad_norm: 1.0228 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.3821 loss: 0.3821 2022/08/05 16:02:13 - mmengine - INFO - Epoch(train) [70][80/161] lr: 1.6140e-01 eta: 2:19:46 time: 0.2999 data_time: 0.0410 memory: 9707 grad_norm: 1.0115 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.3598 loss: 0.3598 2022/08/05 16:02:19 - mmengine - INFO - Epoch(train) [70][100/161] lr: 1.6128e-01 eta: 2:19:40 time: 0.2970 data_time: 0.0402 memory: 9707 grad_norm: 1.0262 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.4818 loss: 0.4818 2022/08/05 16:02:25 - mmengine - INFO - Epoch(train) [70][120/161] lr: 1.6115e-01 eta: 2:19:33 time: 0.2992 data_time: 0.0384 memory: 9707 grad_norm: 1.0254 top1_acc: 0.6875 top5_acc: 0.8750 loss_cls: 0.4511 loss: 0.4511 2022/08/05 16:02:31 - mmengine - INFO - Epoch(train) [70][140/161] lr: 1.6102e-01 eta: 2:19:27 time: 0.2986 data_time: 0.0415 memory: 9707 grad_norm: 1.1473 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.4266 loss: 0.4266 2022/08/05 16:02:37 - mmengine - INFO - Epoch(train) [70][160/161] lr: 1.6089e-01 eta: 2:19:20 time: 0.2873 data_time: 0.0362 memory: 9707 grad_norm: 1.1179 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.4883 loss: 0.4883 2022/08/05 16:02:37 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_gym_keypoint_20220805_150313 2022/08/05 16:02:37 - mmengine - INFO - Epoch(train) [70][161/161] lr: 1.6088e-01 eta: 2:19:20 time: 0.2783 data_time: 0.0372 memory: 652 grad_norm: 1.2558 top1_acc: 0.0000 top5_acc: 0.0000 loss_cls: 0.6617 loss: 0.6617 2022/08/05 16:02:37 - mmengine - INFO - Saving checkpoint at 70 epochs 2022/08/05 16:02:43 - mmengine - INFO - Epoch(val) [70][20/67] eta: 0:00:12 time: 0.2700 data_time: 0.1229 memory: 1868 2022/08/05 16:02:47 - mmengine - INFO - Epoch(val) [70][40/67] eta: 0:00:05 time: 0.1978 data_time: 0.0559 memory: 1868 2022/08/05 16:02:51 - mmengine - INFO - Epoch(val) [70][60/67] eta: 0:00:01 time: 0.1851 data_time: 0.0486 memory: 1868 2022/08/05 16:02:53 - mmengine - INFO - Epoch(val) [70][67/67] acc/top1: 0.5496 acc/top5: 0.8316 acc/mean1: 0.4678 2022/08/05 16:03:00 - mmengine - INFO - Epoch(train) [71][20/161] lr: 1.6075e-01 eta: 2:19:15 time: 0.3498 data_time: 0.0763 memory: 9707 grad_norm: 1.0907 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.4648 loss: 0.4648 2022/08/05 16:03:06 - mmengine - INFO - Epoch(train) [71][40/161] lr: 1.6062e-01 eta: 2:19:08 time: 0.2966 data_time: 0.0364 memory: 9707 grad_norm: 0.9774 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.3543 loss: 0.3543 2022/08/05 16:03:12 - mmengine - INFO - Epoch(train) [71][60/161] lr: 1.6049e-01 eta: 2:19:02 time: 0.3006 data_time: 0.0437 memory: 9707 grad_norm: 1.0532 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.3837 loss: 0.3837 2022/08/05 16:03:18 - mmengine - INFO - Epoch(train) [71][80/161] lr: 1.6037e-01 eta: 2:18:55 time: 0.2954 data_time: 0.0391 memory: 9707 grad_norm: 1.0297 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.4078 loss: 0.4078 2022/08/05 16:03:24 - mmengine - INFO - Epoch(train) [71][100/161] lr: 1.6024e-01 eta: 2:18:49 time: 0.3011 data_time: 0.0435 memory: 9707 grad_norm: 0.9988 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.3946 loss: 0.3946 2022/08/05 16:03:30 - mmengine - INFO - Epoch(train) [71][120/161] lr: 1.6011e-01 eta: 2:18:43 time: 0.3068 data_time: 0.0392 memory: 9707 grad_norm: 1.0117 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.3141 loss: 0.3141 2022/08/05 16:03:36 - mmengine - INFO - Epoch(train) [71][140/161] lr: 1.5998e-01 eta: 2:18:37 time: 0.2971 data_time: 0.0408 memory: 9707 grad_norm: 1.0318 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.3770 loss: 0.3770 2022/08/05 16:03:42 - mmengine - INFO - Epoch(train) [71][160/161] lr: 1.5985e-01 eta: 2:18:30 time: 0.2901 data_time: 0.0388 memory: 9707 grad_norm: 1.0575 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.3466 loss: 0.3466 2022/08/05 16:03:42 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_gym_keypoint_20220805_150313 2022/08/05 16:03:42 - mmengine - INFO - Epoch(train) [71][161/161] lr: 1.5984e-01 eta: 2:18:30 time: 0.2803 data_time: 0.0402 memory: 652 grad_norm: 1.2038 top1_acc: 0.0000 top5_acc: 0.0000 loss_cls: 0.5244 loss: 0.5244 2022/08/05 16:03:49 - mmengine - INFO - Epoch(train) [72][20/161] lr: 1.5971e-01 eta: 2:18:25 time: 0.3534 data_time: 0.0763 memory: 9707 grad_norm: 1.1951 top1_acc: 0.7500 top5_acc: 1.0000 loss_cls: 0.5604 loss: 0.5604 2022/08/05 16:03:55 - mmengine - INFO - Epoch(train) [72][40/161] lr: 1.5958e-01 eta: 2:18:18 time: 0.2981 data_time: 0.0378 memory: 9707 grad_norm: 1.0606 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.5051 loss: 0.5051 2022/08/05 16:04:01 - mmengine - INFO - Epoch(train) [72][60/161] lr: 1.5945e-01 eta: 2:18:12 time: 0.3026 data_time: 0.0437 memory: 9707 grad_norm: 1.0917 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.4555 loss: 0.4555 2022/08/05 16:04:07 - mmengine - INFO - Epoch(train) [72][80/161] lr: 1.5932e-01 eta: 2:18:06 time: 0.2955 data_time: 0.0415 memory: 9707 grad_norm: 1.1415 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.4099 loss: 0.4099 2022/08/05 16:04:13 - mmengine - INFO - Epoch(train) [72][100/161] lr: 1.5919e-01 eta: 2:17:59 time: 0.2982 data_time: 0.0410 memory: 9707 grad_norm: 1.1435 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.4732 loss: 0.4732 2022/08/05 16:04:19 - mmengine - INFO - Epoch(train) [72][120/161] lr: 1.5905e-01 eta: 2:17:53 time: 0.2953 data_time: 0.0411 memory: 9707 grad_norm: 1.0763 top1_acc: 0.7500 top5_acc: 1.0000 loss_cls: 0.4938 loss: 0.4938 2022/08/05 16:04:25 - mmengine - INFO - Epoch(train) [72][140/161] lr: 1.5892e-01 eta: 2:17:46 time: 0.3054 data_time: 0.0453 memory: 9707 grad_norm: 1.0958 top1_acc: 0.7500 top5_acc: 1.0000 loss_cls: 0.4090 loss: 0.4090 2022/08/05 16:04:31 - mmengine - INFO - Epoch(train) [72][160/161] lr: 1.5879e-01 eta: 2:17:40 time: 0.3039 data_time: 0.0368 memory: 9707 grad_norm: 1.0634 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.4141 loss: 0.4141 2022/08/05 16:04:31 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_gym_keypoint_20220805_150313 2022/08/05 16:04:31 - mmengine - INFO - Epoch(train) [72][161/161] lr: 1.5879e-01 eta: 2:17:40 time: 0.2950 data_time: 0.0385 memory: 652 grad_norm: 1.2305 top1_acc: 0.0000 top5_acc: 0.0000 loss_cls: 0.6736 loss: 0.6736 2022/08/05 16:04:38 - mmengine - INFO - Epoch(train) [73][20/161] lr: 1.5865e-01 eta: 2:17:36 time: 0.3623 data_time: 0.0764 memory: 9707 grad_norm: 1.0681 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.3287 loss: 0.3287 2022/08/05 16:04:44 - mmengine - INFO - Epoch(train) [73][40/161] lr: 1.5852e-01 eta: 2:17:29 time: 0.2971 data_time: 0.0379 memory: 9707 grad_norm: 1.0120 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.4090 loss: 0.4090 2022/08/05 16:04:50 - mmengine - INFO - Epoch(train) [73][60/161] lr: 1.5839e-01 eta: 2:17:23 time: 0.3017 data_time: 0.0415 memory: 9707 grad_norm: 1.0608 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.4770 loss: 0.4770 2022/08/05 16:04:56 - mmengine - INFO - Epoch(train) [73][80/161] lr: 1.5826e-01 eta: 2:17:16 time: 0.2961 data_time: 0.0376 memory: 9707 grad_norm: 1.0625 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.3930 loss: 0.3930 2022/08/05 16:05:02 - mmengine - INFO - Epoch(train) [73][100/161] lr: 1.5813e-01 eta: 2:17:10 time: 0.3021 data_time: 0.0429 memory: 9707 grad_norm: 1.0345 top1_acc: 0.7500 top5_acc: 1.0000 loss_cls: 0.3711 loss: 0.3711 2022/08/05 16:05:08 - mmengine - INFO - Epoch(train) [73][120/161] lr: 1.5799e-01 eta: 2:17:04 time: 0.2967 data_time: 0.0383 memory: 9707 grad_norm: 1.0885 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.3955 loss: 0.3955 2022/08/05 16:05:14 - mmengine - INFO - Epoch(train) [73][140/161] lr: 1.5786e-01 eta: 2:16:57 time: 0.2991 data_time: 0.0387 memory: 9707 grad_norm: 1.1110 top1_acc: 0.7500 top5_acc: 1.0000 loss_cls: 0.4022 loss: 0.4022 2022/08/05 16:05:20 - mmengine - INFO - Epoch(train) [73][160/161] lr: 1.5773e-01 eta: 2:16:50 time: 0.2885 data_time: 0.0372 memory: 9707 grad_norm: 1.0981 top1_acc: 0.7500 top5_acc: 1.0000 loss_cls: 0.3378 loss: 0.3378 2022/08/05 16:05:20 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_gym_keypoint_20220805_150313 2022/08/05 16:05:20 - mmengine - INFO - Epoch(train) [73][161/161] lr: 1.5772e-01 eta: 2:16:50 time: 0.2797 data_time: 0.0393 memory: 652 grad_norm: 1.2482 top1_acc: 0.0000 top5_acc: 0.0000 loss_cls: 0.5615 loss: 0.5615 2022/08/05 16:05:27 - mmengine - INFO - Epoch(train) [74][20/161] lr: 1.5759e-01 eta: 2:16:46 time: 0.3585 data_time: 0.0877 memory: 9707 grad_norm: 1.1572 top1_acc: 0.7500 top5_acc: 1.0000 loss_cls: 0.5217 loss: 0.5217 2022/08/05 16:05:33 - mmengine - INFO - Epoch(train) [74][40/161] lr: 1.5746e-01 eta: 2:16:39 time: 0.2993 data_time: 0.0362 memory: 9707 grad_norm: 1.0307 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.4360 loss: 0.4360 2022/08/05 16:05:39 - mmengine - INFO - Epoch(train) [74][60/161] lr: 1.5732e-01 eta: 2:16:33 time: 0.3015 data_time: 0.0450 memory: 9707 grad_norm: 1.0274 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.3538 loss: 0.3538 2022/08/05 16:05:45 - mmengine - INFO - Epoch(train) [74][80/161] lr: 1.5719e-01 eta: 2:16:27 time: 0.3114 data_time: 0.0407 memory: 9707 grad_norm: 1.0141 top1_acc: 0.7500 top5_acc: 1.0000 loss_cls: 0.5068 loss: 0.5068 2022/08/05 16:05:51 - mmengine - INFO - Epoch(train) [74][100/161] lr: 1.5706e-01 eta: 2:16:21 time: 0.3003 data_time: 0.0394 memory: 9707 grad_norm: 1.0739 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.4631 loss: 0.4631 2022/08/05 16:05:57 - mmengine - INFO - Epoch(train) [74][120/161] lr: 1.5692e-01 eta: 2:16:14 time: 0.2961 data_time: 0.0378 memory: 9707 grad_norm: 1.0034 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.3935 loss: 0.3935 2022/08/05 16:06:04 - mmengine - INFO - Epoch(train) [74][140/161] lr: 1.5679e-01 eta: 2:16:09 time: 0.3151 data_time: 0.0439 memory: 9707 grad_norm: 1.1488 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.4228 loss: 0.4228 2022/08/05 16:06:09 - mmengine - INFO - Epoch(train) [74][160/161] lr: 1.5665e-01 eta: 2:16:02 time: 0.2861 data_time: 0.0367 memory: 9707 grad_norm: 1.1010 top1_acc: 0.8750 top5_acc: 0.9375 loss_cls: 0.3547 loss: 0.3547 2022/08/05 16:06:10 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_gym_keypoint_20220805_150313 2022/08/05 16:06:10 - mmengine - INFO - Epoch(train) [74][161/161] lr: 1.5665e-01 eta: 2:16:02 time: 0.2777 data_time: 0.0390 memory: 652 grad_norm: 1.2276 top1_acc: 0.0000 top5_acc: 0.0000 loss_cls: 0.5816 loss: 0.5816 2022/08/05 16:06:17 - mmengine - INFO - Epoch(train) [75][20/161] lr: 1.5651e-01 eta: 2:15:57 time: 0.3585 data_time: 0.0827 memory: 9707 grad_norm: 0.9731 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.3747 loss: 0.3747 2022/08/05 16:06:23 - mmengine - INFO - Epoch(train) [75][40/161] lr: 1.5638e-01 eta: 2:15:51 time: 0.2997 data_time: 0.0392 memory: 9707 grad_norm: 1.0413 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.3954 loss: 0.3954 2022/08/05 16:06:29 - mmengine - INFO - Epoch(train) [75][60/161] lr: 1.5624e-01 eta: 2:15:44 time: 0.2983 data_time: 0.0407 memory: 9707 grad_norm: 1.0523 top1_acc: 0.7500 top5_acc: 1.0000 loss_cls: 0.4409 loss: 0.4409 2022/08/05 16:06:35 - mmengine - INFO - Epoch(train) [75][80/161] lr: 1.5611e-01 eta: 2:15:38 time: 0.2974 data_time: 0.0376 memory: 9707 grad_norm: 1.0537 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.4130 loss: 0.4130 2022/08/05 16:06:36 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_gym_keypoint_20220805_150313 2022/08/05 16:06:41 - mmengine - INFO - Epoch(train) [75][100/161] lr: 1.5598e-01 eta: 2:15:31 time: 0.3025 data_time: 0.0423 memory: 9707 grad_norm: 1.0609 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.3521 loss: 0.3521 2022/08/05 16:06:47 - mmengine - INFO - Epoch(train) [75][120/161] lr: 1.5584e-01 eta: 2:15:25 time: 0.2965 data_time: 0.0383 memory: 9707 grad_norm: 1.0725 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.4182 loss: 0.4182 2022/08/05 16:06:53 - mmengine - INFO - Epoch(train) [75][140/161] lr: 1.5571e-01 eta: 2:15:19 time: 0.3017 data_time: 0.0428 memory: 9707 grad_norm: 1.0999 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.3768 loss: 0.3768 2022/08/05 16:06:58 - mmengine - INFO - Epoch(train) [75][160/161] lr: 1.5557e-01 eta: 2:15:12 time: 0.2894 data_time: 0.0399 memory: 9707 grad_norm: 1.1160 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.3983 loss: 0.3983 2022/08/05 16:06:59 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_gym_keypoint_20220805_150313 2022/08/05 16:06:59 - mmengine - INFO - Epoch(train) [75][161/161] lr: 1.5556e-01 eta: 2:15:12 time: 0.2808 data_time: 0.0417 memory: 652 grad_norm: 1.3051 top1_acc: 0.0000 top5_acc: 0.0000 loss_cls: 0.6074 loss: 0.6074 2022/08/05 16:07:06 - mmengine - INFO - Epoch(train) [76][20/161] lr: 1.5543e-01 eta: 2:15:07 time: 0.3567 data_time: 0.0781 memory: 9707 grad_norm: 1.1479 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.5553 loss: 0.5553 2022/08/05 16:07:12 - mmengine - INFO - Epoch(train) [76][40/161] lr: 1.5529e-01 eta: 2:15:01 time: 0.2970 data_time: 0.0376 memory: 9707 grad_norm: 1.0104 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.3296 loss: 0.3296 2022/08/05 16:07:18 - mmengine - INFO - Epoch(train) [76][60/161] lr: 1.5516e-01 eta: 2:14:54 time: 0.2985 data_time: 0.0402 memory: 9707 grad_norm: 1.0687 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.3906 loss: 0.3906 2022/08/05 16:07:24 - mmengine - INFO - Epoch(train) [76][80/161] lr: 1.5502e-01 eta: 2:14:48 time: 0.2977 data_time: 0.0394 memory: 9707 grad_norm: 1.1486 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.5361 loss: 0.5361 2022/08/05 16:07:30 - mmengine - INFO - Epoch(train) [76][100/161] lr: 1.5489e-01 eta: 2:14:41 time: 0.3004 data_time: 0.0437 memory: 9707 grad_norm: 1.0588 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.4693 loss: 0.4693 2022/08/05 16:07:36 - mmengine - INFO - Epoch(train) [76][120/161] lr: 1.5475e-01 eta: 2:14:35 time: 0.2966 data_time: 0.0363 memory: 9707 grad_norm: 1.0906 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.4315 loss: 0.4315 2022/08/05 16:07:41 - mmengine - INFO - Epoch(train) [76][140/161] lr: 1.5461e-01 eta: 2:14:29 time: 0.2983 data_time: 0.0427 memory: 9707 grad_norm: 1.0812 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.3562 loss: 0.3562 2022/08/05 16:07:47 - mmengine - INFO - Epoch(train) [76][160/161] lr: 1.5448e-01 eta: 2:14:22 time: 0.2872 data_time: 0.0364 memory: 9707 grad_norm: 1.0436 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.4371 loss: 0.4371 2022/08/05 16:07:47 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_gym_keypoint_20220805_150313 2022/08/05 16:07:47 - mmengine - INFO - Epoch(train) [76][161/161] lr: 1.5447e-01 eta: 2:14:22 time: 0.2783 data_time: 0.0380 memory: 652 grad_norm: 1.1693 top1_acc: 0.0000 top5_acc: 1.0000 loss_cls: 0.5607 loss: 0.5607 2022/08/05 16:07:54 - mmengine - INFO - Epoch(train) [77][20/161] lr: 1.5433e-01 eta: 2:14:16 time: 0.3474 data_time: 0.0763 memory: 9707 grad_norm: 1.0730 top1_acc: 0.8750 top5_acc: 0.9375 loss_cls: 0.4289 loss: 0.4289 2022/08/05 16:08:00 - mmengine - INFO - Epoch(train) [77][40/161] lr: 1.5420e-01 eta: 2:14:10 time: 0.3066 data_time: 0.0379 memory: 9707 grad_norm: 1.0086 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.3574 loss: 0.3574 2022/08/05 16:08:06 - mmengine - INFO - Epoch(train) [77][60/161] lr: 1.5406e-01 eta: 2:14:04 time: 0.2985 data_time: 0.0421 memory: 9707 grad_norm: 1.0896 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.4617 loss: 0.4617 2022/08/05 16:08:12 - mmengine - INFO - Epoch(train) [77][80/161] lr: 1.5392e-01 eta: 2:13:57 time: 0.2940 data_time: 0.0383 memory: 9707 grad_norm: 1.0426 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.3571 loss: 0.3571 2022/08/05 16:08:18 - mmengine - INFO - Epoch(train) [77][100/161] lr: 1.5379e-01 eta: 2:13:51 time: 0.3006 data_time: 0.0457 memory: 9707 grad_norm: 1.1342 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.3739 loss: 0.3739 2022/08/05 16:08:24 - mmengine - INFO - Epoch(train) [77][120/161] lr: 1.5365e-01 eta: 2:13:45 time: 0.2998 data_time: 0.0375 memory: 9707 grad_norm: 1.1489 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.4374 loss: 0.4374 2022/08/05 16:08:30 - mmengine - INFO - Epoch(train) [77][140/161] lr: 1.5351e-01 eta: 2:13:38 time: 0.2969 data_time: 0.0411 memory: 9707 grad_norm: 1.0462 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.4782 loss: 0.4782 2022/08/05 16:08:36 - mmengine - INFO - Epoch(train) [77][160/161] lr: 1.5338e-01 eta: 2:13:31 time: 0.2900 data_time: 0.0375 memory: 9707 grad_norm: 1.0756 top1_acc: 0.8750 top5_acc: 0.9375 loss_cls: 0.4654 loss: 0.4654 2022/08/05 16:08:36 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_gym_keypoint_20220805_150313 2022/08/05 16:08:36 - mmengine - INFO - Epoch(train) [77][161/161] lr: 1.5337e-01 eta: 2:13:31 time: 0.2807 data_time: 0.0387 memory: 652 grad_norm: 1.2267 top1_acc: 0.0000 top5_acc: 0.0000 loss_cls: 0.6479 loss: 0.6479 2022/08/05 16:08:43 - mmengine - INFO - Epoch(train) [78][20/161] lr: 1.5323e-01 eta: 2:13:26 time: 0.3475 data_time: 0.0837 memory: 9707 grad_norm: 1.1001 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.4200 loss: 0.4200 2022/08/05 16:08:49 - mmengine - INFO - Epoch(train) [78][40/161] lr: 1.5309e-01 eta: 2:13:20 time: 0.2965 data_time: 0.0367 memory: 9707 grad_norm: 1.0354 top1_acc: 0.6250 top5_acc: 1.0000 loss_cls: 0.4314 loss: 0.4314 2022/08/05 16:08:55 - mmengine - INFO - Epoch(train) [78][60/161] lr: 1.5296e-01 eta: 2:13:14 time: 0.3067 data_time: 0.0396 memory: 9707 grad_norm: 1.0561 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.4367 loss: 0.4367 2022/08/05 16:09:01 - mmengine - INFO - Epoch(train) [78][80/161] lr: 1.5282e-01 eta: 2:13:07 time: 0.2994 data_time: 0.0409 memory: 9707 grad_norm: 1.0829 top1_acc: 0.5625 top5_acc: 1.0000 loss_cls: 0.3972 loss: 0.3972 2022/08/05 16:09:07 - mmengine - INFO - Epoch(train) [78][100/161] lr: 1.5268e-01 eta: 2:13:01 time: 0.2994 data_time: 0.0413 memory: 9707 grad_norm: 1.0806 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.3645 loss: 0.3645 2022/08/05 16:09:13 - mmengine - INFO - Epoch(train) [78][120/161] lr: 1.5254e-01 eta: 2:12:54 time: 0.2969 data_time: 0.0399 memory: 9707 grad_norm: 1.0968 top1_acc: 0.9375 top5_acc: 0.9375 loss_cls: 0.4367 loss: 0.4367 2022/08/05 16:09:19 - mmengine - INFO - Epoch(train) [78][140/161] lr: 1.5240e-01 eta: 2:12:48 time: 0.2960 data_time: 0.0405 memory: 9707 grad_norm: 1.1570 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.4063 loss: 0.4063 2022/08/05 16:09:25 - mmengine - INFO - Epoch(train) [78][160/161] lr: 1.5226e-01 eta: 2:12:41 time: 0.2930 data_time: 0.0384 memory: 9707 grad_norm: 1.0112 top1_acc: 0.7500 top5_acc: 1.0000 loss_cls: 0.4191 loss: 0.4191 2022/08/05 16:09:25 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_gym_keypoint_20220805_150313 2022/08/05 16:09:25 - mmengine - INFO - Epoch(train) [78][161/161] lr: 1.5226e-01 eta: 2:12:41 time: 0.2836 data_time: 0.0401 memory: 652 grad_norm: 1.1686 top1_acc: 0.0000 top5_acc: 0.0000 loss_cls: 0.5850 loss: 0.5850 2022/08/05 16:09:32 - mmengine - INFO - Epoch(train) [79][20/161] lr: 1.5212e-01 eta: 2:12:36 time: 0.3467 data_time: 0.0842 memory: 9707 grad_norm: 1.2208 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.4483 loss: 0.4483 2022/08/05 16:09:38 - mmengine - INFO - Epoch(train) [79][40/161] lr: 1.5198e-01 eta: 2:12:30 time: 0.2950 data_time: 0.0374 memory: 9707 grad_norm: 1.1007 top1_acc: 0.9375 top5_acc: 0.9375 loss_cls: 0.3881 loss: 0.3881 2022/08/05 16:09:44 - mmengine - INFO - Epoch(train) [79][60/161] lr: 1.5184e-01 eta: 2:12:23 time: 0.2999 data_time: 0.0402 memory: 9707 grad_norm: 1.0480 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.3301 loss: 0.3301 2022/08/05 16:09:50 - mmengine - INFO - Epoch(train) [79][80/161] lr: 1.5170e-01 eta: 2:12:17 time: 0.2978 data_time: 0.0409 memory: 9707 grad_norm: 1.0812 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.3685 loss: 0.3685 2022/08/05 16:09:56 - mmengine - INFO - Epoch(train) [79][100/161] lr: 1.5156e-01 eta: 2:12:11 time: 0.3043 data_time: 0.0430 memory: 9707 grad_norm: 1.0851 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.3305 loss: 0.3305 2022/08/05 16:10:02 - mmengine - INFO - Epoch(train) [79][120/161] lr: 1.5142e-01 eta: 2:12:04 time: 0.2974 data_time: 0.0367 memory: 9707 grad_norm: 1.1027 top1_acc: 0.7500 top5_acc: 1.0000 loss_cls: 0.5162 loss: 0.5162 2022/08/05 16:10:08 - mmengine - INFO - Epoch(train) [79][140/161] lr: 1.5128e-01 eta: 2:11:58 time: 0.2963 data_time: 0.0409 memory: 9707 grad_norm: 1.1292 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.3945 loss: 0.3945 2022/08/05 16:10:14 - mmengine - INFO - Epoch(train) [79][160/161] lr: 1.5114e-01 eta: 2:11:51 time: 0.2962 data_time: 0.0339 memory: 9707 grad_norm: 1.1010 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.3948 loss: 0.3948 2022/08/05 16:10:14 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_gym_keypoint_20220805_150313 2022/08/05 16:10:14 - mmengine - INFO - Epoch(train) [79][161/161] lr: 1.5114e-01 eta: 2:11:51 time: 0.2876 data_time: 0.0355 memory: 652 grad_norm: 1.2722 top1_acc: 0.0000 top5_acc: 1.0000 loss_cls: 0.5258 loss: 0.5258 2022/08/05 16:10:21 - mmengine - INFO - Epoch(train) [80][20/161] lr: 1.5100e-01 eta: 2:11:46 time: 0.3560 data_time: 0.0735 memory: 9707 grad_norm: 1.1047 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.4167 loss: 0.4167 2022/08/05 16:10:27 - mmengine - INFO - Epoch(train) [80][40/161] lr: 1.5086e-01 eta: 2:11:40 time: 0.2967 data_time: 0.0419 memory: 9707 grad_norm: 0.9570 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.2608 loss: 0.2608 2022/08/05 16:10:33 - mmengine - INFO - Epoch(train) [80][60/161] lr: 1.5072e-01 eta: 2:11:34 time: 0.3185 data_time: 0.0412 memory: 9707 grad_norm: 1.0543 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.3583 loss: 0.3583 2022/08/05 16:10:39 - mmengine - INFO - Epoch(train) [80][80/161] lr: 1.5058e-01 eta: 2:11:28 time: 0.2984 data_time: 0.0374 memory: 9707 grad_norm: 0.9650 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.3141 loss: 0.3141 2022/08/05 16:10:45 - mmengine - INFO - Epoch(train) [80][100/161] lr: 1.5044e-01 eta: 2:11:21 time: 0.2972 data_time: 0.0398 memory: 9707 grad_norm: 1.0884 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.3490 loss: 0.3490 2022/08/05 16:10:51 - mmengine - INFO - Epoch(train) [80][120/161] lr: 1.5030e-01 eta: 2:11:15 time: 0.2997 data_time: 0.0380 memory: 9707 grad_norm: 1.0499 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.3521 loss: 0.3521 2022/08/05 16:10:57 - mmengine - INFO - Epoch(train) [80][140/161] lr: 1.5015e-01 eta: 2:11:09 time: 0.2963 data_time: 0.0431 memory: 9707 grad_norm: 1.0186 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.3435 loss: 0.3435 2022/08/05 16:11:03 - mmengine - INFO - Epoch(train) [80][160/161] lr: 1.5001e-01 eta: 2:11:02 time: 0.2935 data_time: 0.0376 memory: 9707 grad_norm: 1.0561 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.3698 loss: 0.3698 2022/08/05 16:11:03 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_gym_keypoint_20220805_150313 2022/08/05 16:11:03 - mmengine - INFO - Epoch(train) [80][161/161] lr: 1.5001e-01 eta: 2:11:02 time: 0.2847 data_time: 0.0394 memory: 652 grad_norm: 1.1819 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.4751 loss: 0.4751 2022/08/05 16:11:03 - mmengine - INFO - Saving checkpoint at 80 epochs 2022/08/05 16:11:10 - mmengine - INFO - Epoch(val) [80][20/67] eta: 0:00:13 time: 0.2789 data_time: 0.1328 memory: 1868 2022/08/05 16:11:13 - mmengine - INFO - Epoch(val) [80][40/67] eta: 0:00:05 time: 0.1903 data_time: 0.0495 memory: 1868 2022/08/05 16:11:17 - mmengine - INFO - Epoch(val) [80][60/67] eta: 0:00:01 time: 0.1852 data_time: 0.0517 memory: 1868 2022/08/05 16:11:19 - mmengine - INFO - Epoch(val) [80][67/67] acc/top1: 0.8080 acc/top5: 0.9758 acc/mean1: 0.7405 2022/08/05 16:11:19 - mmengine - INFO - The previous best checkpoint /mnt/lustre/daiwenxun/X/mmaction2/work_dirs/slowonly_r50_u48_240e_8xb16_gym_keypoint/best_acc/top1_epoch_61.pth is removed 2022/08/05 16:11:20 - mmengine - INFO - The best checkpoint with 0.8080 acc/top1 at 81 epoch is saved to best_acc/top1_epoch_81.pth. 2022/08/05 16:11:27 - mmengine - INFO - Epoch(train) [81][20/161] lr: 1.4987e-01 eta: 2:10:56 time: 0.3275 data_time: 0.0710 memory: 9707 grad_norm: 1.0655 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.4609 loss: 0.4609 2022/08/05 16:11:33 - mmengine - INFO - Epoch(train) [81][40/161] lr: 1.4973e-01 eta: 2:10:50 time: 0.3013 data_time: 0.0401 memory: 9707 grad_norm: 1.1004 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.4218 loss: 0.4218 2022/08/05 16:11:39 - mmengine - INFO - Epoch(train) [81][60/161] lr: 1.4958e-01 eta: 2:10:43 time: 0.2969 data_time: 0.0400 memory: 9707 grad_norm: 1.1409 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.3645 loss: 0.3645 2022/08/05 16:11:45 - mmengine - INFO - Epoch(train) [81][80/161] lr: 1.4944e-01 eta: 2:10:37 time: 0.2986 data_time: 0.0422 memory: 9707 grad_norm: 1.0976 top1_acc: 0.6875 top5_acc: 1.0000 loss_cls: 0.4516 loss: 0.4516 2022/08/05 16:11:51 - mmengine - INFO - Epoch(train) [81][100/161] lr: 1.4930e-01 eta: 2:10:31 time: 0.3025 data_time: 0.0405 memory: 9707 grad_norm: 1.1268 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.4160 loss: 0.4160 2022/08/05 16:11:57 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_gym_keypoint_20220805_150313 2022/08/05 16:11:57 - mmengine - INFO - Epoch(train) [81][120/161] lr: 1.4916e-01 eta: 2:10:24 time: 0.2959 data_time: 0.0387 memory: 9707 grad_norm: 1.1019 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.3482 loss: 0.3482 2022/08/05 16:12:02 - mmengine - INFO - Epoch(train) [81][140/161] lr: 1.4902e-01 eta: 2:10:18 time: 0.2977 data_time: 0.0365 memory: 9707 grad_norm: 1.1630 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.3147 loss: 0.3147 2022/08/05 16:12:08 - mmengine - INFO - Epoch(train) [81][160/161] lr: 1.4888e-01 eta: 2:10:11 time: 0.2875 data_time: 0.0355 memory: 9707 grad_norm: 1.0689 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.3314 loss: 0.3314 2022/08/05 16:12:08 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_gym_keypoint_20220805_150313 2022/08/05 16:12:08 - mmengine - INFO - Epoch(train) [81][161/161] lr: 1.4887e-01 eta: 2:10:11 time: 0.2776 data_time: 0.0362 memory: 652 grad_norm: 1.2206 top1_acc: 0.0000 top5_acc: 0.0000 loss_cls: 0.4735 loss: 0.4735 2022/08/05 16:12:16 - mmengine - INFO - Epoch(train) [82][20/161] lr: 1.4873e-01 eta: 2:10:06 time: 0.3661 data_time: 0.0786 memory: 9707 grad_norm: 1.1045 top1_acc: 0.6875 top5_acc: 1.0000 loss_cls: 0.4453 loss: 0.4453 2022/08/05 16:12:22 - mmengine - INFO - Epoch(train) [82][40/161] lr: 1.4859e-01 eta: 2:10:00 time: 0.2984 data_time: 0.0413 memory: 9707 grad_norm: 1.0494 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.3203 loss: 0.3203 2022/08/05 16:12:28 - mmengine - INFO - Epoch(train) [82][60/161] lr: 1.4844e-01 eta: 2:09:54 time: 0.2960 data_time: 0.0387 memory: 9707 grad_norm: 1.1094 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.3854 loss: 0.3854 2022/08/05 16:12:34 - mmengine - INFO - Epoch(train) [82][80/161] lr: 1.4830e-01 eta: 2:09:47 time: 0.3021 data_time: 0.0385 memory: 9707 grad_norm: 1.1766 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.3766 loss: 0.3766 2022/08/05 16:12:40 - mmengine - INFO - Epoch(train) [82][100/161] lr: 1.4816e-01 eta: 2:09:41 time: 0.2996 data_time: 0.0387 memory: 9707 grad_norm: 1.1401 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.3520 loss: 0.3520 2022/08/05 16:12:46 - mmengine - INFO - Epoch(train) [82][120/161] lr: 1.4802e-01 eta: 2:09:35 time: 0.2980 data_time: 0.0383 memory: 9707 grad_norm: 1.1078 top1_acc: 0.7500 top5_acc: 1.0000 loss_cls: 0.4357 loss: 0.4357 2022/08/05 16:12:52 - mmengine - INFO - Epoch(train) [82][140/161] lr: 1.4787e-01 eta: 2:09:29 time: 0.3085 data_time: 0.0408 memory: 9707 grad_norm: 1.0321 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.3974 loss: 0.3974 2022/08/05 16:12:57 - mmengine - INFO - Epoch(train) [82][160/161] lr: 1.4773e-01 eta: 2:09:22 time: 0.2873 data_time: 0.0352 memory: 9707 grad_norm: 1.0848 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.4951 loss: 0.4951 2022/08/05 16:12:58 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_gym_keypoint_20220805_150313 2022/08/05 16:12:58 - mmengine - INFO - Epoch(train) [82][161/161] lr: 1.4772e-01 eta: 2:09:22 time: 0.2781 data_time: 0.0366 memory: 652 grad_norm: 1.2460 top1_acc: 0.0000 top5_acc: 1.0000 loss_cls: 0.6427 loss: 0.6427 2022/08/05 16:13:05 - mmengine - INFO - Epoch(train) [83][20/161] lr: 1.4758e-01 eta: 2:09:17 time: 0.3495 data_time: 0.0805 memory: 9707 grad_norm: 1.0699 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.4061 loss: 0.4061 2022/08/05 16:13:11 - mmengine - INFO - Epoch(train) [83][40/161] lr: 1.4744e-01 eta: 2:09:11 time: 0.3139 data_time: 0.0402 memory: 9707 grad_norm: 1.1563 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.4271 loss: 0.4271 2022/08/05 16:13:17 - mmengine - INFO - Epoch(train) [83][60/161] lr: 1.4729e-01 eta: 2:09:04 time: 0.2964 data_time: 0.0388 memory: 9707 grad_norm: 0.9829 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.3957 loss: 0.3957 2022/08/05 16:13:23 - mmengine - INFO - Epoch(train) [83][80/161] lr: 1.4715e-01 eta: 2:08:58 time: 0.2974 data_time: 0.0393 memory: 9707 grad_norm: 1.0677 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.3527 loss: 0.3527 2022/08/05 16:13:29 - mmengine - INFO - Epoch(train) [83][100/161] lr: 1.4701e-01 eta: 2:08:52 time: 0.2988 data_time: 0.0386 memory: 9707 grad_norm: 1.0449 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.3408 loss: 0.3408 2022/08/05 16:13:35 - mmengine - INFO - Epoch(train) [83][120/161] lr: 1.4686e-01 eta: 2:08:45 time: 0.3025 data_time: 0.0373 memory: 9707 grad_norm: 1.1257 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.3395 loss: 0.3395 2022/08/05 16:13:41 - mmengine - INFO - Epoch(train) [83][140/161] lr: 1.4672e-01 eta: 2:08:39 time: 0.2989 data_time: 0.0354 memory: 9707 grad_norm: 1.0916 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.3820 loss: 0.3820 2022/08/05 16:13:47 - mmengine - INFO - Epoch(train) [83][160/161] lr: 1.4658e-01 eta: 2:08:32 time: 0.2892 data_time: 0.0355 memory: 9707 grad_norm: 1.0545 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.3224 loss: 0.3224 2022/08/05 16:13:47 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_gym_keypoint_20220805_150313 2022/08/05 16:13:47 - mmengine - INFO - Epoch(train) [83][161/161] lr: 1.4657e-01 eta: 2:08:32 time: 0.2798 data_time: 0.0360 memory: 652 grad_norm: 1.2031 top1_acc: 0.0000 top5_acc: 0.0000 loss_cls: 0.6023 loss: 0.6023 2022/08/05 16:13:54 - mmengine - INFO - Epoch(train) [84][20/161] lr: 1.4642e-01 eta: 2:08:27 time: 0.3549 data_time: 0.0739 memory: 9707 grad_norm: 1.0927 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.4116 loss: 0.4116 2022/08/05 16:14:00 - mmengine - INFO - Epoch(train) [84][40/161] lr: 1.4628e-01 eta: 2:08:21 time: 0.2927 data_time: 0.0367 memory: 9707 grad_norm: 1.0875 top1_acc: 0.7500 top5_acc: 1.0000 loss_cls: 0.3746 loss: 0.3746 2022/08/05 16:14:06 - mmengine - INFO - Epoch(train) [84][60/161] lr: 1.4614e-01 eta: 2:08:14 time: 0.2971 data_time: 0.0374 memory: 9707 grad_norm: 1.1089 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.3580 loss: 0.3580 2022/08/05 16:14:12 - mmengine - INFO - Epoch(train) [84][80/161] lr: 1.4599e-01 eta: 2:08:08 time: 0.3025 data_time: 0.0382 memory: 9707 grad_norm: 1.1025 top1_acc: 0.7500 top5_acc: 1.0000 loss_cls: 0.3637 loss: 0.3637 2022/08/05 16:14:18 - mmengine - INFO - Epoch(train) [84][100/161] lr: 1.4585e-01 eta: 2:08:02 time: 0.2966 data_time: 0.0359 memory: 9707 grad_norm: 1.0609 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.4015 loss: 0.4015 2022/08/05 16:14:24 - mmengine - INFO - Epoch(train) [84][120/161] lr: 1.4570e-01 eta: 2:07:55 time: 0.2967 data_time: 0.0356 memory: 9707 grad_norm: 1.0778 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.3531 loss: 0.3531 2022/08/05 16:14:29 - mmengine - INFO - Epoch(train) [84][140/161] lr: 1.4556e-01 eta: 2:07:49 time: 0.2955 data_time: 0.0377 memory: 9707 grad_norm: 1.0281 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.4533 loss: 0.4533 2022/08/05 16:14:35 - mmengine - INFO - Epoch(train) [84][160/161] lr: 1.4541e-01 eta: 2:07:42 time: 0.2951 data_time: 0.0358 memory: 9707 grad_norm: 1.1793 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.4165 loss: 0.4165 2022/08/05 16:14:35 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_gym_keypoint_20220805_150313 2022/08/05 16:14:35 - mmengine - INFO - Epoch(train) [84][161/161] lr: 1.4541e-01 eta: 2:07:42 time: 0.2859 data_time: 0.0369 memory: 652 grad_norm: 1.3146 top1_acc: 0.0000 top5_acc: 0.0000 loss_cls: 0.6460 loss: 0.6460 2022/08/05 16:14:43 - mmengine - INFO - Epoch(train) [85][20/161] lr: 1.4526e-01 eta: 2:07:37 time: 0.3527 data_time: 0.0699 memory: 9707 grad_norm: 1.0750 top1_acc: 0.7500 top5_acc: 1.0000 loss_cls: 0.4077 loss: 0.4077 2022/08/05 16:14:48 - mmengine - INFO - Epoch(train) [85][40/161] lr: 1.4512e-01 eta: 2:07:31 time: 0.2975 data_time: 0.0353 memory: 9707 grad_norm: 1.0008 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.3885 loss: 0.3885 2022/08/05 16:14:55 - mmengine - INFO - Epoch(train) [85][60/161] lr: 1.4497e-01 eta: 2:07:25 time: 0.3144 data_time: 0.0388 memory: 9707 grad_norm: 1.0571 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.4249 loss: 0.4249 2022/08/05 16:15:01 - mmengine - INFO - Epoch(train) [85][80/161] lr: 1.4483e-01 eta: 2:07:19 time: 0.2962 data_time: 0.0366 memory: 9707 grad_norm: 1.0188 top1_acc: 0.8125 top5_acc: 0.9375 loss_cls: 0.4021 loss: 0.4021 2022/08/05 16:15:07 - mmengine - INFO - Epoch(train) [85][100/161] lr: 1.4468e-01 eta: 2:07:12 time: 0.2995 data_time: 0.0399 memory: 9707 grad_norm: 1.0893 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.3566 loss: 0.3566 2022/08/05 16:15:13 - mmengine - INFO - Epoch(train) [85][120/161] lr: 1.4453e-01 eta: 2:07:06 time: 0.3089 data_time: 0.0343 memory: 9707 grad_norm: 1.1146 top1_acc: 0.9375 top5_acc: 0.9375 loss_cls: 0.3226 loss: 0.3226 2022/08/05 16:15:19 - mmengine - INFO - Epoch(train) [85][140/161] lr: 1.4439e-01 eta: 2:07:00 time: 0.2950 data_time: 0.0358 memory: 9707 grad_norm: 1.0591 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.4044 loss: 0.4044 2022/08/05 16:15:24 - mmengine - INFO - Epoch(train) [85][160/161] lr: 1.4424e-01 eta: 2:06:53 time: 0.2859 data_time: 0.0316 memory: 9707 grad_norm: 1.0495 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.3564 loss: 0.3564 2022/08/05 16:15:25 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_gym_keypoint_20220805_150313 2022/08/05 16:15:25 - mmengine - INFO - Epoch(train) [85][161/161] lr: 1.4424e-01 eta: 2:06:53 time: 0.2767 data_time: 0.0328 memory: 652 grad_norm: 1.2195 top1_acc: 0.0000 top5_acc: 0.0000 loss_cls: 0.5350 loss: 0.5350 2022/08/05 16:15:32 - mmengine - INFO - Epoch(train) [86][20/161] lr: 1.4409e-01 eta: 2:06:48 time: 0.3589 data_time: 0.0759 memory: 9707 grad_norm: 1.1006 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.3903 loss: 0.3903 2022/08/05 16:15:38 - mmengine - INFO - Epoch(train) [86][40/161] lr: 1.4394e-01 eta: 2:06:42 time: 0.2953 data_time: 0.0364 memory: 9707 grad_norm: 0.9679 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.2897 loss: 0.2897 2022/08/05 16:15:44 - mmengine - INFO - Epoch(train) [86][60/161] lr: 1.4380e-01 eta: 2:06:35 time: 0.2956 data_time: 0.0388 memory: 9707 grad_norm: 1.0376 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.3652 loss: 0.3652 2022/08/05 16:15:49 - mmengine - INFO - Epoch(train) [86][80/161] lr: 1.4365e-01 eta: 2:06:29 time: 0.2950 data_time: 0.0339 memory: 9707 grad_norm: 1.0721 top1_acc: 0.7500 top5_acc: 1.0000 loss_cls: 0.4099 loss: 0.4099 2022/08/05 16:15:56 - mmengine - INFO - Epoch(train) [86][100/161] lr: 1.4351e-01 eta: 2:06:23 time: 0.3113 data_time: 0.0413 memory: 9707 grad_norm: 1.0854 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.4102 loss: 0.4102 2022/08/05 16:16:02 - mmengine - INFO - Epoch(train) [86][120/161] lr: 1.4336e-01 eta: 2:06:16 time: 0.2967 data_time: 0.0356 memory: 9707 grad_norm: 1.2168 top1_acc: 0.7500 top5_acc: 1.0000 loss_cls: 0.4051 loss: 0.4051 2022/08/05 16:16:08 - mmengine - INFO - Epoch(train) [86][140/161] lr: 1.4321e-01 eta: 2:06:10 time: 0.2954 data_time: 0.0417 memory: 9707 grad_norm: 1.1003 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.3906 loss: 0.3906 2022/08/05 16:16:13 - mmengine - INFO - Epoch(train) [86][160/161] lr: 1.4307e-01 eta: 2:06:03 time: 0.2957 data_time: 0.0352 memory: 9707 grad_norm: 1.0368 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.2758 loss: 0.2758 2022/08/05 16:16:14 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_gym_keypoint_20220805_150313 2022/08/05 16:16:14 - mmengine - INFO - Epoch(train) [86][161/161] lr: 1.4306e-01 eta: 2:06:03 time: 0.2875 data_time: 0.0374 memory: 652 grad_norm: 1.2332 top1_acc: 0.0000 top5_acc: 0.0000 loss_cls: 0.4883 loss: 0.4883 2022/08/05 16:16:21 - mmengine - INFO - Epoch(train) [87][20/161] lr: 1.4291e-01 eta: 2:05:58 time: 0.3568 data_time: 0.0706 memory: 9707 grad_norm: 1.1215 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.4835 loss: 0.4835 2022/08/05 16:16:27 - mmengine - INFO - Epoch(train) [87][40/161] lr: 1.4276e-01 eta: 2:05:52 time: 0.2953 data_time: 0.0382 memory: 9707 grad_norm: 1.0034 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.3924 loss: 0.3924 2022/08/05 16:16:33 - mmengine - INFO - Epoch(train) [87][60/161] lr: 1.4262e-01 eta: 2:05:46 time: 0.3245 data_time: 0.0472 memory: 9707 grad_norm: 1.0707 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.3372 loss: 0.3372 2022/08/05 16:16:39 - mmengine - INFO - Epoch(train) [87][80/161] lr: 1.4247e-01 eta: 2:05:40 time: 0.2939 data_time: 0.0361 memory: 9707 grad_norm: 1.1113 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.4122 loss: 0.4122 2022/08/05 16:16:45 - mmengine - INFO - Epoch(train) [87][100/161] lr: 1.4232e-01 eta: 2:05:34 time: 0.2960 data_time: 0.0372 memory: 9707 grad_norm: 0.9915 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.3279 loss: 0.3279 2022/08/05 16:16:51 - mmengine - INFO - Epoch(train) [87][120/161] lr: 1.4218e-01 eta: 2:05:28 time: 0.3189 data_time: 0.0353 memory: 9707 grad_norm: 1.0147 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.3941 loss: 0.3941 2022/08/05 16:16:57 - mmengine - INFO - Epoch(train) [87][140/161] lr: 1.4203e-01 eta: 2:05:22 time: 0.2957 data_time: 0.0400 memory: 9707 grad_norm: 1.0745 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.3787 loss: 0.3787 2022/08/05 16:17:01 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_gym_keypoint_20220805_150313 2022/08/05 16:17:03 - mmengine - INFO - Epoch(train) [87][160/161] lr: 1.4188e-01 eta: 2:05:15 time: 0.2866 data_time: 0.0327 memory: 9707 grad_norm: 1.0974 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.3461 loss: 0.3461 2022/08/05 16:17:03 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_gym_keypoint_20220805_150313 2022/08/05 16:17:03 - mmengine - INFO - Epoch(train) [87][161/161] lr: 1.4187e-01 eta: 2:05:15 time: 0.2772 data_time: 0.0337 memory: 652 grad_norm: 1.2415 top1_acc: 0.0000 top5_acc: 1.0000 loss_cls: 0.4582 loss: 0.4582 2022/08/05 16:17:10 - mmengine - INFO - Epoch(train) [88][20/161] lr: 1.4173e-01 eta: 2:05:10 time: 0.3595 data_time: 0.0708 memory: 9707 grad_norm: 1.1344 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.3175 loss: 0.3175 2022/08/05 16:17:16 - mmengine - INFO - Epoch(train) [88][40/161] lr: 1.4158e-01 eta: 2:05:03 time: 0.2994 data_time: 0.0368 memory: 9707 grad_norm: 1.0382 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.3051 loss: 0.3051 2022/08/05 16:17:22 - mmengine - INFO - Epoch(train) [88][60/161] lr: 1.4143e-01 eta: 2:04:57 time: 0.2984 data_time: 0.0419 memory: 9707 grad_norm: 0.9841 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.2943 loss: 0.2943 2022/08/05 16:17:28 - mmengine - INFO - Epoch(train) [88][80/161] lr: 1.4128e-01 eta: 2:04:51 time: 0.2929 data_time: 0.0358 memory: 9707 grad_norm: 1.0818 top1_acc: 0.6875 top5_acc: 1.0000 loss_cls: 0.4079 loss: 0.4079 2022/08/05 16:17:34 - mmengine - INFO - Epoch(train) [88][100/161] lr: 1.4113e-01 eta: 2:04:44 time: 0.2943 data_time: 0.0343 memory: 9707 grad_norm: 1.1182 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.2891 loss: 0.2891 2022/08/05 16:17:40 - mmengine - INFO - Epoch(train) [88][120/161] lr: 1.4099e-01 eta: 2:04:38 time: 0.2918 data_time: 0.0333 memory: 9707 grad_norm: 1.0288 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.3524 loss: 0.3524 2022/08/05 16:17:46 - mmengine - INFO - Epoch(train) [88][140/161] lr: 1.4084e-01 eta: 2:04:31 time: 0.2985 data_time: 0.0365 memory: 9707 grad_norm: 1.0301 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.3349 loss: 0.3349 2022/08/05 16:17:52 - mmengine - INFO - Epoch(train) [88][160/161] lr: 1.4069e-01 eta: 2:04:25 time: 0.3086 data_time: 0.0381 memory: 9707 grad_norm: 1.0256 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.3254 loss: 0.3254 2022/08/05 16:17:52 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_gym_keypoint_20220805_150313 2022/08/05 16:17:52 - mmengine - INFO - Epoch(train) [88][161/161] lr: 1.4068e-01 eta: 2:04:25 time: 0.3001 data_time: 0.0398 memory: 652 grad_norm: 1.1927 top1_acc: 0.0000 top5_acc: 0.0000 loss_cls: 0.4987 loss: 0.4987 2022/08/05 16:17:59 - mmengine - INFO - Epoch(train) [89][20/161] lr: 1.4053e-01 eta: 2:04:20 time: 0.3509 data_time: 0.0742 memory: 9707 grad_norm: 1.1832 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.3087 loss: 0.3087 2022/08/05 16:18:05 - mmengine - INFO - Epoch(train) [89][40/161] lr: 1.4038e-01 eta: 2:04:14 time: 0.3061 data_time: 0.0370 memory: 9707 grad_norm: 1.0842 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.3040 loss: 0.3040 2022/08/05 16:18:11 - mmengine - INFO - Epoch(train) [89][60/161] lr: 1.4023e-01 eta: 2:04:07 time: 0.2972 data_time: 0.0360 memory: 9707 grad_norm: 1.2488 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.4111 loss: 0.4111 2022/08/05 16:18:17 - mmengine - INFO - Epoch(train) [89][80/161] lr: 1.4009e-01 eta: 2:04:01 time: 0.2949 data_time: 0.0355 memory: 9707 grad_norm: 1.1631 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.4231 loss: 0.4231 2022/08/05 16:18:23 - mmengine - INFO - Epoch(train) [89][100/161] lr: 1.3994e-01 eta: 2:03:55 time: 0.3105 data_time: 0.0402 memory: 9707 grad_norm: 1.0778 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.3545 loss: 0.3545 2022/08/05 16:18:29 - mmengine - INFO - Epoch(train) [89][120/161] lr: 1.3979e-01 eta: 2:03:49 time: 0.2938 data_time: 0.0346 memory: 9707 grad_norm: 1.1205 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.3437 loss: 0.3437 2022/08/05 16:18:36 - mmengine - INFO - Epoch(train) [89][140/161] lr: 1.3964e-01 eta: 2:03:43 time: 0.3195 data_time: 0.0368 memory: 9707 grad_norm: 1.0643 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.3415 loss: 0.3415 2022/08/05 16:18:42 - mmengine - INFO - Epoch(train) [89][160/161] lr: 1.3949e-01 eta: 2:03:37 time: 0.3004 data_time: 0.0356 memory: 9707 grad_norm: 1.1514 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.3940 loss: 0.3940 2022/08/05 16:18:42 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_gym_keypoint_20220805_150313 2022/08/05 16:18:42 - mmengine - INFO - Epoch(train) [89][161/161] lr: 1.3948e-01 eta: 2:03:37 time: 0.2923 data_time: 0.0381 memory: 652 grad_norm: 1.3031 top1_acc: 0.0000 top5_acc: 0.0000 loss_cls: 0.6712 loss: 0.6712 2022/08/05 16:18:49 - mmengine - INFO - Epoch(train) [90][20/161] lr: 1.3933e-01 eta: 2:03:31 time: 0.3521 data_time: 0.0727 memory: 9707 grad_norm: 1.2254 top1_acc: 0.7500 top5_acc: 0.9375 loss_cls: 0.4906 loss: 0.4906 2022/08/05 16:18:55 - mmengine - INFO - Epoch(train) [90][40/161] lr: 1.3918e-01 eta: 2:03:25 time: 0.2976 data_time: 0.0360 memory: 9707 grad_norm: 1.0757 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.3382 loss: 0.3382 2022/08/05 16:19:01 - mmengine - INFO - Epoch(train) [90][60/161] lr: 1.3903e-01 eta: 2:03:19 time: 0.2938 data_time: 0.0363 memory: 9707 grad_norm: 0.9792 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.3650 loss: 0.3650 2022/08/05 16:19:07 - mmengine - INFO - Epoch(train) [90][80/161] lr: 1.3888e-01 eta: 2:03:12 time: 0.2965 data_time: 0.0343 memory: 9707 grad_norm: 1.1342 top1_acc: 0.7500 top5_acc: 1.0000 loss_cls: 0.3711 loss: 0.3711 2022/08/05 16:19:13 - mmengine - INFO - Epoch(train) [90][100/161] lr: 1.3873e-01 eta: 2:03:06 time: 0.2996 data_time: 0.0400 memory: 9707 grad_norm: 1.0955 top1_acc: 0.9375 top5_acc: 0.9375 loss_cls: 0.3496 loss: 0.3496 2022/08/05 16:19:18 - mmengine - INFO - Epoch(train) [90][120/161] lr: 1.3858e-01 eta: 2:02:59 time: 0.2929 data_time: 0.0347 memory: 9707 grad_norm: 1.1266 top1_acc: 0.8125 top5_acc: 0.9375 loss_cls: 0.4194 loss: 0.4194 2022/08/05 16:19:25 - mmengine - INFO - Epoch(train) [90][140/161] lr: 1.3843e-01 eta: 2:02:54 time: 0.3168 data_time: 0.0348 memory: 9707 grad_norm: 1.0910 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.3048 loss: 0.3048 2022/08/05 16:19:31 - mmengine - INFO - Epoch(train) [90][160/161] lr: 1.3828e-01 eta: 2:02:47 time: 0.2874 data_time: 0.0356 memory: 9707 grad_norm: 1.0560 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.3448 loss: 0.3448 2022/08/05 16:19:31 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_gym_keypoint_20220805_150313 2022/08/05 16:19:31 - mmengine - INFO - Epoch(train) [90][161/161] lr: 1.3828e-01 eta: 2:02:47 time: 0.2788 data_time: 0.0370 memory: 652 grad_norm: 1.2275 top1_acc: 0.0000 top5_acc: 1.0000 loss_cls: 0.4853 loss: 0.4853 2022/08/05 16:19:31 - mmengine - INFO - Saving checkpoint at 90 epochs 2022/08/05 16:19:37 - mmengine - INFO - Epoch(val) [90][20/67] eta: 0:00:12 time: 0.2731 data_time: 0.1277 memory: 1868 2022/08/05 16:19:41 - mmengine - INFO - Epoch(val) [90][40/67] eta: 0:00:04 time: 0.1830 data_time: 0.0480 memory: 1868 2022/08/05 16:19:44 - mmengine - INFO - Epoch(val) [90][60/67] eta: 0:00:01 time: 0.1764 data_time: 0.0453 memory: 1868 2022/08/05 16:19:46 - mmengine - INFO - Epoch(val) [90][67/67] acc/top1: 0.7763 acc/top5: 0.9769 acc/mean1: 0.7047 2022/08/05 16:19:54 - mmengine - INFO - Epoch(train) [91][20/161] lr: 1.3813e-01 eta: 2:02:42 time: 0.3511 data_time: 0.0734 memory: 9707 grad_norm: 1.1357 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.4556 loss: 0.4556 2022/08/05 16:20:00 - mmengine - INFO - Epoch(train) [91][40/161] lr: 1.3798e-01 eta: 2:02:35 time: 0.2960 data_time: 0.0395 memory: 9707 grad_norm: 1.0833 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.3739 loss: 0.3739 2022/08/05 16:20:06 - mmengine - INFO - Epoch(train) [91][60/161] lr: 1.3782e-01 eta: 2:02:29 time: 0.3060 data_time: 0.0402 memory: 9707 grad_norm: 1.0176 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.3504 loss: 0.3504 2022/08/05 16:20:12 - mmengine - INFO - Epoch(train) [91][80/161] lr: 1.3767e-01 eta: 2:02:23 time: 0.2992 data_time: 0.0460 memory: 9707 grad_norm: 1.0156 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.4015 loss: 0.4015 2022/08/05 16:20:18 - mmengine - INFO - Epoch(train) [91][100/161] lr: 1.3752e-01 eta: 2:02:16 time: 0.2975 data_time: 0.0387 memory: 9707 grad_norm: 1.1701 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.3746 loss: 0.3746 2022/08/05 16:20:24 - mmengine - INFO - Epoch(train) [91][120/161] lr: 1.3737e-01 eta: 2:02:10 time: 0.3019 data_time: 0.0440 memory: 9707 grad_norm: 1.0549 top1_acc: 0.7500 top5_acc: 1.0000 loss_cls: 0.3911 loss: 0.3911 2022/08/05 16:20:30 - mmengine - INFO - Epoch(train) [91][140/161] lr: 1.3722e-01 eta: 2:02:04 time: 0.2972 data_time: 0.0382 memory: 9707 grad_norm: 1.0122 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.3835 loss: 0.3835 2022/08/05 16:20:36 - mmengine - INFO - Epoch(train) [91][160/161] lr: 1.3707e-01 eta: 2:01:58 time: 0.2983 data_time: 0.0390 memory: 9707 grad_norm: 1.0069 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.3166 loss: 0.3166 2022/08/05 16:20:36 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_gym_keypoint_20220805_150313 2022/08/05 16:20:36 - mmengine - INFO - Epoch(train) [91][161/161] lr: 1.3706e-01 eta: 2:01:58 time: 0.2903 data_time: 0.0413 memory: 652 grad_norm: 1.1556 top1_acc: 0.0000 top5_acc: 0.0000 loss_cls: 0.5109 loss: 0.5109 2022/08/05 16:20:43 - mmengine - INFO - Epoch(train) [92][20/161] lr: 1.3691e-01 eta: 2:01:53 time: 0.3671 data_time: 0.0776 memory: 9707 grad_norm: 1.0751 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.3904 loss: 0.3904 2022/08/05 16:20:49 - mmengine - INFO - Epoch(train) [92][40/161] lr: 1.3676e-01 eta: 2:01:46 time: 0.2974 data_time: 0.0395 memory: 9707 grad_norm: 1.1091 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.2794 loss: 0.2794 2022/08/05 16:20:55 - mmengine - INFO - Epoch(train) [92][60/161] lr: 1.3661e-01 eta: 2:01:40 time: 0.3040 data_time: 0.0390 memory: 9707 grad_norm: 1.1001 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.3637 loss: 0.3637 2022/08/05 16:21:01 - mmengine - INFO - Epoch(train) [92][80/161] lr: 1.3646e-01 eta: 2:01:34 time: 0.3025 data_time: 0.0427 memory: 9707 grad_norm: 1.0763 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.4217 loss: 0.4217 2022/08/05 16:21:07 - mmengine - INFO - Epoch(train) [92][100/161] lr: 1.3631e-01 eta: 2:01:28 time: 0.2985 data_time: 0.0395 memory: 9707 grad_norm: 1.1465 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.3842 loss: 0.3842 2022/08/05 16:21:13 - mmengine - INFO - Epoch(train) [92][120/161] lr: 1.3616e-01 eta: 2:01:22 time: 0.3162 data_time: 0.0434 memory: 9707 grad_norm: 1.1246 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.3096 loss: 0.3096 2022/08/05 16:21:20 - mmengine - INFO - Epoch(train) [92][140/161] lr: 1.3600e-01 eta: 2:01:16 time: 0.3054 data_time: 0.0446 memory: 9707 grad_norm: 1.0242 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.3296 loss: 0.3296 2022/08/05 16:21:25 - mmengine - INFO - Epoch(train) [92][160/161] lr: 1.3585e-01 eta: 2:01:09 time: 0.2932 data_time: 0.0420 memory: 9707 grad_norm: 1.1542 top1_acc: 0.6875 top5_acc: 1.0000 loss_cls: 0.4612 loss: 0.4612 2022/08/05 16:21:25 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_gym_keypoint_20220805_150313 2022/08/05 16:21:25 - mmengine - INFO - Epoch(train) [92][161/161] lr: 1.3584e-01 eta: 2:01:09 time: 0.2837 data_time: 0.0431 memory: 652 grad_norm: 1.2972 top1_acc: 0.0000 top5_acc: 0.0000 loss_cls: 0.6465 loss: 0.6465 2022/08/05 16:21:33 - mmengine - INFO - Epoch(train) [93][20/161] lr: 1.3569e-01 eta: 2:01:04 time: 0.3594 data_time: 0.0801 memory: 9707 grad_norm: 1.1061 top1_acc: 0.8750 top5_acc: 0.9375 loss_cls: 0.3682 loss: 0.3682 2022/08/05 16:21:39 - mmengine - INFO - Epoch(train) [93][40/161] lr: 1.3554e-01 eta: 2:00:58 time: 0.2989 data_time: 0.0380 memory: 9707 grad_norm: 1.0792 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.4143 loss: 0.4143 2022/08/05 16:21:45 - mmengine - INFO - Epoch(train) [93][60/161] lr: 1.3539e-01 eta: 2:00:52 time: 0.3101 data_time: 0.0456 memory: 9707 grad_norm: 1.1571 top1_acc: 0.8125 top5_acc: 0.9375 loss_cls: 0.3262 loss: 0.3262 2022/08/05 16:21:51 - mmengine - INFO - Epoch(train) [93][80/161] lr: 1.3524e-01 eta: 2:00:46 time: 0.3026 data_time: 0.0449 memory: 9707 grad_norm: 1.0399 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.2826 loss: 0.2826 2022/08/05 16:21:57 - mmengine - INFO - Epoch(train) [93][100/161] lr: 1.3508e-01 eta: 2:00:40 time: 0.3043 data_time: 0.0510 memory: 9707 grad_norm: 1.0852 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.3450 loss: 0.3450 2022/08/05 16:22:03 - mmengine - INFO - Epoch(train) [93][120/161] lr: 1.3493e-01 eta: 2:00:33 time: 0.2966 data_time: 0.0383 memory: 9707 grad_norm: 1.0634 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.3577 loss: 0.3577 2022/08/05 16:22:09 - mmengine - INFO - Epoch(train) [93][140/161] lr: 1.3478e-01 eta: 2:00:27 time: 0.2997 data_time: 0.0446 memory: 9707 grad_norm: 1.0879 top1_acc: 0.6875 top5_acc: 1.0000 loss_cls: 0.4139 loss: 0.4139 2022/08/05 16:22:15 - mmengine - INFO - Epoch(train) [93][160/161] lr: 1.3463e-01 eta: 2:00:20 time: 0.2892 data_time: 0.0363 memory: 9707 grad_norm: 1.1091 top1_acc: 0.7500 top5_acc: 1.0000 loss_cls: 0.3273 loss: 0.3273 2022/08/05 16:22:15 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_gym_keypoint_20220805_150313 2022/08/05 16:22:15 - mmengine - INFO - Epoch(train) [93][161/161] lr: 1.3462e-01 eta: 2:00:20 time: 0.2803 data_time: 0.0382 memory: 652 grad_norm: 1.2443 top1_acc: 0.0000 top5_acc: 1.0000 loss_cls: 0.4746 loss: 0.4746 2022/08/05 16:22:22 - mmengine - INFO - Epoch(train) [94][20/161] lr: 1.3447e-01 eta: 2:00:16 time: 0.3738 data_time: 0.1005 memory: 9707 grad_norm: 1.1314 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.4525 loss: 0.4525 2022/08/05 16:22:24 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_gym_keypoint_20220805_150313 2022/08/05 16:22:28 - mmengine - INFO - Epoch(train) [94][40/161] lr: 1.3431e-01 eta: 2:00:09 time: 0.2950 data_time: 0.0368 memory: 9707 grad_norm: 1.0250 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.2785 loss: 0.2785 2022/08/05 16:22:34 - mmengine - INFO - Epoch(train) [94][60/161] lr: 1.3416e-01 eta: 2:00:03 time: 0.3057 data_time: 0.0425 memory: 9707 grad_norm: 1.0322 top1_acc: 0.7500 top5_acc: 1.0000 loss_cls: 0.3063 loss: 0.3063 2022/08/05 16:22:40 - mmengine - INFO - Epoch(train) [94][80/161] lr: 1.3401e-01 eta: 1:59:57 time: 0.2952 data_time: 0.0392 memory: 9707 grad_norm: 1.0577 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.4116 loss: 0.4116 2022/08/05 16:22:46 - mmengine - INFO - Epoch(train) [94][100/161] lr: 1.3386e-01 eta: 1:59:51 time: 0.3011 data_time: 0.0454 memory: 9707 grad_norm: 1.1999 top1_acc: 0.9375 top5_acc: 0.9375 loss_cls: 0.3586 loss: 0.3586 2022/08/05 16:22:52 - mmengine - INFO - Epoch(train) [94][120/161] lr: 1.3370e-01 eta: 1:59:44 time: 0.2953 data_time: 0.0384 memory: 9707 grad_norm: 1.1815 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.3296 loss: 0.3296 2022/08/05 16:22:58 - mmengine - INFO - Epoch(train) [94][140/161] lr: 1.3355e-01 eta: 1:59:38 time: 0.2949 data_time: 0.0419 memory: 9707 grad_norm: 1.1133 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.3624 loss: 0.3624 2022/08/05 16:23:04 - mmengine - INFO - Epoch(train) [94][160/161] lr: 1.3340e-01 eta: 1:59:31 time: 0.2876 data_time: 0.0381 memory: 9707 grad_norm: 1.0933 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.3453 loss: 0.3453 2022/08/05 16:23:04 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_gym_keypoint_20220805_150313 2022/08/05 16:23:04 - mmengine - INFO - Epoch(train) [94][161/161] lr: 1.3339e-01 eta: 1:59:31 time: 0.2791 data_time: 0.0403 memory: 652 grad_norm: 1.2904 top1_acc: 0.0000 top5_acc: 0.0000 loss_cls: 0.5752 loss: 0.5752 2022/08/05 16:23:11 - mmengine - INFO - Epoch(train) [95][20/161] lr: 1.3324e-01 eta: 1:59:26 time: 0.3544 data_time: 0.0761 memory: 9707 grad_norm: 1.1951 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.4870 loss: 0.4870 2022/08/05 16:23:17 - mmengine - INFO - Epoch(train) [95][40/161] lr: 1.3308e-01 eta: 1:59:19 time: 0.2966 data_time: 0.0400 memory: 9707 grad_norm: 1.0574 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.3800 loss: 0.3800 2022/08/05 16:23:23 - mmengine - INFO - Epoch(train) [95][60/161] lr: 1.3293e-01 eta: 1:59:13 time: 0.3136 data_time: 0.0410 memory: 9707 grad_norm: 0.9889 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.2942 loss: 0.2942 2022/08/05 16:23:29 - mmengine - INFO - Epoch(train) [95][80/161] lr: 1.3277e-01 eta: 1:59:07 time: 0.2932 data_time: 0.0386 memory: 9707 grad_norm: 1.2205 top1_acc: 0.7500 top5_acc: 1.0000 loss_cls: 0.4680 loss: 0.4680 2022/08/05 16:23:35 - mmengine - INFO - Epoch(train) [95][100/161] lr: 1.3262e-01 eta: 1:59:01 time: 0.2962 data_time: 0.0421 memory: 9707 grad_norm: 1.0326 top1_acc: 0.7500 top5_acc: 1.0000 loss_cls: 0.2898 loss: 0.2898 2022/08/05 16:23:41 - mmengine - INFO - Epoch(train) [95][120/161] lr: 1.3247e-01 eta: 1:58:54 time: 0.2934 data_time: 0.0392 memory: 9707 grad_norm: 1.0405 top1_acc: 0.8750 top5_acc: 0.9375 loss_cls: 0.3404 loss: 0.3404 2022/08/05 16:23:47 - mmengine - INFO - Epoch(train) [95][140/161] lr: 1.3231e-01 eta: 1:58:48 time: 0.3073 data_time: 0.0421 memory: 9707 grad_norm: 1.0548 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.3035 loss: 0.3035 2022/08/05 16:23:53 - mmengine - INFO - Epoch(train) [95][160/161] lr: 1.3216e-01 eta: 1:58:42 time: 0.2934 data_time: 0.0396 memory: 9707 grad_norm: 1.2220 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.3758 loss: 0.3758 2022/08/05 16:23:53 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_gym_keypoint_20220805_150313 2022/08/05 16:23:53 - mmengine - INFO - Epoch(train) [95][161/161] lr: 1.3215e-01 eta: 1:58:42 time: 0.2847 data_time: 0.0410 memory: 652 grad_norm: 1.3764 top1_acc: 0.0000 top5_acc: 1.0000 loss_cls: 0.5332 loss: 0.5332 2022/08/05 16:24:00 - mmengine - INFO - Epoch(train) [96][20/161] lr: 1.3200e-01 eta: 1:58:36 time: 0.3508 data_time: 0.0738 memory: 9707 grad_norm: 1.2141 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.3386 loss: 0.3386 2022/08/05 16:24:06 - mmengine - INFO - Epoch(train) [96][40/161] lr: 1.3184e-01 eta: 1:58:30 time: 0.2958 data_time: 0.0363 memory: 9707 grad_norm: 1.1407 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.3129 loss: 0.3129 2022/08/05 16:24:12 - mmengine - INFO - Epoch(train) [96][60/161] lr: 1.3169e-01 eta: 1:58:23 time: 0.2972 data_time: 0.0398 memory: 9707 grad_norm: 1.0354 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.2918 loss: 0.2918 2022/08/05 16:24:18 - mmengine - INFO - Epoch(train) [96][80/161] lr: 1.3154e-01 eta: 1:58:17 time: 0.2974 data_time: 0.0389 memory: 9707 grad_norm: 1.0281 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.3034 loss: 0.3034 2022/08/05 16:24:24 - mmengine - INFO - Epoch(train) [96][100/161] lr: 1.3138e-01 eta: 1:58:11 time: 0.2972 data_time: 0.0455 memory: 9707 grad_norm: 0.9603 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.3617 loss: 0.3617 2022/08/05 16:24:30 - mmengine - INFO - Epoch(train) [96][120/161] lr: 1.3123e-01 eta: 1:58:04 time: 0.2929 data_time: 0.0393 memory: 9707 grad_norm: 1.1330 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.3489 loss: 0.3489 2022/08/05 16:24:36 - mmengine - INFO - Epoch(train) [96][140/161] lr: 1.3107e-01 eta: 1:57:58 time: 0.3077 data_time: 0.0408 memory: 9707 grad_norm: 1.0620 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.3029 loss: 0.3029 2022/08/05 16:24:42 - mmengine - INFO - Epoch(train) [96][160/161] lr: 1.3092e-01 eta: 1:57:52 time: 0.2928 data_time: 0.0382 memory: 9707 grad_norm: 1.1237 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.4290 loss: 0.4290 2022/08/05 16:24:42 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_gym_keypoint_20220805_150313 2022/08/05 16:24:42 - mmengine - INFO - Epoch(train) [96][161/161] lr: 1.3091e-01 eta: 1:57:52 time: 0.2851 data_time: 0.0408 memory: 652 grad_norm: 1.2761 top1_acc: 0.0000 top5_acc: 0.0000 loss_cls: 0.6307 loss: 0.6307 2022/08/05 16:24:49 - mmengine - INFO - Epoch(train) [97][20/161] lr: 1.3075e-01 eta: 1:57:46 time: 0.3477 data_time: 0.0813 memory: 9707 grad_norm: 1.2010 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.3801 loss: 0.3801 2022/08/05 16:24:55 - mmengine - INFO - Epoch(train) [97][40/161] lr: 1.3060e-01 eta: 1:57:40 time: 0.2991 data_time: 0.0387 memory: 9707 grad_norm: 1.0544 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.3302 loss: 0.3302 2022/08/05 16:25:01 - mmengine - INFO - Epoch(train) [97][60/161] lr: 1.3045e-01 eta: 1:57:34 time: 0.2964 data_time: 0.0427 memory: 9707 grad_norm: 1.1198 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.4195 loss: 0.4195 2022/08/05 16:25:07 - mmengine - INFO - Epoch(train) [97][80/161] lr: 1.3029e-01 eta: 1:57:27 time: 0.2981 data_time: 0.0362 memory: 9707 grad_norm: 1.0807 top1_acc: 0.8750 top5_acc: 0.9375 loss_cls: 0.3050 loss: 0.3050 2022/08/05 16:25:13 - mmengine - INFO - Epoch(train) [97][100/161] lr: 1.3014e-01 eta: 1:57:21 time: 0.3130 data_time: 0.0492 memory: 9707 grad_norm: 1.1009 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.3931 loss: 0.3931 2022/08/05 16:25:19 - mmengine - INFO - Epoch(train) [97][120/161] lr: 1.2998e-01 eta: 1:57:15 time: 0.2942 data_time: 0.0396 memory: 9707 grad_norm: 1.1270 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.3570 loss: 0.3570 2022/08/05 16:25:25 - mmengine - INFO - Epoch(train) [97][140/161] lr: 1.2982e-01 eta: 1:57:09 time: 0.3001 data_time: 0.0443 memory: 9707 grad_norm: 1.0707 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.3200 loss: 0.3200 2022/08/05 16:25:31 - mmengine - INFO - Epoch(train) [97][160/161] lr: 1.2967e-01 eta: 1:57:02 time: 0.2870 data_time: 0.0359 memory: 9707 grad_norm: 1.0698 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.3173 loss: 0.3173 2022/08/05 16:25:31 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_gym_keypoint_20220805_150313 2022/08/05 16:25:31 - mmengine - INFO - Epoch(train) [97][161/161] lr: 1.2966e-01 eta: 1:57:02 time: 0.2782 data_time: 0.0376 memory: 652 grad_norm: 1.2129 top1_acc: 0.0000 top5_acc: 0.0000 loss_cls: 0.5758 loss: 0.5758 2022/08/05 16:25:38 - mmengine - INFO - Epoch(train) [98][20/161] lr: 1.2951e-01 eta: 1:56:57 time: 0.3493 data_time: 0.0870 memory: 9707 grad_norm: 1.0008 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.3302 loss: 0.3302 2022/08/05 16:25:44 - mmengine - INFO - Epoch(train) [98][40/161] lr: 1.2935e-01 eta: 1:56:50 time: 0.2990 data_time: 0.0371 memory: 9707 grad_norm: 1.0292 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.3223 loss: 0.3223 2022/08/05 16:25:50 - mmengine - INFO - Epoch(train) [98][60/161] lr: 1.2920e-01 eta: 1:56:44 time: 0.2964 data_time: 0.0403 memory: 9707 grad_norm: 1.0749 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.3052 loss: 0.3052 2022/08/05 16:25:56 - mmengine - INFO - Epoch(train) [98][80/161] lr: 1.2904e-01 eta: 1:56:38 time: 0.2970 data_time: 0.0374 memory: 9707 grad_norm: 1.1218 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.2988 loss: 0.2988 2022/08/05 16:26:02 - mmengine - INFO - Epoch(train) [98][100/161] lr: 1.2888e-01 eta: 1:56:31 time: 0.2988 data_time: 0.0412 memory: 9707 grad_norm: 1.0864 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.3042 loss: 0.3042 2022/08/05 16:26:08 - mmengine - INFO - Epoch(train) [98][120/161] lr: 1.2873e-01 eta: 1:56:25 time: 0.2964 data_time: 0.0373 memory: 9707 grad_norm: 1.0858 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.3050 loss: 0.3050 2022/08/05 16:26:14 - mmengine - INFO - Epoch(train) [98][140/161] lr: 1.2857e-01 eta: 1:56:19 time: 0.2996 data_time: 0.0412 memory: 9707 grad_norm: 1.0991 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.2920 loss: 0.2920 2022/08/05 16:26:19 - mmengine - INFO - Epoch(train) [98][160/161] lr: 1.2842e-01 eta: 1:56:12 time: 0.2859 data_time: 0.0365 memory: 9707 grad_norm: 1.1614 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.3402 loss: 0.3402 2022/08/05 16:26:19 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_gym_keypoint_20220805_150313 2022/08/05 16:26:19 - mmengine - INFO - Epoch(train) [98][161/161] lr: 1.2841e-01 eta: 1:56:12 time: 0.2777 data_time: 0.0383 memory: 652 grad_norm: 1.3078 top1_acc: 0.0000 top5_acc: 0.0000 loss_cls: 0.5918 loss: 0.5918 2022/08/05 16:26:27 - mmengine - INFO - Epoch(train) [99][20/161] lr: 1.2825e-01 eta: 1:56:07 time: 0.3608 data_time: 0.0869 memory: 9707 grad_norm: 1.1577 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.2706 loss: 0.2706 2022/08/05 16:26:33 - mmengine - INFO - Epoch(train) [99][40/161] lr: 1.2810e-01 eta: 1:56:01 time: 0.2985 data_time: 0.0409 memory: 9707 grad_norm: 1.0266 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.3408 loss: 0.3408 2022/08/05 16:26:39 - mmengine - INFO - Epoch(train) [99][60/161] lr: 1.2794e-01 eta: 1:55:54 time: 0.2969 data_time: 0.0419 memory: 9707 grad_norm: 1.1681 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.3114 loss: 0.3114 2022/08/05 16:26:45 - mmengine - INFO - Epoch(train) [99][80/161] lr: 1.2779e-01 eta: 1:55:48 time: 0.2995 data_time: 0.0434 memory: 9707 grad_norm: 1.1384 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.3437 loss: 0.3437 2022/08/05 16:26:50 - mmengine - INFO - Epoch(train) [99][100/161] lr: 1.2763e-01 eta: 1:55:42 time: 0.2952 data_time: 0.0429 memory: 9707 grad_norm: 1.2223 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.3072 loss: 0.3072 2022/08/05 16:26:56 - mmengine - INFO - Epoch(train) [99][120/161] lr: 1.2747e-01 eta: 1:55:35 time: 0.3026 data_time: 0.0422 memory: 9707 grad_norm: 1.1069 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.3297 loss: 0.3297 2022/08/05 16:27:02 - mmengine - INFO - Epoch(train) [99][140/161] lr: 1.2732e-01 eta: 1:55:29 time: 0.2981 data_time: 0.0403 memory: 9707 grad_norm: 1.1830 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.3880 loss: 0.3880 2022/08/05 16:27:08 - mmengine - INFO - Epoch(train) [99][160/161] lr: 1.2716e-01 eta: 1:55:22 time: 0.2849 data_time: 0.0356 memory: 9707 grad_norm: 1.1286 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.3645 loss: 0.3645 2022/08/05 16:27:08 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_gym_keypoint_20220805_150313 2022/08/05 16:27:08 - mmengine - INFO - Epoch(train) [99][161/161] lr: 1.2715e-01 eta: 1:55:22 time: 0.2755 data_time: 0.0367 memory: 652 grad_norm: 1.3346 top1_acc: 0.0000 top5_acc: 0.0000 loss_cls: 0.5183 loss: 0.5183 2022/08/05 16:27:15 - mmengine - INFO - Epoch(train) [100][20/161] lr: 1.2700e-01 eta: 1:55:17 time: 0.3579 data_time: 0.0824 memory: 9707 grad_norm: 1.2287 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.4579 loss: 0.4579 2022/08/05 16:27:21 - mmengine - INFO - Epoch(train) [100][40/161] lr: 1.2684e-01 eta: 1:55:11 time: 0.2955 data_time: 0.0390 memory: 9707 grad_norm: 1.0740 top1_acc: 0.7500 top5_acc: 1.0000 loss_cls: 0.3754 loss: 0.3754 2022/08/05 16:27:28 - mmengine - INFO - Epoch(train) [100][60/161] lr: 1.2668e-01 eta: 1:55:05 time: 0.3085 data_time: 0.0448 memory: 9707 grad_norm: 1.0103 top1_acc: 0.7500 top5_acc: 1.0000 loss_cls: 0.3965 loss: 0.3965 2022/08/05 16:27:28 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_gym_keypoint_20220805_150313 2022/08/05 16:27:34 - mmengine - INFO - Epoch(train) [100][80/161] lr: 1.2653e-01 eta: 1:54:59 time: 0.3010 data_time: 0.0372 memory: 9707 grad_norm: 0.9614 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.2940 loss: 0.2940 2022/08/05 16:27:40 - mmengine - INFO - Epoch(train) [100][100/161] lr: 1.2637e-01 eta: 1:54:52 time: 0.2979 data_time: 0.0424 memory: 9707 grad_norm: 1.0676 top1_acc: 0.8125 top5_acc: 0.9375 loss_cls: 0.2846 loss: 0.2846 2022/08/05 16:27:46 - mmengine - INFO - Epoch(train) [100][120/161] lr: 1.2621e-01 eta: 1:54:46 time: 0.3130 data_time: 0.0395 memory: 9707 grad_norm: 1.0798 top1_acc: 0.8750 top5_acc: 0.9375 loss_cls: 0.2448 loss: 0.2448 2022/08/05 16:27:52 - mmengine - INFO - Epoch(train) [100][140/161] lr: 1.2605e-01 eta: 1:54:40 time: 0.2975 data_time: 0.0405 memory: 9707 grad_norm: 1.1248 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.3508 loss: 0.3508 2022/08/05 16:27:57 - mmengine - INFO - Epoch(train) [100][160/161] lr: 1.2590e-01 eta: 1:54:33 time: 0.2880 data_time: 0.0344 memory: 9707 grad_norm: 1.1382 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.2737 loss: 0.2737 2022/08/05 16:27:58 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_gym_keypoint_20220805_150313 2022/08/05 16:27:58 - mmengine - INFO - Epoch(train) [100][161/161] lr: 1.2589e-01 eta: 1:54:33 time: 0.2775 data_time: 0.0356 memory: 652 grad_norm: 1.3013 top1_acc: 0.0000 top5_acc: 0.0000 loss_cls: 0.4547 loss: 0.4547 2022/08/05 16:27:58 - mmengine - INFO - Saving checkpoint at 100 epochs 2022/08/05 16:28:04 - mmengine - INFO - Epoch(val) [100][20/67] eta: 0:00:12 time: 0.2754 data_time: 0.1302 memory: 1868 2022/08/05 16:28:08 - mmengine - INFO - Epoch(val) [100][40/67] eta: 0:00:05 time: 0.1959 data_time: 0.0554 memory: 1868 2022/08/05 16:28:12 - mmengine - INFO - Epoch(val) [100][60/67] eta: 0:00:01 time: 0.1792 data_time: 0.0461 memory: 1868 2022/08/05 16:28:14 - mmengine - INFO - Epoch(val) [100][67/67] acc/top1: 0.8438 acc/top5: 0.9877 acc/mean1: 0.7612 2022/08/05 16:28:14 - mmengine - INFO - The previous best checkpoint /mnt/lustre/daiwenxun/X/mmaction2/work_dirs/slowonly_r50_u48_240e_8xb16_gym_keypoint/best_acc/top1_epoch_81.pth is removed 2022/08/05 16:28:15 - mmengine - INFO - The best checkpoint with 0.8438 acc/top1 at 101 epoch is saved to best_acc/top1_epoch_101.pth. 2022/08/05 16:28:21 - mmengine - INFO - Epoch(train) [101][20/161] lr: 1.2573e-01 eta: 1:54:27 time: 0.3314 data_time: 0.0737 memory: 9707 grad_norm: 1.1860 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.4286 loss: 0.4286 2022/08/05 16:28:27 - mmengine - INFO - Epoch(train) [101][40/161] lr: 1.2558e-01 eta: 1:54:21 time: 0.2944 data_time: 0.0384 memory: 9707 grad_norm: 1.0418 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.3099 loss: 0.3099 2022/08/05 16:28:33 - mmengine - INFO - Epoch(train) [101][60/161] lr: 1.2542e-01 eta: 1:54:15 time: 0.3083 data_time: 0.0422 memory: 9707 grad_norm: 1.1272 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.3732 loss: 0.3732 2022/08/05 16:28:39 - mmengine - INFO - Epoch(train) [101][80/161] lr: 1.2526e-01 eta: 1:54:09 time: 0.2948 data_time: 0.0391 memory: 9707 grad_norm: 1.1201 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.3091 loss: 0.3091 2022/08/05 16:28:45 - mmengine - INFO - Epoch(train) [101][100/161] lr: 1.2510e-01 eta: 1:54:02 time: 0.2963 data_time: 0.0405 memory: 9707 grad_norm: 1.0106 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.3507 loss: 0.3507 2022/08/05 16:28:51 - mmengine - INFO - Epoch(train) [101][120/161] lr: 1.2495e-01 eta: 1:53:56 time: 0.2975 data_time: 0.0365 memory: 9707 grad_norm: 1.0898 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.2854 loss: 0.2854 2022/08/05 16:28:57 - mmengine - INFO - Epoch(train) [101][140/161] lr: 1.2479e-01 eta: 1:53:50 time: 0.3083 data_time: 0.0415 memory: 9707 grad_norm: 1.0321 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.3639 loss: 0.3639 2022/08/05 16:29:03 - mmengine - INFO - Epoch(train) [101][160/161] lr: 1.2463e-01 eta: 1:53:43 time: 0.2915 data_time: 0.0348 memory: 9707 grad_norm: 1.0912 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.3125 loss: 0.3125 2022/08/05 16:29:03 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_gym_keypoint_20220805_150313 2022/08/05 16:29:03 - mmengine - INFO - Epoch(train) [101][161/161] lr: 1.2462e-01 eta: 1:53:43 time: 0.2822 data_time: 0.0358 memory: 652 grad_norm: 1.2612 top1_acc: 0.0000 top5_acc: 0.0000 loss_cls: 0.5459 loss: 0.5459 2022/08/05 16:29:10 - mmengine - INFO - Epoch(train) [102][20/161] lr: 1.2447e-01 eta: 1:53:38 time: 0.3477 data_time: 0.0816 memory: 9707 grad_norm: 1.1258 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.3005 loss: 0.3005 2022/08/05 16:29:16 - mmengine - INFO - Epoch(train) [102][40/161] lr: 1.2431e-01 eta: 1:53:32 time: 0.3073 data_time: 0.0405 memory: 9707 grad_norm: 1.0671 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.3411 loss: 0.3411 2022/08/05 16:29:22 - mmengine - INFO - Epoch(train) [102][60/161] lr: 1.2415e-01 eta: 1:53:26 time: 0.2993 data_time: 0.0413 memory: 9707 grad_norm: 1.1429 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.3626 loss: 0.3626 2022/08/05 16:29:28 - mmengine - INFO - Epoch(train) [102][80/161] lr: 1.2399e-01 eta: 1:53:19 time: 0.2942 data_time: 0.0374 memory: 9707 grad_norm: 1.1320 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.3306 loss: 0.3306 2022/08/05 16:29:34 - mmengine - INFO - Epoch(train) [102][100/161] lr: 1.2383e-01 eta: 1:53:13 time: 0.3090 data_time: 0.0386 memory: 9707 grad_norm: 1.1798 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.3469 loss: 0.3469 2022/08/05 16:29:40 - mmengine - INFO - Epoch(train) [102][120/161] lr: 1.2368e-01 eta: 1:53:07 time: 0.2939 data_time: 0.0379 memory: 9707 grad_norm: 1.1212 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.3869 loss: 0.3869 2022/08/05 16:29:46 - mmengine - INFO - Epoch(train) [102][140/161] lr: 1.2352e-01 eta: 1:53:00 time: 0.2973 data_time: 0.0395 memory: 9707 grad_norm: 1.2191 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.3896 loss: 0.3896 2022/08/05 16:29:52 - mmengine - INFO - Epoch(train) [102][160/161] lr: 1.2336e-01 eta: 1:52:54 time: 0.2902 data_time: 0.0384 memory: 9707 grad_norm: 1.1339 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.3401 loss: 0.3401 2022/08/05 16:29:52 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_gym_keypoint_20220805_150313 2022/08/05 16:29:52 - mmengine - INFO - Epoch(train) [102][161/161] lr: 1.2335e-01 eta: 1:52:54 time: 0.2824 data_time: 0.0407 memory: 652 grad_norm: 1.3047 top1_acc: 0.0000 top5_acc: 0.0000 loss_cls: 0.5632 loss: 0.5632 2022/08/05 16:29:59 - mmengine - INFO - Epoch(train) [103][20/161] lr: 1.2319e-01 eta: 1:52:49 time: 0.3562 data_time: 0.0904 memory: 9707 grad_norm: 1.1938 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.4448 loss: 0.4448 2022/08/05 16:30:05 - mmengine - INFO - Epoch(train) [103][40/161] lr: 1.2304e-01 eta: 1:52:42 time: 0.2930 data_time: 0.0365 memory: 9707 grad_norm: 1.0717 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.2442 loss: 0.2442 2022/08/05 16:30:11 - mmengine - INFO - Epoch(train) [103][60/161] lr: 1.2288e-01 eta: 1:52:36 time: 0.2961 data_time: 0.0388 memory: 9707 grad_norm: 1.1348 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.2777 loss: 0.2777 2022/08/05 16:30:17 - mmengine - INFO - Epoch(train) [103][80/161] lr: 1.2272e-01 eta: 1:52:30 time: 0.3025 data_time: 0.0401 memory: 9707 grad_norm: 1.1344 top1_acc: 0.8750 top5_acc: 0.9375 loss_cls: 0.4248 loss: 0.4248 2022/08/05 16:30:23 - mmengine - INFO - Epoch(train) [103][100/161] lr: 1.2256e-01 eta: 1:52:23 time: 0.2979 data_time: 0.0416 memory: 9707 grad_norm: 1.1866 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.3760 loss: 0.3760 2022/08/05 16:30:29 - mmengine - INFO - Epoch(train) [103][120/161] lr: 1.2240e-01 eta: 1:52:17 time: 0.2964 data_time: 0.0364 memory: 9707 grad_norm: 1.1207 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.3370 loss: 0.3370 2022/08/05 16:30:35 - mmengine - INFO - Epoch(train) [103][140/161] lr: 1.2224e-01 eta: 1:52:11 time: 0.3006 data_time: 0.0397 memory: 9707 grad_norm: 1.0352 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.2716 loss: 0.2716 2022/08/05 16:30:41 - mmengine - INFO - Epoch(train) [103][160/161] lr: 1.2209e-01 eta: 1:52:04 time: 0.2859 data_time: 0.0349 memory: 9707 grad_norm: 1.0253 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.3506 loss: 0.3506 2022/08/05 16:30:41 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_gym_keypoint_20220805_150313 2022/08/05 16:30:41 - mmengine - INFO - Epoch(train) [103][161/161] lr: 1.2208e-01 eta: 1:52:04 time: 0.2766 data_time: 0.0356 memory: 652 grad_norm: 1.1593 top1_acc: 0.0000 top5_acc: 0.0000 loss_cls: 0.5300 loss: 0.5300 2022/08/05 16:30:48 - mmengine - INFO - Epoch(train) [104][20/161] lr: 1.2192e-01 eta: 1:51:59 time: 0.3466 data_time: 0.0755 memory: 9707 grad_norm: 1.1342 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.4057 loss: 0.4057 2022/08/05 16:30:54 - mmengine - INFO - Epoch(train) [104][40/161] lr: 1.2176e-01 eta: 1:51:52 time: 0.3057 data_time: 0.0385 memory: 9707 grad_norm: 1.0164 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.3067 loss: 0.3067 2022/08/05 16:31:00 - mmengine - INFO - Epoch(train) [104][60/161] lr: 1.2160e-01 eta: 1:51:46 time: 0.2947 data_time: 0.0386 memory: 9707 grad_norm: 1.0780 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.2914 loss: 0.2914 2022/08/05 16:31:06 - mmengine - INFO - Epoch(train) [104][80/161] lr: 1.2144e-01 eta: 1:51:40 time: 0.2961 data_time: 0.0380 memory: 9707 grad_norm: 1.1101 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.3209 loss: 0.3209 2022/08/05 16:31:12 - mmengine - INFO - Epoch(train) [104][100/161] lr: 1.2128e-01 eta: 1:51:33 time: 0.2966 data_time: 0.0401 memory: 9707 grad_norm: 1.1160 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.2827 loss: 0.2827 2022/08/05 16:31:18 - mmengine - INFO - Epoch(train) [104][120/161] lr: 1.2113e-01 eta: 1:51:27 time: 0.3053 data_time: 0.0387 memory: 9707 grad_norm: 1.0693 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.3210 loss: 0.3210 2022/08/05 16:31:24 - mmengine - INFO - Epoch(train) [104][140/161] lr: 1.2097e-01 eta: 1:51:21 time: 0.2985 data_time: 0.0412 memory: 9707 grad_norm: 1.2503 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.3408 loss: 0.3408 2022/08/05 16:31:30 - mmengine - INFO - Epoch(train) [104][160/161] lr: 1.2081e-01 eta: 1:51:15 time: 0.2871 data_time: 0.0345 memory: 9707 grad_norm: 1.1599 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.4057 loss: 0.4057 2022/08/05 16:31:30 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_gym_keypoint_20220805_150313 2022/08/05 16:31:30 - mmengine - INFO - Epoch(train) [104][161/161] lr: 1.2080e-01 eta: 1:51:15 time: 0.2781 data_time: 0.0356 memory: 652 grad_norm: 1.3158 top1_acc: 0.0000 top5_acc: 0.0000 loss_cls: 0.6407 loss: 0.6407 2022/08/05 16:31:37 - mmengine - INFO - Epoch(train) [105][20/161] lr: 1.2064e-01 eta: 1:51:09 time: 0.3500 data_time: 0.0780 memory: 9707 grad_norm: 1.1111 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.3121 loss: 0.3121 2022/08/05 16:31:43 - mmengine - INFO - Epoch(train) [105][40/161] lr: 1.2048e-01 eta: 1:51:03 time: 0.3038 data_time: 0.0369 memory: 9707 grad_norm: 1.0892 top1_acc: 0.8750 top5_acc: 0.9375 loss_cls: 0.3658 loss: 0.3658 2022/08/05 16:31:49 - mmengine - INFO - Epoch(train) [105][60/161] lr: 1.2032e-01 eta: 1:50:56 time: 0.2973 data_time: 0.0361 memory: 9707 grad_norm: 1.0465 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.2576 loss: 0.2576 2022/08/05 16:31:55 - mmengine - INFO - Epoch(train) [105][80/161] lr: 1.2016e-01 eta: 1:50:50 time: 0.2981 data_time: 0.0390 memory: 9707 grad_norm: 1.0449 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.3138 loss: 0.3138 2022/08/05 16:32:01 - mmengine - INFO - Epoch(train) [105][100/161] lr: 1.2000e-01 eta: 1:50:44 time: 0.2961 data_time: 0.0406 memory: 9707 grad_norm: 1.0970 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.2808 loss: 0.2808 2022/08/05 16:32:07 - mmengine - INFO - Epoch(train) [105][120/161] lr: 1.1984e-01 eta: 1:50:38 time: 0.3041 data_time: 0.0384 memory: 9707 grad_norm: 1.1128 top1_acc: 0.7500 top5_acc: 1.0000 loss_cls: 0.2926 loss: 0.2926 2022/08/05 16:32:13 - mmengine - INFO - Epoch(train) [105][140/161] lr: 1.1968e-01 eta: 1:50:32 time: 0.3041 data_time: 0.0413 memory: 9707 grad_norm: 1.0963 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.3640 loss: 0.3640 2022/08/05 16:32:19 - mmengine - INFO - Epoch(train) [105][160/161] lr: 1.1952e-01 eta: 1:50:25 time: 0.2882 data_time: 0.0359 memory: 9707 grad_norm: 1.0835 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.3337 loss: 0.3337 2022/08/05 16:32:19 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_gym_keypoint_20220805_150313 2022/08/05 16:32:19 - mmengine - INFO - Epoch(train) [105][161/161] lr: 1.1952e-01 eta: 1:50:25 time: 0.2785 data_time: 0.0365 memory: 652 grad_norm: 1.2292 top1_acc: 0.0000 top5_acc: 0.0000 loss_cls: 0.5197 loss: 0.5197 2022/08/05 16:32:26 - mmengine - INFO - Epoch(train) [106][20/161] lr: 1.1936e-01 eta: 1:50:20 time: 0.3507 data_time: 0.0772 memory: 9707 grad_norm: 1.1149 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.3137 loss: 0.3137 2022/08/05 16:32:32 - mmengine - INFO - Epoch(train) [106][40/161] lr: 1.1920e-01 eta: 1:50:13 time: 0.2942 data_time: 0.0361 memory: 9707 grad_norm: 1.1012 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.2798 loss: 0.2798 2022/08/05 16:32:38 - mmengine - INFO - Epoch(train) [106][60/161] lr: 1.1904e-01 eta: 1:50:07 time: 0.3102 data_time: 0.0384 memory: 9707 grad_norm: 1.1524 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.3047 loss: 0.3047 2022/08/05 16:32:44 - mmengine - INFO - Epoch(train) [106][80/161] lr: 1.1888e-01 eta: 1:50:01 time: 0.3008 data_time: 0.0429 memory: 9707 grad_norm: 1.0833 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.2853 loss: 0.2853 2022/08/05 16:32:48 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_gym_keypoint_20220805_150313 2022/08/05 16:32:50 - mmengine - INFO - Epoch(train) [106][100/161] lr: 1.1872e-01 eta: 1:49:55 time: 0.2959 data_time: 0.0406 memory: 9707 grad_norm: 1.0900 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.2386 loss: 0.2386 2022/08/05 16:32:56 - mmengine - INFO - Epoch(train) [106][120/161] lr: 1.1856e-01 eta: 1:49:48 time: 0.3028 data_time: 0.0398 memory: 9707 grad_norm: 1.1579 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.3066 loss: 0.3066 2022/08/05 16:33:02 - mmengine - INFO - Epoch(train) [106][140/161] lr: 1.1840e-01 eta: 1:49:42 time: 0.2986 data_time: 0.0403 memory: 9707 grad_norm: 1.1518 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.3640 loss: 0.3640 2022/08/05 16:33:07 - mmengine - INFO - Epoch(train) [106][160/161] lr: 1.1824e-01 eta: 1:49:36 time: 0.2891 data_time: 0.0390 memory: 9707 grad_norm: 1.1542 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.2727 loss: 0.2727 2022/08/05 16:33:08 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_gym_keypoint_20220805_150313 2022/08/05 16:33:08 - mmengine - INFO - Epoch(train) [106][161/161] lr: 1.1823e-01 eta: 1:49:36 time: 0.2795 data_time: 0.0402 memory: 652 grad_norm: 1.3470 top1_acc: 0.0000 top5_acc: 1.0000 loss_cls: 0.3901 loss: 0.3901 2022/08/05 16:33:15 - mmengine - INFO - Epoch(train) [107][20/161] lr: 1.1807e-01 eta: 1:49:30 time: 0.3574 data_time: 0.0749 memory: 9707 grad_norm: 1.1836 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.4192 loss: 0.4192 2022/08/05 16:33:21 - mmengine - INFO - Epoch(train) [107][40/161] lr: 1.1791e-01 eta: 1:49:24 time: 0.2981 data_time: 0.0379 memory: 9707 grad_norm: 1.0850 top1_acc: 0.7500 top5_acc: 1.0000 loss_cls: 0.3125 loss: 0.3125 2022/08/05 16:33:27 - mmengine - INFO - Epoch(train) [107][60/161] lr: 1.1775e-01 eta: 1:49:18 time: 0.2966 data_time: 0.0400 memory: 9707 grad_norm: 1.0933 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.2942 loss: 0.2942 2022/08/05 16:33:33 - mmengine - INFO - Epoch(train) [107][80/161] lr: 1.1759e-01 eta: 1:49:11 time: 0.2989 data_time: 0.0387 memory: 9707 grad_norm: 1.1126 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.2687 loss: 0.2687 2022/08/05 16:33:39 - mmengine - INFO - Epoch(train) [107][100/161] lr: 1.1743e-01 eta: 1:49:05 time: 0.2945 data_time: 0.0375 memory: 9707 grad_norm: 1.1398 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.3271 loss: 0.3271 2022/08/05 16:33:44 - mmengine - INFO - Epoch(train) [107][120/161] lr: 1.1727e-01 eta: 1:48:59 time: 0.2948 data_time: 0.0352 memory: 9707 grad_norm: 1.1979 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.2949 loss: 0.2949 2022/08/05 16:33:50 - mmengine - INFO - Epoch(train) [107][140/161] lr: 1.1711e-01 eta: 1:48:52 time: 0.2969 data_time: 0.0407 memory: 9707 grad_norm: 1.1226 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.3143 loss: 0.3143 2022/08/05 16:33:56 - mmengine - INFO - Epoch(train) [107][160/161] lr: 1.1695e-01 eta: 1:48:46 time: 0.2944 data_time: 0.0347 memory: 9707 grad_norm: 1.0245 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.2783 loss: 0.2783 2022/08/05 16:33:56 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_gym_keypoint_20220805_150313 2022/08/05 16:33:56 - mmengine - INFO - Epoch(train) [107][161/161] lr: 1.1694e-01 eta: 1:48:46 time: 0.2857 data_time: 0.0368 memory: 652 grad_norm: 1.2709 top1_acc: 0.0000 top5_acc: 0.0000 loss_cls: 0.5766 loss: 0.5766 2022/08/05 16:34:03 - mmengine - INFO - Epoch(train) [108][20/161] lr: 1.1678e-01 eta: 1:48:41 time: 0.3521 data_time: 0.0863 memory: 9707 grad_norm: 1.2095 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.3781 loss: 0.3781 2022/08/05 16:34:09 - mmengine - INFO - Epoch(train) [108][40/161] lr: 1.1662e-01 eta: 1:48:34 time: 0.2946 data_time: 0.0381 memory: 9707 grad_norm: 1.0347 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.3616 loss: 0.3616 2022/08/05 16:34:15 - mmengine - INFO - Epoch(train) [108][60/161] lr: 1.1646e-01 eta: 1:48:28 time: 0.3014 data_time: 0.0399 memory: 9707 grad_norm: 1.0369 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.3753 loss: 0.3753 2022/08/05 16:34:21 - mmengine - INFO - Epoch(train) [108][80/161] lr: 1.1630e-01 eta: 1:48:22 time: 0.2965 data_time: 0.0381 memory: 9707 grad_norm: 1.1085 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.3363 loss: 0.3363 2022/08/05 16:34:27 - mmengine - INFO - Epoch(train) [108][100/161] lr: 1.1614e-01 eta: 1:48:15 time: 0.2971 data_time: 0.0423 memory: 9707 grad_norm: 1.0776 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.2950 loss: 0.2950 2022/08/05 16:34:33 - mmengine - INFO - Epoch(train) [108][120/161] lr: 1.1598e-01 eta: 1:48:09 time: 0.3009 data_time: 0.0349 memory: 9707 grad_norm: 1.0386 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.2307 loss: 0.2307 2022/08/05 16:34:39 - mmengine - INFO - Epoch(train) [108][140/161] lr: 1.1582e-01 eta: 1:48:03 time: 0.2957 data_time: 0.0397 memory: 9707 grad_norm: 1.1007 top1_acc: 0.8750 top5_acc: 0.9375 loss_cls: 0.2920 loss: 0.2920 2022/08/05 16:34:45 - mmengine - INFO - Epoch(train) [108][160/161] lr: 1.1566e-01 eta: 1:47:56 time: 0.2858 data_time: 0.0347 memory: 9707 grad_norm: 1.0950 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.2733 loss: 0.2733 2022/08/05 16:34:45 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_gym_keypoint_20220805_150313 2022/08/05 16:34:45 - mmengine - INFO - Epoch(train) [108][161/161] lr: 1.1565e-01 eta: 1:47:56 time: 0.2775 data_time: 0.0370 memory: 652 grad_norm: 1.2402 top1_acc: 0.0000 top5_acc: 0.0000 loss_cls: 0.5204 loss: 0.5204 2022/08/05 16:34:52 - mmengine - INFO - Epoch(train) [109][20/161] lr: 1.1549e-01 eta: 1:47:51 time: 0.3553 data_time: 0.0859 memory: 9707 grad_norm: 1.1674 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.2887 loss: 0.2887 2022/08/05 16:34:58 - mmengine - INFO - Epoch(train) [109][40/161] lr: 1.1533e-01 eta: 1:47:45 time: 0.2966 data_time: 0.0362 memory: 9707 grad_norm: 1.1890 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.3369 loss: 0.3369 2022/08/05 16:35:04 - mmengine - INFO - Epoch(train) [109][60/161] lr: 1.1517e-01 eta: 1:47:38 time: 0.2977 data_time: 0.0398 memory: 9707 grad_norm: 1.0869 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.3405 loss: 0.3405 2022/08/05 16:35:10 - mmengine - INFO - Epoch(train) [109][80/161] lr: 1.1501e-01 eta: 1:47:32 time: 0.2968 data_time: 0.0382 memory: 9707 grad_norm: 1.0225 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.2993 loss: 0.2993 2022/08/05 16:35:16 - mmengine - INFO - Epoch(train) [109][100/161] lr: 1.1485e-01 eta: 1:47:26 time: 0.3017 data_time: 0.0410 memory: 9707 grad_norm: 1.0553 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.3303 loss: 0.3303 2022/08/05 16:35:22 - mmengine - INFO - Epoch(train) [109][120/161] lr: 1.1469e-01 eta: 1:47:19 time: 0.2948 data_time: 0.0366 memory: 9707 grad_norm: 1.0634 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.2675 loss: 0.2675 2022/08/05 16:35:28 - mmengine - INFO - Epoch(train) [109][140/161] lr: 1.1453e-01 eta: 1:47:13 time: 0.2982 data_time: 0.0407 memory: 9707 grad_norm: 1.0692 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.3220 loss: 0.3220 2022/08/05 16:35:34 - mmengine - INFO - Epoch(train) [109][160/161] lr: 1.1437e-01 eta: 1:47:07 time: 0.2901 data_time: 0.0380 memory: 9707 grad_norm: 1.1040 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.3373 loss: 0.3373 2022/08/05 16:35:34 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_gym_keypoint_20220805_150313 2022/08/05 16:35:34 - mmengine - INFO - Epoch(train) [109][161/161] lr: 1.1436e-01 eta: 1:47:07 time: 0.2800 data_time: 0.0385 memory: 652 grad_norm: 1.2807 top1_acc: 0.0000 top5_acc: 0.0000 loss_cls: 0.5370 loss: 0.5370 2022/08/05 16:35:41 - mmengine - INFO - Epoch(train) [110][20/161] lr: 1.1420e-01 eta: 1:47:01 time: 0.3548 data_time: 0.0725 memory: 9707 grad_norm: 1.1907 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.2380 loss: 0.2380 2022/08/05 16:35:47 - mmengine - INFO - Epoch(train) [110][40/161] lr: 1.1404e-01 eta: 1:46:55 time: 0.2964 data_time: 0.0345 memory: 9707 grad_norm: 1.1585 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.2992 loss: 0.2992 2022/08/05 16:35:53 - mmengine - INFO - Epoch(train) [110][60/161] lr: 1.1387e-01 eta: 1:46:49 time: 0.3000 data_time: 0.0395 memory: 9707 grad_norm: 1.1076 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.2528 loss: 0.2528 2022/08/05 16:35:59 - mmengine - INFO - Epoch(train) [110][80/161] lr: 1.1371e-01 eta: 1:46:42 time: 0.2978 data_time: 0.0395 memory: 9707 grad_norm: 1.1249 top1_acc: 0.9375 top5_acc: 0.9375 loss_cls: 0.2687 loss: 0.2687 2022/08/05 16:36:05 - mmengine - INFO - Epoch(train) [110][100/161] lr: 1.1355e-01 eta: 1:46:36 time: 0.3029 data_time: 0.0400 memory: 9707 grad_norm: 1.1443 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.3172 loss: 0.3172 2022/08/05 16:36:11 - mmengine - INFO - Epoch(train) [110][120/161] lr: 1.1339e-01 eta: 1:46:30 time: 0.2981 data_time: 0.0413 memory: 9707 grad_norm: 1.1366 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.2647 loss: 0.2647 2022/08/05 16:36:17 - mmengine - INFO - Epoch(train) [110][140/161] lr: 1.1323e-01 eta: 1:46:24 time: 0.3048 data_time: 0.0451 memory: 9707 grad_norm: 1.0473 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.2600 loss: 0.2600 2022/08/05 16:36:23 - mmengine - INFO - Epoch(train) [110][160/161] lr: 1.1307e-01 eta: 1:46:18 time: 0.3011 data_time: 0.0409 memory: 9707 grad_norm: 1.0005 top1_acc: 0.7500 top5_acc: 1.0000 loss_cls: 0.2594 loss: 0.2594 2022/08/05 16:36:23 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_gym_keypoint_20220805_150313 2022/08/05 16:36:23 - mmengine - INFO - Epoch(train) [110][161/161] lr: 1.1306e-01 eta: 1:46:18 time: 0.2928 data_time: 0.0431 memory: 652 grad_norm: 1.1752 top1_acc: 0.0000 top5_acc: 0.0000 loss_cls: 0.5125 loss: 0.5125 2022/08/05 16:36:23 - mmengine - INFO - Saving checkpoint at 110 epochs 2022/08/05 16:36:30 - mmengine - INFO - Epoch(val) [110][20/67] eta: 0:00:13 time: 0.2829 data_time: 0.1361 memory: 1868 2022/08/05 16:36:34 - mmengine - INFO - Epoch(val) [110][40/67] eta: 0:00:05 time: 0.1969 data_time: 0.0536 memory: 1868 2022/08/05 16:36:37 - mmengine - INFO - Epoch(val) [110][60/67] eta: 0:00:01 time: 0.1821 data_time: 0.0466 memory: 1868 2022/08/05 16:36:39 - mmengine - INFO - Epoch(val) [110][67/67] acc/top1: 0.8470 acc/top5: 0.9872 acc/mean1: 0.7591 2022/08/05 16:36:39 - mmengine - INFO - The previous best checkpoint /mnt/lustre/daiwenxun/X/mmaction2/work_dirs/slowonly_r50_u48_240e_8xb16_gym_keypoint/best_acc/top1_epoch_101.pth is removed 2022/08/05 16:36:40 - mmengine - INFO - The best checkpoint with 0.8470 acc/top1 at 111 epoch is saved to best_acc/top1_epoch_111.pth. 2022/08/05 16:36:46 - mmengine - INFO - Epoch(train) [111][20/161] lr: 1.1290e-01 eta: 1:46:12 time: 0.3282 data_time: 0.0676 memory: 9707 grad_norm: 1.1251 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.3813 loss: 0.3813 2022/08/05 16:36:52 - mmengine - INFO - Epoch(train) [111][40/161] lr: 1.1274e-01 eta: 1:46:05 time: 0.2948 data_time: 0.0356 memory: 9707 grad_norm: 1.0376 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.2022 loss: 0.2022 2022/08/05 16:36:58 - mmengine - INFO - Epoch(train) [111][60/161] lr: 1.1258e-01 eta: 1:45:59 time: 0.3031 data_time: 0.0424 memory: 9707 grad_norm: 1.0723 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.3626 loss: 0.3626 2022/08/05 16:37:04 - mmengine - INFO - Epoch(train) [111][80/161] lr: 1.1242e-01 eta: 1:45:53 time: 0.2969 data_time: 0.0420 memory: 9707 grad_norm: 1.0704 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.3072 loss: 0.3072 2022/08/05 16:37:10 - mmengine - INFO - Epoch(train) [111][100/161] lr: 1.1225e-01 eta: 1:45:47 time: 0.2979 data_time: 0.0389 memory: 9707 grad_norm: 1.2129 top1_acc: 0.7500 top5_acc: 1.0000 loss_cls: 0.3195 loss: 0.3195 2022/08/05 16:37:16 - mmengine - INFO - Epoch(train) [111][120/161] lr: 1.1209e-01 eta: 1:45:40 time: 0.3024 data_time: 0.0372 memory: 9707 grad_norm: 1.2121 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.3777 loss: 0.3777 2022/08/05 16:37:22 - mmengine - INFO - Epoch(train) [111][140/161] lr: 1.1193e-01 eta: 1:45:34 time: 0.2952 data_time: 0.0400 memory: 9707 grad_norm: 1.1684 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.3098 loss: 0.3098 2022/08/05 16:37:28 - mmengine - INFO - Epoch(train) [111][160/161] lr: 1.1177e-01 eta: 1:45:28 time: 0.2862 data_time: 0.0345 memory: 9707 grad_norm: 1.1078 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.2262 loss: 0.2262 2022/08/05 16:37:28 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_gym_keypoint_20220805_150313 2022/08/05 16:37:28 - mmengine - INFO - Epoch(train) [111][161/161] lr: 1.1176e-01 eta: 1:45:28 time: 0.2782 data_time: 0.0366 memory: 652 grad_norm: 1.2856 top1_acc: 0.0000 top5_acc: 0.0000 loss_cls: 0.4842 loss: 0.4842 2022/08/05 16:37:35 - mmengine - INFO - Epoch(train) [112][20/161] lr: 1.1160e-01 eta: 1:45:22 time: 0.3598 data_time: 0.0758 memory: 9707 grad_norm: 1.2033 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.3216 loss: 0.3216 2022/08/05 16:37:41 - mmengine - INFO - Epoch(train) [112][40/161] lr: 1.1144e-01 eta: 1:45:16 time: 0.2967 data_time: 0.0352 memory: 9707 grad_norm: 1.0745 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.2487 loss: 0.2487 2022/08/05 16:37:47 - mmengine - INFO - Epoch(train) [112][60/161] lr: 1.1128e-01 eta: 1:45:10 time: 0.2980 data_time: 0.0389 memory: 9707 grad_norm: 1.0193 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.2537 loss: 0.2537 2022/08/05 16:37:53 - mmengine - INFO - Epoch(train) [112][80/161] lr: 1.1112e-01 eta: 1:45:03 time: 0.2999 data_time: 0.0347 memory: 9707 grad_norm: 1.1233 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.2616 loss: 0.2616 2022/08/05 16:37:59 - mmengine - INFO - Epoch(train) [112][100/161] lr: 1.1095e-01 eta: 1:44:57 time: 0.2971 data_time: 0.0408 memory: 9707 grad_norm: 1.1145 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.2947 loss: 0.2947 2022/08/05 16:38:05 - mmengine - INFO - Epoch(train) [112][120/161] lr: 1.1079e-01 eta: 1:44:51 time: 0.2983 data_time: 0.0376 memory: 9707 grad_norm: 1.1425 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.3029 loss: 0.3029 2022/08/05 16:38:08 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_gym_keypoint_20220805_150313 2022/08/05 16:38:11 - mmengine - INFO - Epoch(train) [112][140/161] lr: 1.1063e-01 eta: 1:44:45 time: 0.2969 data_time: 0.0409 memory: 9707 grad_norm: 1.1375 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.2968 loss: 0.2968 2022/08/05 16:38:17 - mmengine - INFO - Epoch(train) [112][160/161] lr: 1.1047e-01 eta: 1:44:38 time: 0.2930 data_time: 0.0345 memory: 9707 grad_norm: 1.1110 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.2968 loss: 0.2968 2022/08/05 16:38:17 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_gym_keypoint_20220805_150313 2022/08/05 16:38:17 - mmengine - INFO - Epoch(train) [112][161/161] lr: 1.1046e-01 eta: 1:44:38 time: 0.2841 data_time: 0.0358 memory: 652 grad_norm: 1.3091 top1_acc: 0.0000 top5_acc: 0.0000 loss_cls: 0.4931 loss: 0.4931 2022/08/05 16:38:24 - mmengine - INFO - Epoch(train) [113][20/161] lr: 1.1030e-01 eta: 1:44:32 time: 0.3429 data_time: 0.0684 memory: 9707 grad_norm: 1.2265 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.3570 loss: 0.3570 2022/08/05 16:38:30 - mmengine - INFO - Epoch(train) [113][40/161] lr: 1.1014e-01 eta: 1:44:26 time: 0.3036 data_time: 0.0418 memory: 9707 grad_norm: 0.9912 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.3379 loss: 0.3379 2022/08/05 16:38:36 - mmengine - INFO - Epoch(train) [113][60/161] lr: 1.0998e-01 eta: 1:44:20 time: 0.3112 data_time: 0.0419 memory: 9707 grad_norm: 1.2138 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.2793 loss: 0.2793 2022/08/05 16:38:42 - mmengine - INFO - Epoch(train) [113][80/161] lr: 1.0981e-01 eta: 1:44:14 time: 0.2951 data_time: 0.0381 memory: 9707 grad_norm: 1.1692 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.2565 loss: 0.2565 2022/08/05 16:38:48 - mmengine - INFO - Epoch(train) [113][100/161] lr: 1.0965e-01 eta: 1:44:08 time: 0.2970 data_time: 0.0400 memory: 9707 grad_norm: 1.1022 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.2741 loss: 0.2741 2022/08/05 16:38:54 - mmengine - INFO - Epoch(train) [113][120/161] lr: 1.0949e-01 eta: 1:44:02 time: 0.3018 data_time: 0.0404 memory: 9707 grad_norm: 1.1393 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.3076 loss: 0.3076 2022/08/05 16:39:00 - mmengine - INFO - Epoch(train) [113][140/161] lr: 1.0933e-01 eta: 1:43:55 time: 0.2980 data_time: 0.0406 memory: 9707 grad_norm: 1.1596 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.2858 loss: 0.2858 2022/08/05 16:39:06 - mmengine - INFO - Epoch(train) [113][160/161] lr: 1.0917e-01 eta: 1:43:49 time: 0.2876 data_time: 0.0390 memory: 9707 grad_norm: 1.1473 top1_acc: 0.8125 top5_acc: 0.9375 loss_cls: 0.2131 loss: 0.2131 2022/08/05 16:39:06 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_gym_keypoint_20220805_150313 2022/08/05 16:39:06 - mmengine - INFO - Epoch(train) [113][161/161] lr: 1.0916e-01 eta: 1:43:49 time: 0.2780 data_time: 0.0395 memory: 652 grad_norm: 1.3200 top1_acc: 0.0000 top5_acc: 0.0000 loss_cls: 0.4485 loss: 0.4485 2022/08/05 16:39:13 - mmengine - INFO - Epoch(train) [114][20/161] lr: 1.0900e-01 eta: 1:43:43 time: 0.3585 data_time: 0.0753 memory: 9707 grad_norm: 1.1249 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.2233 loss: 0.2233 2022/08/05 16:39:19 - mmengine - INFO - Epoch(train) [114][40/161] lr: 1.0883e-01 eta: 1:43:37 time: 0.2965 data_time: 0.0413 memory: 9707 grad_norm: 1.0416 top1_acc: 0.7500 top5_acc: 1.0000 loss_cls: 0.2608 loss: 0.2608 2022/08/05 16:39:25 - mmengine - INFO - Epoch(train) [114][60/161] lr: 1.0867e-01 eta: 1:43:31 time: 0.2946 data_time: 0.0376 memory: 9707 grad_norm: 1.3034 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.3532 loss: 0.3532 2022/08/05 16:39:31 - mmengine - INFO - Epoch(train) [114][80/161] lr: 1.0851e-01 eta: 1:43:24 time: 0.2964 data_time: 0.0377 memory: 9707 grad_norm: 1.1335 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.3057 loss: 0.3057 2022/08/05 16:39:37 - mmengine - INFO - Epoch(train) [114][100/161] lr: 1.0835e-01 eta: 1:43:18 time: 0.3020 data_time: 0.0370 memory: 9707 grad_norm: 1.1600 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.3271 loss: 0.3271 2022/08/05 16:39:43 - mmengine - INFO - Epoch(train) [114][120/161] lr: 1.0819e-01 eta: 1:43:12 time: 0.3006 data_time: 0.0436 memory: 9707 grad_norm: 1.1897 top1_acc: 0.7500 top5_acc: 0.9375 loss_cls: 0.3253 loss: 0.3253 2022/08/05 16:39:49 - mmengine - INFO - Epoch(train) [114][140/161] lr: 1.0802e-01 eta: 1:43:06 time: 0.2992 data_time: 0.0429 memory: 9707 grad_norm: 1.1875 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.2821 loss: 0.2821 2022/08/05 16:39:55 - mmengine - INFO - Epoch(train) [114][160/161] lr: 1.0786e-01 eta: 1:43:00 time: 0.2948 data_time: 0.0407 memory: 9707 grad_norm: 1.1157 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.3084 loss: 0.3084 2022/08/05 16:39:55 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_gym_keypoint_20220805_150313 2022/08/05 16:39:55 - mmengine - INFO - Epoch(train) [114][161/161] lr: 1.0785e-01 eta: 1:43:00 time: 0.2858 data_time: 0.0424 memory: 652 grad_norm: 1.3120 top1_acc: 0.0000 top5_acc: 0.0000 loss_cls: 0.5767 loss: 0.5767 2022/08/05 16:40:02 - mmengine - INFO - Epoch(train) [115][20/161] lr: 1.0769e-01 eta: 1:42:54 time: 0.3596 data_time: 0.0724 memory: 9707 grad_norm: 1.1710 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.3610 loss: 0.3610 2022/08/05 16:40:08 - mmengine - INFO - Epoch(train) [115][40/161] lr: 1.0753e-01 eta: 1:42:48 time: 0.3003 data_time: 0.0375 memory: 9707 grad_norm: 1.0613 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.2811 loss: 0.2811 2022/08/05 16:40:14 - mmengine - INFO - Epoch(train) [115][60/161] lr: 1.0737e-01 eta: 1:42:42 time: 0.3084 data_time: 0.0443 memory: 9707 grad_norm: 1.2135 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.3049 loss: 0.3049 2022/08/05 16:40:20 - mmengine - INFO - Epoch(train) [115][80/161] lr: 1.0721e-01 eta: 1:42:36 time: 0.3042 data_time: 0.0457 memory: 9707 grad_norm: 1.0520 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.2530 loss: 0.2530 2022/08/05 16:40:26 - mmengine - INFO - Epoch(train) [115][100/161] lr: 1.0704e-01 eta: 1:42:30 time: 0.3020 data_time: 0.0454 memory: 9707 grad_norm: 1.0391 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.3192 loss: 0.3192 2022/08/05 16:40:32 - mmengine - INFO - Epoch(train) [115][120/161] lr: 1.0688e-01 eta: 1:42:23 time: 0.3002 data_time: 0.0407 memory: 9707 grad_norm: 1.1889 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.2374 loss: 0.2374 2022/08/05 16:40:38 - mmengine - INFO - Epoch(train) [115][140/161] lr: 1.0672e-01 eta: 1:42:17 time: 0.3024 data_time: 0.0446 memory: 9707 grad_norm: 1.0492 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.2711 loss: 0.2711 2022/08/05 16:40:44 - mmengine - INFO - Epoch(train) [115][160/161] lr: 1.0656e-01 eta: 1:42:11 time: 0.2901 data_time: 0.0375 memory: 9707 grad_norm: 1.0687 top1_acc: 0.7500 top5_acc: 1.0000 loss_cls: 0.2700 loss: 0.2700 2022/08/05 16:40:44 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_gym_keypoint_20220805_150313 2022/08/05 16:40:44 - mmengine - INFO - Epoch(train) [115][161/161] lr: 1.0655e-01 eta: 1:42:11 time: 0.2811 data_time: 0.0385 memory: 652 grad_norm: 1.2204 top1_acc: 0.0000 top5_acc: 0.0000 loss_cls: 0.5408 loss: 0.5408 2022/08/05 16:40:52 - mmengine - INFO - Epoch(train) [116][20/161] lr: 1.0639e-01 eta: 1:42:05 time: 0.3596 data_time: 0.0785 memory: 9707 grad_norm: 1.0913 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.2995 loss: 0.2995 2022/08/05 16:40:58 - mmengine - INFO - Epoch(train) [116][40/161] lr: 1.0622e-01 eta: 1:41:59 time: 0.2989 data_time: 0.0439 memory: 9707 grad_norm: 1.0919 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.3431 loss: 0.3431 2022/08/05 16:41:04 - mmengine - INFO - Epoch(train) [116][60/161] lr: 1.0606e-01 eta: 1:41:53 time: 0.3014 data_time: 0.0396 memory: 9707 grad_norm: 1.1070 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.2769 loss: 0.2769 2022/08/05 16:41:10 - mmengine - INFO - Epoch(train) [116][80/161] lr: 1.0590e-01 eta: 1:41:47 time: 0.2983 data_time: 0.0401 memory: 9707 grad_norm: 1.1686 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.3232 loss: 0.3232 2022/08/05 16:41:16 - mmengine - INFO - Epoch(train) [116][100/161] lr: 1.0574e-01 eta: 1:41:41 time: 0.3024 data_time: 0.0439 memory: 9707 grad_norm: 1.1618 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.3006 loss: 0.3006 2022/08/05 16:41:22 - mmengine - INFO - Epoch(train) [116][120/161] lr: 1.0557e-01 eta: 1:41:34 time: 0.2982 data_time: 0.0382 memory: 9707 grad_norm: 1.0846 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.2483 loss: 0.2483 2022/08/05 16:41:28 - mmengine - INFO - Epoch(train) [116][140/161] lr: 1.0541e-01 eta: 1:41:28 time: 0.3017 data_time: 0.0454 memory: 9707 grad_norm: 1.0192 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.1961 loss: 0.1961 2022/08/05 16:41:33 - mmengine - INFO - Epoch(train) [116][160/161] lr: 1.0525e-01 eta: 1:41:22 time: 0.2919 data_time: 0.0384 memory: 9707 grad_norm: 1.1513 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.2324 loss: 0.2324 2022/08/05 16:41:34 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_gym_keypoint_20220805_150313 2022/08/05 16:41:34 - mmengine - INFO - Epoch(train) [116][161/161] lr: 1.0524e-01 eta: 1:41:22 time: 0.2824 data_time: 0.0391 memory: 652 grad_norm: 1.3665 top1_acc: 0.0000 top5_acc: 0.0000 loss_cls: 0.4426 loss: 0.4426 2022/08/05 16:41:41 - mmengine - INFO - Epoch(train) [117][20/161] lr: 1.0508e-01 eta: 1:41:16 time: 0.3643 data_time: 0.0913 memory: 9707 grad_norm: 1.2019 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.4439 loss: 0.4439 2022/08/05 16:41:47 - mmengine - INFO - Epoch(train) [117][40/161] lr: 1.0492e-01 eta: 1:41:10 time: 0.2988 data_time: 0.0397 memory: 9707 grad_norm: 1.1619 top1_acc: 0.7500 top5_acc: 0.8750 loss_cls: 0.3250 loss: 0.3250 2022/08/05 16:41:53 - mmengine - INFO - Epoch(train) [117][60/161] lr: 1.0475e-01 eta: 1:41:04 time: 0.2987 data_time: 0.0424 memory: 9707 grad_norm: 1.0534 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.2109 loss: 0.2109 2022/08/05 16:41:59 - mmengine - INFO - Epoch(train) [117][80/161] lr: 1.0459e-01 eta: 1:40:58 time: 0.3067 data_time: 0.0429 memory: 9707 grad_norm: 1.2059 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.3814 loss: 0.3814 2022/08/05 16:42:05 - mmengine - INFO - Epoch(train) [117][100/161] lr: 1.0443e-01 eta: 1:40:52 time: 0.2995 data_time: 0.0406 memory: 9707 grad_norm: 1.1167 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.3061 loss: 0.3061 2022/08/05 16:42:11 - mmengine - INFO - Epoch(train) [117][120/161] lr: 1.0427e-01 eta: 1:40:45 time: 0.3003 data_time: 0.0393 memory: 9707 grad_norm: 1.1149 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.2948 loss: 0.2948 2022/08/05 16:42:17 - mmengine - INFO - Epoch(train) [117][140/161] lr: 1.0410e-01 eta: 1:40:39 time: 0.3056 data_time: 0.0409 memory: 9707 grad_norm: 1.0726 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.2715 loss: 0.2715 2022/08/05 16:42:23 - mmengine - INFO - Epoch(train) [117][160/161] lr: 1.0394e-01 eta: 1:40:33 time: 0.2867 data_time: 0.0373 memory: 9707 grad_norm: 1.1909 top1_acc: 0.6250 top5_acc: 1.0000 loss_cls: 0.3189 loss: 0.3189 2022/08/05 16:42:23 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_gym_keypoint_20220805_150313 2022/08/05 16:42:23 - mmengine - INFO - Epoch(train) [117][161/161] lr: 1.0393e-01 eta: 1:40:33 time: 0.2776 data_time: 0.0380 memory: 652 grad_norm: 1.3413 top1_acc: 0.0000 top5_acc: 0.0000 loss_cls: 0.5158 loss: 0.5158 2022/08/05 16:42:30 - mmengine - INFO - Epoch(train) [118][20/161] lr: 1.0377e-01 eta: 1:40:27 time: 0.3574 data_time: 0.0870 memory: 9707 grad_norm: 1.1877 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.3379 loss: 0.3379 2022/08/05 16:42:36 - mmengine - INFO - Epoch(train) [118][40/161] lr: 1.0361e-01 eta: 1:40:21 time: 0.3065 data_time: 0.0389 memory: 9707 grad_norm: 1.0855 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.2944 loss: 0.2944 2022/08/05 16:42:42 - mmengine - INFO - Epoch(train) [118][60/161] lr: 1.0345e-01 eta: 1:40:15 time: 0.2969 data_time: 0.0416 memory: 9707 grad_norm: 1.0746 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.2782 loss: 0.2782 2022/08/05 16:42:48 - mmengine - INFO - Epoch(train) [118][80/161] lr: 1.0328e-01 eta: 1:40:09 time: 0.2970 data_time: 0.0415 memory: 9707 grad_norm: 1.1278 top1_acc: 0.7500 top5_acc: 1.0000 loss_cls: 0.3207 loss: 0.3207 2022/08/05 16:42:54 - mmengine - INFO - Epoch(train) [118][100/161] lr: 1.0312e-01 eta: 1:40:03 time: 0.3012 data_time: 0.0416 memory: 9707 grad_norm: 1.1824 top1_acc: 0.6875 top5_acc: 1.0000 loss_cls: 0.3942 loss: 0.3942 2022/08/05 16:43:00 - mmengine - INFO - Epoch(train) [118][120/161] lr: 1.0296e-01 eta: 1:39:56 time: 0.2953 data_time: 0.0386 memory: 9707 grad_norm: 1.1022 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.2712 loss: 0.2712 2022/08/05 16:43:06 - mmengine - INFO - Epoch(train) [118][140/161] lr: 1.0280e-01 eta: 1:39:50 time: 0.2983 data_time: 0.0391 memory: 9707 grad_norm: 1.0279 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.2709 loss: 0.2709 2022/08/05 16:43:12 - mmengine - INFO - Epoch(train) [118][160/161] lr: 1.0263e-01 eta: 1:39:44 time: 0.2868 data_time: 0.0404 memory: 9707 grad_norm: 1.1119 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.2150 loss: 0.2150 2022/08/05 16:43:12 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_gym_keypoint_20220805_150313 2022/08/05 16:43:12 - mmengine - INFO - Epoch(train) [118][161/161] lr: 1.0263e-01 eta: 1:39:44 time: 0.2780 data_time: 0.0416 memory: 652 grad_norm: 1.2487 top1_acc: 0.0000 top5_acc: 1.0000 loss_cls: 0.3718 loss: 0.3718 2022/08/05 16:43:14 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_gym_keypoint_20220805_150313 2022/08/05 16:43:19 - mmengine - INFO - Epoch(train) [119][20/161] lr: 1.0246e-01 eta: 1:39:38 time: 0.3504 data_time: 0.0726 memory: 9707 grad_norm: 1.2042 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.4032 loss: 0.4032 2022/08/05 16:43:25 - mmengine - INFO - Epoch(train) [119][40/161] lr: 1.0230e-01 eta: 1:39:32 time: 0.3048 data_time: 0.0408 memory: 9707 grad_norm: 1.1417 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.2767 loss: 0.2767 2022/08/05 16:43:31 - mmengine - INFO - Epoch(train) [119][60/161] lr: 1.0214e-01 eta: 1:39:25 time: 0.2958 data_time: 0.0381 memory: 9707 grad_norm: 1.0582 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.3110 loss: 0.3110 2022/08/05 16:43:37 - mmengine - INFO - Epoch(train) [119][80/161] lr: 1.0198e-01 eta: 1:39:19 time: 0.2980 data_time: 0.0395 memory: 9707 grad_norm: 1.0577 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.2348 loss: 0.2348 2022/08/05 16:43:43 - mmengine - INFO - Epoch(train) [119][100/161] lr: 1.0181e-01 eta: 1:39:13 time: 0.2958 data_time: 0.0421 memory: 9707 grad_norm: 1.1819 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.2657 loss: 0.2657 2022/08/05 16:43:49 - mmengine - INFO - Epoch(train) [119][120/161] lr: 1.0165e-01 eta: 1:39:07 time: 0.3041 data_time: 0.0391 memory: 9707 grad_norm: 1.0529 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.3162 loss: 0.3162 2022/08/05 16:43:55 - mmengine - INFO - Epoch(train) [119][140/161] lr: 1.0149e-01 eta: 1:39:01 time: 0.3012 data_time: 0.0410 memory: 9707 grad_norm: 1.1197 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.2729 loss: 0.2729 2022/08/05 16:44:01 - mmengine - INFO - Epoch(train) [119][160/161] lr: 1.0133e-01 eta: 1:38:54 time: 0.2876 data_time: 0.0399 memory: 9707 grad_norm: 1.1739 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.2753 loss: 0.2753 2022/08/05 16:44:01 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_gym_keypoint_20220805_150313 2022/08/05 16:44:01 - mmengine - INFO - Epoch(train) [119][161/161] lr: 1.0132e-01 eta: 1:38:54 time: 0.2779 data_time: 0.0409 memory: 652 grad_norm: 1.3025 top1_acc: 0.0000 top5_acc: 0.0000 loss_cls: 0.4316 loss: 0.4316 2022/08/05 16:44:08 - mmengine - INFO - Epoch(train) [120][20/161] lr: 1.0115e-01 eta: 1:38:49 time: 0.3545 data_time: 0.0817 memory: 9707 grad_norm: 1.2146 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.3258 loss: 0.3258 2022/08/05 16:44:14 - mmengine - INFO - Epoch(train) [120][40/161] lr: 1.0099e-01 eta: 1:38:42 time: 0.2989 data_time: 0.0389 memory: 9707 grad_norm: 0.9817 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.2657 loss: 0.2657 2022/08/05 16:44:20 - mmengine - INFO - Epoch(train) [120][60/161] lr: 1.0083e-01 eta: 1:38:36 time: 0.2976 data_time: 0.0421 memory: 9707 grad_norm: 1.1618 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.2628 loss: 0.2628 2022/08/05 16:44:26 - mmengine - INFO - Epoch(train) [120][80/161] lr: 1.0067e-01 eta: 1:38:30 time: 0.2970 data_time: 0.0384 memory: 9707 grad_norm: 1.0898 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.2554 loss: 0.2554 2022/08/05 16:44:32 - mmengine - INFO - Epoch(train) [120][100/161] lr: 1.0050e-01 eta: 1:38:24 time: 0.2956 data_time: 0.0383 memory: 9707 grad_norm: 1.1314 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.3018 loss: 0.3018 2022/08/05 16:44:38 - mmengine - INFO - Epoch(train) [120][120/161] lr: 1.0034e-01 eta: 1:38:18 time: 0.3115 data_time: 0.0414 memory: 9707 grad_norm: 1.1719 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.3082 loss: 0.3082 2022/08/05 16:44:44 - mmengine - INFO - Epoch(train) [120][140/161] lr: 1.0018e-01 eta: 1:38:11 time: 0.2987 data_time: 0.0408 memory: 9707 grad_norm: 1.2312 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.3426 loss: 0.3426 2022/08/05 16:44:50 - mmengine - INFO - Epoch(train) [120][160/161] lr: 1.0002e-01 eta: 1:38:05 time: 0.2871 data_time: 0.0356 memory: 9707 grad_norm: 1.1541 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.3467 loss: 0.3467 2022/08/05 16:44:50 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_gym_keypoint_20220805_150313 2022/08/05 16:44:50 - mmengine - INFO - Epoch(train) [120][161/161] lr: 1.0001e-01 eta: 1:38:05 time: 0.2784 data_time: 0.0372 memory: 652 grad_norm: 1.3290 top1_acc: 0.0000 top5_acc: 0.0000 loss_cls: 0.5322 loss: 0.5322 2022/08/05 16:44:50 - mmengine - INFO - Saving checkpoint at 120 epochs 2022/08/05 16:44:56 - mmengine - INFO - Epoch(val) [120][20/67] eta: 0:00:12 time: 0.2752 data_time: 0.1283 memory: 1868 2022/08/05 16:45:00 - mmengine - INFO - Epoch(val) [120][40/67] eta: 0:00:05 time: 0.1983 data_time: 0.0558 memory: 1868 2022/08/05 16:45:04 - mmengine - INFO - Epoch(val) [120][60/67] eta: 0:00:01 time: 0.1842 data_time: 0.0490 memory: 1868 2022/08/05 16:45:06 - mmengine - INFO - Epoch(val) [120][67/67] acc/top1: 0.8161 acc/top5: 0.9789 acc/mean1: 0.7544 2022/08/05 16:45:13 - mmengine - INFO - Epoch(train) [121][20/161] lr: 9.9846e-02 eta: 1:37:59 time: 0.3432 data_time: 0.0830 memory: 9707 grad_norm: 1.1897 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.3772 loss: 0.3772 2022/08/05 16:45:19 - mmengine - INFO - Epoch(train) [121][40/161] lr: 9.9683e-02 eta: 1:37:53 time: 0.2950 data_time: 0.0395 memory: 9707 grad_norm: 1.0611 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.3340 loss: 0.3340 2022/08/05 16:45:25 - mmengine - INFO - Epoch(train) [121][60/161] lr: 9.9520e-02 eta: 1:37:47 time: 0.3122 data_time: 0.0468 memory: 9707 grad_norm: 1.1008 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.2705 loss: 0.2705 2022/08/05 16:45:31 - mmengine - INFO - Epoch(train) [121][80/161] lr: 9.9358e-02 eta: 1:37:41 time: 0.2953 data_time: 0.0357 memory: 9707 grad_norm: 1.0127 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.2207 loss: 0.2207 2022/08/05 16:45:37 - mmengine - INFO - Epoch(train) [121][100/161] lr: 9.9195e-02 eta: 1:37:34 time: 0.2975 data_time: 0.0437 memory: 9707 grad_norm: 1.1608 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.2664 loss: 0.2664 2022/08/05 16:45:43 - mmengine - INFO - Epoch(train) [121][120/161] lr: 9.9032e-02 eta: 1:37:28 time: 0.2958 data_time: 0.0395 memory: 9707 grad_norm: 1.1802 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.2763 loss: 0.2763 2022/08/05 16:45:49 - mmengine - INFO - Epoch(train) [121][140/161] lr: 9.8870e-02 eta: 1:37:22 time: 0.3098 data_time: 0.0475 memory: 9707 grad_norm: 1.2184 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.2858 loss: 0.2858 2022/08/05 16:45:55 - mmengine - INFO - Epoch(train) [121][160/161] lr: 9.8707e-02 eta: 1:37:16 time: 0.2901 data_time: 0.0364 memory: 9707 grad_norm: 1.1459 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.2804 loss: 0.2804 2022/08/05 16:45:55 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_gym_keypoint_20220805_150313 2022/08/05 16:45:55 - mmengine - INFO - Epoch(train) [121][161/161] lr: 9.8699e-02 eta: 1:37:16 time: 0.2821 data_time: 0.0389 memory: 652 grad_norm: 1.3495 top1_acc: 0.0000 top5_acc: 0.0000 loss_cls: 0.5214 loss: 0.5214 2022/08/05 16:46:02 - mmengine - INFO - Epoch(train) [122][20/161] lr: 9.8537e-02 eta: 1:37:10 time: 0.3529 data_time: 0.0802 memory: 9707 grad_norm: 1.1493 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.3217 loss: 0.3217 2022/08/05 16:46:08 - mmengine - INFO - Epoch(train) [122][40/161] lr: 9.8374e-02 eta: 1:37:04 time: 0.3042 data_time: 0.0410 memory: 9707 grad_norm: 1.0803 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.2744 loss: 0.2744 2022/08/05 16:46:14 - mmengine - INFO - Epoch(train) [122][60/161] lr: 9.8211e-02 eta: 1:36:58 time: 0.3037 data_time: 0.0448 memory: 9707 grad_norm: 1.1501 top1_acc: 0.6875 top5_acc: 1.0000 loss_cls: 0.3400 loss: 0.3400 2022/08/05 16:46:20 - mmengine - INFO - Epoch(train) [122][80/161] lr: 9.8049e-02 eta: 1:36:51 time: 0.2986 data_time: 0.0392 memory: 9707 grad_norm: 1.0299 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.2435 loss: 0.2435 2022/08/05 16:46:26 - mmengine - INFO - Epoch(train) [122][100/161] lr: 9.7886e-02 eta: 1:36:45 time: 0.3055 data_time: 0.0449 memory: 9707 grad_norm: 1.2210 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.2663 loss: 0.2663 2022/08/05 16:46:32 - mmengine - INFO - Epoch(train) [122][120/161] lr: 9.7724e-02 eta: 1:36:39 time: 0.3002 data_time: 0.0413 memory: 9707 grad_norm: 1.1656 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.2939 loss: 0.2939 2022/08/05 16:46:38 - mmengine - INFO - Epoch(train) [122][140/161] lr: 9.7561e-02 eta: 1:36:33 time: 0.2996 data_time: 0.0413 memory: 9707 grad_norm: 1.0516 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.1912 loss: 0.1912 2022/08/05 16:46:45 - mmengine - INFO - Epoch(train) [122][160/161] lr: 9.7399e-02 eta: 1:36:27 time: 0.3260 data_time: 0.0426 memory: 9707 grad_norm: 1.0365 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.1814 loss: 0.1814 2022/08/05 16:46:45 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_gym_keypoint_20220805_150313 2022/08/05 16:46:45 - mmengine - INFO - Epoch(train) [122][161/161] lr: 9.7390e-02 eta: 1:36:27 time: 0.3170 data_time: 0.0439 memory: 652 grad_norm: 1.1824 top1_acc: 0.0000 top5_acc: 0.0000 loss_cls: 0.4320 loss: 0.4320 2022/08/05 16:46:52 - mmengine - INFO - Epoch(train) [123][20/161] lr: 9.7228e-02 eta: 1:36:22 time: 0.3548 data_time: 0.0886 memory: 9707 grad_norm: 1.1548 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.2444 loss: 0.2444 2022/08/05 16:46:58 - mmengine - INFO - Epoch(train) [123][40/161] lr: 9.7065e-02 eta: 1:36:15 time: 0.2954 data_time: 0.0391 memory: 9707 grad_norm: 1.1084 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.1877 loss: 0.1877 2022/08/05 16:47:04 - mmengine - INFO - Epoch(train) [123][60/161] lr: 9.6903e-02 eta: 1:36:09 time: 0.3067 data_time: 0.0433 memory: 9707 grad_norm: 1.1307 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.2342 loss: 0.2342 2022/08/05 16:47:10 - mmengine - INFO - Epoch(train) [123][80/161] lr: 9.6740e-02 eta: 1:36:03 time: 0.2974 data_time: 0.0371 memory: 9707 grad_norm: 1.0255 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.2410 loss: 0.2410 2022/08/05 16:47:16 - mmengine - INFO - Epoch(train) [123][100/161] lr: 9.6578e-02 eta: 1:35:57 time: 0.2991 data_time: 0.0417 memory: 9707 grad_norm: 1.2239 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.2414 loss: 0.2414 2022/08/05 16:47:22 - mmengine - INFO - Epoch(train) [123][120/161] lr: 9.6415e-02 eta: 1:35:51 time: 0.2943 data_time: 0.0365 memory: 9707 grad_norm: 1.1524 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.2932 loss: 0.2932 2022/08/05 16:47:28 - mmengine - INFO - Epoch(train) [123][140/161] lr: 9.6253e-02 eta: 1:35:44 time: 0.3009 data_time: 0.0386 memory: 9707 grad_norm: 1.2219 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.2971 loss: 0.2971 2022/08/05 16:47:34 - mmengine - INFO - Epoch(train) [123][160/161] lr: 9.6090e-02 eta: 1:35:38 time: 0.2876 data_time: 0.0378 memory: 9707 grad_norm: 1.1222 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.2851 loss: 0.2851 2022/08/05 16:47:34 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_gym_keypoint_20220805_150313 2022/08/05 16:47:34 - mmengine - INFO - Epoch(train) [123][161/161] lr: 9.6082e-02 eta: 1:35:38 time: 0.2790 data_time: 0.0396 memory: 652 grad_norm: 1.2607 top1_acc: 0.0000 top5_acc: 0.0000 loss_cls: 0.5353 loss: 0.5353 2022/08/05 16:47:41 - mmengine - INFO - Epoch(train) [124][20/161] lr: 9.5920e-02 eta: 1:35:32 time: 0.3527 data_time: 0.0834 memory: 9707 grad_norm: 1.2189 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.2627 loss: 0.2627 2022/08/05 16:47:47 - mmengine - INFO - Epoch(train) [124][40/161] lr: 9.5757e-02 eta: 1:35:26 time: 0.3040 data_time: 0.0420 memory: 9707 grad_norm: 1.0135 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.2718 loss: 0.2718 2022/08/05 16:47:53 - mmengine - INFO - Epoch(train) [124][60/161] lr: 9.5595e-02 eta: 1:35:20 time: 0.2985 data_time: 0.0440 memory: 9707 grad_norm: 1.0746 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.1848 loss: 0.1848 2022/08/05 16:47:59 - mmengine - INFO - Epoch(train) [124][80/161] lr: 9.5432e-02 eta: 1:35:14 time: 0.2984 data_time: 0.0347 memory: 9707 grad_norm: 1.2601 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.2778 loss: 0.2778 2022/08/05 16:48:05 - mmengine - INFO - Epoch(train) [124][100/161] lr: 9.5270e-02 eta: 1:35:08 time: 0.3024 data_time: 0.0452 memory: 9707 grad_norm: 1.1475 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.2572 loss: 0.2572 2022/08/05 16:48:11 - mmengine - INFO - Epoch(train) [124][120/161] lr: 9.5107e-02 eta: 1:35:01 time: 0.2968 data_time: 0.0403 memory: 9707 grad_norm: 1.1635 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.2045 loss: 0.2045 2022/08/05 16:48:17 - mmengine - INFO - Epoch(train) [124][140/161] lr: 9.4945e-02 eta: 1:34:55 time: 0.2995 data_time: 0.0403 memory: 9707 grad_norm: 1.0956 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.2255 loss: 0.2255 2022/08/05 16:48:23 - mmengine - INFO - Epoch(train) [124][160/161] lr: 9.4783e-02 eta: 1:34:49 time: 0.2872 data_time: 0.0361 memory: 9707 grad_norm: 1.2241 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.3025 loss: 0.3025 2022/08/05 16:48:23 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_gym_keypoint_20220805_150313 2022/08/05 16:48:23 - mmengine - INFO - Epoch(train) [124][161/161] lr: 9.4775e-02 eta: 1:34:49 time: 0.2782 data_time: 0.0371 memory: 652 grad_norm: 1.3917 top1_acc: 0.0000 top5_acc: 0.0000 loss_cls: 0.4576 loss: 0.4576 2022/08/05 16:48:30 - mmengine - INFO - Epoch(train) [125][20/161] lr: 9.4612e-02 eta: 1:34:43 time: 0.3600 data_time: 0.0943 memory: 9707 grad_norm: 1.2246 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.3208 loss: 0.3208 2022/08/05 16:48:35 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_gym_keypoint_20220805_150313 2022/08/05 16:48:36 - mmengine - INFO - Epoch(train) [125][40/161] lr: 9.4450e-02 eta: 1:34:37 time: 0.2972 data_time: 0.0377 memory: 9707 grad_norm: 1.1210 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.2467 loss: 0.2467 2022/08/05 16:48:42 - mmengine - INFO - Epoch(train) [125][60/161] lr: 9.4287e-02 eta: 1:34:31 time: 0.2986 data_time: 0.0416 memory: 9707 grad_norm: 1.1021 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.2441 loss: 0.2441 2022/08/05 16:48:48 - mmengine - INFO - Epoch(train) [125][80/161] lr: 9.4125e-02 eta: 1:34:25 time: 0.3030 data_time: 0.0348 memory: 9707 grad_norm: 1.2032 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.2826 loss: 0.2826 2022/08/05 16:48:54 - mmengine - INFO - Epoch(train) [125][100/161] lr: 9.3963e-02 eta: 1:34:18 time: 0.3010 data_time: 0.0447 memory: 9707 grad_norm: 1.0743 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.1992 loss: 0.1992 2022/08/05 16:49:00 - mmengine - INFO - Epoch(train) [125][120/161] lr: 9.3800e-02 eta: 1:34:12 time: 0.2993 data_time: 0.0420 memory: 9707 grad_norm: 1.1195 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.2503 loss: 0.2503 2022/08/05 16:49:06 - mmengine - INFO - Epoch(train) [125][140/161] lr: 9.3638e-02 eta: 1:34:06 time: 0.3012 data_time: 0.0404 memory: 9707 grad_norm: 1.1461 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.2181 loss: 0.2181 2022/08/05 16:49:12 - mmengine - INFO - Epoch(train) [125][160/161] lr: 9.3476e-02 eta: 1:34:00 time: 0.2871 data_time: 0.0341 memory: 9707 grad_norm: 1.0912 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.2178 loss: 0.2178 2022/08/05 16:49:12 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_gym_keypoint_20220805_150313 2022/08/05 16:49:12 - mmengine - INFO - Epoch(train) [125][161/161] lr: 9.3468e-02 eta: 1:34:00 time: 0.2775 data_time: 0.0358 memory: 652 grad_norm: 1.2553 top1_acc: 0.0000 top5_acc: 0.0000 loss_cls: 0.4927 loss: 0.4927 2022/08/05 16:49:19 - mmengine - INFO - Epoch(train) [126][20/161] lr: 9.3306e-02 eta: 1:33:54 time: 0.3617 data_time: 0.0832 memory: 9707 grad_norm: 1.1544 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.2748 loss: 0.2748 2022/08/05 16:49:25 - mmengine - INFO - Epoch(train) [126][40/161] lr: 9.3143e-02 eta: 1:33:48 time: 0.3067 data_time: 0.0369 memory: 9707 grad_norm: 1.0833 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.2337 loss: 0.2337 2022/08/05 16:49:31 - mmengine - INFO - Epoch(train) [126][60/161] lr: 9.2981e-02 eta: 1:33:42 time: 0.2960 data_time: 0.0418 memory: 9707 grad_norm: 1.2274 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.2632 loss: 0.2632 2022/08/05 16:49:37 - mmengine - INFO - Epoch(train) [126][80/161] lr: 9.2819e-02 eta: 1:33:35 time: 0.2958 data_time: 0.0376 memory: 9707 grad_norm: 1.0877 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.2560 loss: 0.2560 2022/08/05 16:49:43 - mmengine - INFO - Epoch(train) [126][100/161] lr: 9.2657e-02 eta: 1:33:29 time: 0.2983 data_time: 0.0413 memory: 9707 grad_norm: 1.1039 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.2521 loss: 0.2521 2022/08/05 16:49:49 - mmengine - INFO - Epoch(train) [126][120/161] lr: 9.2495e-02 eta: 1:33:23 time: 0.3039 data_time: 0.0379 memory: 9707 grad_norm: 1.1653 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.1932 loss: 0.1932 2022/08/05 16:49:55 - mmengine - INFO - Epoch(train) [126][140/161] lr: 9.2332e-02 eta: 1:33:17 time: 0.2980 data_time: 0.0408 memory: 9707 grad_norm: 1.2450 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.2869 loss: 0.2869 2022/08/05 16:50:01 - mmengine - INFO - Epoch(train) [126][160/161] lr: 9.2170e-02 eta: 1:33:11 time: 0.2890 data_time: 0.0376 memory: 9707 grad_norm: 1.1078 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.2556 loss: 0.2556 2022/08/05 16:50:01 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_gym_keypoint_20220805_150313 2022/08/05 16:50:01 - mmengine - INFO - Epoch(train) [126][161/161] lr: 9.2162e-02 eta: 1:33:11 time: 0.2791 data_time: 0.0382 memory: 652 grad_norm: 1.2839 top1_acc: 0.0000 top5_acc: 0.0000 loss_cls: 0.4522 loss: 0.4522 2022/08/05 16:50:08 - mmengine - INFO - Epoch(train) [127][20/161] lr: 9.2000e-02 eta: 1:33:05 time: 0.3572 data_time: 0.0936 memory: 9707 grad_norm: 1.3003 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.2684 loss: 0.2684 2022/08/05 16:50:14 - mmengine - INFO - Epoch(train) [127][40/161] lr: 9.1838e-02 eta: 1:32:59 time: 0.2993 data_time: 0.0392 memory: 9707 grad_norm: 1.1534 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.2453 loss: 0.2453 2022/08/05 16:50:20 - mmengine - INFO - Epoch(train) [127][60/161] lr: 9.1676e-02 eta: 1:32:52 time: 0.2984 data_time: 0.0383 memory: 9707 grad_norm: 1.2218 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.2771 loss: 0.2771 2022/08/05 16:50:26 - mmengine - INFO - Epoch(train) [127][80/161] lr: 9.1514e-02 eta: 1:32:46 time: 0.2996 data_time: 0.0376 memory: 9707 grad_norm: 1.1584 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.2105 loss: 0.2105 2022/08/05 16:50:32 - mmengine - INFO - Epoch(train) [127][100/161] lr: 9.1352e-02 eta: 1:32:40 time: 0.2997 data_time: 0.0422 memory: 9707 grad_norm: 1.1988 top1_acc: 0.8125 top5_acc: 0.9375 loss_cls: 0.3325 loss: 0.3325 2022/08/05 16:50:38 - mmengine - INFO - Epoch(train) [127][120/161] lr: 9.1190e-02 eta: 1:32:34 time: 0.2974 data_time: 0.0360 memory: 9707 grad_norm: 1.2105 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.2719 loss: 0.2719 2022/08/05 16:50:44 - mmengine - INFO - Epoch(train) [127][140/161] lr: 9.1028e-02 eta: 1:32:28 time: 0.3000 data_time: 0.0392 memory: 9707 grad_norm: 1.2472 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.2612 loss: 0.2612 2022/08/05 16:50:50 - mmengine - INFO - Epoch(train) [127][160/161] lr: 9.0866e-02 eta: 1:32:21 time: 0.2879 data_time: 0.0338 memory: 9707 grad_norm: 1.0525 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.2134 loss: 0.2134 2022/08/05 16:50:50 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_gym_keypoint_20220805_150313 2022/08/05 16:50:50 - mmengine - INFO - Epoch(train) [127][161/161] lr: 9.0858e-02 eta: 1:32:21 time: 0.2780 data_time: 0.0350 memory: 652 grad_norm: 1.2239 top1_acc: 0.0000 top5_acc: 0.0000 loss_cls: 0.4690 loss: 0.4690 2022/08/05 16:50:57 - mmengine - INFO - Epoch(train) [128][20/161] lr: 9.0696e-02 eta: 1:32:15 time: 0.3461 data_time: 0.0690 memory: 9707 grad_norm: 1.1356 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.2668 loss: 0.2668 2022/08/05 16:51:03 - mmengine - INFO - Epoch(train) [128][40/161] lr: 9.0534e-02 eta: 1:32:09 time: 0.2981 data_time: 0.0394 memory: 9707 grad_norm: 1.0805 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.2435 loss: 0.2435 2022/08/05 16:51:09 - mmengine - INFO - Epoch(train) [128][60/161] lr: 9.0372e-02 eta: 1:32:03 time: 0.2989 data_time: 0.0404 memory: 9707 grad_norm: 1.0842 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.2350 loss: 0.2350 2022/08/05 16:51:15 - mmengine - INFO - Epoch(train) [128][80/161] lr: 9.0210e-02 eta: 1:31:57 time: 0.3001 data_time: 0.0367 memory: 9707 grad_norm: 1.1158 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.2530 loss: 0.2530 2022/08/05 16:51:21 - mmengine - INFO - Epoch(train) [128][100/161] lr: 9.0049e-02 eta: 1:31:51 time: 0.2988 data_time: 0.0380 memory: 9707 grad_norm: 1.2392 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.2991 loss: 0.2991 2022/08/05 16:51:27 - mmengine - INFO - Epoch(train) [128][120/161] lr: 8.9887e-02 eta: 1:31:44 time: 0.3067 data_time: 0.0392 memory: 9707 grad_norm: 1.1133 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.2889 loss: 0.2889 2022/08/05 16:51:33 - mmengine - INFO - Epoch(train) [128][140/161] lr: 8.9725e-02 eta: 1:31:38 time: 0.3018 data_time: 0.0420 memory: 9707 grad_norm: 1.2195 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.2683 loss: 0.2683 2022/08/05 16:51:39 - mmengine - INFO - Epoch(train) [128][160/161] lr: 8.9563e-02 eta: 1:31:32 time: 0.2873 data_time: 0.0338 memory: 9707 grad_norm: 1.1737 top1_acc: 0.8125 top5_acc: 0.9375 loss_cls: 0.2674 loss: 0.2674 2022/08/05 16:51:39 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_gym_keypoint_20220805_150313 2022/08/05 16:51:39 - mmengine - INFO - Epoch(train) [128][161/161] lr: 8.9555e-02 eta: 1:31:32 time: 0.2792 data_time: 0.0358 memory: 652 grad_norm: 1.4044 top1_acc: 0.0000 top5_acc: 0.0000 loss_cls: 0.4531 loss: 0.4531 2022/08/05 16:51:46 - mmengine - INFO - Epoch(train) [129][20/161] lr: 8.9394e-02 eta: 1:31:26 time: 0.3542 data_time: 0.0747 memory: 9707 grad_norm: 1.1970 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.2733 loss: 0.2733 2022/08/05 16:51:52 - mmengine - INFO - Epoch(train) [129][40/161] lr: 8.9232e-02 eta: 1:31:20 time: 0.2967 data_time: 0.0391 memory: 9707 grad_norm: 1.1059 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.2401 loss: 0.2401 2022/08/05 16:51:58 - mmengine - INFO - Epoch(train) [129][60/161] lr: 8.9070e-02 eta: 1:31:14 time: 0.3082 data_time: 0.0384 memory: 9707 grad_norm: 1.1798 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.2239 loss: 0.2239 2022/08/05 16:52:04 - mmengine - INFO - Epoch(train) [129][80/161] lr: 8.8909e-02 eta: 1:31:08 time: 0.2984 data_time: 0.0385 memory: 9707 grad_norm: 1.0938 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.2113 loss: 0.2113 2022/08/05 16:52:10 - mmengine - INFO - Epoch(train) [129][100/161] lr: 8.8747e-02 eta: 1:31:02 time: 0.2998 data_time: 0.0405 memory: 9707 grad_norm: 1.1721 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.2184 loss: 0.2184 2022/08/05 16:52:16 - mmengine - INFO - Epoch(train) [129][120/161] lr: 8.8585e-02 eta: 1:30:55 time: 0.3010 data_time: 0.0375 memory: 9707 grad_norm: 1.0711 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.1937 loss: 0.1937 2022/08/05 16:52:22 - mmengine - INFO - Epoch(train) [129][140/161] lr: 8.8424e-02 eta: 1:30:49 time: 0.2972 data_time: 0.0393 memory: 9707 grad_norm: 1.0980 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.2827 loss: 0.2827 2022/08/05 16:52:28 - mmengine - INFO - Epoch(train) [129][160/161] lr: 8.8262e-02 eta: 1:30:43 time: 0.3035 data_time: 0.0354 memory: 9707 grad_norm: 1.1159 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.2226 loss: 0.2226 2022/08/05 16:52:28 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_gym_keypoint_20220805_150313 2022/08/05 16:52:28 - mmengine - INFO - Epoch(train) [129][161/161] lr: 8.8254e-02 eta: 1:30:43 time: 0.2955 data_time: 0.0380 memory: 652 grad_norm: 1.3467 top1_acc: 0.0000 top5_acc: 0.0000 loss_cls: 0.3899 loss: 0.3899 2022/08/05 16:52:35 - mmengine - INFO - Epoch(train) [130][20/161] lr: 8.8093e-02 eta: 1:30:37 time: 0.3532 data_time: 0.0747 memory: 9707 grad_norm: 1.2537 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.2610 loss: 0.2610 2022/08/05 16:52:41 - mmengine - INFO - Epoch(train) [130][40/161] lr: 8.7931e-02 eta: 1:30:31 time: 0.2952 data_time: 0.0370 memory: 9707 grad_norm: 1.0948 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.2326 loss: 0.2326 2022/08/05 16:52:47 - mmengine - INFO - Epoch(train) [130][60/161] lr: 8.7770e-02 eta: 1:30:25 time: 0.2995 data_time: 0.0403 memory: 9707 grad_norm: 1.0499 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.2519 loss: 0.2519 2022/08/05 16:52:53 - mmengine - INFO - Epoch(train) [130][80/161] lr: 8.7609e-02 eta: 1:30:19 time: 0.2961 data_time: 0.0354 memory: 9707 grad_norm: 1.0526 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.2396 loss: 0.2396 2022/08/05 16:52:59 - mmengine - INFO - Epoch(train) [130][100/161] lr: 8.7447e-02 eta: 1:30:12 time: 0.2989 data_time: 0.0414 memory: 9707 grad_norm: 1.1355 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.2575 loss: 0.2575 2022/08/05 16:53:05 - mmengine - INFO - Epoch(train) [130][120/161] lr: 8.7286e-02 eta: 1:30:06 time: 0.3160 data_time: 0.0374 memory: 9707 grad_norm: 1.2187 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.2357 loss: 0.2357 2022/08/05 16:53:11 - mmengine - INFO - Epoch(train) [130][140/161] lr: 8.7125e-02 eta: 1:30:00 time: 0.2983 data_time: 0.0374 memory: 9707 grad_norm: 1.1436 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.2181 loss: 0.2181 2022/08/05 16:53:17 - mmengine - INFO - Epoch(train) [130][160/161] lr: 8.6964e-02 eta: 1:29:54 time: 0.2888 data_time: 0.0360 memory: 9707 grad_norm: 1.0522 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.2394 loss: 0.2394 2022/08/05 16:53:17 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_gym_keypoint_20220805_150313 2022/08/05 16:53:17 - mmengine - INFO - Epoch(train) [130][161/161] lr: 8.6955e-02 eta: 1:29:54 time: 0.2802 data_time: 0.0381 memory: 652 grad_norm: 1.2312 top1_acc: 0.0000 top5_acc: 0.0000 loss_cls: 0.4362 loss: 0.4362 2022/08/05 16:53:17 - mmengine - INFO - Saving checkpoint at 130 epochs 2022/08/05 16:53:24 - mmengine - INFO - Epoch(val) [130][20/67] eta: 0:00:12 time: 0.2620 data_time: 0.1182 memory: 1868 2022/08/05 16:53:28 - mmengine - INFO - Epoch(val) [130][40/67] eta: 0:00:05 time: 0.1954 data_time: 0.0559 memory: 1868 2022/08/05 16:53:31 - mmengine - INFO - Epoch(val) [130][60/67] eta: 0:00:01 time: 0.1798 data_time: 0.0458 memory: 1868 2022/08/05 16:53:33 - mmengine - INFO - Epoch(val) [130][67/67] acc/top1: 0.8716 acc/top5: 0.9911 acc/mean1: 0.7928 2022/08/05 16:53:33 - mmengine - INFO - The previous best checkpoint /mnt/lustre/daiwenxun/X/mmaction2/work_dirs/slowonly_r50_u48_240e_8xb16_gym_keypoint/best_acc/top1_epoch_111.pth is removed 2022/08/05 16:53:34 - mmengine - INFO - The best checkpoint with 0.8716 acc/top1 at 131 epoch is saved to best_acc/top1_epoch_131.pth. 2022/08/05 16:53:41 - mmengine - INFO - Epoch(train) [131][20/161] lr: 8.6794e-02 eta: 1:29:48 time: 0.3408 data_time: 0.0687 memory: 9707 grad_norm: 1.1191 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.2534 loss: 0.2534 2022/08/05 16:53:47 - mmengine - INFO - Epoch(train) [131][40/161] lr: 8.6633e-02 eta: 1:29:42 time: 0.3012 data_time: 0.0368 memory: 9707 grad_norm: 1.1476 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.1790 loss: 0.1790 2022/08/05 16:53:53 - mmengine - INFO - Epoch(train) [131][60/161] lr: 8.6472e-02 eta: 1:29:36 time: 0.2987 data_time: 0.0407 memory: 9707 grad_norm: 1.2259 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.2582 loss: 0.2582 2022/08/05 16:53:56 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_gym_keypoint_20220805_150313 2022/08/05 16:53:59 - mmengine - INFO - Epoch(train) [131][80/161] lr: 8.6311e-02 eta: 1:29:29 time: 0.3020 data_time: 0.0366 memory: 9707 grad_norm: 1.2171 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.1920 loss: 0.1920 2022/08/05 16:54:05 - mmengine - INFO - Epoch(train) [131][100/161] lr: 8.6150e-02 eta: 1:29:23 time: 0.3025 data_time: 0.0404 memory: 9707 grad_norm: 1.1921 top1_acc: 0.9375 top5_acc: 0.9375 loss_cls: 0.2675 loss: 0.2675 2022/08/05 16:54:11 - mmengine - INFO - Epoch(train) [131][120/161] lr: 8.5989e-02 eta: 1:29:17 time: 0.2959 data_time: 0.0325 memory: 9707 grad_norm: 1.2509 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.2539 loss: 0.2539 2022/08/05 16:54:17 - mmengine - INFO - Epoch(train) [131][140/161] lr: 8.5828e-02 eta: 1:29:11 time: 0.2985 data_time: 0.0419 memory: 9707 grad_norm: 1.2284 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.2422 loss: 0.2422 2022/08/05 16:54:23 - mmengine - INFO - Epoch(train) [131][160/161] lr: 8.5667e-02 eta: 1:29:04 time: 0.2876 data_time: 0.0354 memory: 9707 grad_norm: 1.1358 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.2309 loss: 0.2309 2022/08/05 16:54:23 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_gym_keypoint_20220805_150313 2022/08/05 16:54:23 - mmengine - INFO - Epoch(train) [131][161/161] lr: 8.5659e-02 eta: 1:29:04 time: 0.2779 data_time: 0.0368 memory: 652 grad_norm: 1.3276 top1_acc: 0.0000 top5_acc: 0.0000 loss_cls: 0.4189 loss: 0.4189 2022/08/05 16:54:30 - mmengine - INFO - Epoch(train) [132][20/161] lr: 8.5498e-02 eta: 1:28:59 time: 0.3578 data_time: 0.0796 memory: 9707 grad_norm: 1.2752 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.2760 loss: 0.2760 2022/08/05 16:54:36 - mmengine - INFO - Epoch(train) [132][40/161] lr: 8.5337e-02 eta: 1:28:52 time: 0.2954 data_time: 0.0369 memory: 9707 grad_norm: 1.0994 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.2658 loss: 0.2658 2022/08/05 16:54:42 - mmengine - INFO - Epoch(train) [132][60/161] lr: 8.5176e-02 eta: 1:28:46 time: 0.2966 data_time: 0.0389 memory: 9707 grad_norm: 1.2639 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.2546 loss: 0.2546 2022/08/05 16:54:48 - mmengine - INFO - Epoch(train) [132][80/161] lr: 8.5015e-02 eta: 1:28:40 time: 0.2949 data_time: 0.0357 memory: 9707 grad_norm: 1.1543 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.2316 loss: 0.2316 2022/08/05 16:54:54 - mmengine - INFO - Epoch(train) [132][100/161] lr: 8.4855e-02 eta: 1:28:34 time: 0.2974 data_time: 0.0374 memory: 9707 grad_norm: 1.1270 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.2299 loss: 0.2299 2022/08/05 16:55:00 - mmengine - INFO - Epoch(train) [132][120/161] lr: 8.4694e-02 eta: 1:28:28 time: 0.2984 data_time: 0.0436 memory: 9707 grad_norm: 1.2575 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.2500 loss: 0.2500 2022/08/05 16:55:06 - mmengine - INFO - Epoch(train) [132][140/161] lr: 8.4533e-02 eta: 1:28:21 time: 0.3023 data_time: 0.0366 memory: 9707 grad_norm: 1.2635 top1_acc: 0.7500 top5_acc: 1.0000 loss_cls: 0.2319 loss: 0.2319 2022/08/05 16:55:11 - mmengine - INFO - Epoch(train) [132][160/161] lr: 8.4373e-02 eta: 1:28:15 time: 0.2853 data_time: 0.0364 memory: 9707 grad_norm: 1.2509 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.2970 loss: 0.2970 2022/08/05 16:55:11 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_gym_keypoint_20220805_150313 2022/08/05 16:55:11 - mmengine - INFO - Epoch(train) [132][161/161] lr: 8.4365e-02 eta: 1:28:15 time: 0.2764 data_time: 0.0377 memory: 652 grad_norm: 1.4445 top1_acc: 0.0000 top5_acc: 0.0000 loss_cls: 0.4864 loss: 0.4864 2022/08/05 16:55:19 - mmengine - INFO - Epoch(train) [133][20/161] lr: 8.4204e-02 eta: 1:28:09 time: 0.3591 data_time: 0.0767 memory: 9707 grad_norm: 1.3012 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.3468 loss: 0.3468 2022/08/05 16:55:25 - mmengine - INFO - Epoch(train) [133][40/161] lr: 8.4043e-02 eta: 1:28:03 time: 0.2993 data_time: 0.0358 memory: 9707 grad_norm: 1.1600 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.2519 loss: 0.2519 2022/08/05 16:55:31 - mmengine - INFO - Epoch(train) [133][60/161] lr: 8.3883e-02 eta: 1:27:57 time: 0.2971 data_time: 0.0411 memory: 9707 grad_norm: 1.1668 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.2346 loss: 0.2346 2022/08/05 16:55:37 - mmengine - INFO - Epoch(train) [133][80/161] lr: 8.3722e-02 eta: 1:27:51 time: 0.2984 data_time: 0.0358 memory: 9707 grad_norm: 1.3259 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.2854 loss: 0.2854 2022/08/05 16:55:42 - mmengine - INFO - Epoch(train) [133][100/161] lr: 8.3562e-02 eta: 1:27:44 time: 0.2961 data_time: 0.0377 memory: 9707 grad_norm: 1.1297 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.2285 loss: 0.2285 2022/08/05 16:55:48 - mmengine - INFO - Epoch(train) [133][120/161] lr: 8.3402e-02 eta: 1:27:38 time: 0.2969 data_time: 0.0362 memory: 9707 grad_norm: 1.1811 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.2640 loss: 0.2640 2022/08/05 16:55:54 - mmengine - INFO - Epoch(train) [133][140/161] lr: 8.3241e-02 eta: 1:27:32 time: 0.3017 data_time: 0.0443 memory: 9707 grad_norm: 1.2030 top1_acc: 0.7500 top5_acc: 1.0000 loss_cls: 0.3276 loss: 0.3276 2022/08/05 16:56:00 - mmengine - INFO - Epoch(train) [133][160/161] lr: 8.3081e-02 eta: 1:27:26 time: 0.2868 data_time: 0.0353 memory: 9707 grad_norm: 1.0992 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.2438 loss: 0.2438 2022/08/05 16:56:00 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_gym_keypoint_20220805_150313 2022/08/05 16:56:00 - mmengine - INFO - Epoch(train) [133][161/161] lr: 8.3073e-02 eta: 1:27:26 time: 0.2771 data_time: 0.0365 memory: 652 grad_norm: 1.3186 top1_acc: 0.0000 top5_acc: 1.0000 loss_cls: 0.4011 loss: 0.4011 2022/08/05 16:56:07 - mmengine - INFO - Epoch(train) [134][20/161] lr: 8.2913e-02 eta: 1:27:20 time: 0.3573 data_time: 0.0783 memory: 9707 grad_norm: 1.1481 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.2397 loss: 0.2397 2022/08/05 16:56:13 - mmengine - INFO - Epoch(train) [134][40/161] lr: 8.2753e-02 eta: 1:27:14 time: 0.2935 data_time: 0.0353 memory: 9707 grad_norm: 1.2279 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.2704 loss: 0.2704 2022/08/05 16:56:19 - mmengine - INFO - Epoch(train) [134][60/161] lr: 8.2592e-02 eta: 1:27:08 time: 0.3069 data_time: 0.0411 memory: 9707 grad_norm: 1.1825 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.2812 loss: 0.2812 2022/08/05 16:56:25 - mmengine - INFO - Epoch(train) [134][80/161] lr: 8.2432e-02 eta: 1:27:01 time: 0.2982 data_time: 0.0361 memory: 9707 grad_norm: 1.1510 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.2085 loss: 0.2085 2022/08/05 16:56:31 - mmengine - INFO - Epoch(train) [134][100/161] lr: 8.2272e-02 eta: 1:26:55 time: 0.3010 data_time: 0.0466 memory: 9707 grad_norm: 1.0401 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.2535 loss: 0.2535 2022/08/05 16:56:38 - mmengine - INFO - Epoch(train) [134][120/161] lr: 8.2112e-02 eta: 1:26:49 time: 0.3075 data_time: 0.0419 memory: 9707 grad_norm: 1.1779 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.2685 loss: 0.2685 2022/08/05 16:56:44 - mmengine - INFO - Epoch(train) [134][140/161] lr: 8.1952e-02 eta: 1:26:43 time: 0.2946 data_time: 0.0391 memory: 9707 grad_norm: 1.1206 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.2277 loss: 0.2277 2022/08/05 16:56:49 - mmengine - INFO - Epoch(train) [134][160/161] lr: 8.1792e-02 eta: 1:26:37 time: 0.2876 data_time: 0.0340 memory: 9707 grad_norm: 1.1724 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.2268 loss: 0.2268 2022/08/05 16:56:49 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_gym_keypoint_20220805_150313 2022/08/05 16:56:49 - mmengine - INFO - Epoch(train) [134][161/161] lr: 8.1784e-02 eta: 1:26:37 time: 0.2785 data_time: 0.0355 memory: 652 grad_norm: 1.3189 top1_acc: 0.0000 top5_acc: 0.0000 loss_cls: 0.4140 loss: 0.4140 2022/08/05 16:56:56 - mmengine - INFO - Epoch(train) [135][20/161] lr: 8.1625e-02 eta: 1:26:31 time: 0.3521 data_time: 0.0735 memory: 9707 grad_norm: 1.1273 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.2598 loss: 0.2598 2022/08/05 16:57:02 - mmengine - INFO - Epoch(train) [135][40/161] lr: 8.1465e-02 eta: 1:26:25 time: 0.3002 data_time: 0.0386 memory: 9707 grad_norm: 1.0748 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.1680 loss: 0.1680 2022/08/05 16:57:08 - mmengine - INFO - Epoch(train) [135][60/161] lr: 8.1305e-02 eta: 1:26:18 time: 0.2979 data_time: 0.0411 memory: 9707 grad_norm: 1.1162 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.2374 loss: 0.2374 2022/08/05 16:57:14 - mmengine - INFO - Epoch(train) [135][80/161] lr: 8.1145e-02 eta: 1:26:12 time: 0.2985 data_time: 0.0388 memory: 9707 grad_norm: 1.1558 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.1833 loss: 0.1833 2022/08/05 16:57:21 - mmengine - INFO - Epoch(train) [135][100/161] lr: 8.0986e-02 eta: 1:26:06 time: 0.3112 data_time: 0.0424 memory: 9707 grad_norm: 1.1145 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.2696 loss: 0.2696 2022/08/05 16:57:27 - mmengine - INFO - Epoch(train) [135][120/161] lr: 8.0826e-02 eta: 1:26:00 time: 0.2963 data_time: 0.0360 memory: 9707 grad_norm: 1.1477 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.2146 loss: 0.2146 2022/08/05 16:57:32 - mmengine - INFO - Epoch(train) [135][140/161] lr: 8.0666e-02 eta: 1:25:54 time: 0.2981 data_time: 0.0376 memory: 9707 grad_norm: 1.2359 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.1917 loss: 0.1917 2022/08/05 16:57:39 - mmengine - INFO - Epoch(train) [135][160/161] lr: 8.0507e-02 eta: 1:25:48 time: 0.3103 data_time: 0.0386 memory: 9707 grad_norm: 1.1778 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.2437 loss: 0.2437 2022/08/05 16:57:39 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_gym_keypoint_20220805_150313 2022/08/05 16:57:39 - mmengine - INFO - Epoch(train) [135][161/161] lr: 8.0499e-02 eta: 1:25:48 time: 0.3035 data_time: 0.0420 memory: 652 grad_norm: 1.3580 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.3065 loss: 0.3065 2022/08/05 16:57:46 - mmengine - INFO - Epoch(train) [136][20/161] lr: 8.0339e-02 eta: 1:25:42 time: 0.3665 data_time: 0.0756 memory: 9707 grad_norm: 1.2201 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.2277 loss: 0.2277 2022/08/05 16:57:52 - mmengine - INFO - Epoch(train) [136][40/161] lr: 8.0180e-02 eta: 1:25:36 time: 0.3007 data_time: 0.0360 memory: 9707 grad_norm: 1.1621 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.2064 loss: 0.2064 2022/08/05 16:57:59 - mmengine - INFO - Epoch(train) [136][60/161] lr: 8.0021e-02 eta: 1:25:30 time: 0.3150 data_time: 0.0477 memory: 9707 grad_norm: 1.1187 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.2712 loss: 0.2712 2022/08/05 16:58:05 - mmengine - INFO - Epoch(train) [136][80/161] lr: 7.9861e-02 eta: 1:25:24 time: 0.3010 data_time: 0.0437 memory: 9707 grad_norm: 1.3110 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.2577 loss: 0.2577 2022/08/05 16:58:11 - mmengine - INFO - Epoch(train) [136][100/161] lr: 7.9702e-02 eta: 1:25:18 time: 0.2978 data_time: 0.0404 memory: 9707 grad_norm: 1.2588 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.2392 loss: 0.2392 2022/08/05 16:58:17 - mmengine - INFO - Epoch(train) [136][120/161] lr: 7.9543e-02 eta: 1:25:12 time: 0.3040 data_time: 0.0401 memory: 9707 grad_norm: 1.2420 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.2937 loss: 0.2937 2022/08/05 16:58:23 - mmengine - INFO - Epoch(train) [136][140/161] lr: 7.9384e-02 eta: 1:25:05 time: 0.2970 data_time: 0.0375 memory: 9707 grad_norm: 1.1545 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.2707 loss: 0.2707 2022/08/05 16:58:28 - mmengine - INFO - Epoch(train) [136][160/161] lr: 7.9225e-02 eta: 1:24:59 time: 0.2866 data_time: 0.0347 memory: 9707 grad_norm: 1.1423 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.2527 loss: 0.2527 2022/08/05 16:58:28 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_gym_keypoint_20220805_150313 2022/08/05 16:58:28 - mmengine - INFO - Epoch(train) [136][161/161] lr: 7.9217e-02 eta: 1:24:59 time: 0.2777 data_time: 0.0362 memory: 652 grad_norm: 1.3559 top1_acc: 0.0000 top5_acc: 0.0000 loss_cls: 0.5050 loss: 0.5050 2022/08/05 16:58:35 - mmengine - INFO - Epoch(train) [137][20/161] lr: 7.9058e-02 eta: 1:24:53 time: 0.3544 data_time: 0.0675 memory: 9707 grad_norm: 1.3198 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.2987 loss: 0.2987 2022/08/05 16:58:41 - mmengine - INFO - Epoch(train) [137][40/161] lr: 7.8899e-02 eta: 1:24:47 time: 0.2957 data_time: 0.0343 memory: 9707 grad_norm: 1.1987 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.2588 loss: 0.2588 2022/08/05 16:58:47 - mmengine - INFO - Epoch(train) [137][60/161] lr: 7.8740e-02 eta: 1:24:41 time: 0.2990 data_time: 0.0417 memory: 9707 grad_norm: 1.2295 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.2378 loss: 0.2378 2022/08/05 16:58:53 - mmengine - INFO - Epoch(train) [137][80/161] lr: 7.8581e-02 eta: 1:24:35 time: 0.2983 data_time: 0.0368 memory: 9707 grad_norm: 1.1180 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.1705 loss: 0.1705 2022/08/05 16:59:00 - mmengine - INFO - Epoch(train) [137][100/161] lr: 7.8422e-02 eta: 1:24:29 time: 0.3116 data_time: 0.0434 memory: 9707 grad_norm: 1.1883 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.1935 loss: 0.1935 2022/08/05 16:59:01 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_gym_keypoint_20220805_150313 2022/08/05 16:59:06 - mmengine - INFO - Epoch(train) [137][120/161] lr: 7.8263e-02 eta: 1:24:22 time: 0.2966 data_time: 0.0354 memory: 9707 grad_norm: 1.2433 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.3027 loss: 0.3027 2022/08/05 16:59:12 - mmengine - INFO - Epoch(train) [137][140/161] lr: 7.8105e-02 eta: 1:24:16 time: 0.3006 data_time: 0.0423 memory: 9707 grad_norm: 1.2868 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.2569 loss: 0.2569 2022/08/05 16:59:18 - mmengine - INFO - Epoch(train) [137][160/161] lr: 7.7946e-02 eta: 1:24:10 time: 0.3147 data_time: 0.0375 memory: 9707 grad_norm: 1.2164 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.2279 loss: 0.2279 2022/08/05 16:59:18 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_gym_keypoint_20220805_150313 2022/08/05 16:59:18 - mmengine - INFO - Epoch(train) [137][161/161] lr: 7.7938e-02 eta: 1:24:10 time: 0.3066 data_time: 0.0397 memory: 652 grad_norm: 1.3472 top1_acc: 0.0000 top5_acc: 0.0000 loss_cls: 0.4323 loss: 0.4323 2022/08/05 16:59:25 - mmengine - INFO - Epoch(train) [138][20/161] lr: 7.7780e-02 eta: 1:24:04 time: 0.3511 data_time: 0.0757 memory: 9707 grad_norm: 1.2091 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.2288 loss: 0.2288 2022/08/05 16:59:31 - mmengine - INFO - Epoch(train) [138][40/161] lr: 7.7621e-02 eta: 1:23:58 time: 0.2967 data_time: 0.0346 memory: 9707 grad_norm: 1.1292 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.1350 loss: 0.1350 2022/08/05 16:59:37 - mmengine - INFO - Epoch(train) [138][60/161] lr: 7.7463e-02 eta: 1:23:52 time: 0.3084 data_time: 0.0369 memory: 9707 grad_norm: 1.1533 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.2231 loss: 0.2231 2022/08/05 16:59:43 - mmengine - INFO - Epoch(train) [138][80/161] lr: 7.7304e-02 eta: 1:23:46 time: 0.2964 data_time: 0.0422 memory: 9707 grad_norm: 1.1660 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.2152 loss: 0.2152 2022/08/05 16:59:49 - mmengine - INFO - Epoch(train) [138][100/161] lr: 7.7146e-02 eta: 1:23:40 time: 0.2946 data_time: 0.0363 memory: 9707 grad_norm: 1.2609 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.2038 loss: 0.2038 2022/08/05 16:59:55 - mmengine - INFO - Epoch(train) [138][120/161] lr: 7.6988e-02 eta: 1:23:34 time: 0.2975 data_time: 0.0355 memory: 9707 grad_norm: 1.2181 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.1789 loss: 0.1789 2022/08/05 17:00:01 - mmengine - INFO - Epoch(train) [138][140/161] lr: 7.6829e-02 eta: 1:23:27 time: 0.3010 data_time: 0.0391 memory: 9707 grad_norm: 1.1886 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.2730 loss: 0.2730 2022/08/05 17:00:07 - mmengine - INFO - Epoch(train) [138][160/161] lr: 7.6671e-02 eta: 1:23:21 time: 0.2886 data_time: 0.0365 memory: 9707 grad_norm: 1.1710 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.2440 loss: 0.2440 2022/08/05 17:00:07 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_gym_keypoint_20220805_150313 2022/08/05 17:00:07 - mmengine - INFO - Epoch(train) [138][161/161] lr: 7.6663e-02 eta: 1:23:21 time: 0.2795 data_time: 0.0374 memory: 652 grad_norm: 1.3467 top1_acc: 0.0000 top5_acc: 0.0000 loss_cls: 0.4358 loss: 0.4358 2022/08/05 17:00:14 - mmengine - INFO - Epoch(train) [139][20/161] lr: 7.6505e-02 eta: 1:23:15 time: 0.3426 data_time: 0.0703 memory: 9707 grad_norm: 1.2445 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.2748 loss: 0.2748 2022/08/05 17:00:20 - mmengine - INFO - Epoch(train) [139][40/161] lr: 7.6347e-02 eta: 1:23:09 time: 0.2983 data_time: 0.0375 memory: 9707 grad_norm: 1.1165 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.2053 loss: 0.2053 2022/08/05 17:00:26 - mmengine - INFO - Epoch(train) [139][60/161] lr: 7.6189e-02 eta: 1:23:03 time: 0.2982 data_time: 0.0404 memory: 9707 grad_norm: 1.1022 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.1660 loss: 0.1660 2022/08/05 17:00:32 - mmengine - INFO - Epoch(train) [139][80/161] lr: 7.6031e-02 eta: 1:22:56 time: 0.2950 data_time: 0.0353 memory: 9707 grad_norm: 1.1914 top1_acc: 0.9375 top5_acc: 0.9375 loss_cls: 0.1896 loss: 0.1896 2022/08/05 17:00:37 - mmengine - INFO - Epoch(train) [139][100/161] lr: 7.5874e-02 eta: 1:22:50 time: 0.2989 data_time: 0.0365 memory: 9707 grad_norm: 1.2589 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.2546 loss: 0.2546 2022/08/05 17:00:43 - mmengine - INFO - Epoch(train) [139][120/161] lr: 7.5716e-02 eta: 1:22:44 time: 0.2957 data_time: 0.0365 memory: 9707 grad_norm: 1.2579 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.2593 loss: 0.2593 2022/08/05 17:00:49 - mmengine - INFO - Epoch(train) [139][140/161] lr: 7.5558e-02 eta: 1:22:38 time: 0.2986 data_time: 0.0389 memory: 9707 grad_norm: 1.1065 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.2450 loss: 0.2450 2022/08/05 17:00:55 - mmengine - INFO - Epoch(train) [139][160/161] lr: 7.5400e-02 eta: 1:22:32 time: 0.2942 data_time: 0.0350 memory: 9707 grad_norm: 1.0305 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.1746 loss: 0.1746 2022/08/05 17:00:55 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_gym_keypoint_20220805_150313 2022/08/05 17:00:55 - mmengine - INFO - Epoch(train) [139][161/161] lr: 7.5393e-02 eta: 1:22:32 time: 0.2854 data_time: 0.0372 memory: 652 grad_norm: 1.2455 top1_acc: 0.0000 top5_acc: 1.0000 loss_cls: 0.3032 loss: 0.3032 2022/08/05 17:01:02 - mmengine - INFO - Epoch(train) [140][20/161] lr: 7.5235e-02 eta: 1:22:26 time: 0.3537 data_time: 0.0714 memory: 9707 grad_norm: 1.0776 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.2112 loss: 0.2112 2022/08/05 17:01:08 - mmengine - INFO - Epoch(train) [140][40/161] lr: 7.5077e-02 eta: 1:22:19 time: 0.2993 data_time: 0.0367 memory: 9707 grad_norm: 1.1814 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.2017 loss: 0.2017 2022/08/05 17:01:14 - mmengine - INFO - Epoch(train) [140][60/161] lr: 7.4920e-02 eta: 1:22:13 time: 0.2986 data_time: 0.0417 memory: 9707 grad_norm: 1.1557 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.2547 loss: 0.2547 2022/08/05 17:01:21 - mmengine - INFO - Epoch(train) [140][80/161] lr: 7.4763e-02 eta: 1:22:07 time: 0.3045 data_time: 0.0390 memory: 9707 grad_norm: 1.0788 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.2115 loss: 0.2115 2022/08/05 17:01:27 - mmengine - INFO - Epoch(train) [140][100/161] lr: 7.4605e-02 eta: 1:22:01 time: 0.3001 data_time: 0.0400 memory: 9707 grad_norm: 1.1840 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.1971 loss: 0.1971 2022/08/05 17:01:32 - mmengine - INFO - Epoch(train) [140][120/161] lr: 7.4448e-02 eta: 1:21:55 time: 0.2976 data_time: 0.0406 memory: 9707 grad_norm: 1.3335 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.1920 loss: 0.1920 2022/08/05 17:01:39 - mmengine - INFO - Epoch(train) [140][140/161] lr: 7.4291e-02 eta: 1:21:49 time: 0.3048 data_time: 0.0382 memory: 9707 grad_norm: 1.2478 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.1887 loss: 0.1887 2022/08/05 17:01:44 - mmengine - INFO - Epoch(train) [140][160/161] lr: 7.4134e-02 eta: 1:21:42 time: 0.2846 data_time: 0.0371 memory: 9707 grad_norm: 1.2307 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.2095 loss: 0.2095 2022/08/05 17:01:44 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_gym_keypoint_20220805_150313 2022/08/05 17:01:44 - mmengine - INFO - Epoch(train) [140][161/161] lr: 7.4126e-02 eta: 1:21:42 time: 0.2749 data_time: 0.0375 memory: 652 grad_norm: 1.4272 top1_acc: 0.0000 top5_acc: 0.0000 loss_cls: 0.4385 loss: 0.4385 2022/08/05 17:01:44 - mmengine - INFO - Saving checkpoint at 140 epochs 2022/08/05 17:01:51 - mmengine - INFO - Epoch(val) [140][20/67] eta: 0:00:12 time: 0.2707 data_time: 0.1243 memory: 1868 2022/08/05 17:01:54 - mmengine - INFO - Epoch(val) [140][40/67] eta: 0:00:05 time: 0.1925 data_time: 0.0511 memory: 1868 2022/08/05 17:01:58 - mmengine - INFO - Epoch(val) [140][60/67] eta: 0:00:01 time: 0.1808 data_time: 0.0484 memory: 1868 2022/08/05 17:02:01 - mmengine - INFO - Epoch(val) [140][67/67] acc/top1: 0.8884 acc/top5: 0.9947 acc/mean1: 0.8303 2022/08/05 17:02:01 - mmengine - INFO - The previous best checkpoint /mnt/lustre/daiwenxun/X/mmaction2/work_dirs/slowonly_r50_u48_240e_8xb16_gym_keypoint/best_acc/top1_epoch_131.pth is removed 2022/08/05 17:02:02 - mmengine - INFO - The best checkpoint with 0.8884 acc/top1 at 141 epoch is saved to best_acc/top1_epoch_141.pth. 2022/08/05 17:02:08 - mmengine - INFO - Epoch(train) [141][20/161] lr: 7.3969e-02 eta: 1:21:36 time: 0.3241 data_time: 0.0649 memory: 9707 grad_norm: 1.1626 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.2770 loss: 0.2770 2022/08/05 17:02:14 - mmengine - INFO - Epoch(train) [141][40/161] lr: 7.3812e-02 eta: 1:21:30 time: 0.2951 data_time: 0.0362 memory: 9707 grad_norm: 1.0984 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.2314 loss: 0.2314 2022/08/05 17:02:20 - mmengine - INFO - Epoch(train) [141][60/161] lr: 7.3655e-02 eta: 1:21:24 time: 0.3073 data_time: 0.0355 memory: 9707 grad_norm: 1.2355 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.1909 loss: 0.1909 2022/08/05 17:02:26 - mmengine - INFO - Epoch(train) [141][80/161] lr: 7.3498e-02 eta: 1:21:18 time: 0.3014 data_time: 0.0448 memory: 9707 grad_norm: 1.2029 top1_acc: 0.9375 top5_acc: 0.9375 loss_cls: 0.2355 loss: 0.2355 2022/08/05 17:02:32 - mmengine - INFO - Epoch(train) [141][100/161] lr: 7.3341e-02 eta: 1:21:12 time: 0.2995 data_time: 0.0443 memory: 9707 grad_norm: 1.2231 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.2884 loss: 0.2884 2022/08/05 17:02:38 - mmengine - INFO - Epoch(train) [141][120/161] lr: 7.3185e-02 eta: 1:21:05 time: 0.3059 data_time: 0.0389 memory: 9707 grad_norm: 1.2486 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.2024 loss: 0.2024 2022/08/05 17:02:44 - mmengine - INFO - Epoch(train) [141][140/161] lr: 7.3028e-02 eta: 1:20:59 time: 0.2984 data_time: 0.0414 memory: 9707 grad_norm: 1.2287 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.2089 loss: 0.2089 2022/08/05 17:02:50 - mmengine - INFO - Epoch(train) [141][160/161] lr: 7.2872e-02 eta: 1:20:53 time: 0.2864 data_time: 0.0353 memory: 9707 grad_norm: 1.1568 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.1524 loss: 0.1524 2022/08/05 17:02:50 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_gym_keypoint_20220805_150313 2022/08/05 17:02:50 - mmengine - INFO - Epoch(train) [141][161/161] lr: 7.2864e-02 eta: 1:20:53 time: 0.2787 data_time: 0.0365 memory: 652 grad_norm: 1.3247 top1_acc: 0.0000 top5_acc: 1.0000 loss_cls: 0.2640 loss: 0.2640 2022/08/05 17:02:57 - mmengine - INFO - Epoch(train) [142][20/161] lr: 7.2707e-02 eta: 1:20:47 time: 0.3636 data_time: 0.0822 memory: 9707 grad_norm: 1.2764 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.2781 loss: 0.2781 2022/08/05 17:03:03 - mmengine - INFO - Epoch(train) [142][40/161] lr: 7.2551e-02 eta: 1:20:41 time: 0.2962 data_time: 0.0414 memory: 9707 grad_norm: 1.2249 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.3203 loss: 0.3203 2022/08/05 17:03:09 - mmengine - INFO - Epoch(train) [142][60/161] lr: 7.2395e-02 eta: 1:20:35 time: 0.3005 data_time: 0.0432 memory: 9707 grad_norm: 1.1607 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.1928 loss: 0.1928 2022/08/05 17:03:16 - mmengine - INFO - Epoch(train) [142][80/161] lr: 7.2238e-02 eta: 1:20:29 time: 0.3044 data_time: 0.0418 memory: 9707 grad_norm: 1.0054 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.1658 loss: 0.1658 2022/08/05 17:03:22 - mmengine - INFO - Epoch(train) [142][100/161] lr: 7.2082e-02 eta: 1:20:23 time: 0.2991 data_time: 0.0374 memory: 9707 grad_norm: 1.1973 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.1893 loss: 0.1893 2022/08/05 17:03:28 - mmengine - INFO - Epoch(train) [142][120/161] lr: 7.1926e-02 eta: 1:20:16 time: 0.3029 data_time: 0.0440 memory: 9707 grad_norm: 1.1518 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.2034 loss: 0.2034 2022/08/05 17:03:34 - mmengine - INFO - Epoch(train) [142][140/161] lr: 7.1770e-02 eta: 1:20:10 time: 0.2986 data_time: 0.0409 memory: 9707 grad_norm: 1.1407 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.1903 loss: 0.1903 2022/08/05 17:03:39 - mmengine - INFO - Epoch(train) [142][160/161] lr: 7.1614e-02 eta: 1:20:04 time: 0.2918 data_time: 0.0372 memory: 9707 grad_norm: 1.2550 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.2083 loss: 0.2083 2022/08/05 17:03:39 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_gym_keypoint_20220805_150313 2022/08/05 17:03:39 - mmengine - INFO - Epoch(train) [142][161/161] lr: 7.1606e-02 eta: 1:20:04 time: 0.2831 data_time: 0.0387 memory: 652 grad_norm: 1.4250 top1_acc: 0.0000 top5_acc: 1.0000 loss_cls: 0.3343 loss: 0.3343 2022/08/05 17:03:47 - mmengine - INFO - Epoch(train) [143][20/161] lr: 7.1450e-02 eta: 1:19:58 time: 0.3592 data_time: 0.0739 memory: 9707 grad_norm: 1.1569 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.2514 loss: 0.2514 2022/08/05 17:03:53 - mmengine - INFO - Epoch(train) [143][40/161] lr: 7.1295e-02 eta: 1:19:52 time: 0.2954 data_time: 0.0359 memory: 9707 grad_norm: 1.1628 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.2407 loss: 0.2407 2022/08/05 17:03:59 - mmengine - INFO - Epoch(train) [143][60/161] lr: 7.1139e-02 eta: 1:19:46 time: 0.3073 data_time: 0.0420 memory: 9707 grad_norm: 1.0349 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.1532 loss: 0.1532 2022/08/05 17:04:05 - mmengine - INFO - Epoch(train) [143][80/161] lr: 7.0983e-02 eta: 1:19:40 time: 0.2971 data_time: 0.0433 memory: 9707 grad_norm: 1.1550 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.2006 loss: 0.2006 2022/08/05 17:04:11 - mmengine - INFO - Epoch(train) [143][100/161] lr: 7.0828e-02 eta: 1:19:34 time: 0.2993 data_time: 0.0412 memory: 9707 grad_norm: 1.2807 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.2090 loss: 0.2090 2022/08/05 17:04:17 - mmengine - INFO - Epoch(train) [143][120/161] lr: 7.0672e-02 eta: 1:19:27 time: 0.3036 data_time: 0.0413 memory: 9707 grad_norm: 1.1599 top1_acc: 0.8750 top5_acc: 0.9375 loss_cls: 0.2552 loss: 0.2552 2022/08/05 17:04:22 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_gym_keypoint_20220805_150313 2022/08/05 17:04:23 - mmengine - INFO - Epoch(train) [143][140/161] lr: 7.0517e-02 eta: 1:19:21 time: 0.2972 data_time: 0.0385 memory: 9707 grad_norm: 1.1099 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.2334 loss: 0.2334 2022/08/05 17:04:28 - mmengine - INFO - Epoch(train) [143][160/161] lr: 7.0361e-02 eta: 1:19:15 time: 0.2882 data_time: 0.0356 memory: 9707 grad_norm: 1.0986 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.1956 loss: 0.1956 2022/08/05 17:04:29 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_gym_keypoint_20220805_150313 2022/08/05 17:04:29 - mmengine - INFO - Epoch(train) [143][161/161] lr: 7.0354e-02 eta: 1:19:15 time: 0.2803 data_time: 0.0376 memory: 652 grad_norm: 1.2799 top1_acc: 0.0000 top5_acc: 1.0000 loss_cls: 0.3303 loss: 0.3303 2022/08/05 17:04:36 - mmengine - INFO - Epoch(train) [144][20/161] lr: 7.0198e-02 eta: 1:19:09 time: 0.3517 data_time: 0.0721 memory: 9707 grad_norm: 1.1016 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.1978 loss: 0.1978 2022/08/05 17:04:42 - mmengine - INFO - Epoch(train) [144][40/161] lr: 7.0043e-02 eta: 1:19:03 time: 0.2960 data_time: 0.0375 memory: 9707 grad_norm: 1.1580 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.2279 loss: 0.2279 2022/08/05 17:04:48 - mmengine - INFO - Epoch(train) [144][60/161] lr: 6.9888e-02 eta: 1:18:57 time: 0.3083 data_time: 0.0425 memory: 9707 grad_norm: 1.1222 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.1906 loss: 0.1906 2022/08/05 17:04:54 - mmengine - INFO - Epoch(train) [144][80/161] lr: 6.9733e-02 eta: 1:18:51 time: 0.2979 data_time: 0.0405 memory: 9707 grad_norm: 1.1024 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.1390 loss: 0.1390 2022/08/05 17:05:00 - mmengine - INFO - Epoch(train) [144][100/161] lr: 6.9578e-02 eta: 1:18:44 time: 0.3036 data_time: 0.0408 memory: 9707 grad_norm: 1.1354 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.1781 loss: 0.1781 2022/08/05 17:05:06 - mmengine - INFO - Epoch(train) [144][120/161] lr: 6.9423e-02 eta: 1:18:38 time: 0.3040 data_time: 0.0405 memory: 9707 grad_norm: 1.2409 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.1951 loss: 0.1951 2022/08/05 17:05:12 - mmengine - INFO - Epoch(train) [144][140/161] lr: 6.9268e-02 eta: 1:18:32 time: 0.2954 data_time: 0.0415 memory: 9707 grad_norm: 1.2932 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.1903 loss: 0.1903 2022/08/05 17:05:18 - mmengine - INFO - Epoch(train) [144][160/161] lr: 6.9114e-02 eta: 1:18:26 time: 0.3002 data_time: 0.0353 memory: 9707 grad_norm: 1.0955 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.1841 loss: 0.1841 2022/08/05 17:05:18 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_gym_keypoint_20220805_150313 2022/08/05 17:05:18 - mmengine - INFO - Epoch(train) [144][161/161] lr: 6.9106e-02 eta: 1:18:26 time: 0.2924 data_time: 0.0376 memory: 652 grad_norm: 1.2753 top1_acc: 0.0000 top5_acc: 0.0000 loss_cls: 0.3976 loss: 0.3976 2022/08/05 17:05:25 - mmengine - INFO - Epoch(train) [145][20/161] lr: 6.8951e-02 eta: 1:18:20 time: 0.3596 data_time: 0.0822 memory: 9707 grad_norm: 1.1021 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.2434 loss: 0.2434 2022/08/05 17:05:31 - mmengine - INFO - Epoch(train) [145][40/161] lr: 6.8797e-02 eta: 1:18:14 time: 0.2970 data_time: 0.0412 memory: 9707 grad_norm: 1.1208 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.2033 loss: 0.2033 2022/08/05 17:05:37 - mmengine - INFO - Epoch(train) [145][60/161] lr: 6.8642e-02 eta: 1:18:08 time: 0.3099 data_time: 0.0412 memory: 9707 grad_norm: 1.0131 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.1701 loss: 0.1701 2022/08/05 17:05:43 - mmengine - INFO - Epoch(train) [145][80/161] lr: 6.8488e-02 eta: 1:18:02 time: 0.2972 data_time: 0.0396 memory: 9707 grad_norm: 1.1737 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.1452 loss: 0.1452 2022/08/05 17:05:49 - mmengine - INFO - Epoch(train) [145][100/161] lr: 6.8334e-02 eta: 1:17:56 time: 0.3043 data_time: 0.0394 memory: 9707 grad_norm: 1.2294 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.2473 loss: 0.2473 2022/08/05 17:05:56 - mmengine - INFO - Epoch(train) [145][120/161] lr: 6.8180e-02 eta: 1:17:50 time: 0.3097 data_time: 0.0493 memory: 9707 grad_norm: 1.2204 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.2077 loss: 0.2077 2022/08/05 17:06:01 - mmengine - INFO - Epoch(train) [145][140/161] lr: 6.8025e-02 eta: 1:17:43 time: 0.2982 data_time: 0.0418 memory: 9707 grad_norm: 1.2162 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.1741 loss: 0.1741 2022/08/05 17:06:07 - mmengine - INFO - Epoch(train) [145][160/161] lr: 6.7871e-02 eta: 1:17:37 time: 0.2890 data_time: 0.0350 memory: 9707 grad_norm: 1.2785 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.2065 loss: 0.2065 2022/08/05 17:06:07 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_gym_keypoint_20220805_150313 2022/08/05 17:06:07 - mmengine - INFO - Epoch(train) [145][161/161] lr: 6.7864e-02 eta: 1:17:37 time: 0.2800 data_time: 0.0365 memory: 652 grad_norm: 1.4649 top1_acc: 0.0000 top5_acc: 0.0000 loss_cls: 0.4993 loss: 0.4993 2022/08/05 17:06:14 - mmengine - INFO - Epoch(train) [146][20/161] lr: 6.7710e-02 eta: 1:17:31 time: 0.3498 data_time: 0.0815 memory: 9707 grad_norm: 1.2208 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.1880 loss: 0.1880 2022/08/05 17:06:20 - mmengine - INFO - Epoch(train) [146][40/161] lr: 6.7556e-02 eta: 1:17:25 time: 0.3026 data_time: 0.0378 memory: 9707 grad_norm: 1.1207 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.1739 loss: 0.1739 2022/08/05 17:06:27 - mmengine - INFO - Epoch(train) [146][60/161] lr: 6.7402e-02 eta: 1:17:19 time: 0.3069 data_time: 0.0465 memory: 9707 grad_norm: 1.0819 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.2149 loss: 0.2149 2022/08/05 17:06:33 - mmengine - INFO - Epoch(train) [146][80/161] lr: 6.7249e-02 eta: 1:17:13 time: 0.2995 data_time: 0.0413 memory: 9707 grad_norm: 1.1588 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.2171 loss: 0.2171 2022/08/05 17:06:39 - mmengine - INFO - Epoch(train) [146][100/161] lr: 6.7095e-02 eta: 1:17:07 time: 0.3218 data_time: 0.0432 memory: 9707 grad_norm: 1.3085 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.1822 loss: 0.1822 2022/08/05 17:06:45 - mmengine - INFO - Epoch(train) [146][120/161] lr: 6.6941e-02 eta: 1:17:01 time: 0.2996 data_time: 0.0428 memory: 9707 grad_norm: 1.1790 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.1850 loss: 0.1850 2022/08/05 17:06:51 - mmengine - INFO - Epoch(train) [146][140/161] lr: 6.6788e-02 eta: 1:16:55 time: 0.3042 data_time: 0.0464 memory: 9707 grad_norm: 1.2239 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.2134 loss: 0.2134 2022/08/05 17:06:57 - mmengine - INFO - Epoch(train) [146][160/161] lr: 6.6635e-02 eta: 1:16:49 time: 0.3008 data_time: 0.0445 memory: 9707 grad_norm: 1.2793 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.2328 loss: 0.2328 2022/08/05 17:06:57 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_gym_keypoint_20220805_150313 2022/08/05 17:06:57 - mmengine - INFO - Epoch(train) [146][161/161] lr: 6.6627e-02 eta: 1:16:49 time: 0.2921 data_time: 0.0458 memory: 652 grad_norm: 1.4933 top1_acc: 0.0000 top5_acc: 0.0000 loss_cls: 0.4545 loss: 0.4545 2022/08/05 17:07:04 - mmengine - INFO - Epoch(train) [147][20/161] lr: 6.6474e-02 eta: 1:16:43 time: 0.3568 data_time: 0.0916 memory: 9707 grad_norm: 1.3215 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.1948 loss: 0.1948 2022/08/05 17:07:10 - mmengine - INFO - Epoch(train) [147][40/161] lr: 6.6321e-02 eta: 1:16:37 time: 0.3028 data_time: 0.0390 memory: 9707 grad_norm: 1.1739 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.2070 loss: 0.2070 2022/08/05 17:07:17 - mmengine - INFO - Epoch(train) [147][60/161] lr: 6.6168e-02 eta: 1:16:31 time: 0.3416 data_time: 0.0477 memory: 9707 grad_norm: 1.0988 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.2806 loss: 0.2806 2022/08/05 17:07:23 - mmengine - INFO - Epoch(train) [147][80/161] lr: 6.6015e-02 eta: 1:16:25 time: 0.3026 data_time: 0.0427 memory: 9707 grad_norm: 1.0892 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.1474 loss: 0.1474 2022/08/05 17:07:29 - mmengine - INFO - Epoch(train) [147][100/161] lr: 6.5862e-02 eta: 1:16:19 time: 0.3051 data_time: 0.0452 memory: 9707 grad_norm: 1.1116 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.1612 loss: 0.1612 2022/08/05 17:07:36 - mmengine - INFO - Epoch(train) [147][120/161] lr: 6.5709e-02 eta: 1:16:13 time: 0.3061 data_time: 0.0447 memory: 9707 grad_norm: 1.1101 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.1816 loss: 0.1816 2022/08/05 17:07:42 - mmengine - INFO - Epoch(train) [147][140/161] lr: 6.5556e-02 eta: 1:16:07 time: 0.3064 data_time: 0.0442 memory: 9707 grad_norm: 1.2369 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.2509 loss: 0.2509 2022/08/05 17:07:48 - mmengine - INFO - Epoch(train) [147][160/161] lr: 6.5404e-02 eta: 1:16:00 time: 0.2978 data_time: 0.0471 memory: 9707 grad_norm: 1.3158 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.2823 loss: 0.2823 2022/08/05 17:07:48 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_gym_keypoint_20220805_150313 2022/08/05 17:07:48 - mmengine - INFO - Epoch(train) [147][161/161] lr: 6.5396e-02 eta: 1:16:00 time: 0.2891 data_time: 0.0485 memory: 652 grad_norm: 1.4741 top1_acc: 0.0000 top5_acc: 1.0000 loss_cls: 0.3880 loss: 0.3880 2022/08/05 17:07:55 - mmengine - INFO - Epoch(train) [148][20/161] lr: 6.5243e-02 eta: 1:15:54 time: 0.3580 data_time: 0.0841 memory: 9707 grad_norm: 1.2639 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.2213 loss: 0.2213 2022/08/05 17:08:01 - mmengine - INFO - Epoch(train) [148][40/161] lr: 6.5091e-02 eta: 1:15:48 time: 0.3049 data_time: 0.0422 memory: 9707 grad_norm: 1.0700 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.1710 loss: 0.1710 2022/08/05 17:08:07 - mmengine - INFO - Epoch(train) [148][60/161] lr: 6.4939e-02 eta: 1:15:42 time: 0.3071 data_time: 0.0467 memory: 9707 grad_norm: 1.1421 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.1669 loss: 0.1669 2022/08/05 17:08:13 - mmengine - INFO - Epoch(train) [148][80/161] lr: 6.4786e-02 eta: 1:15:36 time: 0.3097 data_time: 0.0469 memory: 9707 grad_norm: 1.2581 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.1474 loss: 0.1474 2022/08/05 17:08:20 - mmengine - INFO - Epoch(train) [148][100/161] lr: 6.4634e-02 eta: 1:15:30 time: 0.3131 data_time: 0.0478 memory: 9707 grad_norm: 1.2926 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.2145 loss: 0.2145 2022/08/05 17:08:26 - mmengine - INFO - Epoch(train) [148][120/161] lr: 6.4482e-02 eta: 1:15:24 time: 0.3266 data_time: 0.0460 memory: 9707 grad_norm: 1.2787 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.2307 loss: 0.2307 2022/08/05 17:08:32 - mmengine - INFO - Epoch(train) [148][140/161] lr: 6.4330e-02 eta: 1:15:18 time: 0.3067 data_time: 0.0476 memory: 9707 grad_norm: 1.3667 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.2036 loss: 0.2036 2022/08/05 17:08:38 - mmengine - INFO - Epoch(train) [148][160/161] lr: 6.4178e-02 eta: 1:15:12 time: 0.3015 data_time: 0.0459 memory: 9707 grad_norm: 1.2421 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.2408 loss: 0.2408 2022/08/05 17:08:39 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_gym_keypoint_20220805_150313 2022/08/05 17:08:39 - mmengine - INFO - Epoch(train) [148][161/161] lr: 6.4171e-02 eta: 1:15:12 time: 0.2929 data_time: 0.0472 memory: 652 grad_norm: 1.4589 top1_acc: 0.0000 top5_acc: 0.0000 loss_cls: 0.3872 loss: 0.3872 2022/08/05 17:08:46 - mmengine - INFO - Epoch(train) [149][20/161] lr: 6.4019e-02 eta: 1:15:07 time: 0.3736 data_time: 0.0885 memory: 9707 grad_norm: 1.3101 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.2292 loss: 0.2292 2022/08/05 17:08:52 - mmengine - INFO - Epoch(train) [149][40/161] lr: 6.3867e-02 eta: 1:15:00 time: 0.3050 data_time: 0.0421 memory: 9707 grad_norm: 1.1046 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.2302 loss: 0.2302 2022/08/05 17:08:58 - mmengine - INFO - Epoch(train) [149][60/161] lr: 6.3716e-02 eta: 1:14:55 time: 0.3163 data_time: 0.0485 memory: 9707 grad_norm: 1.1827 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.1619 loss: 0.1619 2022/08/05 17:09:05 - mmengine - INFO - Epoch(train) [149][80/161] lr: 6.3564e-02 eta: 1:14:48 time: 0.3072 data_time: 0.0462 memory: 9707 grad_norm: 1.2489 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.1897 loss: 0.1897 2022/08/05 17:09:11 - mmengine - INFO - Epoch(train) [149][100/161] lr: 6.3413e-02 eta: 1:14:42 time: 0.3126 data_time: 0.0488 memory: 9707 grad_norm: 1.2310 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.1732 loss: 0.1732 2022/08/05 17:09:17 - mmengine - INFO - Epoch(train) [149][120/161] lr: 6.3262e-02 eta: 1:14:36 time: 0.3166 data_time: 0.0477 memory: 9707 grad_norm: 1.1926 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.1669 loss: 0.1669 2022/08/05 17:09:23 - mmengine - INFO - Epoch(train) [149][140/161] lr: 6.3110e-02 eta: 1:14:30 time: 0.3076 data_time: 0.0486 memory: 9707 grad_norm: 1.2130 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.2061 loss: 0.2061 2022/08/05 17:09:29 - mmengine - INFO - Epoch(train) [149][160/161] lr: 6.2959e-02 eta: 1:14:24 time: 0.2990 data_time: 0.0476 memory: 9707 grad_norm: 1.1865 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.2174 loss: 0.2174 2022/08/05 17:09:29 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_gym_keypoint_20220805_150313 2022/08/05 17:09:29 - mmengine - INFO - Epoch(train) [149][161/161] lr: 6.2952e-02 eta: 1:14:24 time: 0.2903 data_time: 0.0496 memory: 652 grad_norm: 1.4502 top1_acc: 0.0000 top5_acc: 0.0000 loss_cls: 0.4029 loss: 0.4029 2022/08/05 17:09:35 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_gym_keypoint_20220805_150313 2022/08/05 17:09:37 - mmengine - INFO - Epoch(train) [150][20/161] lr: 6.2801e-02 eta: 1:14:19 time: 0.3988 data_time: 0.1104 memory: 9707 grad_norm: 1.2569 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.2249 loss: 0.2249 2022/08/05 17:09:44 - mmengine - INFO - Epoch(train) [150][40/161] lr: 6.2650e-02 eta: 1:14:13 time: 0.3050 data_time: 0.0460 memory: 9707 grad_norm: 1.1196 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.2226 loss: 0.2226 2022/08/05 17:09:50 - mmengine - INFO - Epoch(train) [150][60/161] lr: 6.2499e-02 eta: 1:14:07 time: 0.3063 data_time: 0.0460 memory: 9707 grad_norm: 1.1182 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.1835 loss: 0.1835 2022/08/05 17:09:56 - mmengine - INFO - Epoch(train) [150][80/161] lr: 6.2348e-02 eta: 1:14:01 time: 0.3092 data_time: 0.0481 memory: 9707 grad_norm: 1.0888 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.1681 loss: 0.1681 2022/08/05 17:10:02 - mmengine - INFO - Epoch(train) [150][100/161] lr: 6.2198e-02 eta: 1:13:55 time: 0.3083 data_time: 0.0490 memory: 9707 grad_norm: 1.2160 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.1687 loss: 0.1687 2022/08/05 17:10:08 - mmengine - INFO - Epoch(train) [150][120/161] lr: 6.2047e-02 eta: 1:13:49 time: 0.3127 data_time: 0.0461 memory: 9707 grad_norm: 1.1456 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.1391 loss: 0.1391 2022/08/05 17:10:14 - mmengine - INFO - Epoch(train) [150][140/161] lr: 6.1897e-02 eta: 1:13:43 time: 0.3109 data_time: 0.0509 memory: 9707 grad_norm: 1.3535 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.2239 loss: 0.2239 2022/08/05 17:10:21 - mmengine - INFO - Epoch(train) [150][160/161] lr: 6.1747e-02 eta: 1:13:36 time: 0.3051 data_time: 0.0501 memory: 9707 grad_norm: 1.2048 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.2087 loss: 0.2087 2022/08/05 17:10:21 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_gym_keypoint_20220805_150313 2022/08/05 17:10:21 - mmengine - INFO - Epoch(train) [150][161/161] lr: 6.1739e-02 eta: 1:13:36 time: 0.2960 data_time: 0.0517 memory: 652 grad_norm: 1.3784 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.2661 loss: 0.2661 2022/08/05 17:10:21 - mmengine - INFO - Saving checkpoint at 150 epochs 2022/08/05 17:10:27 - mmengine - INFO - Epoch(val) [150][20/67] eta: 0:00:12 time: 0.2596 data_time: 0.1134 memory: 1868 2022/08/05 17:10:31 - mmengine - INFO - Epoch(val) [150][40/67] eta: 0:00:05 time: 0.2044 data_time: 0.0577 memory: 1868 2022/08/05 17:10:35 - mmengine - INFO - Epoch(val) [150][60/67] eta: 0:00:01 time: 0.1768 data_time: 0.0448 memory: 1868 2022/08/05 17:10:37 - mmengine - INFO - Epoch(val) [150][67/67] acc/top1: 0.9006 acc/top5: 0.9938 acc/mean1: 0.8663 2022/08/05 17:10:37 - mmengine - INFO - The previous best checkpoint /mnt/lustre/daiwenxun/X/mmaction2/work_dirs/slowonly_r50_u48_240e_8xb16_gym_keypoint/best_acc/top1_epoch_141.pth is removed 2022/08/05 17:10:38 - mmengine - INFO - The best checkpoint with 0.9006 acc/top1 at 151 epoch is saved to best_acc/top1_epoch_151.pth. 2022/08/05 17:10:45 - mmengine - INFO - Epoch(train) [151][20/161] lr: 6.1589e-02 eta: 1:13:30 time: 0.3379 data_time: 0.0812 memory: 9707 grad_norm: 1.2142 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.2002 loss: 0.2002 2022/08/05 17:10:51 - mmengine - INFO - Epoch(train) [151][40/161] lr: 6.1439e-02 eta: 1:13:24 time: 0.3006 data_time: 0.0440 memory: 9707 grad_norm: 1.2838 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.2078 loss: 0.2078 2022/08/05 17:10:57 - mmengine - INFO - Epoch(train) [151][60/161] lr: 6.1289e-02 eta: 1:13:18 time: 0.3185 data_time: 0.0530 memory: 9707 grad_norm: 1.3048 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.2023 loss: 0.2023 2022/08/05 17:11:03 - mmengine - INFO - Epoch(train) [151][80/161] lr: 6.1139e-02 eta: 1:13:12 time: 0.2996 data_time: 0.0390 memory: 9707 grad_norm: 1.1810 top1_acc: 0.8750 top5_acc: 0.9375 loss_cls: 0.2186 loss: 0.2186 2022/08/05 17:11:09 - mmengine - INFO - Epoch(train) [151][100/161] lr: 6.0989e-02 eta: 1:13:06 time: 0.3002 data_time: 0.0416 memory: 9707 grad_norm: 1.3467 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.2207 loss: 0.2207 2022/08/05 17:11:15 - mmengine - INFO - Epoch(train) [151][120/161] lr: 6.0840e-02 eta: 1:13:00 time: 0.2988 data_time: 0.0404 memory: 9707 grad_norm: 1.1644 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.1753 loss: 0.1753 2022/08/05 17:11:21 - mmengine - INFO - Epoch(train) [151][140/161] lr: 6.0690e-02 eta: 1:12:54 time: 0.3081 data_time: 0.0447 memory: 9707 grad_norm: 1.2612 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.2107 loss: 0.2107 2022/08/05 17:11:27 - mmengine - INFO - Epoch(train) [151][160/161] lr: 6.0541e-02 eta: 1:12:47 time: 0.2902 data_time: 0.0365 memory: 9707 grad_norm: 1.3131 top1_acc: 0.8750 top5_acc: 0.9375 loss_cls: 0.2171 loss: 0.2171 2022/08/05 17:11:27 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_gym_keypoint_20220805_150313 2022/08/05 17:11:27 - mmengine - INFO - Epoch(train) [151][161/161] lr: 6.0533e-02 eta: 1:12:47 time: 0.2810 data_time: 0.0374 memory: 652 grad_norm: 1.5158 top1_acc: 0.0000 top5_acc: 0.0000 loss_cls: 0.4648 loss: 0.4648 2022/08/05 17:11:35 - mmengine - INFO - Epoch(train) [152][20/161] lr: 6.0384e-02 eta: 1:12:41 time: 0.3630 data_time: 0.0768 memory: 9707 grad_norm: 1.0538 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.1606 loss: 0.1606 2022/08/05 17:11:41 - mmengine - INFO - Epoch(train) [152][40/161] lr: 6.0234e-02 eta: 1:12:35 time: 0.3094 data_time: 0.0416 memory: 9707 grad_norm: 1.1331 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.2034 loss: 0.2034 2022/08/05 17:11:47 - mmengine - INFO - Epoch(train) [152][60/161] lr: 6.0085e-02 eta: 1:12:29 time: 0.3019 data_time: 0.0401 memory: 9707 grad_norm: 1.1105 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.1441 loss: 0.1441 2022/08/05 17:11:53 - mmengine - INFO - Epoch(train) [152][80/161] lr: 5.9936e-02 eta: 1:12:23 time: 0.2996 data_time: 0.0391 memory: 9707 grad_norm: 1.0780 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.1691 loss: 0.1691 2022/08/05 17:11:59 - mmengine - INFO - Epoch(train) [152][100/161] lr: 5.9787e-02 eta: 1:12:17 time: 0.3127 data_time: 0.0409 memory: 9707 grad_norm: 1.0877 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.1708 loss: 0.1708 2022/08/05 17:12:05 - mmengine - INFO - Epoch(train) [152][120/161] lr: 5.9639e-02 eta: 1:12:11 time: 0.2993 data_time: 0.0379 memory: 9707 grad_norm: 1.2523 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.2078 loss: 0.2078 2022/08/05 17:12:11 - mmengine - INFO - Epoch(train) [152][140/161] lr: 5.9490e-02 eta: 1:12:05 time: 0.2996 data_time: 0.0385 memory: 9707 grad_norm: 1.3437 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.1987 loss: 0.1987 2022/08/05 17:12:17 - mmengine - INFO - Epoch(train) [152][160/161] lr: 5.9341e-02 eta: 1:11:59 time: 0.2996 data_time: 0.0399 memory: 9707 grad_norm: 1.2350 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.1907 loss: 0.1907 2022/08/05 17:12:17 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_gym_keypoint_20220805_150313 2022/08/05 17:12:17 - mmengine - INFO - Epoch(train) [152][161/161] lr: 5.9334e-02 eta: 1:11:59 time: 0.2916 data_time: 0.0425 memory: 652 grad_norm: 1.4092 top1_acc: 0.0000 top5_acc: 1.0000 loss_cls: 0.3576 loss: 0.3576 2022/08/05 17:12:24 - mmengine - INFO - Epoch(train) [153][20/161] lr: 5.9185e-02 eta: 1:11:53 time: 0.3568 data_time: 0.0876 memory: 9707 grad_norm: 1.2570 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.1574 loss: 0.1574 2022/08/05 17:12:30 - mmengine - INFO - Epoch(train) [153][40/161] lr: 5.9037e-02 eta: 1:11:47 time: 0.2993 data_time: 0.0395 memory: 9707 grad_norm: 1.0953 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.1689 loss: 0.1689 2022/08/05 17:12:37 - mmengine - INFO - Epoch(train) [153][60/161] lr: 5.8889e-02 eta: 1:11:40 time: 0.3073 data_time: 0.0410 memory: 9707 grad_norm: 1.0902 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.2102 loss: 0.2102 2022/08/05 17:12:43 - mmengine - INFO - Epoch(train) [153][80/161] lr: 5.8740e-02 eta: 1:11:34 time: 0.2990 data_time: 0.0376 memory: 9707 grad_norm: 1.2239 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.1819 loss: 0.1819 2022/08/05 17:12:48 - mmengine - INFO - Epoch(train) [153][100/161] lr: 5.8592e-02 eta: 1:11:28 time: 0.2966 data_time: 0.0373 memory: 9707 grad_norm: 1.0592 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.1788 loss: 0.1788 2022/08/05 17:12:54 - mmengine - INFO - Epoch(train) [153][120/161] lr: 5.8444e-02 eta: 1:11:22 time: 0.2952 data_time: 0.0354 memory: 9707 grad_norm: 1.1472 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.1459 loss: 0.1459 2022/08/05 17:13:00 - mmengine - INFO - Epoch(train) [153][140/161] lr: 5.8297e-02 eta: 1:11:16 time: 0.3030 data_time: 0.0359 memory: 9707 grad_norm: 1.1050 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.2235 loss: 0.2235 2022/08/05 17:13:06 - mmengine - INFO - Epoch(train) [153][160/161] lr: 5.8149e-02 eta: 1:11:10 time: 0.2908 data_time: 0.0371 memory: 9707 grad_norm: 1.0932 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.1581 loss: 0.1581 2022/08/05 17:13:06 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_gym_keypoint_20220805_150313 2022/08/05 17:13:06 - mmengine - INFO - Epoch(train) [153][161/161] lr: 5.8141e-02 eta: 1:11:10 time: 0.2824 data_time: 0.0391 memory: 652 grad_norm: 1.4365 top1_acc: 0.0000 top5_acc: 0.0000 loss_cls: 0.4391 loss: 0.4391 2022/08/05 17:13:13 - mmengine - INFO - Epoch(train) [154][20/161] lr: 5.7994e-02 eta: 1:11:04 time: 0.3546 data_time: 0.0742 memory: 9707 grad_norm: 1.2844 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.3242 loss: 0.3242 2022/08/05 17:13:19 - mmengine - INFO - Epoch(train) [154][40/161] lr: 5.7846e-02 eta: 1:10:57 time: 0.2997 data_time: 0.0378 memory: 9707 grad_norm: 1.1392 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.1712 loss: 0.1712 2022/08/05 17:13:25 - mmengine - INFO - Epoch(train) [154][60/161] lr: 5.7699e-02 eta: 1:10:51 time: 0.2951 data_time: 0.0359 memory: 9707 grad_norm: 1.0230 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.1073 loss: 0.1073 2022/08/05 17:13:31 - mmengine - INFO - Epoch(train) [154][80/161] lr: 5.7552e-02 eta: 1:10:45 time: 0.3027 data_time: 0.0352 memory: 9707 grad_norm: 1.2384 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.1388 loss: 0.1388 2022/08/05 17:13:37 - mmengine - INFO - Epoch(train) [154][100/161] lr: 5.7404e-02 eta: 1:10:39 time: 0.3006 data_time: 0.0404 memory: 9707 grad_norm: 1.1874 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.1965 loss: 0.1965 2022/08/05 17:13:43 - mmengine - INFO - Epoch(train) [154][120/161] lr: 5.7257e-02 eta: 1:10:33 time: 0.2966 data_time: 0.0376 memory: 9707 grad_norm: 1.1574 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.2038 loss: 0.2038 2022/08/05 17:13:49 - mmengine - INFO - Epoch(train) [154][140/161] lr: 5.7110e-02 eta: 1:10:27 time: 0.3046 data_time: 0.0354 memory: 9707 grad_norm: 1.1002 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.1381 loss: 0.1381 2022/08/05 17:13:55 - mmengine - INFO - Epoch(train) [154][160/161] lr: 5.6964e-02 eta: 1:10:20 time: 0.2858 data_time: 0.0321 memory: 9707 grad_norm: 1.1842 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.1768 loss: 0.1768 2022/08/05 17:13:55 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_gym_keypoint_20220805_150313 2022/08/05 17:13:55 - mmengine - INFO - Epoch(train) [154][161/161] lr: 5.6956e-02 eta: 1:10:20 time: 0.2768 data_time: 0.0337 memory: 652 grad_norm: 1.3783 top1_acc: 0.0000 top5_acc: 0.0000 loss_cls: 0.3780 loss: 0.3780 2022/08/05 17:14:02 - mmengine - INFO - Epoch(train) [155][20/161] lr: 5.6810e-02 eta: 1:10:14 time: 0.3529 data_time: 0.0757 memory: 9707 grad_norm: 1.1650 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.2172 loss: 0.2172 2022/08/05 17:14:08 - mmengine - INFO - Epoch(train) [155][40/161] lr: 5.6663e-02 eta: 1:10:08 time: 0.3034 data_time: 0.0373 memory: 9707 grad_norm: 1.2206 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.2053 loss: 0.2053 2022/08/05 17:14:14 - mmengine - INFO - Epoch(train) [155][60/161] lr: 5.6516e-02 eta: 1:10:02 time: 0.2961 data_time: 0.0381 memory: 9707 grad_norm: 1.3803 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.1902 loss: 0.1902 2022/08/05 17:14:20 - mmengine - INFO - Epoch(train) [155][80/161] lr: 5.6370e-02 eta: 1:09:56 time: 0.3041 data_time: 0.0359 memory: 9707 grad_norm: 1.3373 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.1683 loss: 0.1683 2022/08/05 17:14:27 - mmengine - INFO - Epoch(train) [155][100/161] lr: 5.6224e-02 eta: 1:09:50 time: 0.3035 data_time: 0.0410 memory: 9707 grad_norm: 1.0856 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.1260 loss: 0.1260 2022/08/05 17:14:32 - mmengine - INFO - Epoch(train) [155][120/161] lr: 5.6078e-02 eta: 1:09:44 time: 0.2970 data_time: 0.0385 memory: 9707 grad_norm: 1.0478 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.1656 loss: 0.1656 2022/08/05 17:14:39 - mmengine - INFO - Epoch(train) [155][140/161] lr: 5.5932e-02 eta: 1:09:37 time: 0.3057 data_time: 0.0382 memory: 9707 grad_norm: 1.2806 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.1767 loss: 0.1767 2022/08/05 17:14:44 - mmengine - INFO - Epoch(train) [155][160/161] lr: 5.5786e-02 eta: 1:09:31 time: 0.2862 data_time: 0.0350 memory: 9707 grad_norm: 1.1391 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.1729 loss: 0.1729 2022/08/05 17:14:44 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_gym_keypoint_20220805_150313 2022/08/05 17:14:44 - mmengine - INFO - Epoch(train) [155][161/161] lr: 5.5778e-02 eta: 1:09:31 time: 0.2770 data_time: 0.0362 memory: 652 grad_norm: 1.3563 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.2871 loss: 0.2871 2022/08/05 17:14:51 - mmengine - INFO - Epoch(train) [156][20/161] lr: 5.5633e-02 eta: 1:09:25 time: 0.3513 data_time: 0.0717 memory: 9707 grad_norm: 1.1719 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.1879 loss: 0.1879 2022/08/05 17:14:58 - mmengine - INFO - Epoch(train) [156][40/161] lr: 5.5487e-02 eta: 1:09:19 time: 0.3098 data_time: 0.0386 memory: 9707 grad_norm: 1.1205 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.1725 loss: 0.1725 2022/08/05 17:14:59 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_gym_keypoint_20220805_150313 2022/08/05 17:15:04 - mmengine - INFO - Epoch(train) [156][60/161] lr: 5.5341e-02 eta: 1:09:13 time: 0.2966 data_time: 0.0401 memory: 9707 grad_norm: 1.2008 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.2225 loss: 0.2225 2022/08/05 17:15:10 - mmengine - INFO - Epoch(train) [156][80/161] lr: 5.5196e-02 eta: 1:09:07 time: 0.2961 data_time: 0.0335 memory: 9707 grad_norm: 1.1467 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.2259 loss: 0.2259 2022/08/05 17:15:15 - mmengine - INFO - Epoch(train) [156][100/161] lr: 5.5051e-02 eta: 1:09:00 time: 0.2969 data_time: 0.0396 memory: 9707 grad_norm: 1.2426 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.2015 loss: 0.2015 2022/08/05 17:15:21 - mmengine - INFO - Epoch(train) [156][120/161] lr: 5.4905e-02 eta: 1:08:54 time: 0.2991 data_time: 0.0358 memory: 9707 grad_norm: 1.1580 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.1678 loss: 0.1678 2022/08/05 17:15:27 - mmengine - INFO - Epoch(train) [156][140/161] lr: 5.4760e-02 eta: 1:08:48 time: 0.2979 data_time: 0.0388 memory: 9707 grad_norm: 1.0805 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.1463 loss: 0.1463 2022/08/05 17:15:33 - mmengine - INFO - Epoch(train) [156][160/161] lr: 5.4615e-02 eta: 1:08:42 time: 0.2871 data_time: 0.0322 memory: 9707 grad_norm: 1.3370 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.1445 loss: 0.1445 2022/08/05 17:15:33 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_gym_keypoint_20220805_150313 2022/08/05 17:15:33 - mmengine - INFO - Epoch(train) [156][161/161] lr: 5.4608e-02 eta: 1:08:42 time: 0.2782 data_time: 0.0336 memory: 652 grad_norm: 1.4863 top1_acc: 0.0000 top5_acc: 1.0000 loss_cls: 0.3052 loss: 0.3052 2022/08/05 17:15:40 - mmengine - INFO - Epoch(train) [157][20/161] lr: 5.4463e-02 eta: 1:08:36 time: 0.3551 data_time: 0.0666 memory: 9707 grad_norm: 1.1337 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.1489 loss: 0.1489 2022/08/05 17:15:46 - mmengine - INFO - Epoch(train) [157][40/161] lr: 5.4319e-02 eta: 1:08:30 time: 0.2979 data_time: 0.0372 memory: 9707 grad_norm: 1.2082 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.1494 loss: 0.1494 2022/08/05 17:15:52 - mmengine - INFO - Epoch(train) [157][60/161] lr: 5.4174e-02 eta: 1:08:24 time: 0.2986 data_time: 0.0376 memory: 9707 grad_norm: 1.3144 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.1670 loss: 0.1670 2022/08/05 17:15:58 - mmengine - INFO - Epoch(train) [157][80/161] lr: 5.4030e-02 eta: 1:08:17 time: 0.3056 data_time: 0.0382 memory: 9707 grad_norm: 1.2462 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.1735 loss: 0.1735 2022/08/05 17:16:04 - mmengine - INFO - Epoch(train) [157][100/161] lr: 5.3885e-02 eta: 1:08:11 time: 0.2951 data_time: 0.0391 memory: 9707 grad_norm: 1.1734 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.2099 loss: 0.2099 2022/08/05 17:16:10 - mmengine - INFO - Epoch(train) [157][120/161] lr: 5.3741e-02 eta: 1:08:05 time: 0.3003 data_time: 0.0365 memory: 9707 grad_norm: 1.0716 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.1259 loss: 0.1259 2022/08/05 17:16:16 - mmengine - INFO - Epoch(train) [157][140/161] lr: 5.3597e-02 eta: 1:07:59 time: 0.2993 data_time: 0.0376 memory: 9707 grad_norm: 1.0708 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.1258 loss: 0.1258 2022/08/05 17:16:22 - mmengine - INFO - Epoch(train) [157][160/161] lr: 5.3453e-02 eta: 1:07:53 time: 0.2920 data_time: 0.0361 memory: 9707 grad_norm: 1.2212 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.1623 loss: 0.1623 2022/08/05 17:16:22 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_gym_keypoint_20220805_150313 2022/08/05 17:16:22 - mmengine - INFO - Epoch(train) [157][161/161] lr: 5.3446e-02 eta: 1:07:53 time: 0.2779 data_time: 0.0364 memory: 652 grad_norm: 1.4279 top1_acc: 0.0000 top5_acc: 0.0000 loss_cls: 0.4252 loss: 0.4252 2022/08/05 17:16:29 - mmengine - INFO - Epoch(train) [158][20/161] lr: 5.3302e-02 eta: 1:07:47 time: 0.3468 data_time: 0.0759 memory: 9707 grad_norm: 1.2103 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.1665 loss: 0.1665 2022/08/05 17:16:35 - mmengine - INFO - Epoch(train) [158][40/161] lr: 5.3158e-02 eta: 1:07:40 time: 0.2941 data_time: 0.0355 memory: 9707 grad_norm: 1.1568 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.1551 loss: 0.1551 2022/08/05 17:16:41 - mmengine - INFO - Epoch(train) [158][60/161] lr: 5.3015e-02 eta: 1:07:34 time: 0.3058 data_time: 0.0421 memory: 9707 grad_norm: 1.2274 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.1541 loss: 0.1541 2022/08/05 17:16:47 - mmengine - INFO - Epoch(train) [158][80/161] lr: 5.2871e-02 eta: 1:07:28 time: 0.2954 data_time: 0.0361 memory: 9707 grad_norm: 1.2367 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.1298 loss: 0.1298 2022/08/05 17:16:53 - mmengine - INFO - Epoch(train) [158][100/161] lr: 5.2728e-02 eta: 1:07:22 time: 0.2979 data_time: 0.0383 memory: 9707 grad_norm: 1.1605 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.1626 loss: 0.1626 2022/08/05 17:16:59 - mmengine - INFO - Epoch(train) [158][120/161] lr: 5.2584e-02 eta: 1:07:16 time: 0.3058 data_time: 0.0421 memory: 9707 grad_norm: 1.1625 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.1327 loss: 0.1327 2022/08/05 17:17:05 - mmengine - INFO - Epoch(train) [158][140/161] lr: 5.2441e-02 eta: 1:07:10 time: 0.2963 data_time: 0.0419 memory: 9707 grad_norm: 1.3001 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.1492 loss: 0.1492 2022/08/05 17:17:11 - mmengine - INFO - Epoch(train) [158][160/161] lr: 5.2298e-02 eta: 1:07:03 time: 0.2867 data_time: 0.0343 memory: 9707 grad_norm: 1.1422 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.1455 loss: 0.1455 2022/08/05 17:17:11 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_gym_keypoint_20220805_150313 2022/08/05 17:17:11 - mmengine - INFO - Epoch(train) [158][161/161] lr: 5.2291e-02 eta: 1:07:03 time: 0.2777 data_time: 0.0359 memory: 652 grad_norm: 1.3401 top1_acc: 0.0000 top5_acc: 0.0000 loss_cls: 0.3505 loss: 0.3505 2022/08/05 17:17:18 - mmengine - INFO - Epoch(train) [159][20/161] lr: 5.2148e-02 eta: 1:06:57 time: 0.3617 data_time: 0.0679 memory: 9707 grad_norm: 1.2004 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.1934 loss: 0.1934 2022/08/05 17:17:24 - mmengine - INFO - Epoch(train) [159][40/161] lr: 5.2006e-02 eta: 1:06:51 time: 0.2956 data_time: 0.0341 memory: 9707 grad_norm: 1.2128 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.1542 loss: 0.1542 2022/08/05 17:17:30 - mmengine - INFO - Epoch(train) [159][60/161] lr: 5.1863e-02 eta: 1:06:45 time: 0.3015 data_time: 0.0437 memory: 9707 grad_norm: 1.1892 top1_acc: 0.8750 top5_acc: 0.9375 loss_cls: 0.1568 loss: 0.1568 2022/08/05 17:17:36 - mmengine - INFO - Epoch(train) [159][80/161] lr: 5.1721e-02 eta: 1:06:39 time: 0.2960 data_time: 0.0370 memory: 9707 grad_norm: 1.1076 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.1374 loss: 0.1374 2022/08/05 17:17:42 - mmengine - INFO - Epoch(train) [159][100/161] lr: 5.1578e-02 eta: 1:06:33 time: 0.3056 data_time: 0.0392 memory: 9707 grad_norm: 1.0866 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0904 loss: 0.0904 2022/08/05 17:17:48 - mmengine - INFO - Epoch(train) [159][120/161] lr: 5.1436e-02 eta: 1:06:27 time: 0.2995 data_time: 0.0393 memory: 9707 grad_norm: 1.0904 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.1872 loss: 0.1872 2022/08/05 17:17:54 - mmengine - INFO - Epoch(train) [159][140/161] lr: 5.1294e-02 eta: 1:06:20 time: 0.2951 data_time: 0.0396 memory: 9707 grad_norm: 1.2012 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.1356 loss: 0.1356 2022/08/05 17:18:00 - mmengine - INFO - Epoch(train) [159][160/161] lr: 5.1152e-02 eta: 1:06:14 time: 0.3033 data_time: 0.0388 memory: 9707 grad_norm: 1.1507 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.1526 loss: 0.1526 2022/08/05 17:18:00 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_gym_keypoint_20220805_150313 2022/08/05 17:18:00 - mmengine - INFO - Epoch(train) [159][161/161] lr: 5.1145e-02 eta: 1:06:14 time: 0.2938 data_time: 0.0405 memory: 652 grad_norm: 1.3425 top1_acc: 0.0000 top5_acc: 0.0000 loss_cls: 0.4284 loss: 0.4284 2022/08/05 17:18:07 - mmengine - INFO - Epoch(train) [160][20/161] lr: 5.1003e-02 eta: 1:06:08 time: 0.3464 data_time: 0.0726 memory: 9707 grad_norm: 1.3569 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.1249 loss: 0.1249 2022/08/05 17:18:13 - mmengine - INFO - Epoch(train) [160][40/161] lr: 5.0861e-02 eta: 1:06:02 time: 0.2956 data_time: 0.0378 memory: 9707 grad_norm: 1.2023 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.1701 loss: 0.1701 2022/08/05 17:18:19 - mmengine - INFO - Epoch(train) [160][60/161] lr: 5.0720e-02 eta: 1:05:56 time: 0.3116 data_time: 0.0393 memory: 9707 grad_norm: 1.2464 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.1466 loss: 0.1466 2022/08/05 17:18:25 - mmengine - INFO - Epoch(train) [160][80/161] lr: 5.0578e-02 eta: 1:05:50 time: 0.2956 data_time: 0.0406 memory: 9707 grad_norm: 1.2433 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.1364 loss: 0.1364 2022/08/05 17:18:31 - mmengine - INFO - Epoch(train) [160][100/161] lr: 5.0437e-02 eta: 1:05:44 time: 0.2976 data_time: 0.0388 memory: 9707 grad_norm: 1.2648 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.2137 loss: 0.2137 2022/08/05 17:18:37 - mmengine - INFO - Epoch(train) [160][120/161] lr: 5.0296e-02 eta: 1:05:38 time: 0.3038 data_time: 0.0359 memory: 9707 grad_norm: 1.2296 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.1683 loss: 0.1683 2022/08/05 17:18:43 - mmengine - INFO - Epoch(train) [160][140/161] lr: 5.0155e-02 eta: 1:05:31 time: 0.2976 data_time: 0.0393 memory: 9707 grad_norm: 1.1145 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.1693 loss: 0.1693 2022/08/05 17:18:49 - mmengine - INFO - Epoch(train) [160][160/161] lr: 5.0014e-02 eta: 1:05:25 time: 0.2907 data_time: 0.0356 memory: 9707 grad_norm: 1.1429 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.1164 loss: 0.1164 2022/08/05 17:18:49 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_gym_keypoint_20220805_150313 2022/08/05 17:18:49 - mmengine - INFO - Epoch(train) [160][161/161] lr: 5.0007e-02 eta: 1:05:25 time: 0.2822 data_time: 0.0373 memory: 652 grad_norm: 1.3260 top1_acc: 0.0000 top5_acc: 0.0000 loss_cls: 0.3204 loss: 0.3204 2022/08/05 17:18:49 - mmengine - INFO - Saving checkpoint at 160 epochs 2022/08/05 17:18:56 - mmengine - INFO - Epoch(val) [160][20/67] eta: 0:00:12 time: 0.2755 data_time: 0.1299 memory: 1868 2022/08/05 17:19:00 - mmengine - INFO - Epoch(val) [160][40/67] eta: 0:00:05 time: 0.1937 data_time: 0.0506 memory: 1868 2022/08/05 17:19:04 - mmengine - INFO - Epoch(val) [160][60/67] eta: 0:00:01 time: 0.1810 data_time: 0.0455 memory: 1868 2022/08/05 17:19:05 - mmengine - INFO - Epoch(val) [160][67/67] acc/top1: 0.9179 acc/top5: 0.9953 acc/mean1: 0.8763 2022/08/05 17:19:05 - mmengine - INFO - The previous best checkpoint /mnt/lustre/daiwenxun/X/mmaction2/work_dirs/slowonly_r50_u48_240e_8xb16_gym_keypoint/best_acc/top1_epoch_151.pth is removed 2022/08/05 17:19:06 - mmengine - INFO - The best checkpoint with 0.9179 acc/top1 at 161 epoch is saved to best_acc/top1_epoch_161.pth. 2022/08/05 17:19:13 - mmengine - INFO - Epoch(train) [161][20/161] lr: 4.9866e-02 eta: 1:05:19 time: 0.3366 data_time: 0.0735 memory: 9707 grad_norm: 1.0827 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.1318 loss: 0.1318 2022/08/05 17:19:19 - mmengine - INFO - Epoch(train) [161][40/161] lr: 4.9726e-02 eta: 1:05:13 time: 0.3043 data_time: 0.0392 memory: 9707 grad_norm: 1.1676 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.1082 loss: 0.1082 2022/08/05 17:19:25 - mmengine - INFO - Epoch(train) [161][60/161] lr: 4.9585e-02 eta: 1:05:07 time: 0.3002 data_time: 0.0439 memory: 9707 grad_norm: 1.2349 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.1421 loss: 0.1421 2022/08/05 17:19:31 - mmengine - INFO - Epoch(train) [161][80/161] lr: 4.9445e-02 eta: 1:05:00 time: 0.2966 data_time: 0.0395 memory: 9707 grad_norm: 1.1756 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.1533 loss: 0.1533 2022/08/05 17:19:37 - mmengine - INFO - Epoch(train) [161][100/161] lr: 4.9305e-02 eta: 1:04:54 time: 0.3005 data_time: 0.0399 memory: 9707 grad_norm: 1.3141 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.1499 loss: 0.1499 2022/08/05 17:19:43 - mmengine - INFO - Epoch(train) [161][120/161] lr: 4.9164e-02 eta: 1:04:48 time: 0.2987 data_time: 0.0383 memory: 9707 grad_norm: 1.2910 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.1371 loss: 0.1371 2022/08/05 17:19:49 - mmengine - INFO - Epoch(train) [161][140/161] lr: 4.9024e-02 eta: 1:04:42 time: 0.2950 data_time: 0.0407 memory: 9707 grad_norm: 1.1202 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.1310 loss: 0.1310 2022/08/05 17:19:54 - mmengine - INFO - Epoch(train) [161][160/161] lr: 4.8885e-02 eta: 1:04:36 time: 0.2868 data_time: 0.0340 memory: 9707 grad_norm: 1.2812 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.1318 loss: 0.1318 2022/08/05 17:19:54 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_gym_keypoint_20220805_150313 2022/08/05 17:19:54 - mmengine - INFO - Epoch(train) [161][161/161] lr: 4.8878e-02 eta: 1:04:36 time: 0.2770 data_time: 0.0347 memory: 652 grad_norm: 1.4463 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.1849 loss: 0.1849 2022/08/05 17:20:02 - mmengine - INFO - Epoch(train) [162][20/161] lr: 4.8738e-02 eta: 1:04:30 time: 0.3578 data_time: 0.0754 memory: 9707 grad_norm: 1.1275 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.1516 loss: 0.1516 2022/08/05 17:20:08 - mmengine - INFO - Epoch(train) [162][40/161] lr: 4.8598e-02 eta: 1:04:24 time: 0.3002 data_time: 0.0423 memory: 9707 grad_norm: 1.0543 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.1755 loss: 0.1755 2022/08/05 17:20:13 - mmengine - INFO - Epoch(train) [162][60/161] lr: 4.8459e-02 eta: 1:04:17 time: 0.2958 data_time: 0.0396 memory: 9707 grad_norm: 1.2617 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.1944 loss: 0.1944 2022/08/05 17:20:19 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_gym_keypoint_20220805_150313 2022/08/05 17:20:20 - mmengine - INFO - Epoch(train) [162][80/161] lr: 4.8320e-02 eta: 1:04:11 time: 0.3007 data_time: 0.0369 memory: 9707 grad_norm: 1.1936 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.1330 loss: 0.1330 2022/08/05 17:20:25 - mmengine - INFO - Epoch(train) [162][100/161] lr: 4.8181e-02 eta: 1:04:05 time: 0.2950 data_time: 0.0370 memory: 9707 grad_norm: 1.2079 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.1603 loss: 0.1603 2022/08/05 17:20:31 - mmengine - INFO - Epoch(train) [162][120/161] lr: 4.8042e-02 eta: 1:03:59 time: 0.2978 data_time: 0.0354 memory: 9707 grad_norm: 1.2920 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.2132 loss: 0.2132 2022/08/05 17:20:37 - mmengine - INFO - Epoch(train) [162][140/161] lr: 4.7903e-02 eta: 1:03:53 time: 0.3020 data_time: 0.0405 memory: 9707 grad_norm: 1.1502 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.1935 loss: 0.1935 2022/08/05 17:20:43 - mmengine - INFO - Epoch(train) [162][160/161] lr: 4.7764e-02 eta: 1:03:47 time: 0.2890 data_time: 0.0414 memory: 9707 grad_norm: 1.3080 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.1648 loss: 0.1648 2022/08/05 17:20:43 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_gym_keypoint_20220805_150313 2022/08/05 17:20:43 - mmengine - INFO - Epoch(train) [162][161/161] lr: 4.7757e-02 eta: 1:03:47 time: 0.2793 data_time: 0.0423 memory: 652 grad_norm: 1.5347 top1_acc: 0.0000 top5_acc: 0.0000 loss_cls: 0.4147 loss: 0.4147 2022/08/05 17:20:50 - mmengine - INFO - Epoch(train) [163][20/161] lr: 4.7618e-02 eta: 1:03:40 time: 0.3557 data_time: 0.0664 memory: 9707 grad_norm: 1.2191 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.1962 loss: 0.1962 2022/08/05 17:20:56 - mmengine - INFO - Epoch(train) [163][40/161] lr: 4.7480e-02 eta: 1:03:34 time: 0.2984 data_time: 0.0373 memory: 9707 grad_norm: 1.0471 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.1304 loss: 0.1304 2022/08/05 17:21:02 - mmengine - INFO - Epoch(train) [163][60/161] lr: 4.7342e-02 eta: 1:03:28 time: 0.3022 data_time: 0.0387 memory: 9707 grad_norm: 1.2681 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.1573 loss: 0.1573 2022/08/05 17:21:08 - mmengine - INFO - Epoch(train) [163][80/161] lr: 4.7204e-02 eta: 1:03:22 time: 0.2965 data_time: 0.0349 memory: 9707 grad_norm: 1.2644 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.1532 loss: 0.1532 2022/08/05 17:21:14 - mmengine - INFO - Epoch(train) [163][100/161] lr: 4.7066e-02 eta: 1:03:16 time: 0.2987 data_time: 0.0408 memory: 9707 grad_norm: 1.1959 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.1262 loss: 0.1262 2022/08/05 17:21:20 - mmengine - INFO - Epoch(train) [163][120/161] lr: 4.6928e-02 eta: 1:03:10 time: 0.3050 data_time: 0.0427 memory: 9707 grad_norm: 1.3660 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.1663 loss: 0.1663 2022/08/05 17:21:26 - mmengine - INFO - Epoch(train) [163][140/161] lr: 4.6790e-02 eta: 1:03:04 time: 0.2989 data_time: 0.0449 memory: 9707 grad_norm: 1.1598 top1_acc: 0.8750 top5_acc: 0.9375 loss_cls: 0.1509 loss: 0.1509 2022/08/05 17:21:32 - mmengine - INFO - Epoch(train) [163][160/161] lr: 4.6652e-02 eta: 1:02:57 time: 0.2886 data_time: 0.0392 memory: 9707 grad_norm: 1.0758 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.1298 loss: 0.1298 2022/08/05 17:21:32 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_gym_keypoint_20220805_150313 2022/08/05 17:21:32 - mmengine - INFO - Epoch(train) [163][161/161] lr: 4.6645e-02 eta: 1:02:57 time: 0.2799 data_time: 0.0403 memory: 652 grad_norm: 1.3350 top1_acc: 0.0000 top5_acc: 0.0000 loss_cls: 0.3640 loss: 0.3640 2022/08/05 17:21:39 - mmengine - INFO - Epoch(train) [164][20/161] lr: 4.6508e-02 eta: 1:02:51 time: 0.3562 data_time: 0.0717 memory: 9707 grad_norm: 1.3444 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.1757 loss: 0.1757 2022/08/05 17:21:45 - mmengine - INFO - Epoch(train) [164][40/161] lr: 4.6371e-02 eta: 1:02:45 time: 0.2951 data_time: 0.0361 memory: 9707 grad_norm: 1.2515 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.1879 loss: 0.1879 2022/08/05 17:21:51 - mmengine - INFO - Epoch(train) [164][60/161] lr: 4.6233e-02 eta: 1:02:39 time: 0.2979 data_time: 0.0403 memory: 9707 grad_norm: 1.1699 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.1344 loss: 0.1344 2022/08/05 17:21:57 - mmengine - INFO - Epoch(train) [164][80/161] lr: 4.6096e-02 eta: 1:02:33 time: 0.3012 data_time: 0.0376 memory: 9707 grad_norm: 1.2715 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.1829 loss: 0.1829 2022/08/05 17:22:03 - mmengine - INFO - Epoch(train) [164][100/161] lr: 4.5960e-02 eta: 1:02:27 time: 0.2968 data_time: 0.0398 memory: 9707 grad_norm: 1.1947 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.1256 loss: 0.1256 2022/08/05 17:22:09 - mmengine - INFO - Epoch(train) [164][120/161] lr: 4.5823e-02 eta: 1:02:21 time: 0.2977 data_time: 0.0385 memory: 9707 grad_norm: 1.3141 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.1517 loss: 0.1517 2022/08/05 17:22:15 - mmengine - INFO - Epoch(train) [164][140/161] lr: 4.5686e-02 eta: 1:02:14 time: 0.2964 data_time: 0.0394 memory: 9707 grad_norm: 1.3648 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.1981 loss: 0.1981 2022/08/05 17:22:21 - mmengine - INFO - Epoch(train) [164][160/161] lr: 4.5550e-02 eta: 1:02:08 time: 0.2915 data_time: 0.0348 memory: 9707 grad_norm: 1.1616 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.1256 loss: 0.1256 2022/08/05 17:22:21 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_gym_keypoint_20220805_150313 2022/08/05 17:22:21 - mmengine - INFO - Epoch(train) [164][161/161] lr: 4.5543e-02 eta: 1:02:08 time: 0.2830 data_time: 0.0363 memory: 652 grad_norm: 1.3695 top1_acc: 0.0000 top5_acc: 0.0000 loss_cls: 0.2774 loss: 0.2774 2022/08/05 17:22:28 - mmengine - INFO - Epoch(train) [165][20/161] lr: 4.5407e-02 eta: 1:02:02 time: 0.3540 data_time: 0.0702 memory: 9707 grad_norm: 1.1458 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.1511 loss: 0.1511 2022/08/05 17:22:34 - mmengine - INFO - Epoch(train) [165][40/161] lr: 4.5270e-02 eta: 1:01:56 time: 0.2939 data_time: 0.0363 memory: 9707 grad_norm: 1.1974 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.1271 loss: 0.1271 2022/08/05 17:22:40 - mmengine - INFO - Epoch(train) [165][60/161] lr: 4.5134e-02 eta: 1:01:50 time: 0.2982 data_time: 0.0393 memory: 9707 grad_norm: 1.1094 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.1081 loss: 0.1081 2022/08/05 17:22:46 - mmengine - INFO - Epoch(train) [165][80/161] lr: 4.4999e-02 eta: 1:01:43 time: 0.2931 data_time: 0.0377 memory: 9707 grad_norm: 1.2432 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.1414 loss: 0.1414 2022/08/05 17:22:52 - mmengine - INFO - Epoch(train) [165][100/161] lr: 4.4863e-02 eta: 1:01:37 time: 0.2977 data_time: 0.0400 memory: 9707 grad_norm: 1.3321 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.1212 loss: 0.1212 2022/08/05 17:22:58 - mmengine - INFO - Epoch(train) [165][120/161] lr: 4.4727e-02 eta: 1:01:31 time: 0.3009 data_time: 0.0379 memory: 9707 grad_norm: 1.2628 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.1950 loss: 0.1950 2022/08/05 17:23:04 - mmengine - INFO - Epoch(train) [165][140/161] lr: 4.4592e-02 eta: 1:01:25 time: 0.3019 data_time: 0.0380 memory: 9707 grad_norm: 1.1976 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.1302 loss: 0.1302 2022/08/05 17:23:10 - mmengine - INFO - Epoch(train) [165][160/161] lr: 4.4456e-02 eta: 1:01:19 time: 0.2989 data_time: 0.0400 memory: 9707 grad_norm: 1.2623 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.1679 loss: 0.1679 2022/08/05 17:23:10 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_gym_keypoint_20220805_150313 2022/08/05 17:23:10 - mmengine - INFO - Epoch(train) [165][161/161] lr: 4.4450e-02 eta: 1:01:19 time: 0.2892 data_time: 0.0413 memory: 652 grad_norm: 1.5193 top1_acc: 0.0000 top5_acc: 0.0000 loss_cls: 0.3519 loss: 0.3519 2022/08/05 17:23:17 - mmengine - INFO - Epoch(train) [166][20/161] lr: 4.4315e-02 eta: 1:01:13 time: 0.3446 data_time: 0.0704 memory: 9707 grad_norm: 1.4843 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.1778 loss: 0.1778 2022/08/05 17:23:23 - mmengine - INFO - Epoch(train) [166][40/161] lr: 4.4180e-02 eta: 1:01:07 time: 0.2961 data_time: 0.0365 memory: 9707 grad_norm: 1.3799 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.1513 loss: 0.1513 2022/08/05 17:23:29 - mmengine - INFO - Epoch(train) [166][60/161] lr: 4.4045e-02 eta: 1:01:00 time: 0.3027 data_time: 0.0416 memory: 9707 grad_norm: 1.2065 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.1125 loss: 0.1125 2022/08/05 17:23:35 - mmengine - INFO - Epoch(train) [166][80/161] lr: 4.3910e-02 eta: 1:00:54 time: 0.2942 data_time: 0.0388 memory: 9707 grad_norm: 1.2309 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.1235 loss: 0.1235 2022/08/05 17:23:41 - mmengine - INFO - Epoch(train) [166][100/161] lr: 4.3776e-02 eta: 1:00:48 time: 0.3028 data_time: 0.0391 memory: 9707 grad_norm: 1.1884 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.1306 loss: 0.1306 2022/08/05 17:23:47 - mmengine - INFO - Epoch(train) [166][120/161] lr: 4.3641e-02 eta: 1:00:42 time: 0.2973 data_time: 0.0342 memory: 9707 grad_norm: 1.2254 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.2256 loss: 0.2256 2022/08/05 17:23:53 - mmengine - INFO - Epoch(train) [166][140/161] lr: 4.3507e-02 eta: 1:00:36 time: 0.3007 data_time: 0.0411 memory: 9707 grad_norm: 1.2338 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.1703 loss: 0.1703 2022/08/05 17:23:59 - mmengine - INFO - Epoch(train) [166][160/161] lr: 4.3373e-02 eta: 1:00:30 time: 0.2911 data_time: 0.0357 memory: 9707 grad_norm: 1.4044 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.1683 loss: 0.1683 2022/08/05 17:23:59 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_gym_keypoint_20220805_150313 2022/08/05 17:23:59 - mmengine - INFO - Epoch(train) [166][161/161] lr: 4.3366e-02 eta: 1:00:30 time: 0.2814 data_time: 0.0363 memory: 652 grad_norm: 1.5599 top1_acc: 0.0000 top5_acc: 1.0000 loss_cls: 0.2734 loss: 0.2734 2022/08/05 17:24:06 - mmengine - INFO - Epoch(train) [167][20/161] lr: 4.3232e-02 eta: 1:00:24 time: 0.3581 data_time: 0.0855 memory: 9707 grad_norm: 1.2336 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.1705 loss: 0.1705 2022/08/05 17:24:12 - mmengine - INFO - Epoch(train) [167][40/161] lr: 4.3098e-02 eta: 1:00:17 time: 0.2975 data_time: 0.0379 memory: 9707 grad_norm: 1.1953 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.1432 loss: 0.1432 2022/08/05 17:24:18 - mmengine - INFO - Epoch(train) [167][60/161] lr: 4.2965e-02 eta: 1:00:11 time: 0.3123 data_time: 0.0479 memory: 9707 grad_norm: 1.1092 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.1673 loss: 0.1673 2022/08/05 17:24:24 - mmengine - INFO - Epoch(train) [167][80/161] lr: 4.2831e-02 eta: 1:00:05 time: 0.2953 data_time: 0.0358 memory: 9707 grad_norm: 1.2614 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.1329 loss: 0.1329 2022/08/05 17:24:30 - mmengine - INFO - Epoch(train) [167][100/161] lr: 4.2698e-02 eta: 0:59:59 time: 0.2997 data_time: 0.0385 memory: 9707 grad_norm: 1.1950 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.1504 loss: 0.1504 2022/08/05 17:24:36 - mmengine - INFO - Epoch(train) [167][120/161] lr: 4.2565e-02 eta: 0:59:53 time: 0.2957 data_time: 0.0382 memory: 9707 grad_norm: 1.2608 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.1285 loss: 0.1285 2022/08/05 17:24:42 - mmengine - INFO - Epoch(train) [167][140/161] lr: 4.2432e-02 eta: 0:59:47 time: 0.3057 data_time: 0.0352 memory: 9707 grad_norm: 1.3301 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.1110 loss: 0.1110 2022/08/05 17:24:48 - mmengine - INFO - Epoch(train) [167][160/161] lr: 4.2299e-02 eta: 0:59:41 time: 0.2882 data_time: 0.0387 memory: 9707 grad_norm: 1.2955 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.2097 loss: 0.2097 2022/08/05 17:24:48 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_gym_keypoint_20220805_150313 2022/08/05 17:24:48 - mmengine - INFO - Epoch(train) [167][161/161] lr: 4.2292e-02 eta: 0:59:41 time: 0.2793 data_time: 0.0398 memory: 652 grad_norm: 1.5448 top1_acc: 0.0000 top5_acc: 1.0000 loss_cls: 0.3720 loss: 0.3720 2022/08/05 17:24:55 - mmengine - INFO - Epoch(train) [168][20/161] lr: 4.2159e-02 eta: 0:59:34 time: 0.3436 data_time: 0.0712 memory: 9707 grad_norm: 1.2923 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.1508 loss: 0.1508 2022/08/05 17:25:01 - mmengine - INFO - Epoch(train) [168][40/161] lr: 4.2027e-02 eta: 0:59:28 time: 0.2958 data_time: 0.0379 memory: 9707 grad_norm: 1.1577 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.1620 loss: 0.1620 2022/08/05 17:25:07 - mmengine - INFO - Epoch(train) [168][60/161] lr: 4.1894e-02 eta: 0:59:22 time: 0.2974 data_time: 0.0363 memory: 9707 grad_norm: 1.0786 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.1506 loss: 0.1506 2022/08/05 17:25:13 - mmengine - INFO - Epoch(train) [168][80/161] lr: 4.1762e-02 eta: 0:59:16 time: 0.3112 data_time: 0.0417 memory: 9707 grad_norm: 1.0823 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0893 loss: 0.0893 2022/08/05 17:25:19 - mmengine - INFO - Epoch(train) [168][100/161] lr: 4.1630e-02 eta: 0:59:10 time: 0.3024 data_time: 0.0378 memory: 9707 grad_norm: 1.1788 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.1204 loss: 0.1204 2022/08/05 17:25:23 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_gym_keypoint_20220805_150313 2022/08/05 17:25:25 - mmengine - INFO - Epoch(train) [168][120/161] lr: 4.1498e-02 eta: 0:59:04 time: 0.2978 data_time: 0.0363 memory: 9707 grad_norm: 1.2379 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.1200 loss: 0.1200 2022/08/05 17:25:31 - mmengine - INFO - Epoch(train) [168][140/161] lr: 4.1366e-02 eta: 0:58:58 time: 0.3007 data_time: 0.0415 memory: 9707 grad_norm: 1.1054 top1_acc: 0.9375 top5_acc: 0.9375 loss_cls: 0.1697 loss: 0.1697 2022/08/05 17:25:37 - mmengine - INFO - Epoch(train) [168][160/161] lr: 4.1235e-02 eta: 0:58:51 time: 0.2915 data_time: 0.0395 memory: 9707 grad_norm: 1.0345 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.1089 loss: 0.1089 2022/08/05 17:25:37 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_gym_keypoint_20220805_150313 2022/08/05 17:25:37 - mmengine - INFO - Epoch(train) [168][161/161] lr: 4.1228e-02 eta: 0:58:51 time: 0.2813 data_time: 0.0399 memory: 652 grad_norm: 1.2387 top1_acc: 0.0000 top5_acc: 0.0000 loss_cls: 0.3603 loss: 0.3603 2022/08/05 17:25:44 - mmengine - INFO - Epoch(train) [169][20/161] lr: 4.1097e-02 eta: 0:58:45 time: 0.3463 data_time: 0.0665 memory: 9707 grad_norm: 1.1595 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.1080 loss: 0.1080 2022/08/05 17:25:50 - mmengine - INFO - Epoch(train) [169][40/161] lr: 4.0965e-02 eta: 0:58:39 time: 0.3199 data_time: 0.0406 memory: 9707 grad_norm: 1.2211 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.1262 loss: 0.1262 2022/08/05 17:25:56 - mmengine - INFO - Epoch(train) [169][60/161] lr: 4.0834e-02 eta: 0:58:33 time: 0.2962 data_time: 0.0379 memory: 9707 grad_norm: 1.1106 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.1113 loss: 0.1113 2022/08/05 17:26:02 - mmengine - INFO - Epoch(train) [169][80/161] lr: 4.0703e-02 eta: 0:58:27 time: 0.2986 data_time: 0.0386 memory: 9707 grad_norm: 1.1628 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.1432 loss: 0.1432 2022/08/05 17:26:08 - mmengine - INFO - Epoch(train) [169][100/161] lr: 4.0572e-02 eta: 0:58:21 time: 0.3014 data_time: 0.0358 memory: 9707 grad_norm: 1.2526 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.1430 loss: 0.1430 2022/08/05 17:26:14 - mmengine - INFO - Epoch(train) [169][120/161] lr: 4.0441e-02 eta: 0:58:15 time: 0.2948 data_time: 0.0399 memory: 9707 grad_norm: 1.1780 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.1557 loss: 0.1557 2022/08/05 17:26:20 - mmengine - INFO - Epoch(train) [169][140/161] lr: 4.0311e-02 eta: 0:58:09 time: 0.2995 data_time: 0.0398 memory: 9707 grad_norm: 1.1542 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0819 loss: 0.0819 2022/08/05 17:26:26 - mmengine - INFO - Epoch(train) [169][160/161] lr: 4.0181e-02 eta: 0:58:02 time: 0.2878 data_time: 0.0361 memory: 9707 grad_norm: 1.2413 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.1181 loss: 0.1181 2022/08/05 17:26:26 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_gym_keypoint_20220805_150313 2022/08/05 17:26:26 - mmengine - INFO - Epoch(train) [169][161/161] lr: 4.0174e-02 eta: 0:58:02 time: 0.2792 data_time: 0.0370 memory: 652 grad_norm: 1.4382 top1_acc: 0.0000 top5_acc: 0.0000 loss_cls: 0.3395 loss: 0.3395 2022/08/05 17:26:33 - mmengine - INFO - Epoch(train) [170][20/161] lr: 4.0044e-02 eta: 0:57:56 time: 0.3550 data_time: 0.0831 memory: 9707 grad_norm: 1.2231 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.1394 loss: 0.1394 2022/08/05 17:26:39 - mmengine - INFO - Epoch(train) [170][40/161] lr: 3.9914e-02 eta: 0:57:50 time: 0.2974 data_time: 0.0356 memory: 9707 grad_norm: 1.1017 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.1346 loss: 0.1346 2022/08/05 17:26:45 - mmengine - INFO - Epoch(train) [170][60/161] lr: 3.9784e-02 eta: 0:57:44 time: 0.2989 data_time: 0.0368 memory: 9707 grad_norm: 1.1933 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.1077 loss: 0.1077 2022/08/05 17:26:51 - mmengine - INFO - Epoch(train) [170][80/161] lr: 3.9654e-02 eta: 0:57:38 time: 0.3010 data_time: 0.0382 memory: 9707 grad_norm: 1.0779 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.1292 loss: 0.1292 2022/08/05 17:26:57 - mmengine - INFO - Epoch(train) [170][100/161] lr: 3.9525e-02 eta: 0:57:32 time: 0.3022 data_time: 0.0432 memory: 9707 grad_norm: 1.1259 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.1062 loss: 0.1062 2022/08/05 17:27:03 - mmengine - INFO - Epoch(train) [170][120/161] lr: 3.9395e-02 eta: 0:57:26 time: 0.3000 data_time: 0.0421 memory: 9707 grad_norm: 1.2923 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.1427 loss: 0.1427 2022/08/05 17:27:09 - mmengine - INFO - Epoch(train) [170][140/161] lr: 3.9266e-02 eta: 0:57:20 time: 0.3077 data_time: 0.0428 memory: 9707 grad_norm: 1.2413 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.1369 loss: 0.1369 2022/08/05 17:27:15 - mmengine - INFO - Epoch(train) [170][160/161] lr: 3.9137e-02 eta: 0:57:13 time: 0.2871 data_time: 0.0355 memory: 9707 grad_norm: 1.0991 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.1599 loss: 0.1599 2022/08/05 17:27:15 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_gym_keypoint_20220805_150313 2022/08/05 17:27:15 - mmengine - INFO - Epoch(train) [170][161/161] lr: 3.9130e-02 eta: 0:57:13 time: 0.2779 data_time: 0.0364 memory: 652 grad_norm: 1.3349 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.2500 loss: 0.2500 2022/08/05 17:27:15 - mmengine - INFO - Saving checkpoint at 170 epochs 2022/08/05 17:27:21 - mmengine - INFO - Epoch(val) [170][20/67] eta: 0:00:12 time: 0.2591 data_time: 0.1161 memory: 1868 2022/08/05 17:27:25 - mmengine - INFO - Epoch(val) [170][40/67] eta: 0:00:05 time: 0.1915 data_time: 0.0514 memory: 1868 2022/08/05 17:27:29 - mmengine - INFO - Epoch(val) [170][60/67] eta: 0:00:01 time: 0.1812 data_time: 0.0495 memory: 1868 2022/08/05 17:27:30 - mmengine - INFO - Epoch(val) [170][67/67] acc/top1: 0.9086 acc/top5: 0.9955 acc/mean1: 0.8768 2022/08/05 17:27:37 - mmengine - INFO - Epoch(train) [171][20/161] lr: 3.9001e-02 eta: 0:57:07 time: 0.3468 data_time: 0.0713 memory: 9707 grad_norm: 1.1775 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.1643 loss: 0.1643 2022/08/05 17:27:43 - mmengine - INFO - Epoch(train) [171][40/161] lr: 3.8873e-02 eta: 0:57:01 time: 0.2973 data_time: 0.0394 memory: 9707 grad_norm: 1.2234 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.1231 loss: 0.1231 2022/08/05 17:27:49 - mmengine - INFO - Epoch(train) [171][60/161] lr: 3.8744e-02 eta: 0:56:55 time: 0.3067 data_time: 0.0407 memory: 9707 grad_norm: 1.3767 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.1332 loss: 0.1332 2022/08/05 17:27:55 - mmengine - INFO - Epoch(train) [171][80/161] lr: 3.8616e-02 eta: 0:56:49 time: 0.2944 data_time: 0.0379 memory: 9707 grad_norm: 1.4019 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.2041 loss: 0.2041 2022/08/05 17:28:01 - mmengine - INFO - Epoch(train) [171][100/161] lr: 3.8487e-02 eta: 0:56:43 time: 0.2999 data_time: 0.0418 memory: 9707 grad_norm: 1.3265 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.1168 loss: 0.1168 2022/08/05 17:28:07 - mmengine - INFO - Epoch(train) [171][120/161] lr: 3.8359e-02 eta: 0:56:36 time: 0.3002 data_time: 0.0366 memory: 9707 grad_norm: 1.1915 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.1301 loss: 0.1301 2022/08/05 17:28:14 - mmengine - INFO - Epoch(train) [171][140/161] lr: 3.8231e-02 eta: 0:56:30 time: 0.3238 data_time: 0.0420 memory: 9707 grad_norm: 1.1282 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0899 loss: 0.0899 2022/08/05 17:28:20 - mmengine - INFO - Epoch(train) [171][160/161] lr: 3.8103e-02 eta: 0:56:24 time: 0.2954 data_time: 0.0433 memory: 9707 grad_norm: 1.2884 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.1326 loss: 0.1326 2022/08/05 17:28:20 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_gym_keypoint_20220805_150313 2022/08/05 17:28:20 - mmengine - INFO - Epoch(train) [171][161/161] lr: 3.8097e-02 eta: 0:56:24 time: 0.2863 data_time: 0.0446 memory: 652 grad_norm: 1.4816 top1_acc: 0.0000 top5_acc: 1.0000 loss_cls: 0.2893 loss: 0.2893 2022/08/05 17:28:27 - mmengine - INFO - Epoch(train) [172][20/161] lr: 3.7969e-02 eta: 0:56:18 time: 0.3600 data_time: 0.0964 memory: 9707 grad_norm: 1.2889 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.1265 loss: 0.1265 2022/08/05 17:28:33 - mmengine - INFO - Epoch(train) [172][40/161] lr: 3.7842e-02 eta: 0:56:12 time: 0.2989 data_time: 0.0373 memory: 9707 grad_norm: 1.3520 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.1605 loss: 0.1605 2022/08/05 17:28:39 - mmengine - INFO - Epoch(train) [172][60/161] lr: 3.7715e-02 eta: 0:56:06 time: 0.3079 data_time: 0.0403 memory: 9707 grad_norm: 1.2122 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.1744 loss: 0.1744 2022/08/05 17:28:45 - mmengine - INFO - Epoch(train) [172][80/161] lr: 3.7587e-02 eta: 0:56:00 time: 0.3015 data_time: 0.0427 memory: 9707 grad_norm: 1.2731 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.1691 loss: 0.1691 2022/08/05 17:28:51 - mmengine - INFO - Epoch(train) [172][100/161] lr: 3.7461e-02 eta: 0:55:54 time: 0.3042 data_time: 0.0432 memory: 9707 grad_norm: 1.2997 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.1364 loss: 0.1364 2022/08/05 17:28:57 - mmengine - INFO - Epoch(train) [172][120/161] lr: 3.7334e-02 eta: 0:55:48 time: 0.3004 data_time: 0.0382 memory: 9707 grad_norm: 1.0385 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.1318 loss: 0.1318 2022/08/05 17:29:04 - mmengine - INFO - Epoch(train) [172][140/161] lr: 3.7207e-02 eta: 0:55:42 time: 0.3129 data_time: 0.0466 memory: 9707 grad_norm: 1.2268 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.1132 loss: 0.1132 2022/08/05 17:29:09 - mmengine - INFO - Epoch(train) [172][160/161] lr: 3.7081e-02 eta: 0:55:36 time: 0.2965 data_time: 0.0395 memory: 9707 grad_norm: 1.3413 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.1107 loss: 0.1107 2022/08/05 17:29:10 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_gym_keypoint_20220805_150313 2022/08/05 17:29:10 - mmengine - INFO - Epoch(train) [172][161/161] lr: 3.7074e-02 eta: 0:55:36 time: 0.2885 data_time: 0.0412 memory: 652 grad_norm: 1.5469 top1_acc: 0.0000 top5_acc: 1.0000 loss_cls: 0.2708 loss: 0.2708 2022/08/05 17:29:17 - mmengine - INFO - Epoch(train) [173][20/161] lr: 3.6948e-02 eta: 0:55:29 time: 0.3571 data_time: 0.0823 memory: 9707 grad_norm: 1.3593 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.1316 loss: 0.1316 2022/08/05 17:29:23 - mmengine - INFO - Epoch(train) [173][40/161] lr: 3.6822e-02 eta: 0:55:23 time: 0.2967 data_time: 0.0375 memory: 9707 grad_norm: 1.1426 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.1306 loss: 0.1306 2022/08/05 17:29:29 - mmengine - INFO - Epoch(train) [173][60/161] lr: 3.6696e-02 eta: 0:55:17 time: 0.3172 data_time: 0.0425 memory: 9707 grad_norm: 1.1615 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.1274 loss: 0.1274 2022/08/05 17:29:35 - mmengine - INFO - Epoch(train) [173][80/161] lr: 3.6570e-02 eta: 0:55:11 time: 0.3006 data_time: 0.0463 memory: 9707 grad_norm: 1.2049 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.1308 loss: 0.1308 2022/08/05 17:29:41 - mmengine - INFO - Epoch(train) [173][100/161] lr: 3.6444e-02 eta: 0:55:05 time: 0.2994 data_time: 0.0426 memory: 9707 grad_norm: 1.0255 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0916 loss: 0.0916 2022/08/05 17:29:47 - mmengine - INFO - Epoch(train) [173][120/161] lr: 3.6319e-02 eta: 0:54:59 time: 0.2970 data_time: 0.0372 memory: 9707 grad_norm: 1.3369 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.1339 loss: 0.1339 2022/08/05 17:29:53 - mmengine - INFO - Epoch(train) [173][140/161] lr: 3.6194e-02 eta: 0:54:53 time: 0.3057 data_time: 0.0411 memory: 9707 grad_norm: 1.1055 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.1473 loss: 0.1473 2022/08/05 17:29:59 - mmengine - INFO - Epoch(train) [173][160/161] lr: 3.6069e-02 eta: 0:54:47 time: 0.2946 data_time: 0.0361 memory: 9707 grad_norm: 0.9938 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.1008 loss: 0.1008 2022/08/05 17:29:59 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_gym_keypoint_20220805_150313 2022/08/05 17:29:59 - mmengine - INFO - Epoch(train) [173][161/161] lr: 3.6062e-02 eta: 0:54:47 time: 0.2852 data_time: 0.0373 memory: 652 grad_norm: 1.1982 top1_acc: 0.0000 top5_acc: 0.0000 loss_cls: 0.3158 loss: 0.3158 2022/08/05 17:30:06 - mmengine - INFO - Epoch(train) [174][20/161] lr: 3.5937e-02 eta: 0:54:40 time: 0.3505 data_time: 0.0815 memory: 9707 grad_norm: 1.1233 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0753 loss: 0.0753 2022/08/05 17:30:12 - mmengine - INFO - Epoch(train) [174][40/161] lr: 3.5813e-02 eta: 0:54:34 time: 0.3014 data_time: 0.0381 memory: 9707 grad_norm: 1.1942 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.1107 loss: 0.1107 2022/08/05 17:30:18 - mmengine - INFO - Epoch(train) [174][60/161] lr: 3.5688e-02 eta: 0:54:28 time: 0.3008 data_time: 0.0384 memory: 9707 grad_norm: 1.2210 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.0801 loss: 0.0801 2022/08/05 17:30:24 - mmengine - INFO - Epoch(train) [174][80/161] lr: 3.5564e-02 eta: 0:54:22 time: 0.3012 data_time: 0.0458 memory: 9707 grad_norm: 1.2956 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.1259 loss: 0.1259 2022/08/05 17:30:31 - mmengine - INFO - Epoch(train) [174][100/161] lr: 3.5439e-02 eta: 0:54:16 time: 0.3128 data_time: 0.0406 memory: 9707 grad_norm: 1.2432 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.1313 loss: 0.1313 2022/08/05 17:30:36 - mmengine - INFO - Epoch(train) [174][120/161] lr: 3.5315e-02 eta: 0:54:10 time: 0.2975 data_time: 0.0406 memory: 9707 grad_norm: 1.3062 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.1068 loss: 0.1068 2022/08/05 17:30:42 - mmengine - INFO - Epoch(train) [174][140/161] lr: 3.5191e-02 eta: 0:54:04 time: 0.2997 data_time: 0.0386 memory: 9707 grad_norm: 1.1731 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.1292 loss: 0.1292 2022/08/05 17:30:45 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_gym_keypoint_20220805_150313 2022/08/05 17:30:48 - mmengine - INFO - Epoch(train) [174][160/161] lr: 3.5068e-02 eta: 0:53:58 time: 0.2901 data_time: 0.0371 memory: 9707 grad_norm: 1.1208 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0880 loss: 0.0880 2022/08/05 17:30:48 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_gym_keypoint_20220805_150313 2022/08/05 17:30:48 - mmengine - INFO - Epoch(train) [174][161/161] lr: 3.5061e-02 eta: 0:53:58 time: 0.2816 data_time: 0.0395 memory: 652 grad_norm: 1.3691 top1_acc: 0.0000 top5_acc: 0.0000 loss_cls: 0.2737 loss: 0.2737 2022/08/05 17:30:55 - mmengine - INFO - Epoch(train) [175][20/161] lr: 3.4938e-02 eta: 0:53:51 time: 0.3495 data_time: 0.0918 memory: 9707 grad_norm: 1.3473 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.1640 loss: 0.1640 2022/08/05 17:31:01 - mmengine - INFO - Epoch(train) [175][40/161] lr: 3.4814e-02 eta: 0:53:45 time: 0.2947 data_time: 0.0381 memory: 9707 grad_norm: 1.3280 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.1585 loss: 0.1585 2022/08/05 17:31:07 - mmengine - INFO - Epoch(train) [175][60/161] lr: 3.4691e-02 eta: 0:53:39 time: 0.2968 data_time: 0.0398 memory: 9707 grad_norm: 1.2225 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.1194 loss: 0.1194 2022/08/05 17:31:13 - mmengine - INFO - Epoch(train) [175][80/161] lr: 3.4568e-02 eta: 0:53:33 time: 0.3011 data_time: 0.0416 memory: 9707 grad_norm: 1.0212 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.1147 loss: 0.1147 2022/08/05 17:31:19 - mmengine - INFO - Epoch(train) [175][100/161] lr: 3.4445e-02 eta: 0:53:27 time: 0.2942 data_time: 0.0412 memory: 9707 grad_norm: 1.0471 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.1397 loss: 0.1397 2022/08/05 17:31:25 - mmengine - INFO - Epoch(train) [175][120/161] lr: 3.4323e-02 eta: 0:53:21 time: 0.2952 data_time: 0.0377 memory: 9707 grad_norm: 1.1594 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.1535 loss: 0.1535 2022/08/05 17:31:31 - mmengine - INFO - Epoch(train) [175][140/161] lr: 3.4200e-02 eta: 0:53:15 time: 0.3179 data_time: 0.0428 memory: 9707 grad_norm: 1.1652 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0983 loss: 0.0983 2022/08/05 17:31:37 - mmengine - INFO - Epoch(train) [175][160/161] lr: 3.4078e-02 eta: 0:53:08 time: 0.2877 data_time: 0.0368 memory: 9707 grad_norm: 1.1286 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.1201 loss: 0.1201 2022/08/05 17:31:37 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_gym_keypoint_20220805_150313 2022/08/05 17:31:37 - mmengine - INFO - Epoch(train) [175][161/161] lr: 3.4072e-02 eta: 0:53:08 time: 0.2779 data_time: 0.0384 memory: 652 grad_norm: 1.3022 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.2005 loss: 0.2005 2022/08/05 17:31:44 - mmengine - INFO - Epoch(train) [176][20/161] lr: 3.3949e-02 eta: 0:53:02 time: 0.3507 data_time: 0.0788 memory: 9707 grad_norm: 1.1632 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.0988 loss: 0.0988 2022/08/05 17:31:50 - mmengine - INFO - Epoch(train) [176][40/161] lr: 3.3827e-02 eta: 0:52:56 time: 0.3022 data_time: 0.0369 memory: 9707 grad_norm: 1.1982 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0885 loss: 0.0885 2022/08/05 17:31:56 - mmengine - INFO - Epoch(train) [176][60/161] lr: 3.3706e-02 eta: 0:52:50 time: 0.2963 data_time: 0.0421 memory: 9707 grad_norm: 1.2877 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0817 loss: 0.0817 2022/08/05 17:32:02 - mmengine - INFO - Epoch(train) [176][80/161] lr: 3.3584e-02 eta: 0:52:44 time: 0.2985 data_time: 0.0372 memory: 9707 grad_norm: 1.3271 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.1383 loss: 0.1383 2022/08/05 17:32:08 - mmengine - INFO - Epoch(train) [176][100/161] lr: 3.3462e-02 eta: 0:52:38 time: 0.3049 data_time: 0.0433 memory: 9707 grad_norm: 1.1382 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.1489 loss: 0.1489 2022/08/05 17:32:14 - mmengine - INFO - Epoch(train) [176][120/161] lr: 3.3341e-02 eta: 0:52:32 time: 0.2979 data_time: 0.0350 memory: 9707 grad_norm: 1.0530 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0606 loss: 0.0606 2022/08/05 17:32:20 - mmengine - INFO - Epoch(train) [176][140/161] lr: 3.3220e-02 eta: 0:52:25 time: 0.2982 data_time: 0.0440 memory: 9707 grad_norm: 1.1089 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0664 loss: 0.0664 2022/08/05 17:32:26 - mmengine - INFO - Epoch(train) [176][160/161] lr: 3.3099e-02 eta: 0:52:19 time: 0.2870 data_time: 0.0354 memory: 9707 grad_norm: 1.0587 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.0890 loss: 0.0890 2022/08/05 17:32:26 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_gym_keypoint_20220805_150313 2022/08/05 17:32:26 - mmengine - INFO - Epoch(train) [176][161/161] lr: 3.3093e-02 eta: 0:52:19 time: 0.2786 data_time: 0.0374 memory: 652 grad_norm: 1.2706 top1_acc: 0.0000 top5_acc: 0.0000 loss_cls: 0.3437 loss: 0.3437 2022/08/05 17:32:33 - mmengine - INFO - Epoch(train) [177][20/161] lr: 3.2972e-02 eta: 0:52:13 time: 0.3631 data_time: 0.0732 memory: 9707 grad_norm: 1.1625 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.1030 loss: 0.1030 2022/08/05 17:32:40 - mmengine - INFO - Epoch(train) [177][40/161] lr: 3.2852e-02 eta: 0:52:07 time: 0.3030 data_time: 0.0415 memory: 9707 grad_norm: 1.2488 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.1029 loss: 0.1029 2022/08/05 17:32:46 - mmengine - INFO - Epoch(train) [177][60/161] lr: 3.2731e-02 eta: 0:52:01 time: 0.3069 data_time: 0.0512 memory: 9707 grad_norm: 1.0460 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0797 loss: 0.0797 2022/08/05 17:32:52 - mmengine - INFO - Epoch(train) [177][80/161] lr: 3.2611e-02 eta: 0:51:55 time: 0.2985 data_time: 0.0438 memory: 9707 grad_norm: 1.0902 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0828 loss: 0.0828 2022/08/05 17:32:58 - mmengine - INFO - Epoch(train) [177][100/161] lr: 3.2491e-02 eta: 0:51:49 time: 0.3012 data_time: 0.0440 memory: 9707 grad_norm: 1.2194 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.1377 loss: 0.1377 2022/08/05 17:33:04 - mmengine - INFO - Epoch(train) [177][120/161] lr: 3.2371e-02 eta: 0:51:43 time: 0.3006 data_time: 0.0439 memory: 9707 grad_norm: 1.0947 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.1295 loss: 0.1295 2022/08/05 17:33:10 - mmengine - INFO - Epoch(train) [177][140/161] lr: 3.2251e-02 eta: 0:51:36 time: 0.2993 data_time: 0.0398 memory: 9707 grad_norm: 1.2871 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.1292 loss: 0.1292 2022/08/05 17:33:15 - mmengine - INFO - Epoch(train) [177][160/161] lr: 3.2132e-02 eta: 0:51:30 time: 0.2878 data_time: 0.0387 memory: 9707 grad_norm: 1.1822 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0765 loss: 0.0765 2022/08/05 17:33:16 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_gym_keypoint_20220805_150313 2022/08/05 17:33:16 - mmengine - INFO - Epoch(train) [177][161/161] lr: 3.2126e-02 eta: 0:51:30 time: 0.2781 data_time: 0.0394 memory: 652 grad_norm: 1.4080 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.1826 loss: 0.1826 2022/08/05 17:33:23 - mmengine - INFO - Epoch(train) [178][20/161] lr: 3.2007e-02 eta: 0:51:24 time: 0.3549 data_time: 0.0800 memory: 9707 grad_norm: 1.0985 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.1233 loss: 0.1233 2022/08/05 17:33:29 - mmengine - INFO - Epoch(train) [178][40/161] lr: 3.1887e-02 eta: 0:51:18 time: 0.3064 data_time: 0.0449 memory: 9707 grad_norm: 1.0689 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.1142 loss: 0.1142 2022/08/05 17:33:35 - mmengine - INFO - Epoch(train) [178][60/161] lr: 3.1768e-02 eta: 0:51:12 time: 0.3008 data_time: 0.0430 memory: 9707 grad_norm: 1.0292 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0831 loss: 0.0831 2022/08/05 17:33:41 - mmengine - INFO - Epoch(train) [178][80/161] lr: 3.1650e-02 eta: 0:51:06 time: 0.3052 data_time: 0.0427 memory: 9707 grad_norm: 1.0605 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.0739 loss: 0.0739 2022/08/05 17:33:47 - mmengine - INFO - Epoch(train) [178][100/161] lr: 3.1531e-02 eta: 0:51:00 time: 0.2997 data_time: 0.0424 memory: 9707 grad_norm: 1.1084 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0612 loss: 0.0612 2022/08/05 17:33:53 - mmengine - INFO - Epoch(train) [178][120/161] lr: 3.1413e-02 eta: 0:50:53 time: 0.3002 data_time: 0.0429 memory: 9707 grad_norm: 1.1556 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.1202 loss: 0.1202 2022/08/05 17:33:59 - mmengine - INFO - Epoch(train) [178][140/161] lr: 3.1294e-02 eta: 0:50:48 time: 0.3231 data_time: 0.0457 memory: 9707 grad_norm: 1.1631 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.1480 loss: 0.1480 2022/08/05 17:34:05 - mmengine - INFO - Epoch(train) [178][160/161] lr: 3.1176e-02 eta: 0:50:41 time: 0.2916 data_time: 0.0369 memory: 9707 grad_norm: 1.1822 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0820 loss: 0.0820 2022/08/05 17:34:05 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_gym_keypoint_20220805_150313 2022/08/05 17:34:05 - mmengine - INFO - Epoch(train) [178][161/161] lr: 3.1170e-02 eta: 0:50:41 time: 0.2821 data_time: 0.0383 memory: 652 grad_norm: 1.3988 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.1688 loss: 0.1688 2022/08/05 17:34:12 - mmengine - INFO - Epoch(train) [179][20/161] lr: 3.1053e-02 eta: 0:50:35 time: 0.3552 data_time: 0.0786 memory: 9707 grad_norm: 1.4155 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.1012 loss: 0.1012 2022/08/05 17:34:18 - mmengine - INFO - Epoch(train) [179][40/161] lr: 3.0935e-02 eta: 0:50:29 time: 0.3011 data_time: 0.0420 memory: 9707 grad_norm: 1.2818 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.1202 loss: 0.1202 2022/08/05 17:34:24 - mmengine - INFO - Epoch(train) [179][60/161] lr: 3.0817e-02 eta: 0:50:23 time: 0.2997 data_time: 0.0416 memory: 9707 grad_norm: 1.1953 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0913 loss: 0.0913 2022/08/05 17:34:30 - mmengine - INFO - Epoch(train) [179][80/161] lr: 3.0700e-02 eta: 0:50:17 time: 0.2979 data_time: 0.0401 memory: 9707 grad_norm: 1.1631 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0783 loss: 0.0783 2022/08/05 17:34:36 - mmengine - INFO - Epoch(train) [179][100/161] lr: 3.0583e-02 eta: 0:50:11 time: 0.2986 data_time: 0.0429 memory: 9707 grad_norm: 1.1016 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.1257 loss: 0.1257 2022/08/05 17:34:43 - mmengine - INFO - Epoch(train) [179][120/161] lr: 3.0466e-02 eta: 0:50:05 time: 0.3102 data_time: 0.0411 memory: 9707 grad_norm: 1.2724 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.1426 loss: 0.1426 2022/08/05 17:34:49 - mmengine - INFO - Epoch(train) [179][140/161] lr: 3.0349e-02 eta: 0:49:58 time: 0.3011 data_time: 0.0452 memory: 9707 grad_norm: 1.1529 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.1113 loss: 0.1113 2022/08/05 17:34:54 - mmengine - INFO - Epoch(train) [179][160/161] lr: 3.0233e-02 eta: 0:49:52 time: 0.2886 data_time: 0.0379 memory: 9707 grad_norm: 1.2377 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.1270 loss: 0.1270 2022/08/05 17:34:55 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_gym_keypoint_20220805_150313 2022/08/05 17:34:55 - mmengine - INFO - Epoch(train) [179][161/161] lr: 3.0227e-02 eta: 0:49:52 time: 0.2791 data_time: 0.0387 memory: 652 grad_norm: 1.4522 top1_acc: 0.0000 top5_acc: 0.0000 loss_cls: 0.3686 loss: 0.3686 2022/08/05 17:35:02 - mmengine - INFO - Epoch(train) [180][20/161] lr: 3.0110e-02 eta: 0:49:46 time: 0.3541 data_time: 0.0868 memory: 9707 grad_norm: 1.1340 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0808 loss: 0.0808 2022/08/05 17:35:08 - mmengine - INFO - Epoch(train) [180][40/161] lr: 2.9994e-02 eta: 0:49:40 time: 0.2974 data_time: 0.0413 memory: 9707 grad_norm: 1.2017 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0939 loss: 0.0939 2022/08/05 17:35:14 - mmengine - INFO - Epoch(train) [180][60/161] lr: 2.9878e-02 eta: 0:49:34 time: 0.3013 data_time: 0.0423 memory: 9707 grad_norm: 1.2181 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.1057 loss: 0.1057 2022/08/05 17:35:20 - mmengine - INFO - Epoch(train) [180][80/161] lr: 2.9762e-02 eta: 0:49:28 time: 0.3317 data_time: 0.0411 memory: 9707 grad_norm: 1.2743 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.1062 loss: 0.1062 2022/08/05 17:35:26 - mmengine - INFO - Epoch(train) [180][100/161] lr: 2.9647e-02 eta: 0:49:22 time: 0.3002 data_time: 0.0430 memory: 9707 grad_norm: 1.4036 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0846 loss: 0.0846 2022/08/05 17:35:32 - mmengine - INFO - Epoch(train) [180][120/161] lr: 2.9531e-02 eta: 0:49:16 time: 0.2981 data_time: 0.0424 memory: 9707 grad_norm: 1.1033 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0633 loss: 0.0633 2022/08/05 17:35:38 - mmengine - INFO - Epoch(train) [180][140/161] lr: 2.9416e-02 eta: 0:49:10 time: 0.3066 data_time: 0.0426 memory: 9707 grad_norm: 1.1497 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.1168 loss: 0.1168 2022/08/05 17:35:44 - mmengine - INFO - Epoch(train) [180][160/161] lr: 2.9301e-02 eta: 0:49:03 time: 0.2887 data_time: 0.0364 memory: 9707 grad_norm: 1.1342 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.1097 loss: 0.1097 2022/08/05 17:35:44 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_gym_keypoint_20220805_150313 2022/08/05 17:35:44 - mmengine - INFO - Epoch(train) [180][161/161] lr: 2.9295e-02 eta: 0:49:03 time: 0.2806 data_time: 0.0379 memory: 652 grad_norm: 1.3687 top1_acc: 0.0000 top5_acc: 0.0000 loss_cls: 0.3507 loss: 0.3507 2022/08/05 17:35:44 - mmengine - INFO - Saving checkpoint at 180 epochs 2022/08/05 17:35:51 - mmengine - INFO - Epoch(val) [180][20/67] eta: 0:00:12 time: 0.2630 data_time: 0.1201 memory: 1868 2022/08/05 17:35:54 - mmengine - INFO - Epoch(val) [180][40/67] eta: 0:00:05 time: 0.1904 data_time: 0.0538 memory: 1868 2022/08/05 17:35:58 - mmengine - INFO - Epoch(val) [180][60/67] eta: 0:00:01 time: 0.1770 data_time: 0.0435 memory: 1868 2022/08/05 17:36:00 - mmengine - INFO - Epoch(val) [180][67/67] acc/top1: 0.9258 acc/top5: 0.9962 acc/mean1: 0.8984 2022/08/05 17:36:00 - mmengine - INFO - The previous best checkpoint /mnt/lustre/daiwenxun/X/mmaction2/work_dirs/slowonly_r50_u48_240e_8xb16_gym_keypoint/best_acc/top1_epoch_161.pth is removed 2022/08/05 17:36:01 - mmengine - INFO - The best checkpoint with 0.9258 acc/top1 at 181 epoch is saved to best_acc/top1_epoch_181.pth. 2022/08/05 17:36:08 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_gym_keypoint_20220805_150313 2022/08/05 17:36:08 - mmengine - INFO - Epoch(train) [181][20/161] lr: 2.9180e-02 eta: 0:48:57 time: 0.3251 data_time: 0.0659 memory: 9707 grad_norm: 1.3126 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.1075 loss: 0.1075 2022/08/05 17:36:14 - mmengine - INFO - Epoch(train) [181][40/161] lr: 2.9065e-02 eta: 0:48:51 time: 0.2979 data_time: 0.0383 memory: 9707 grad_norm: 1.3088 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.1384 loss: 0.1384 2022/08/05 17:36:20 - mmengine - INFO - Epoch(train) [181][60/161] lr: 2.8951e-02 eta: 0:48:45 time: 0.3024 data_time: 0.0430 memory: 9707 grad_norm: 1.0748 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0701 loss: 0.0701 2022/08/05 17:36:26 - mmengine - INFO - Epoch(train) [181][80/161] lr: 2.8837e-02 eta: 0:48:39 time: 0.2956 data_time: 0.0370 memory: 9707 grad_norm: 1.1138 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.1226 loss: 0.1226 2022/08/05 17:36:32 - mmengine - INFO - Epoch(train) [181][100/161] lr: 2.8722e-02 eta: 0:48:33 time: 0.3033 data_time: 0.0403 memory: 9707 grad_norm: 1.2003 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.0770 loss: 0.0770 2022/08/05 17:36:38 - mmengine - INFO - Epoch(train) [181][120/161] lr: 2.8609e-02 eta: 0:48:26 time: 0.2993 data_time: 0.0385 memory: 9707 grad_norm: 1.1674 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.1248 loss: 0.1248 2022/08/05 17:36:44 - mmengine - INFO - Epoch(train) [181][140/161] lr: 2.8495e-02 eta: 0:48:20 time: 0.3101 data_time: 0.0414 memory: 9707 grad_norm: 1.2546 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0867 loss: 0.0867 2022/08/05 17:36:50 - mmengine - INFO - Epoch(train) [181][160/161] lr: 2.8381e-02 eta: 0:48:14 time: 0.2876 data_time: 0.0353 memory: 9707 grad_norm: 1.0925 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.1398 loss: 0.1398 2022/08/05 17:36:50 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_gym_keypoint_20220805_150313 2022/08/05 17:36:50 - mmengine - INFO - Epoch(train) [181][161/161] lr: 2.8375e-02 eta: 0:48:14 time: 0.2793 data_time: 0.0372 memory: 652 grad_norm: 1.3497 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.2063 loss: 0.2063 2022/08/05 17:36:57 - mmengine - INFO - Epoch(train) [182][20/161] lr: 2.8262e-02 eta: 0:48:08 time: 0.3601 data_time: 0.0733 memory: 9707 grad_norm: 1.0448 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0987 loss: 0.0987 2022/08/05 17:37:03 - mmengine - INFO - Epoch(train) [182][40/161] lr: 2.8149e-02 eta: 0:48:02 time: 0.2964 data_time: 0.0359 memory: 9707 grad_norm: 1.0195 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.1047 loss: 0.1047 2022/08/05 17:37:09 - mmengine - INFO - Epoch(train) [182][60/161] lr: 2.8036e-02 eta: 0:47:56 time: 0.3170 data_time: 0.0459 memory: 9707 grad_norm: 0.9919 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.0917 loss: 0.0917 2022/08/05 17:37:15 - mmengine - INFO - Epoch(train) [182][80/161] lr: 2.7923e-02 eta: 0:47:50 time: 0.2981 data_time: 0.0395 memory: 9707 grad_norm: 0.9993 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.0635 loss: 0.0635 2022/08/05 17:37:21 - mmengine - INFO - Epoch(train) [182][100/161] lr: 2.7810e-02 eta: 0:47:44 time: 0.2989 data_time: 0.0408 memory: 9707 grad_norm: 0.9380 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.1150 loss: 0.1150 2022/08/05 17:37:27 - mmengine - INFO - Epoch(train) [182][120/161] lr: 2.7698e-02 eta: 0:47:37 time: 0.2978 data_time: 0.0394 memory: 9707 grad_norm: 1.0323 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0797 loss: 0.0797 2022/08/05 17:37:34 - mmengine - INFO - Epoch(train) [182][140/161] lr: 2.7586e-02 eta: 0:47:31 time: 0.3105 data_time: 0.0372 memory: 9707 grad_norm: 1.2059 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.0977 loss: 0.0977 2022/08/05 17:37:39 - mmengine - INFO - Epoch(train) [182][160/161] lr: 2.7474e-02 eta: 0:47:25 time: 0.2891 data_time: 0.0360 memory: 9707 grad_norm: 0.9445 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0762 loss: 0.0762 2022/08/05 17:37:40 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_gym_keypoint_20220805_150313 2022/08/05 17:37:40 - mmengine - INFO - Epoch(train) [182][161/161] lr: 2.7468e-02 eta: 0:47:25 time: 0.2803 data_time: 0.0371 memory: 652 grad_norm: 1.2130 top1_acc: 0.0000 top5_acc: 0.0000 loss_cls: 0.3046 loss: 0.3046 2022/08/05 17:37:47 - mmengine - INFO - Epoch(train) [183][20/161] lr: 2.7356e-02 eta: 0:47:19 time: 0.3565 data_time: 0.0718 memory: 9707 grad_norm: 1.1151 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0962 loss: 0.0962 2022/08/05 17:37:53 - mmengine - INFO - Epoch(train) [183][40/161] lr: 2.7245e-02 eta: 0:47:13 time: 0.2952 data_time: 0.0367 memory: 9707 grad_norm: 1.0535 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0854 loss: 0.0854 2022/08/05 17:37:59 - mmengine - INFO - Epoch(train) [183][60/161] lr: 2.7133e-02 eta: 0:47:07 time: 0.3037 data_time: 0.0393 memory: 9707 grad_norm: 1.0006 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0565 loss: 0.0565 2022/08/05 17:38:05 - mmengine - INFO - Epoch(train) [183][80/161] lr: 2.7022e-02 eta: 0:47:01 time: 0.2968 data_time: 0.0391 memory: 9707 grad_norm: 1.1420 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0551 loss: 0.0551 2022/08/05 17:38:11 - mmengine - INFO - Epoch(train) [183][100/161] lr: 2.6911e-02 eta: 0:46:54 time: 0.2986 data_time: 0.0357 memory: 9707 grad_norm: 1.1070 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0636 loss: 0.0636 2022/08/05 17:38:16 - mmengine - INFO - Epoch(train) [183][120/161] lr: 2.6800e-02 eta: 0:46:48 time: 0.2956 data_time: 0.0374 memory: 9707 grad_norm: 0.9405 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0732 loss: 0.0732 2022/08/05 17:38:22 - mmengine - INFO - Epoch(train) [183][140/161] lr: 2.6689e-02 eta: 0:46:42 time: 0.3004 data_time: 0.0382 memory: 9707 grad_norm: 1.0551 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.0736 loss: 0.0736 2022/08/05 17:38:28 - mmengine - INFO - Epoch(train) [183][160/161] lr: 2.6579e-02 eta: 0:46:36 time: 0.2848 data_time: 0.0316 memory: 9707 grad_norm: 1.1527 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0814 loss: 0.0814 2022/08/05 17:38:28 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_gym_keypoint_20220805_150313 2022/08/05 17:38:28 - mmengine - INFO - Epoch(train) [183][161/161] lr: 2.6573e-02 eta: 0:46:36 time: 0.2757 data_time: 0.0330 memory: 652 grad_norm: 1.3579 top1_acc: 0.0000 top5_acc: 0.0000 loss_cls: 0.2811 loss: 0.2811 2022/08/05 17:38:35 - mmengine - INFO - Epoch(train) [184][20/161] lr: 2.6463e-02 eta: 0:46:30 time: 0.3516 data_time: 0.0680 memory: 9707 grad_norm: 1.0526 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0695 loss: 0.0695 2022/08/05 17:38:41 - mmengine - INFO - Epoch(train) [184][40/161] lr: 2.6353e-02 eta: 0:46:24 time: 0.2978 data_time: 0.0373 memory: 9707 grad_norm: 1.1928 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0823 loss: 0.0823 2022/08/05 17:38:47 - mmengine - INFO - Epoch(train) [184][60/161] lr: 2.6243e-02 eta: 0:46:17 time: 0.2983 data_time: 0.0423 memory: 9707 grad_norm: 1.2188 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.0801 loss: 0.0801 2022/08/05 17:38:53 - mmengine - INFO - Epoch(train) [184][80/161] lr: 2.6133e-02 eta: 0:46:11 time: 0.3060 data_time: 0.0340 memory: 9707 grad_norm: 1.1116 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.0794 loss: 0.0794 2022/08/05 17:39:00 - mmengine - INFO - Epoch(train) [184][100/161] lr: 2.6024e-02 eta: 0:46:05 time: 0.3101 data_time: 0.0403 memory: 9707 grad_norm: 1.2037 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.1187 loss: 0.1187 2022/08/05 17:39:06 - mmengine - INFO - Epoch(train) [184][120/161] lr: 2.5914e-02 eta: 0:45:59 time: 0.2959 data_time: 0.0354 memory: 9707 grad_norm: 1.3548 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.0719 loss: 0.0719 2022/08/05 17:39:12 - mmengine - INFO - Epoch(train) [184][140/161] lr: 2.5805e-02 eta: 0:45:53 time: 0.3035 data_time: 0.0371 memory: 9707 grad_norm: 1.1771 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0969 loss: 0.0969 2022/08/05 17:39:17 - mmengine - INFO - Epoch(train) [184][160/161] lr: 2.5696e-02 eta: 0:45:47 time: 0.2885 data_time: 0.0363 memory: 9707 grad_norm: 1.1515 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.0745 loss: 0.0745 2022/08/05 17:39:17 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_gym_keypoint_20220805_150313 2022/08/05 17:39:17 - mmengine - INFO - Epoch(train) [184][161/161] lr: 2.5691e-02 eta: 0:45:47 time: 0.2787 data_time: 0.0374 memory: 652 grad_norm: 1.3599 top1_acc: 0.0000 top5_acc: 0.0000 loss_cls: 0.3299 loss: 0.3299 2022/08/05 17:39:24 - mmengine - INFO - Epoch(train) [185][20/161] lr: 2.5582e-02 eta: 0:45:41 time: 0.3417 data_time: 0.0717 memory: 9707 grad_norm: 1.0901 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0902 loss: 0.0902 2022/08/05 17:39:31 - mmengine - INFO - Epoch(train) [185][40/161] lr: 2.5474e-02 eta: 0:45:35 time: 0.3314 data_time: 0.0354 memory: 9707 grad_norm: 1.1811 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0789 loss: 0.0789 2022/08/05 17:39:37 - mmengine - INFO - Epoch(train) [185][60/161] lr: 2.5365e-02 eta: 0:45:29 time: 0.2952 data_time: 0.0357 memory: 9707 grad_norm: 1.1885 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0584 loss: 0.0584 2022/08/05 17:39:43 - mmengine - INFO - Epoch(train) [185][80/161] lr: 2.5257e-02 eta: 0:45:22 time: 0.2959 data_time: 0.0340 memory: 9707 grad_norm: 1.0916 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.0991 loss: 0.0991 2022/08/05 17:39:49 - mmengine - INFO - Epoch(train) [185][100/161] lr: 2.5149e-02 eta: 0:45:16 time: 0.3111 data_time: 0.0378 memory: 9707 grad_norm: 1.1086 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0717 loss: 0.0717 2022/08/05 17:39:55 - mmengine - INFO - Epoch(train) [185][120/161] lr: 2.5042e-02 eta: 0:45:10 time: 0.2998 data_time: 0.0394 memory: 9707 grad_norm: 1.0446 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0752 loss: 0.0752 2022/08/05 17:40:01 - mmengine - INFO - Epoch(train) [185][140/161] lr: 2.4934e-02 eta: 0:45:04 time: 0.2970 data_time: 0.0369 memory: 9707 grad_norm: 1.4607 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.1395 loss: 0.1395 2022/08/05 17:40:07 - mmengine - INFO - Epoch(train) [185][160/161] lr: 2.4827e-02 eta: 0:44:58 time: 0.2848 data_time: 0.0325 memory: 9707 grad_norm: 1.2207 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.0611 loss: 0.0611 2022/08/05 17:40:07 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_gym_keypoint_20220805_150313 2022/08/05 17:40:07 - mmengine - INFO - Epoch(train) [185][161/161] lr: 2.4821e-02 eta: 0:44:58 time: 0.2768 data_time: 0.0330 memory: 652 grad_norm: 1.5077 top1_acc: 0.0000 top5_acc: 0.0000 loss_cls: 0.3292 loss: 0.3292 2022/08/05 17:40:14 - mmengine - INFO - Epoch(train) [186][20/161] lr: 2.4714e-02 eta: 0:44:52 time: 0.3589 data_time: 0.0784 memory: 9707 grad_norm: 1.2480 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.1341 loss: 0.1341 2022/08/05 17:40:20 - mmengine - INFO - Epoch(train) [186][40/161] lr: 2.4607e-02 eta: 0:44:46 time: 0.2958 data_time: 0.0347 memory: 9707 grad_norm: 1.0962 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.1113 loss: 0.1113 2022/08/05 17:40:26 - mmengine - INFO - Epoch(train) [186][60/161] lr: 2.4501e-02 eta: 0:44:39 time: 0.2969 data_time: 0.0390 memory: 9707 grad_norm: 1.0808 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0824 loss: 0.0824 2022/08/05 17:40:32 - mmengine - INFO - Epoch(train) [186][80/161] lr: 2.4394e-02 eta: 0:44:33 time: 0.2982 data_time: 0.0369 memory: 9707 grad_norm: 1.0242 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.1108 loss: 0.1108 2022/08/05 17:40:38 - mmengine - INFO - Epoch(train) [186][100/161] lr: 2.4288e-02 eta: 0:44:27 time: 0.2956 data_time: 0.0363 memory: 9707 grad_norm: 1.1353 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.0706 loss: 0.0706 2022/08/05 17:40:44 - mmengine - INFO - Epoch(train) [186][120/161] lr: 2.4182e-02 eta: 0:44:21 time: 0.3095 data_time: 0.0349 memory: 9707 grad_norm: 1.0607 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.0851 loss: 0.0851 2022/08/05 17:40:50 - mmengine - INFO - Epoch(train) [186][140/161] lr: 2.4076e-02 eta: 0:44:15 time: 0.3008 data_time: 0.0368 memory: 9707 grad_norm: 1.0857 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.0645 loss: 0.0645 2022/08/05 17:40:56 - mmengine - INFO - Epoch(train) [186][160/161] lr: 2.3970e-02 eta: 0:44:09 time: 0.2853 data_time: 0.0331 memory: 9707 grad_norm: 1.2483 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.0756 loss: 0.0756 2022/08/05 17:40:56 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_gym_keypoint_20220805_150313 2022/08/05 17:40:56 - mmengine - INFO - Epoch(train) [186][161/161] lr: 2.3965e-02 eta: 0:44:09 time: 0.2765 data_time: 0.0348 memory: 652 grad_norm: 1.4968 top1_acc: 0.0000 top5_acc: 1.0000 loss_cls: 0.2292 loss: 0.2292 2022/08/05 17:41:03 - mmengine - INFO - Epoch(train) [187][20/161] lr: 2.3859e-02 eta: 0:44:03 time: 0.3488 data_time: 0.0686 memory: 9707 grad_norm: 1.2093 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0835 loss: 0.0835 2022/08/05 17:41:09 - mmengine - INFO - Epoch(train) [187][40/161] lr: 2.3754e-02 eta: 0:43:56 time: 0.2987 data_time: 0.0363 memory: 9707 grad_norm: 1.1815 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.1246 loss: 0.1246 2022/08/05 17:41:13 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_gym_keypoint_20220805_150313 2022/08/05 17:41:15 - mmengine - INFO - Epoch(train) [187][60/161] lr: 2.3649e-02 eta: 0:43:50 time: 0.3019 data_time: 0.0368 memory: 9707 grad_norm: 1.1244 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.0832 loss: 0.0832 2022/08/05 17:41:21 - mmengine - INFO - Epoch(train) [187][80/161] lr: 2.3544e-02 eta: 0:43:44 time: 0.3002 data_time: 0.0340 memory: 9707 grad_norm: 1.1241 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.0962 loss: 0.0962 2022/08/05 17:41:27 - mmengine - INFO - Epoch(train) [187][100/161] lr: 2.3439e-02 eta: 0:43:38 time: 0.2957 data_time: 0.0353 memory: 9707 grad_norm: 1.1496 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0628 loss: 0.0628 2022/08/05 17:41:33 - mmengine - INFO - Epoch(train) [187][120/161] lr: 2.3335e-02 eta: 0:43:32 time: 0.2984 data_time: 0.0349 memory: 9707 grad_norm: 1.1188 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.1031 loss: 0.1031 2022/08/05 17:41:39 - mmengine - INFO - Epoch(train) [187][140/161] lr: 2.3230e-02 eta: 0:43:26 time: 0.2978 data_time: 0.0399 memory: 9707 grad_norm: 1.1384 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.0965 loss: 0.0965 2022/08/05 17:41:44 - mmengine - INFO - Epoch(train) [187][160/161] lr: 2.3126e-02 eta: 0:43:20 time: 0.2861 data_time: 0.0326 memory: 9707 grad_norm: 1.1128 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.0943 loss: 0.0943 2022/08/05 17:41:45 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_gym_keypoint_20220805_150313 2022/08/05 17:41:45 - mmengine - INFO - Epoch(train) [187][161/161] lr: 2.3121e-02 eta: 0:43:20 time: 0.2769 data_time: 0.0341 memory: 652 grad_norm: 1.3627 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.1852 loss: 0.1852 2022/08/05 17:41:52 - mmengine - INFO - Epoch(train) [188][20/161] lr: 2.3017e-02 eta: 0:43:13 time: 0.3627 data_time: 0.0676 memory: 9707 grad_norm: 1.1091 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0660 loss: 0.0660 2022/08/05 17:41:58 - mmengine - INFO - Epoch(train) [188][40/161] lr: 2.2913e-02 eta: 0:43:07 time: 0.2947 data_time: 0.0353 memory: 9707 grad_norm: 1.1020 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.0964 loss: 0.0964 2022/08/05 17:42:04 - mmengine - INFO - Epoch(train) [188][60/161] lr: 2.2810e-02 eta: 0:43:01 time: 0.3011 data_time: 0.0383 memory: 9707 grad_norm: 1.0876 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.0901 loss: 0.0901 2022/08/05 17:42:10 - mmengine - INFO - Epoch(train) [188][80/161] lr: 2.2707e-02 eta: 0:42:55 time: 0.3060 data_time: 0.0356 memory: 9707 grad_norm: 1.0676 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0617 loss: 0.0617 2022/08/05 17:42:16 - mmengine - INFO - Epoch(train) [188][100/161] lr: 2.2604e-02 eta: 0:42:49 time: 0.2972 data_time: 0.0383 memory: 9707 grad_norm: 1.2142 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0535 loss: 0.0535 2022/08/05 17:42:22 - mmengine - INFO - Epoch(train) [188][120/161] lr: 2.2501e-02 eta: 0:42:43 time: 0.2974 data_time: 0.0360 memory: 9707 grad_norm: 1.3672 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.1008 loss: 0.1008 2022/08/05 17:42:28 - mmengine - INFO - Epoch(train) [188][140/161] lr: 2.2398e-02 eta: 0:42:37 time: 0.2997 data_time: 0.0407 memory: 9707 grad_norm: 1.1956 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.0858 loss: 0.0858 2022/08/05 17:42:34 - mmengine - INFO - Epoch(train) [188][160/161] lr: 2.2296e-02 eta: 0:42:30 time: 0.2900 data_time: 0.0339 memory: 9707 grad_norm: 1.1658 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0804 loss: 0.0804 2022/08/05 17:42:34 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_gym_keypoint_20220805_150313 2022/08/05 17:42:34 - mmengine - INFO - Epoch(train) [188][161/161] lr: 2.2291e-02 eta: 0:42:30 time: 0.2808 data_time: 0.0357 memory: 652 grad_norm: 1.3777 top1_acc: 0.0000 top5_acc: 0.0000 loss_cls: 0.3694 loss: 0.3694 2022/08/05 17:42:41 - mmengine - INFO - Epoch(train) [189][20/161] lr: 2.2188e-02 eta: 0:42:24 time: 0.3496 data_time: 0.0724 memory: 9707 grad_norm: 1.2468 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.1559 loss: 0.1559 2022/08/05 17:42:47 - mmengine - INFO - Epoch(train) [189][40/161] lr: 2.2086e-02 eta: 0:42:18 time: 0.2956 data_time: 0.0366 memory: 9707 grad_norm: 0.9871 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0531 loss: 0.0531 2022/08/05 17:42:53 - mmengine - INFO - Epoch(train) [189][60/161] lr: 2.1984e-02 eta: 0:42:12 time: 0.3032 data_time: 0.0371 memory: 9707 grad_norm: 1.1168 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.0963 loss: 0.0963 2022/08/05 17:42:59 - mmengine - INFO - Epoch(train) [189][80/161] lr: 2.1883e-02 eta: 0:42:06 time: 0.2960 data_time: 0.0360 memory: 9707 grad_norm: 1.0136 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0665 loss: 0.0665 2022/08/05 17:43:05 - mmengine - INFO - Epoch(train) [189][100/161] lr: 2.1781e-02 eta: 0:42:00 time: 0.2969 data_time: 0.0390 memory: 9707 grad_norm: 0.9037 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0517 loss: 0.0517 2022/08/05 17:43:11 - mmengine - INFO - Epoch(train) [189][120/161] lr: 2.1680e-02 eta: 0:41:54 time: 0.3032 data_time: 0.0390 memory: 9707 grad_norm: 0.9195 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0562 loss: 0.0562 2022/08/05 17:43:16 - mmengine - INFO - Epoch(train) [189][140/161] lr: 2.1579e-02 eta: 0:41:47 time: 0.2960 data_time: 0.0386 memory: 9707 grad_norm: 1.1006 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0815 loss: 0.0815 2022/08/05 17:43:22 - mmengine - INFO - Epoch(train) [189][160/161] lr: 2.1478e-02 eta: 0:41:41 time: 0.2880 data_time: 0.0328 memory: 9707 grad_norm: 1.1985 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0909 loss: 0.0909 2022/08/05 17:43:22 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_gym_keypoint_20220805_150313 2022/08/05 17:43:22 - mmengine - INFO - Epoch(train) [189][161/161] lr: 2.1473e-02 eta: 0:41:41 time: 0.2791 data_time: 0.0341 memory: 652 grad_norm: 1.4462 top1_acc: 0.0000 top5_acc: 0.0000 loss_cls: 0.2927 loss: 0.2927 2022/08/05 17:43:30 - mmengine - INFO - Epoch(train) [190][20/161] lr: 2.1373e-02 eta: 0:41:35 time: 0.3580 data_time: 0.0717 memory: 9707 grad_norm: 1.0173 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.0950 loss: 0.0950 2022/08/05 17:43:35 - mmengine - INFO - Epoch(train) [190][40/161] lr: 2.1272e-02 eta: 0:41:29 time: 0.2957 data_time: 0.0397 memory: 9707 grad_norm: 0.9086 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0530 loss: 0.0530 2022/08/05 17:43:41 - mmengine - INFO - Epoch(train) [190][60/161] lr: 2.1172e-02 eta: 0:41:23 time: 0.3004 data_time: 0.0400 memory: 9707 grad_norm: 1.1246 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0526 loss: 0.0526 2022/08/05 17:43:47 - mmengine - INFO - Epoch(train) [190][80/161] lr: 2.1072e-02 eta: 0:41:17 time: 0.3006 data_time: 0.0392 memory: 9707 grad_norm: 1.0526 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0738 loss: 0.0738 2022/08/05 17:43:54 - mmengine - INFO - Epoch(train) [190][100/161] lr: 2.0973e-02 eta: 0:41:11 time: 0.3072 data_time: 0.0388 memory: 9707 grad_norm: 0.9804 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0521 loss: 0.0521 2022/08/05 17:44:00 - mmengine - INFO - Epoch(train) [190][120/161] lr: 2.0873e-02 eta: 0:41:05 time: 0.2988 data_time: 0.0346 memory: 9707 grad_norm: 1.0485 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.0576 loss: 0.0576 2022/08/05 17:44:06 - mmengine - INFO - Epoch(train) [190][140/161] lr: 2.0774e-02 eta: 0:40:58 time: 0.2987 data_time: 0.0369 memory: 9707 grad_norm: 1.1107 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0769 loss: 0.0769 2022/08/05 17:44:12 - mmengine - INFO - Epoch(train) [190][160/161] lr: 2.0675e-02 eta: 0:40:52 time: 0.2956 data_time: 0.0389 memory: 9707 grad_norm: 1.0639 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0504 loss: 0.0504 2022/08/05 17:44:12 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_gym_keypoint_20220805_150313 2022/08/05 17:44:12 - mmengine - INFO - Epoch(train) [190][161/161] lr: 2.0670e-02 eta: 0:40:52 time: 0.2863 data_time: 0.0400 memory: 652 grad_norm: 1.2818 top1_acc: 0.0000 top5_acc: 0.0000 loss_cls: 0.2488 loss: 0.2488 2022/08/05 17:44:12 - mmengine - INFO - Saving checkpoint at 190 epochs 2022/08/05 17:44:18 - mmengine - INFO - Epoch(val) [190][20/67] eta: 0:00:12 time: 0.2593 data_time: 0.1218 memory: 1868 2022/08/05 17:44:22 - mmengine - INFO - Epoch(val) [190][40/67] eta: 0:00:05 time: 0.1932 data_time: 0.0524 memory: 1868 2022/08/05 17:44:25 - mmengine - INFO - Epoch(val) [190][60/67] eta: 0:00:01 time: 0.1804 data_time: 0.0464 memory: 1868 2022/08/05 17:44:27 - mmengine - INFO - Epoch(val) [190][67/67] acc/top1: 0.9333 acc/top5: 0.9961 acc/mean1: 0.9055 2022/08/05 17:44:27 - mmengine - INFO - The previous best checkpoint /mnt/lustre/daiwenxun/X/mmaction2/work_dirs/slowonly_r50_u48_240e_8xb16_gym_keypoint/best_acc/top1_epoch_181.pth is removed 2022/08/05 17:44:28 - mmengine - INFO - The best checkpoint with 0.9333 acc/top1 at 191 epoch is saved to best_acc/top1_epoch_191.pth. 2022/08/05 17:44:35 - mmengine - INFO - Epoch(train) [191][20/161] lr: 2.0571e-02 eta: 0:40:46 time: 0.3270 data_time: 0.0631 memory: 9707 grad_norm: 1.1490 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0426 loss: 0.0426 2022/08/05 17:44:41 - mmengine - INFO - Epoch(train) [191][40/161] lr: 2.0472e-02 eta: 0:40:40 time: 0.3019 data_time: 0.0397 memory: 9707 grad_norm: 1.0837 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0989 loss: 0.0989 2022/08/05 17:44:47 - mmengine - INFO - Epoch(train) [191][60/161] lr: 2.0374e-02 eta: 0:40:34 time: 0.2992 data_time: 0.0422 memory: 9707 grad_norm: 0.9292 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0728 loss: 0.0728 2022/08/05 17:44:53 - mmengine - INFO - Epoch(train) [191][80/161] lr: 2.0275e-02 eta: 0:40:28 time: 0.2992 data_time: 0.0387 memory: 9707 grad_norm: 0.9986 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0699 loss: 0.0699 2022/08/05 17:44:59 - mmengine - INFO - Epoch(train) [191][100/161] lr: 2.0177e-02 eta: 0:40:21 time: 0.2987 data_time: 0.0384 memory: 9707 grad_norm: 1.3494 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0597 loss: 0.0597 2022/08/05 17:45:05 - mmengine - INFO - Epoch(train) [191][120/161] lr: 2.0079e-02 eta: 0:40:15 time: 0.3047 data_time: 0.0429 memory: 9707 grad_norm: 1.1896 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.0822 loss: 0.0822 2022/08/05 17:45:11 - mmengine - INFO - Epoch(train) [191][140/161] lr: 1.9982e-02 eta: 0:40:09 time: 0.2993 data_time: 0.0382 memory: 9707 grad_norm: 1.3051 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.0780 loss: 0.0780 2022/08/05 17:45:17 - mmengine - INFO - Epoch(train) [191][160/161] lr: 1.9884e-02 eta: 0:40:03 time: 0.2882 data_time: 0.0370 memory: 9707 grad_norm: 1.1579 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0915 loss: 0.0915 2022/08/05 17:45:17 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_gym_keypoint_20220805_150313 2022/08/05 17:45:17 - mmengine - INFO - Epoch(train) [191][161/161] lr: 1.9879e-02 eta: 0:40:03 time: 0.2795 data_time: 0.0383 memory: 652 grad_norm: 1.3947 top1_acc: 0.0000 top5_acc: 0.0000 loss_cls: 0.3436 loss: 0.3436 2022/08/05 17:45:24 - mmengine - INFO - Epoch(train) [192][20/161] lr: 1.9782e-02 eta: 0:39:57 time: 0.3501 data_time: 0.0757 memory: 9707 grad_norm: 1.1769 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.1140 loss: 0.1140 2022/08/05 17:45:30 - mmengine - INFO - Epoch(train) [192][40/161] lr: 1.9685e-02 eta: 0:39:51 time: 0.3002 data_time: 0.0372 memory: 9707 grad_norm: 1.1248 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0743 loss: 0.0743 2022/08/05 17:45:36 - mmengine - INFO - Epoch(train) [192][60/161] lr: 1.9589e-02 eta: 0:39:45 time: 0.2992 data_time: 0.0388 memory: 9707 grad_norm: 1.0828 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0472 loss: 0.0472 2022/08/05 17:45:42 - mmengine - INFO - Epoch(train) [192][80/161] lr: 1.9492e-02 eta: 0:39:38 time: 0.3036 data_time: 0.0398 memory: 9707 grad_norm: 1.3213 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.1269 loss: 0.1269 2022/08/05 17:45:48 - mmengine - INFO - Epoch(train) [192][100/161] lr: 1.9396e-02 eta: 0:39:32 time: 0.3020 data_time: 0.0445 memory: 9707 grad_norm: 1.1664 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0837 loss: 0.0837 2022/08/05 17:45:54 - mmengine - INFO - Epoch(train) [192][120/161] lr: 1.9299e-02 eta: 0:39:26 time: 0.3054 data_time: 0.0446 memory: 9707 grad_norm: 1.0824 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0592 loss: 0.0592 2022/08/05 17:46:00 - mmengine - INFO - Epoch(train) [192][140/161] lr: 1.9204e-02 eta: 0:39:20 time: 0.3107 data_time: 0.0445 memory: 9707 grad_norm: 1.0848 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0839 loss: 0.0839 2022/08/05 17:46:06 - mmengine - INFO - Epoch(train) [192][160/161] lr: 1.9108e-02 eta: 0:39:14 time: 0.2895 data_time: 0.0368 memory: 9707 grad_norm: 1.0054 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0740 loss: 0.0740 2022/08/05 17:46:06 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_gym_keypoint_20220805_150313 2022/08/05 17:46:06 - mmengine - INFO - Epoch(train) [192][161/161] lr: 1.9103e-02 eta: 0:39:14 time: 0.2803 data_time: 0.0382 memory: 652 grad_norm: 1.2287 top1_acc: 0.0000 top5_acc: 0.0000 loss_cls: 0.2352 loss: 0.2352 2022/08/05 17:46:14 - mmengine - INFO - Epoch(train) [193][20/161] lr: 1.9008e-02 eta: 0:39:08 time: 0.3591 data_time: 0.0784 memory: 9707 grad_norm: 1.0373 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0871 loss: 0.0871 2022/08/05 17:46:20 - mmengine - INFO - Epoch(train) [193][40/161] lr: 1.8912e-02 eta: 0:39:02 time: 0.3104 data_time: 0.0361 memory: 9707 grad_norm: 0.9970 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0748 loss: 0.0748 2022/08/05 17:46:26 - mmengine - INFO - Epoch(train) [193][60/161] lr: 1.8817e-02 eta: 0:38:56 time: 0.3052 data_time: 0.0472 memory: 9707 grad_norm: 1.0027 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0472 loss: 0.0472 2022/08/05 17:46:32 - mmengine - INFO - Epoch(train) [193][80/161] lr: 1.8722e-02 eta: 0:38:50 time: 0.2991 data_time: 0.0411 memory: 9707 grad_norm: 1.0267 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0653 loss: 0.0653 2022/08/05 17:46:34 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_gym_keypoint_20220805_150313 2022/08/05 17:46:38 - mmengine - INFO - Epoch(train) [193][100/161] lr: 1.8628e-02 eta: 0:38:43 time: 0.3038 data_time: 0.0435 memory: 9707 grad_norm: 1.0577 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0842 loss: 0.0842 2022/08/05 17:46:44 - mmengine - INFO - Epoch(train) [193][120/161] lr: 1.8533e-02 eta: 0:38:37 time: 0.3056 data_time: 0.0438 memory: 9707 grad_norm: 0.9380 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0651 loss: 0.0651 2022/08/05 17:46:50 - mmengine - INFO - Epoch(train) [193][140/161] lr: 1.8439e-02 eta: 0:38:31 time: 0.2996 data_time: 0.0411 memory: 9707 grad_norm: 1.0922 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0514 loss: 0.0514 2022/08/05 17:46:56 - mmengine - INFO - Epoch(train) [193][160/161] lr: 1.8345e-02 eta: 0:38:25 time: 0.2889 data_time: 0.0395 memory: 9707 grad_norm: 1.0886 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0631 loss: 0.0631 2022/08/05 17:46:56 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_gym_keypoint_20220805_150313 2022/08/05 17:46:56 - mmengine - INFO - Epoch(train) [193][161/161] lr: 1.8341e-02 eta: 0:38:25 time: 0.2793 data_time: 0.0403 memory: 652 grad_norm: 1.3643 top1_acc: 0.0000 top5_acc: 0.0000 loss_cls: 0.2593 loss: 0.2593 2022/08/05 17:47:03 - mmengine - INFO - Epoch(train) [194][20/161] lr: 1.8247e-02 eta: 0:38:19 time: 0.3513 data_time: 0.0737 memory: 9707 grad_norm: 1.1458 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0570 loss: 0.0570 2022/08/05 17:47:09 - mmengine - INFO - Epoch(train) [194][40/161] lr: 1.8153e-02 eta: 0:38:13 time: 0.2973 data_time: 0.0354 memory: 9707 grad_norm: 1.0354 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0508 loss: 0.0508 2022/08/05 17:47:15 - mmengine - INFO - Epoch(train) [194][60/161] lr: 1.8060e-02 eta: 0:38:07 time: 0.3040 data_time: 0.0442 memory: 9707 grad_norm: 0.9271 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0625 loss: 0.0625 2022/08/05 17:47:21 - mmengine - INFO - Epoch(train) [194][80/161] lr: 1.7967e-02 eta: 0:38:00 time: 0.3007 data_time: 0.0412 memory: 9707 grad_norm: 1.0329 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0669 loss: 0.0669 2022/08/05 17:47:27 - mmengine - INFO - Epoch(train) [194][100/161] lr: 1.7874e-02 eta: 0:37:54 time: 0.2998 data_time: 0.0436 memory: 9707 grad_norm: 1.0991 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.0488 loss: 0.0488 2022/08/05 17:47:33 - mmengine - INFO - Epoch(train) [194][120/161] lr: 1.7781e-02 eta: 0:37:48 time: 0.3125 data_time: 0.0447 memory: 9707 grad_norm: 0.9620 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.0603 loss: 0.0603 2022/08/05 17:47:39 - mmengine - INFO - Epoch(train) [194][140/161] lr: 1.7689e-02 eta: 0:37:42 time: 0.2994 data_time: 0.0429 memory: 9707 grad_norm: 1.0909 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0532 loss: 0.0532 2022/08/05 17:47:45 - mmengine - INFO - Epoch(train) [194][160/161] lr: 1.7597e-02 eta: 0:37:36 time: 0.2904 data_time: 0.0398 memory: 9707 grad_norm: 0.9330 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.0642 loss: 0.0642 2022/08/05 17:47:45 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_gym_keypoint_20220805_150313 2022/08/05 17:47:45 - mmengine - INFO - Epoch(train) [194][161/161] lr: 1.7592e-02 eta: 0:37:36 time: 0.2793 data_time: 0.0410 memory: 652 grad_norm: 1.1971 top1_acc: 0.0000 top5_acc: 0.0000 loss_cls: 0.2495 loss: 0.2495 2022/08/05 17:47:52 - mmengine - INFO - Epoch(train) [195][20/161] lr: 1.7500e-02 eta: 0:37:30 time: 0.3586 data_time: 0.0780 memory: 9707 grad_norm: 1.0661 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0732 loss: 0.0732 2022/08/05 17:47:58 - mmengine - INFO - Epoch(train) [195][40/161] lr: 1.7408e-02 eta: 0:37:24 time: 0.2990 data_time: 0.0405 memory: 9707 grad_norm: 0.9992 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0528 loss: 0.0528 2022/08/05 17:48:05 - mmengine - INFO - Epoch(train) [195][60/161] lr: 1.7317e-02 eta: 0:37:18 time: 0.3235 data_time: 0.0476 memory: 9707 grad_norm: 1.0328 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.0582 loss: 0.0582 2022/08/05 17:48:11 - mmengine - INFO - Epoch(train) [195][80/161] lr: 1.7225e-02 eta: 0:37:12 time: 0.2988 data_time: 0.0409 memory: 9707 grad_norm: 0.8770 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0493 loss: 0.0493 2022/08/05 17:48:17 - mmengine - INFO - Epoch(train) [195][100/161] lr: 1.7134e-02 eta: 0:37:05 time: 0.2980 data_time: 0.0434 memory: 9707 grad_norm: 0.9306 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0502 loss: 0.0502 2022/08/05 17:48:23 - mmengine - INFO - Epoch(train) [195][120/161] lr: 1.7043e-02 eta: 0:36:59 time: 0.3104 data_time: 0.0425 memory: 9707 grad_norm: 0.9130 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0567 loss: 0.0567 2022/08/05 17:48:29 - mmengine - INFO - Epoch(train) [195][140/161] lr: 1.6953e-02 eta: 0:36:53 time: 0.2955 data_time: 0.0418 memory: 9707 grad_norm: 1.1557 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0509 loss: 0.0509 2022/08/05 17:48:35 - mmengine - INFO - Epoch(train) [195][160/161] lr: 1.6862e-02 eta: 0:36:47 time: 0.2877 data_time: 0.0429 memory: 9707 grad_norm: 1.0581 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0700 loss: 0.0700 2022/08/05 17:48:35 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_gym_keypoint_20220805_150313 2022/08/05 17:48:35 - mmengine - INFO - Epoch(train) [195][161/161] lr: 1.6858e-02 eta: 0:36:47 time: 0.2792 data_time: 0.0445 memory: 652 grad_norm: 1.3324 top1_acc: 0.0000 top5_acc: 1.0000 loss_cls: 0.1994 loss: 0.1994 2022/08/05 17:48:42 - mmengine - INFO - Epoch(train) [196][20/161] lr: 1.6767e-02 eta: 0:36:41 time: 0.3720 data_time: 0.0845 memory: 9707 grad_norm: 0.9531 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.0789 loss: 0.0789 2022/08/05 17:48:48 - mmengine - INFO - Epoch(train) [196][40/161] lr: 1.6677e-02 eta: 0:36:35 time: 0.2978 data_time: 0.0374 memory: 9707 grad_norm: 0.9948 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0584 loss: 0.0584 2022/08/05 17:48:54 - mmengine - INFO - Epoch(train) [196][60/161] lr: 1.6587e-02 eta: 0:36:29 time: 0.3119 data_time: 0.0472 memory: 9707 grad_norm: 0.9059 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.0451 loss: 0.0451 2022/08/05 17:49:00 - mmengine - INFO - Epoch(train) [196][80/161] lr: 1.6498e-02 eta: 0:36:23 time: 0.3009 data_time: 0.0406 memory: 9707 grad_norm: 0.9989 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0596 loss: 0.0596 2022/08/05 17:49:06 - mmengine - INFO - Epoch(train) [196][100/161] lr: 1.6409e-02 eta: 0:36:17 time: 0.2986 data_time: 0.0443 memory: 9707 grad_norm: 0.9870 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0597 loss: 0.0597 2022/08/05 17:49:12 - mmengine - INFO - Epoch(train) [196][120/161] lr: 1.6319e-02 eta: 0:36:10 time: 0.3005 data_time: 0.0406 memory: 9707 grad_norm: 1.1640 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0359 loss: 0.0359 2022/08/05 17:49:18 - mmengine - INFO - Epoch(train) [196][140/161] lr: 1.6230e-02 eta: 0:36:04 time: 0.2961 data_time: 0.0427 memory: 9707 grad_norm: 0.9956 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0634 loss: 0.0634 2022/08/05 17:49:24 - mmengine - INFO - Epoch(train) [196][160/161] lr: 1.6142e-02 eta: 0:35:58 time: 0.2993 data_time: 0.0410 memory: 9707 grad_norm: 0.9529 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0626 loss: 0.0626 2022/08/05 17:49:24 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_gym_keypoint_20220805_150313 2022/08/05 17:49:24 - mmengine - INFO - Epoch(train) [196][161/161] lr: 1.6137e-02 eta: 0:35:58 time: 0.2911 data_time: 0.0422 memory: 652 grad_norm: 1.1961 top1_acc: 0.0000 top5_acc: 0.0000 loss_cls: 0.2872 loss: 0.2872 2022/08/05 17:49:32 - mmengine - INFO - Epoch(train) [197][20/161] lr: 1.6049e-02 eta: 0:35:52 time: 0.3543 data_time: 0.0799 memory: 9707 grad_norm: 0.8718 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0527 loss: 0.0527 2022/08/05 17:49:37 - mmengine - INFO - Epoch(train) [197][40/161] lr: 1.5961e-02 eta: 0:35:46 time: 0.2962 data_time: 0.0403 memory: 9707 grad_norm: 0.9936 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0513 loss: 0.0513 2022/08/05 17:49:44 - mmengine - INFO - Epoch(train) [197][60/161] lr: 1.5873e-02 eta: 0:35:40 time: 0.3033 data_time: 0.0445 memory: 9707 grad_norm: 0.9685 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0618 loss: 0.0618 2022/08/05 17:49:50 - mmengine - INFO - Epoch(train) [197][80/161] lr: 1.5785e-02 eta: 0:35:34 time: 0.2992 data_time: 0.0422 memory: 9707 grad_norm: 1.0157 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0724 loss: 0.0724 2022/08/05 17:49:55 - mmengine - INFO - Epoch(train) [197][100/161] lr: 1.5697e-02 eta: 0:35:27 time: 0.2979 data_time: 0.0411 memory: 9707 grad_norm: 1.1102 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0824 loss: 0.0824 2022/08/05 17:50:01 - mmengine - INFO - Epoch(train) [197][120/161] lr: 1.5610e-02 eta: 0:35:21 time: 0.3003 data_time: 0.0441 memory: 9707 grad_norm: 0.9564 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0614 loss: 0.0614 2022/08/05 17:50:07 - mmengine - INFO - Epoch(train) [197][140/161] lr: 1.5523e-02 eta: 0:35:15 time: 0.2964 data_time: 0.0400 memory: 9707 grad_norm: 1.0488 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0574 loss: 0.0574 2022/08/05 17:50:13 - mmengine - INFO - Epoch(train) [197][160/161] lr: 1.5436e-02 eta: 0:35:09 time: 0.2898 data_time: 0.0385 memory: 9707 grad_norm: 0.9602 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0456 loss: 0.0456 2022/08/05 17:50:13 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_gym_keypoint_20220805_150313 2022/08/05 17:50:13 - mmengine - INFO - Epoch(train) [197][161/161] lr: 1.5432e-02 eta: 0:35:09 time: 0.2818 data_time: 0.0404 memory: 652 grad_norm: 1.2427 top1_acc: 0.0000 top5_acc: 0.0000 loss_cls: 0.3160 loss: 0.3160 2022/08/05 17:50:21 - mmengine - INFO - Epoch(train) [198][20/161] lr: 1.5345e-02 eta: 0:35:03 time: 0.3755 data_time: 0.0987 memory: 9707 grad_norm: 0.9430 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0486 loss: 0.0486 2022/08/05 17:50:27 - mmengine - INFO - Epoch(train) [198][40/161] lr: 1.5258e-02 eta: 0:34:57 time: 0.2975 data_time: 0.0399 memory: 9707 grad_norm: 1.1284 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0577 loss: 0.0577 2022/08/05 17:50:33 - mmengine - INFO - Epoch(train) [198][60/161] lr: 1.5172e-02 eta: 0:34:51 time: 0.3043 data_time: 0.0406 memory: 9707 grad_norm: 0.8451 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0546 loss: 0.0546 2022/08/05 17:50:39 - mmengine - INFO - Epoch(train) [198][80/161] lr: 1.5086e-02 eta: 0:34:45 time: 0.2972 data_time: 0.0458 memory: 9707 grad_norm: 0.9701 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0488 loss: 0.0488 2022/08/05 17:50:45 - mmengine - INFO - Epoch(train) [198][100/161] lr: 1.5000e-02 eta: 0:34:38 time: 0.3041 data_time: 0.0505 memory: 9707 grad_norm: 1.0004 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0593 loss: 0.0593 2022/08/05 17:50:51 - mmengine - INFO - Epoch(train) [198][120/161] lr: 1.4915e-02 eta: 0:34:32 time: 0.3003 data_time: 0.0419 memory: 9707 grad_norm: 0.9841 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0600 loss: 0.0600 2022/08/05 17:50:57 - mmengine - INFO - Epoch(train) [198][140/161] lr: 1.4830e-02 eta: 0:34:26 time: 0.2990 data_time: 0.0463 memory: 9707 grad_norm: 0.9301 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0595 loss: 0.0595 2022/08/05 17:51:03 - mmengine - INFO - Epoch(train) [198][160/161] lr: 1.4744e-02 eta: 0:34:20 time: 0.3004 data_time: 0.0447 memory: 9707 grad_norm: 0.9294 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0517 loss: 0.0517 2022/08/05 17:51:03 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_gym_keypoint_20220805_150313 2022/08/05 17:51:03 - mmengine - INFO - Epoch(train) [198][161/161] lr: 1.4740e-02 eta: 0:34:20 time: 0.2924 data_time: 0.0468 memory: 652 grad_norm: 1.1672 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.1665 loss: 0.1665 2022/08/05 17:51:11 - mmengine - INFO - Epoch(train) [199][20/161] lr: 1.4655e-02 eta: 0:34:14 time: 0.3745 data_time: 0.0906 memory: 9707 grad_norm: 1.1961 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0433 loss: 0.0433 2022/08/05 17:51:17 - mmengine - INFO - Epoch(train) [199][40/161] lr: 1.4571e-02 eta: 0:34:08 time: 0.2983 data_time: 0.0377 memory: 9707 grad_norm: 1.0450 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.0431 loss: 0.0431 2022/08/05 17:51:23 - mmengine - INFO - Epoch(train) [199][60/161] lr: 1.4486e-02 eta: 0:34:02 time: 0.3126 data_time: 0.0472 memory: 9707 grad_norm: 0.9080 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0679 loss: 0.0679 2022/08/05 17:51:29 - mmengine - INFO - Epoch(train) [199][80/161] lr: 1.4402e-02 eta: 0:33:56 time: 0.2977 data_time: 0.0390 memory: 9707 grad_norm: 1.2443 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0602 loss: 0.0602 2022/08/05 17:51:35 - mmengine - INFO - Epoch(train) [199][100/161] lr: 1.4318e-02 eta: 0:33:49 time: 0.3010 data_time: 0.0463 memory: 9707 grad_norm: 0.9694 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0405 loss: 0.0405 2022/08/05 17:51:41 - mmengine - INFO - Epoch(train) [199][120/161] lr: 1.4234e-02 eta: 0:33:43 time: 0.3159 data_time: 0.0422 memory: 9707 grad_norm: 0.8881 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0598 loss: 0.0598 2022/08/05 17:51:42 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_gym_keypoint_20220805_150313 2022/08/05 17:51:47 - mmengine - INFO - Epoch(train) [199][140/161] lr: 1.4151e-02 eta: 0:33:37 time: 0.2981 data_time: 0.0423 memory: 9707 grad_norm: 1.0840 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.0620 loss: 0.0620 2022/08/05 17:51:53 - mmengine - INFO - Epoch(train) [199][160/161] lr: 1.4068e-02 eta: 0:33:31 time: 0.2917 data_time: 0.0387 memory: 9707 grad_norm: 0.9395 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0584 loss: 0.0584 2022/08/05 17:51:53 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_gym_keypoint_20220805_150313 2022/08/05 17:51:53 - mmengine - INFO - Epoch(train) [199][161/161] lr: 1.4064e-02 eta: 0:33:31 time: 0.2833 data_time: 0.0410 memory: 652 grad_norm: 1.2492 top1_acc: 0.0000 top5_acc: 0.0000 loss_cls: 0.2827 loss: 0.2827 2022/08/05 17:52:00 - mmengine - INFO - Epoch(train) [200][20/161] lr: 1.3980e-02 eta: 0:33:25 time: 0.3662 data_time: 0.0884 memory: 9707 grad_norm: 1.0419 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0643 loss: 0.0643 2022/08/05 17:52:06 - mmengine - INFO - Epoch(train) [200][40/161] lr: 1.3898e-02 eta: 0:33:19 time: 0.2967 data_time: 0.0399 memory: 9707 grad_norm: 0.9641 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0546 loss: 0.0546 2022/08/05 17:52:13 - mmengine - INFO - Epoch(train) [200][60/161] lr: 1.3815e-02 eta: 0:33:13 time: 0.3101 data_time: 0.0453 memory: 9707 grad_norm: 1.0148 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0571 loss: 0.0571 2022/08/05 17:52:18 - mmengine - INFO - Epoch(train) [200][80/161] lr: 1.3733e-02 eta: 0:33:07 time: 0.2972 data_time: 0.0413 memory: 9707 grad_norm: 1.0291 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0838 loss: 0.0838 2022/08/05 17:52:24 - mmengine - INFO - Epoch(train) [200][100/161] lr: 1.3651e-02 eta: 0:33:01 time: 0.3004 data_time: 0.0434 memory: 9707 grad_norm: 0.8123 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0346 loss: 0.0346 2022/08/05 17:52:31 - mmengine - INFO - Epoch(train) [200][120/161] lr: 1.3569e-02 eta: 0:32:54 time: 0.3013 data_time: 0.0399 memory: 9707 grad_norm: 1.1112 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.0364 loss: 0.0364 2022/08/05 17:52:37 - mmengine - INFO - Epoch(train) [200][140/161] lr: 1.3487e-02 eta: 0:32:48 time: 0.3022 data_time: 0.0429 memory: 9707 grad_norm: 1.1274 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0611 loss: 0.0611 2022/08/05 17:52:43 - mmengine - INFO - Epoch(train) [200][160/161] lr: 1.3406e-02 eta: 0:32:42 time: 0.2972 data_time: 0.0398 memory: 9707 grad_norm: 0.8574 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0289 loss: 0.0289 2022/08/05 17:52:43 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_gym_keypoint_20220805_150313 2022/08/05 17:52:43 - mmengine - INFO - Epoch(train) [200][161/161] lr: 1.3402e-02 eta: 0:32:42 time: 0.2885 data_time: 0.0416 memory: 652 grad_norm: 1.1281 top1_acc: 0.0000 top5_acc: 0.0000 loss_cls: 0.2422 loss: 0.2422 2022/08/05 17:52:43 - mmengine - INFO - Saving checkpoint at 200 epochs 2022/08/05 17:52:49 - mmengine - INFO - Epoch(val) [200][20/67] eta: 0:00:12 time: 0.2732 data_time: 0.1252 memory: 1868 2022/08/05 17:52:53 - mmengine - INFO - Epoch(val) [200][40/67] eta: 0:00:05 time: 0.1923 data_time: 0.0539 memory: 1868 2022/08/05 17:52:56 - mmengine - INFO - Epoch(val) [200][60/67] eta: 0:00:01 time: 0.1707 data_time: 0.0407 memory: 1868 2022/08/05 17:52:58 - mmengine - INFO - Epoch(val) [200][67/67] acc/top1: 0.9434 acc/top5: 0.9965 acc/mean1: 0.9153 2022/08/05 17:52:58 - mmengine - INFO - The previous best checkpoint /mnt/lustre/daiwenxun/X/mmaction2/work_dirs/slowonly_r50_u48_240e_8xb16_gym_keypoint/best_acc/top1_epoch_191.pth is removed 2022/08/05 17:52:59 - mmengine - INFO - The best checkpoint with 0.9434 acc/top1 at 201 epoch is saved to best_acc/top1_epoch_201.pth. 2022/08/05 17:53:06 - mmengine - INFO - Epoch(train) [201][20/161] lr: 1.3320e-02 eta: 0:32:36 time: 0.3369 data_time: 0.0746 memory: 9707 grad_norm: 0.9734 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0486 loss: 0.0486 2022/08/05 17:53:12 - mmengine - INFO - Epoch(train) [201][40/161] lr: 1.3239e-02 eta: 0:32:30 time: 0.3015 data_time: 0.0383 memory: 9707 grad_norm: 1.0340 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0418 loss: 0.0418 2022/08/05 17:53:18 - mmengine - INFO - Epoch(train) [201][60/161] lr: 1.3159e-02 eta: 0:32:24 time: 0.2990 data_time: 0.0409 memory: 9707 grad_norm: 0.8556 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0514 loss: 0.0514 2022/08/05 17:53:24 - mmengine - INFO - Epoch(train) [201][80/161] lr: 1.3078e-02 eta: 0:32:18 time: 0.3121 data_time: 0.0437 memory: 9707 grad_norm: 1.2356 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0565 loss: 0.0565 2022/08/05 17:53:30 - mmengine - INFO - Epoch(train) [201][100/161] lr: 1.2998e-02 eta: 0:32:11 time: 0.3009 data_time: 0.0401 memory: 9707 grad_norm: 1.0657 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0626 loss: 0.0626 2022/08/05 17:53:36 - mmengine - INFO - Epoch(train) [201][120/161] lr: 1.2918e-02 eta: 0:32:05 time: 0.2973 data_time: 0.0397 memory: 9707 grad_norm: 0.9918 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0530 loss: 0.0530 2022/08/05 17:53:42 - mmengine - INFO - Epoch(train) [201][140/161] lr: 1.2838e-02 eta: 0:31:59 time: 0.3062 data_time: 0.0411 memory: 9707 grad_norm: 1.0511 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0464 loss: 0.0464 2022/08/05 17:53:48 - mmengine - INFO - Epoch(train) [201][160/161] lr: 1.2758e-02 eta: 0:31:53 time: 0.2884 data_time: 0.0360 memory: 9707 grad_norm: 0.9126 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0668 loss: 0.0668 2022/08/05 17:53:48 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_gym_keypoint_20220805_150313 2022/08/05 17:53:48 - mmengine - INFO - Epoch(train) [201][161/161] lr: 1.2754e-02 eta: 0:31:53 time: 0.2786 data_time: 0.0364 memory: 652 grad_norm: 1.1807 top1_acc: 0.0000 top5_acc: 0.0000 loss_cls: 0.2788 loss: 0.2788 2022/08/05 17:53:55 - mmengine - INFO - Epoch(train) [202][20/161] lr: 1.2675e-02 eta: 0:31:47 time: 0.3591 data_time: 0.0748 memory: 9707 grad_norm: 1.0701 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0523 loss: 0.0523 2022/08/05 17:54:01 - mmengine - INFO - Epoch(train) [202][40/161] lr: 1.2596e-02 eta: 0:31:41 time: 0.3019 data_time: 0.0365 memory: 9707 grad_norm: 1.1062 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.0933 loss: 0.0933 2022/08/05 17:54:07 - mmengine - INFO - Epoch(train) [202][60/161] lr: 1.2517e-02 eta: 0:31:35 time: 0.2978 data_time: 0.0387 memory: 9707 grad_norm: 0.8795 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0398 loss: 0.0398 2022/08/05 17:54:13 - mmengine - INFO - Epoch(train) [202][80/161] lr: 1.2438e-02 eta: 0:31:29 time: 0.2994 data_time: 0.0380 memory: 9707 grad_norm: 1.0424 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0439 loss: 0.0439 2022/08/05 17:54:19 - mmengine - INFO - Epoch(train) [202][100/161] lr: 1.2360e-02 eta: 0:31:22 time: 0.2984 data_time: 0.0405 memory: 9707 grad_norm: 1.1436 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0574 loss: 0.0574 2022/08/05 17:54:25 - mmengine - INFO - Epoch(train) [202][120/161] lr: 1.2282e-02 eta: 0:31:16 time: 0.3018 data_time: 0.0368 memory: 9707 grad_norm: 0.8794 top1_acc: 0.9375 top5_acc: 0.9375 loss_cls: 0.0568 loss: 0.0568 2022/08/05 17:54:31 - mmengine - INFO - Epoch(train) [202][140/161] lr: 1.2204e-02 eta: 0:31:10 time: 0.3028 data_time: 0.0419 memory: 9707 grad_norm: 0.8398 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0451 loss: 0.0451 2022/08/05 17:54:37 - mmengine - INFO - Epoch(train) [202][160/161] lr: 1.2126e-02 eta: 0:31:04 time: 0.2856 data_time: 0.0344 memory: 9707 grad_norm: 0.8423 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.0476 loss: 0.0476 2022/08/05 17:54:37 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_gym_keypoint_20220805_150313 2022/08/05 17:54:37 - mmengine - INFO - Epoch(train) [202][161/161] lr: 1.2122e-02 eta: 0:31:04 time: 0.2764 data_time: 0.0355 memory: 652 grad_norm: 1.1281 top1_acc: 0.0000 top5_acc: 0.0000 loss_cls: 0.2649 loss: 0.2649 2022/08/05 17:54:44 - mmengine - INFO - Epoch(train) [203][20/161] lr: 1.2045e-02 eta: 0:30:58 time: 0.3565 data_time: 0.0730 memory: 9707 grad_norm: 0.8925 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0539 loss: 0.0539 2022/08/05 17:54:50 - mmengine - INFO - Epoch(train) [203][40/161] lr: 1.1967e-02 eta: 0:30:52 time: 0.3010 data_time: 0.0338 memory: 9707 grad_norm: 0.8774 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0497 loss: 0.0497 2022/08/05 17:54:56 - mmengine - INFO - Epoch(train) [203][60/161] lr: 1.1890e-02 eta: 0:30:46 time: 0.2959 data_time: 0.0387 memory: 9707 grad_norm: 0.8117 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0476 loss: 0.0476 2022/08/05 17:55:02 - mmengine - INFO - Epoch(train) [203][80/161] lr: 1.1814e-02 eta: 0:30:39 time: 0.2977 data_time: 0.0366 memory: 9707 grad_norm: 0.8168 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0402 loss: 0.0402 2022/08/05 17:55:08 - mmengine - INFO - Epoch(train) [203][100/161] lr: 1.1737e-02 eta: 0:30:33 time: 0.2955 data_time: 0.0375 memory: 9707 grad_norm: 0.7486 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0369 loss: 0.0369 2022/08/05 17:55:14 - mmengine - INFO - Epoch(train) [203][120/161] lr: 1.1661e-02 eta: 0:30:27 time: 0.3043 data_time: 0.0347 memory: 9707 grad_norm: 0.9658 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.0514 loss: 0.0514 2022/08/05 17:55:20 - mmengine - INFO - Epoch(train) [203][140/161] lr: 1.1585e-02 eta: 0:30:21 time: 0.2961 data_time: 0.0372 memory: 9707 grad_norm: 0.8371 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0396 loss: 0.0396 2022/08/05 17:55:26 - mmengine - INFO - Epoch(train) [203][160/161] lr: 1.1509e-02 eta: 0:30:15 time: 0.2865 data_time: 0.0322 memory: 9707 grad_norm: 0.8695 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0264 loss: 0.0264 2022/08/05 17:55:26 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_gym_keypoint_20220805_150313 2022/08/05 17:55:26 - mmengine - INFO - Epoch(train) [203][161/161] lr: 1.1505e-02 eta: 0:30:15 time: 0.2766 data_time: 0.0331 memory: 652 grad_norm: 1.1302 top1_acc: 0.0000 top5_acc: 0.0000 loss_cls: 0.2573 loss: 0.2573 2022/08/05 17:55:33 - mmengine - INFO - Epoch(train) [204][20/161] lr: 1.1429e-02 eta: 0:30:09 time: 0.3478 data_time: 0.0679 memory: 9707 grad_norm: 0.8628 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0326 loss: 0.0326 2022/08/05 17:55:39 - mmengine - INFO - Epoch(train) [204][40/161] lr: 1.1354e-02 eta: 0:30:02 time: 0.2940 data_time: 0.0339 memory: 9707 grad_norm: 0.8468 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0496 loss: 0.0496 2022/08/05 17:55:45 - mmengine - INFO - Epoch(train) [204][60/161] lr: 1.1279e-02 eta: 0:29:56 time: 0.2967 data_time: 0.0384 memory: 9707 grad_norm: 0.8825 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0404 loss: 0.0404 2022/08/05 17:55:51 - mmengine - INFO - Epoch(train) [204][80/161] lr: 1.1204e-02 eta: 0:29:50 time: 0.3018 data_time: 0.0333 memory: 9707 grad_norm: 0.8087 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0299 loss: 0.0299 2022/08/05 17:55:57 - mmengine - INFO - Epoch(train) [204][100/161] lr: 1.1129e-02 eta: 0:29:44 time: 0.2973 data_time: 0.0362 memory: 9707 grad_norm: 0.9548 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0726 loss: 0.0726 2022/08/05 17:56:03 - mmengine - INFO - Epoch(train) [204][120/161] lr: 1.1055e-02 eta: 0:29:38 time: 0.2957 data_time: 0.0351 memory: 9707 grad_norm: 0.9675 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.0397 loss: 0.0397 2022/08/05 17:56:09 - mmengine - INFO - Epoch(train) [204][140/161] lr: 1.0981e-02 eta: 0:29:32 time: 0.2988 data_time: 0.0361 memory: 9707 grad_norm: 0.9531 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0403 loss: 0.0403 2022/08/05 17:56:14 - mmengine - INFO - Epoch(train) [204][160/161] lr: 1.0907e-02 eta: 0:29:26 time: 0.2968 data_time: 0.0371 memory: 9707 grad_norm: 1.0544 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0523 loss: 0.0523 2022/08/05 17:56:15 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_gym_keypoint_20220805_150313 2022/08/05 17:56:15 - mmengine - INFO - Epoch(train) [204][161/161] lr: 1.0903e-02 eta: 0:29:26 time: 0.2878 data_time: 0.0390 memory: 652 grad_norm: 1.3278 top1_acc: 0.0000 top5_acc: 1.0000 loss_cls: 0.1788 loss: 0.1788 2022/08/05 17:56:22 - mmengine - INFO - Epoch(train) [205][20/161] lr: 1.0829e-02 eta: 0:29:19 time: 0.3573 data_time: 0.0691 memory: 9707 grad_norm: 0.8736 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0392 loss: 0.0392 2022/08/05 17:56:28 - mmengine - INFO - Epoch(train) [205][40/161] lr: 1.0756e-02 eta: 0:29:13 time: 0.2967 data_time: 0.0352 memory: 9707 grad_norm: 1.0301 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0455 loss: 0.0455 2022/08/05 17:56:34 - mmengine - INFO - Epoch(train) [205][60/161] lr: 1.0683e-02 eta: 0:29:07 time: 0.3121 data_time: 0.0392 memory: 9707 grad_norm: 0.9331 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0408 loss: 0.0408 2022/08/05 17:56:40 - mmengine - INFO - Epoch(train) [205][80/161] lr: 1.0610e-02 eta: 0:29:01 time: 0.2947 data_time: 0.0339 memory: 9707 grad_norm: 0.9424 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0405 loss: 0.0405 2022/08/05 17:56:46 - mmengine - INFO - Epoch(train) [205][100/161] lr: 1.0537e-02 eta: 0:28:55 time: 0.2973 data_time: 0.0353 memory: 9707 grad_norm: 0.9091 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0375 loss: 0.0375 2022/08/05 17:56:52 - mmengine - INFO - Epoch(train) [205][120/161] lr: 1.0464e-02 eta: 0:28:49 time: 0.3051 data_time: 0.0397 memory: 9707 grad_norm: 0.9886 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0652 loss: 0.0652 2022/08/05 17:56:58 - mmengine - INFO - Epoch(train) [205][140/161] lr: 1.0392e-02 eta: 0:28:43 time: 0.2985 data_time: 0.0379 memory: 9707 grad_norm: 0.9607 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0258 loss: 0.0258 2022/08/05 17:57:03 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_gym_keypoint_20220805_150313 2022/08/05 17:57:04 - mmengine - INFO - Epoch(train) [205][160/161] lr: 1.0320e-02 eta: 0:28:37 time: 0.2912 data_time: 0.0387 memory: 9707 grad_norm: 0.7979 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0562 loss: 0.0562 2022/08/05 17:57:04 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_gym_keypoint_20220805_150313 2022/08/05 17:57:04 - mmengine - INFO - Epoch(train) [205][161/161] lr: 1.0316e-02 eta: 0:28:37 time: 0.2829 data_time: 0.0409 memory: 652 grad_norm: 1.0842 top1_acc: 0.0000 top5_acc: 0.0000 loss_cls: 0.2443 loss: 0.2443 2022/08/05 17:57:11 - mmengine - INFO - Epoch(train) [206][20/161] lr: 1.0245e-02 eta: 0:28:30 time: 0.3661 data_time: 0.0648 memory: 9707 grad_norm: 0.9461 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0321 loss: 0.0321 2022/08/05 17:57:17 - mmengine - INFO - Epoch(train) [206][40/161] lr: 1.0173e-02 eta: 0:28:24 time: 0.2972 data_time: 0.0371 memory: 9707 grad_norm: 0.8635 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0364 loss: 0.0364 2022/08/05 17:57:23 - mmengine - INFO - Epoch(train) [206][60/161] lr: 1.0102e-02 eta: 0:28:18 time: 0.2972 data_time: 0.0349 memory: 9707 grad_norm: 0.8433 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0484 loss: 0.0484 2022/08/05 17:57:29 - mmengine - INFO - Epoch(train) [206][80/161] lr: 1.0030e-02 eta: 0:28:12 time: 0.2962 data_time: 0.0369 memory: 9707 grad_norm: 0.8518 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0480 loss: 0.0480 2022/08/05 17:57:35 - mmengine - INFO - Epoch(train) [206][100/161] lr: 9.9596e-03 eta: 0:28:06 time: 0.3053 data_time: 0.0378 memory: 9707 grad_norm: 1.0695 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0613 loss: 0.0613 2022/08/05 17:57:41 - mmengine - INFO - Epoch(train) [206][120/161] lr: 9.8890e-03 eta: 0:28:00 time: 0.2952 data_time: 0.0329 memory: 9707 grad_norm: 0.9156 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0280 loss: 0.0280 2022/08/05 17:57:47 - mmengine - INFO - Epoch(train) [206][140/161] lr: 9.8186e-03 eta: 0:27:54 time: 0.2994 data_time: 0.0383 memory: 9707 grad_norm: 1.0175 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0435 loss: 0.0435 2022/08/05 17:57:53 - mmengine - INFO - Epoch(train) [206][160/161] lr: 9.7485e-03 eta: 0:27:48 time: 0.2977 data_time: 0.0373 memory: 9707 grad_norm: 0.8839 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0500 loss: 0.0500 2022/08/05 17:57:53 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_gym_keypoint_20220805_150313 2022/08/05 17:57:53 - mmengine - INFO - Epoch(train) [206][161/161] lr: 9.7450e-03 eta: 0:27:48 time: 0.2891 data_time: 0.0389 memory: 652 grad_norm: 1.1250 top1_acc: 0.0000 top5_acc: 1.0000 loss_cls: 0.2163 loss: 0.2163 2022/08/05 17:58:00 - mmengine - INFO - Epoch(train) [207][20/161] lr: 9.6751e-03 eta: 0:27:41 time: 0.3691 data_time: 0.0944 memory: 9707 grad_norm: 0.9097 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0308 loss: 0.0308 2022/08/05 17:58:06 - mmengine - INFO - Epoch(train) [207][40/161] lr: 9.6054e-03 eta: 0:27:35 time: 0.2969 data_time: 0.0383 memory: 9707 grad_norm: 0.8640 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0346 loss: 0.0346 2022/08/05 17:58:13 - mmengine - INFO - Epoch(train) [207][60/161] lr: 9.5360e-03 eta: 0:27:29 time: 0.3164 data_time: 0.0404 memory: 9707 grad_norm: 0.8523 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0257 loss: 0.0257 2022/08/05 17:58:19 - mmengine - INFO - Epoch(train) [207][80/161] lr: 9.4668e-03 eta: 0:27:23 time: 0.2989 data_time: 0.0375 memory: 9707 grad_norm: 0.9693 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0286 loss: 0.0286 2022/08/05 17:58:25 - mmengine - INFO - Epoch(train) [207][100/161] lr: 9.3979e-03 eta: 0:27:17 time: 0.2974 data_time: 0.0372 memory: 9707 grad_norm: 0.7193 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.0367 loss: 0.0367 2022/08/05 17:58:31 - mmengine - INFO - Epoch(train) [207][120/161] lr: 9.3292e-03 eta: 0:27:11 time: 0.3137 data_time: 0.0373 memory: 9707 grad_norm: 0.7639 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0225 loss: 0.0225 2022/08/05 17:58:37 - mmengine - INFO - Epoch(train) [207][140/161] lr: 9.2607e-03 eta: 0:27:05 time: 0.3012 data_time: 0.0409 memory: 9707 grad_norm: 0.9028 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0397 loss: 0.0397 2022/08/05 17:58:43 - mmengine - INFO - Epoch(train) [207][160/161] lr: 9.1925e-03 eta: 0:26:59 time: 0.2928 data_time: 0.0445 memory: 9707 grad_norm: 0.9177 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0444 loss: 0.0444 2022/08/05 17:58:43 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_gym_keypoint_20220805_150313 2022/08/05 17:58:43 - mmengine - INFO - Epoch(train) [207][161/161] lr: 9.1891e-03 eta: 0:26:59 time: 0.2842 data_time: 0.0460 memory: 652 grad_norm: 1.1801 top1_acc: 0.0000 top5_acc: 0.0000 loss_cls: 0.2742 loss: 0.2742 2022/08/05 17:58:50 - mmengine - INFO - Epoch(train) [208][20/161] lr: 9.1211e-03 eta: 0:26:52 time: 0.3551 data_time: 0.0745 memory: 9707 grad_norm: 0.7725 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0379 loss: 0.0379 2022/08/05 17:58:56 - mmengine - INFO - Epoch(train) [208][40/161] lr: 9.0534e-03 eta: 0:26:46 time: 0.3000 data_time: 0.0386 memory: 9707 grad_norm: 0.7240 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0247 loss: 0.0247 2022/08/05 17:59:02 - mmengine - INFO - Epoch(train) [208][60/161] lr: 8.9859e-03 eta: 0:26:40 time: 0.3031 data_time: 0.0442 memory: 9707 grad_norm: 0.8300 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0385 loss: 0.0385 2022/08/05 17:59:08 - mmengine - INFO - Epoch(train) [208][80/161] lr: 8.9187e-03 eta: 0:26:34 time: 0.2999 data_time: 0.0403 memory: 9707 grad_norm: 0.9076 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0402 loss: 0.0402 2022/08/05 17:59:14 - mmengine - INFO - Epoch(train) [208][100/161] lr: 8.8516e-03 eta: 0:26:28 time: 0.3068 data_time: 0.0472 memory: 9707 grad_norm: 0.8228 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0411 loss: 0.0411 2022/08/05 17:59:20 - mmengine - INFO - Epoch(train) [208][120/161] lr: 8.7849e-03 eta: 0:26:22 time: 0.2994 data_time: 0.0361 memory: 9707 grad_norm: 1.0040 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.0282 loss: 0.0282 2022/08/05 17:59:26 - mmengine - INFO - Epoch(train) [208][140/161] lr: 8.7184e-03 eta: 0:26:16 time: 0.3020 data_time: 0.0481 memory: 9707 grad_norm: 0.8872 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0599 loss: 0.0599 2022/08/05 17:59:32 - mmengine - INFO - Epoch(train) [208][160/161] lr: 8.6521e-03 eta: 0:26:10 time: 0.2986 data_time: 0.0400 memory: 9707 grad_norm: 0.7225 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0422 loss: 0.0422 2022/08/05 17:59:32 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_gym_keypoint_20220805_150313 2022/08/05 17:59:32 - mmengine - INFO - Epoch(train) [208][161/161] lr: 8.6488e-03 eta: 0:26:10 time: 0.2894 data_time: 0.0411 memory: 652 grad_norm: 0.9972 top1_acc: 0.0000 top5_acc: 0.0000 loss_cls: 0.2946 loss: 0.2946 2022/08/05 17:59:40 - mmengine - INFO - Epoch(train) [209][20/161] lr: 8.5827e-03 eta: 0:26:03 time: 0.3702 data_time: 0.0996 memory: 9707 grad_norm: 0.9099 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.0411 loss: 0.0411 2022/08/05 17:59:46 - mmengine - INFO - Epoch(train) [209][40/161] lr: 8.5169e-03 eta: 0:25:57 time: 0.2972 data_time: 0.0355 memory: 9707 grad_norm: 0.7774 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0372 loss: 0.0372 2022/08/05 17:59:52 - mmengine - INFO - Epoch(train) [209][60/161] lr: 8.4514e-03 eta: 0:25:51 time: 0.3058 data_time: 0.0473 memory: 9707 grad_norm: 0.8511 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0352 loss: 0.0352 2022/08/05 17:59:58 - mmengine - INFO - Epoch(train) [209][80/161] lr: 8.3861e-03 eta: 0:25:45 time: 0.2939 data_time: 0.0345 memory: 9707 grad_norm: 0.8123 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0444 loss: 0.0444 2022/08/05 18:00:07 - mmengine - INFO - Epoch(train) [209][100/161] lr: 8.3210e-03 eta: 0:25:39 time: 0.4606 data_time: 0.0553 memory: 9707 grad_norm: 0.6603 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0301 loss: 0.0301 2022/08/05 18:00:13 - mmengine - INFO - Epoch(train) [209][120/161] lr: 8.2562e-03 eta: 0:25:33 time: 0.2989 data_time: 0.0456 memory: 9707 grad_norm: 0.8816 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0328 loss: 0.0328 2022/08/05 18:00:19 - mmengine - INFO - Epoch(train) [209][140/161] lr: 8.1916e-03 eta: 0:25:27 time: 0.2958 data_time: 0.0381 memory: 9707 grad_norm: 0.8043 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0329 loss: 0.0329 2022/08/05 18:00:25 - mmengine - INFO - Epoch(train) [209][160/161] lr: 8.1273e-03 eta: 0:25:21 time: 0.2933 data_time: 0.0405 memory: 9707 grad_norm: 0.8112 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0226 loss: 0.0226 2022/08/05 18:00:25 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_gym_keypoint_20220805_150313 2022/08/05 18:00:25 - mmengine - INFO - Epoch(train) [209][161/161] lr: 8.1241e-03 eta: 0:25:21 time: 0.2860 data_time: 0.0370 memory: 652 grad_norm: 1.0852 top1_acc: 0.0000 top5_acc: 0.0000 loss_cls: 0.2760 loss: 0.2760 2022/08/05 18:00:32 - mmengine - INFO - Epoch(train) [210][20/161] lr: 8.0600e-03 eta: 0:25:15 time: 0.3561 data_time: 0.0855 memory: 9707 grad_norm: 0.9276 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.0326 loss: 0.0326 2022/08/05 18:00:38 - mmengine - INFO - Epoch(train) [210][40/161] lr: 7.9962e-03 eta: 0:25:09 time: 0.2954 data_time: 0.0421 memory: 9707 grad_norm: 0.8007 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0308 loss: 0.0308 2022/08/05 18:00:45 - mmengine - INFO - Epoch(train) [210][60/161] lr: 7.9326e-03 eta: 0:25:03 time: 0.3255 data_time: 0.0409 memory: 9707 grad_norm: 0.7158 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0345 loss: 0.0345 2022/08/05 18:00:50 - mmengine - INFO - Epoch(train) [210][80/161] lr: 7.8692e-03 eta: 0:24:57 time: 0.2963 data_time: 0.0395 memory: 9707 grad_norm: 0.8215 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0351 loss: 0.0351 2022/08/05 18:00:56 - mmengine - INFO - Epoch(train) [210][100/161] lr: 7.8061e-03 eta: 0:24:50 time: 0.2981 data_time: 0.0427 memory: 9707 grad_norm: 0.9261 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.0737 loss: 0.0737 2022/08/05 18:01:03 - mmengine - INFO - Epoch(train) [210][120/161] lr: 7.7433e-03 eta: 0:24:44 time: 0.3382 data_time: 0.0409 memory: 9707 grad_norm: 0.8590 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0250 loss: 0.0250 2022/08/05 18:01:09 - mmengine - INFO - Epoch(train) [210][140/161] lr: 7.6806e-03 eta: 0:24:38 time: 0.2974 data_time: 0.0396 memory: 9707 grad_norm: 0.9100 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0283 loss: 0.0283 2022/08/05 18:01:15 - mmengine - INFO - Epoch(train) [210][160/161] lr: 7.6183e-03 eta: 0:24:32 time: 0.2881 data_time: 0.0394 memory: 9707 grad_norm: 0.8888 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.0427 loss: 0.0427 2022/08/05 18:01:15 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_gym_keypoint_20220805_150313 2022/08/05 18:01:15 - mmengine - INFO - Epoch(train) [210][161/161] lr: 7.6152e-03 eta: 0:24:32 time: 0.2822 data_time: 0.0368 memory: 652 grad_norm: 1.2146 top1_acc: 0.0000 top5_acc: 0.0000 loss_cls: 0.2560 loss: 0.2560 2022/08/05 18:01:15 - mmengine - INFO - Saving checkpoint at 210 epochs 2022/08/05 18:01:21 - mmengine - INFO - Epoch(val) [210][20/67] eta: 0:00:11 time: 0.2522 data_time: 0.1125 memory: 1868 2022/08/05 18:01:25 - mmengine - INFO - Epoch(val) [210][40/67] eta: 0:00:05 time: 0.1919 data_time: 0.0511 memory: 1868 2022/08/05 18:01:29 - mmengine - INFO - Epoch(val) [210][60/67] eta: 0:00:01 time: 0.1728 data_time: 0.0421 memory: 1868 2022/08/05 18:01:31 - mmengine - INFO - Epoch(val) [210][67/67] acc/top1: 0.9447 acc/top5: 0.9969 acc/mean1: 0.9240 2022/08/05 18:01:31 - mmengine - INFO - The previous best checkpoint /mnt/lustre/daiwenxun/X/mmaction2/work_dirs/slowonly_r50_u48_240e_8xb16_gym_keypoint/best_acc/top1_epoch_201.pth is removed 2022/08/05 18:01:31 - mmengine - INFO - The best checkpoint with 0.9447 acc/top1 at 211 epoch is saved to best_acc/top1_epoch_211.pth. 2022/08/05 18:01:38 - mmengine - INFO - Epoch(train) [211][20/161] lr: 7.5530e-03 eta: 0:24:26 time: 0.3317 data_time: 0.0747 memory: 9707 grad_norm: 0.7789 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0437 loss: 0.0437 2022/08/05 18:01:44 - mmengine - INFO - Epoch(train) [211][40/161] lr: 7.4912e-03 eta: 0:24:20 time: 0.3001 data_time: 0.0378 memory: 9707 grad_norm: 0.8888 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0397 loss: 0.0397 2022/08/05 18:01:50 - mmengine - INFO - Epoch(train) [211][60/161] lr: 7.4295e-03 eta: 0:24:14 time: 0.2986 data_time: 0.0428 memory: 9707 grad_norm: 1.0389 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0523 loss: 0.0523 2022/08/05 18:01:56 - mmengine - INFO - Epoch(train) [211][80/161] lr: 7.3682e-03 eta: 0:24:07 time: 0.3022 data_time: 0.0384 memory: 9707 grad_norm: 0.8057 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0376 loss: 0.0376 2022/08/05 18:02:02 - mmengine - INFO - Epoch(train) [211][100/161] lr: 7.3070e-03 eta: 0:24:01 time: 0.2995 data_time: 0.0408 memory: 9707 grad_norm: 0.8120 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0238 loss: 0.0238 2022/08/05 18:02:08 - mmengine - INFO - Epoch(train) [211][120/161] lr: 7.2461e-03 eta: 0:23:55 time: 0.2942 data_time: 0.0356 memory: 9707 grad_norm: 0.6495 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0339 loss: 0.0339 2022/08/05 18:02:14 - mmengine - INFO - Epoch(train) [211][140/161] lr: 7.1855e-03 eta: 0:23:49 time: 0.3059 data_time: 0.0441 memory: 9707 grad_norm: 0.8629 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0317 loss: 0.0317 2022/08/05 18:02:20 - mmengine - INFO - Epoch(train) [211][160/161] lr: 7.1251e-03 eta: 0:23:43 time: 0.2878 data_time: 0.0382 memory: 9707 grad_norm: 0.7838 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0259 loss: 0.0259 2022/08/05 18:02:20 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_gym_keypoint_20220805_150313 2022/08/05 18:02:20 - mmengine - INFO - Epoch(train) [211][161/161] lr: 7.1221e-03 eta: 0:23:43 time: 0.2783 data_time: 0.0393 memory: 652 grad_norm: 1.0906 top1_acc: 0.0000 top5_acc: 0.0000 loss_cls: 0.1854 loss: 0.1854 2022/08/05 18:02:27 - mmengine - INFO - Epoch(train) [212][20/161] lr: 7.0619e-03 eta: 0:23:37 time: 0.3543 data_time: 0.0816 memory: 9707 grad_norm: 0.8434 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0274 loss: 0.0274 2022/08/05 18:02:30 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_gym_keypoint_20220805_150313 2022/08/05 18:02:33 - mmengine - INFO - Epoch(train) [212][40/161] lr: 7.0020e-03 eta: 0:23:31 time: 0.3002 data_time: 0.0396 memory: 9707 grad_norm: 0.9868 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.0367 loss: 0.0367 2022/08/05 18:02:39 - mmengine - INFO - Epoch(train) [212][60/161] lr: 6.9424e-03 eta: 0:23:24 time: 0.2975 data_time: 0.0406 memory: 9707 grad_norm: 0.7613 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0336 loss: 0.0336 2022/08/05 18:02:45 - mmengine - INFO - Epoch(train) [212][80/161] lr: 6.8830e-03 eta: 0:23:18 time: 0.2980 data_time: 0.0397 memory: 9707 grad_norm: 0.6539 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0341 loss: 0.0341 2022/08/05 18:02:51 - mmengine - INFO - Epoch(train) [212][100/161] lr: 6.8238e-03 eta: 0:23:12 time: 0.2996 data_time: 0.0416 memory: 9707 grad_norm: 0.7201 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0371 loss: 0.0371 2022/08/05 18:02:57 - mmengine - INFO - Epoch(train) [212][120/161] lr: 6.7649e-03 eta: 0:23:06 time: 0.2955 data_time: 0.0379 memory: 9707 grad_norm: 0.8152 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0478 loss: 0.0478 2022/08/05 18:03:03 - mmengine - INFO - Epoch(train) [212][140/161] lr: 6.7062e-03 eta: 0:23:00 time: 0.3034 data_time: 0.0422 memory: 9707 grad_norm: 0.7921 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0298 loss: 0.0298 2022/08/05 18:03:09 - mmengine - INFO - Epoch(train) [212][160/161] lr: 6.6478e-03 eta: 0:22:54 time: 0.2905 data_time: 0.0410 memory: 9707 grad_norm: 0.9733 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0423 loss: 0.0423 2022/08/05 18:03:09 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_gym_keypoint_20220805_150313 2022/08/05 18:03:09 - mmengine - INFO - Epoch(train) [212][161/161] lr: 6.6449e-03 eta: 0:22:54 time: 0.2818 data_time: 0.0427 memory: 652 grad_norm: 1.2500 top1_acc: 0.0000 top5_acc: 0.0000 loss_cls: 0.2723 loss: 0.2723 2022/08/05 18:03:16 - mmengine - INFO - Epoch(train) [213][20/161] lr: 6.5867e-03 eta: 0:22:48 time: 0.3611 data_time: 0.0916 memory: 9707 grad_norm: 0.8961 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.0373 loss: 0.0373 2022/08/05 18:03:22 - mmengine - INFO - Epoch(train) [213][40/161] lr: 6.5288e-03 eta: 0:22:41 time: 0.2951 data_time: 0.0389 memory: 9707 grad_norm: 0.8468 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0254 loss: 0.0254 2022/08/05 18:03:28 - mmengine - INFO - Epoch(train) [213][60/161] lr: 6.4711e-03 eta: 0:22:35 time: 0.2944 data_time: 0.0390 memory: 9707 grad_norm: 0.7269 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0258 loss: 0.0258 2022/08/05 18:03:34 - mmengine - INFO - Epoch(train) [213][80/161] lr: 6.4137e-03 eta: 0:22:29 time: 0.3075 data_time: 0.0444 memory: 9707 grad_norm: 0.8795 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0332 loss: 0.0332 2022/08/05 18:03:40 - mmengine - INFO - Epoch(train) [213][100/161] lr: 6.3565e-03 eta: 0:22:23 time: 0.2977 data_time: 0.0376 memory: 9707 grad_norm: 0.7733 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0241 loss: 0.0241 2022/08/05 18:03:46 - mmengine - INFO - Epoch(train) [213][120/161] lr: 6.2996e-03 eta: 0:22:17 time: 0.2966 data_time: 0.0377 memory: 9707 grad_norm: 0.7185 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0257 loss: 0.0257 2022/08/05 18:03:52 - mmengine - INFO - Epoch(train) [213][140/161] lr: 6.2429e-03 eta: 0:22:11 time: 0.3079 data_time: 0.0401 memory: 9707 grad_norm: 0.7489 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0237 loss: 0.0237 2022/08/05 18:03:58 - mmengine - INFO - Epoch(train) [213][160/161] lr: 6.1865e-03 eta: 0:22:05 time: 0.2859 data_time: 0.0371 memory: 9707 grad_norm: 0.7022 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0331 loss: 0.0331 2022/08/05 18:03:58 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_gym_keypoint_20220805_150313 2022/08/05 18:03:58 - mmengine - INFO - Epoch(train) [213][161/161] lr: 6.1837e-03 eta: 0:22:05 time: 0.2762 data_time: 0.0382 memory: 652 grad_norm: 0.9851 top1_acc: 0.0000 top5_acc: 0.0000 loss_cls: 0.2185 loss: 0.2185 2022/08/05 18:04:05 - mmengine - INFO - Epoch(train) [214][20/161] lr: 6.1275e-03 eta: 0:21:58 time: 0.3572 data_time: 0.0913 memory: 9707 grad_norm: 0.9383 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0236 loss: 0.0236 2022/08/05 18:04:11 - mmengine - INFO - Epoch(train) [214][40/161] lr: 6.0716e-03 eta: 0:21:52 time: 0.3012 data_time: 0.0421 memory: 9707 grad_norm: 0.8471 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0223 loss: 0.0223 2022/08/05 18:04:17 - mmengine - INFO - Epoch(train) [214][60/161] lr: 6.0159e-03 eta: 0:21:46 time: 0.2974 data_time: 0.0392 memory: 9707 grad_norm: 0.8866 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0348 loss: 0.0348 2022/08/05 18:04:23 - mmengine - INFO - Epoch(train) [214][80/161] lr: 5.9605e-03 eta: 0:21:40 time: 0.2955 data_time: 0.0389 memory: 9707 grad_norm: 0.6773 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0343 loss: 0.0343 2022/08/05 18:04:29 - mmengine - INFO - Epoch(train) [214][100/161] lr: 5.9053e-03 eta: 0:21:34 time: 0.2965 data_time: 0.0390 memory: 9707 grad_norm: 0.8720 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0223 loss: 0.0223 2022/08/05 18:04:35 - mmengine - INFO - Epoch(train) [214][120/161] lr: 5.8504e-03 eta: 0:21:28 time: 0.3025 data_time: 0.0407 memory: 9707 grad_norm: 0.7124 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0302 loss: 0.0302 2022/08/05 18:04:41 - mmengine - INFO - Epoch(train) [214][140/161] lr: 5.7957e-03 eta: 0:21:22 time: 0.2971 data_time: 0.0422 memory: 9707 grad_norm: 0.8096 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0266 loss: 0.0266 2022/08/05 18:04:47 - mmengine - INFO - Epoch(train) [214][160/161] lr: 5.7413e-03 eta: 0:21:16 time: 0.2892 data_time: 0.0351 memory: 9707 grad_norm: 0.6756 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0239 loss: 0.0239 2022/08/05 18:04:47 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_gym_keypoint_20220805_150313 2022/08/05 18:04:47 - mmengine - INFO - Epoch(train) [214][161/161] lr: 5.7386e-03 eta: 0:21:16 time: 0.2767 data_time: 0.0365 memory: 652 grad_norm: 0.9434 top1_acc: 0.0000 top5_acc: 0.0000 loss_cls: 0.2414 loss: 0.2414 2022/08/05 18:04:54 - mmengine - INFO - Epoch(train) [215][20/161] lr: 5.6844e-03 eta: 0:21:09 time: 0.3535 data_time: 0.0907 memory: 9707 grad_norm: 0.6329 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0362 loss: 0.0362 2022/08/05 18:05:00 - mmengine - INFO - Epoch(train) [215][40/161] lr: 5.6305e-03 eta: 0:21:03 time: 0.2956 data_time: 0.0382 memory: 9707 grad_norm: 0.6818 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0267 loss: 0.0267 2022/08/05 18:05:06 - mmengine - INFO - Epoch(train) [215][60/161] lr: 5.5768e-03 eta: 0:20:57 time: 0.3002 data_time: 0.0405 memory: 9707 grad_norm: 0.6214 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0354 loss: 0.0354 2022/08/05 18:05:12 - mmengine - INFO - Epoch(train) [215][80/161] lr: 5.5234e-03 eta: 0:20:51 time: 0.2982 data_time: 0.0370 memory: 9707 grad_norm: 0.6032 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0259 loss: 0.0259 2022/08/05 18:05:18 - mmengine - INFO - Epoch(train) [215][100/161] lr: 5.4702e-03 eta: 0:20:45 time: 0.3000 data_time: 0.0394 memory: 9707 grad_norm: 0.6584 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.0286 loss: 0.0286 2022/08/05 18:05:24 - mmengine - INFO - Epoch(train) [215][120/161] lr: 5.4173e-03 eta: 0:20:39 time: 0.3002 data_time: 0.0409 memory: 9707 grad_norm: 0.8443 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0258 loss: 0.0258 2022/08/05 18:05:30 - mmengine - INFO - Epoch(train) [215][140/161] lr: 5.3646e-03 eta: 0:20:33 time: 0.2965 data_time: 0.0391 memory: 9707 grad_norm: 0.8030 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0309 loss: 0.0309 2022/08/05 18:05:36 - mmengine - INFO - Epoch(train) [215][160/161] lr: 5.3122e-03 eta: 0:20:27 time: 0.2898 data_time: 0.0351 memory: 9707 grad_norm: 0.8032 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0276 loss: 0.0276 2022/08/05 18:05:36 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_gym_keypoint_20220805_150313 2022/08/05 18:05:36 - mmengine - INFO - Epoch(train) [215][161/161] lr: 5.3096e-03 eta: 0:20:27 time: 0.2810 data_time: 0.0373 memory: 652 grad_norm: 1.0895 top1_acc: 0.0000 top5_acc: 0.0000 loss_cls: 0.2182 loss: 0.2182 2022/08/05 18:05:43 - mmengine - INFO - Epoch(train) [216][20/161] lr: 5.2574e-03 eta: 0:20:20 time: 0.3530 data_time: 0.0786 memory: 9707 grad_norm: 0.7442 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0328 loss: 0.0328 2022/08/05 18:05:49 - mmengine - INFO - Epoch(train) [216][40/161] lr: 5.2055e-03 eta: 0:20:14 time: 0.2944 data_time: 0.0386 memory: 9707 grad_norm: 0.7717 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.0349 loss: 0.0349 2022/08/05 18:05:55 - mmengine - INFO - Epoch(train) [216][60/161] lr: 5.1539e-03 eta: 0:20:08 time: 0.2987 data_time: 0.0421 memory: 9707 grad_norm: 0.7735 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.0382 loss: 0.0382 2022/08/05 18:06:01 - mmengine - INFO - Epoch(train) [216][80/161] lr: 5.1025e-03 eta: 0:20:02 time: 0.2979 data_time: 0.0351 memory: 9707 grad_norm: 1.0616 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0268 loss: 0.0268 2022/08/05 18:06:07 - mmengine - INFO - Epoch(train) [216][100/161] lr: 5.0513e-03 eta: 0:19:56 time: 0.3044 data_time: 0.0423 memory: 9707 grad_norm: 0.6275 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0194 loss: 0.0194 2022/08/05 18:06:13 - mmengine - INFO - Epoch(train) [216][120/161] lr: 5.0004e-03 eta: 0:19:50 time: 0.2968 data_time: 0.0376 memory: 9707 grad_norm: 0.8821 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0210 loss: 0.0210 2022/08/05 18:06:19 - mmengine - INFO - Epoch(train) [216][140/161] lr: 4.9498e-03 eta: 0:19:44 time: 0.3011 data_time: 0.0404 memory: 9707 grad_norm: 1.0371 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0237 loss: 0.0237 2022/08/05 18:06:25 - mmengine - INFO - Epoch(train) [216][160/161] lr: 4.8994e-03 eta: 0:19:37 time: 0.3075 data_time: 0.0370 memory: 9707 grad_norm: 0.7524 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0318 loss: 0.0318 2022/08/05 18:06:25 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_gym_keypoint_20220805_150313 2022/08/05 18:06:25 - mmengine - INFO - Epoch(train) [216][161/161] lr: 4.8969e-03 eta: 0:19:37 time: 0.2987 data_time: 0.0385 memory: 652 grad_norm: 1.0725 top1_acc: 0.0000 top5_acc: 0.0000 loss_cls: 0.2878 loss: 0.2878 2022/08/05 18:06:32 - mmengine - INFO - Epoch(train) [217][20/161] lr: 4.8467e-03 eta: 0:19:31 time: 0.3468 data_time: 0.0764 memory: 9707 grad_norm: 0.8820 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0344 loss: 0.0344 2022/08/05 18:06:38 - mmengine - INFO - Epoch(train) [217][40/161] lr: 4.7968e-03 eta: 0:19:25 time: 0.2963 data_time: 0.0388 memory: 9707 grad_norm: 0.8194 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0254 loss: 0.0254 2022/08/05 18:06:44 - mmengine - INFO - Epoch(train) [217][60/161] lr: 4.7472e-03 eta: 0:19:19 time: 0.3039 data_time: 0.0394 memory: 9707 grad_norm: 0.4900 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0369 loss: 0.0369 2022/08/05 18:06:50 - mmengine - INFO - Epoch(train) [217][80/161] lr: 4.6978e-03 eta: 0:19:13 time: 0.2975 data_time: 0.0381 memory: 9707 grad_norm: 0.8898 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0254 loss: 0.0254 2022/08/05 18:06:56 - mmengine - INFO - Epoch(train) [217][100/161] lr: 4.6487e-03 eta: 0:19:07 time: 0.3037 data_time: 0.0381 memory: 9707 grad_norm: 0.8272 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.0453 loss: 0.0453 2022/08/05 18:07:02 - mmengine - INFO - Epoch(train) [217][120/161] lr: 4.5998e-03 eta: 0:19:01 time: 0.3033 data_time: 0.0405 memory: 9707 grad_norm: 0.7292 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0149 loss: 0.0149 2022/08/05 18:07:08 - mmengine - INFO - Epoch(train) [217][140/161] lr: 4.5512e-03 eta: 0:18:54 time: 0.2980 data_time: 0.0390 memory: 9707 grad_norm: 0.6040 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0247 loss: 0.0247 2022/08/05 18:07:14 - mmengine - INFO - Epoch(train) [217][160/161] lr: 4.5028e-03 eta: 0:18:48 time: 0.3039 data_time: 0.0348 memory: 9707 grad_norm: 0.8857 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0275 loss: 0.0275 2022/08/05 18:07:14 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_gym_keypoint_20220805_150313 2022/08/05 18:07:14 - mmengine - INFO - Epoch(train) [217][161/161] lr: 4.5004e-03 eta: 0:18:48 time: 0.2954 data_time: 0.0373 memory: 652 grad_norm: 1.1735 top1_acc: 0.0000 top5_acc: 1.0000 loss_cls: 0.1905 loss: 0.1905 2022/08/05 18:07:21 - mmengine - INFO - Epoch(train) [218][20/161] lr: 4.4523e-03 eta: 0:18:42 time: 0.3471 data_time: 0.0844 memory: 9707 grad_norm: 0.6994 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0354 loss: 0.0354 2022/08/05 18:07:27 - mmengine - INFO - Epoch(train) [218][40/161] lr: 4.4045e-03 eta: 0:18:36 time: 0.3026 data_time: 0.0362 memory: 9707 grad_norm: 0.7415 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0195 loss: 0.0195 2022/08/05 18:07:33 - mmengine - INFO - Epoch(train) [218][60/161] lr: 4.3569e-03 eta: 0:18:30 time: 0.3014 data_time: 0.0395 memory: 9707 grad_norm: 0.8776 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0225 loss: 0.0225 2022/08/05 18:07:34 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_gym_keypoint_20220805_150313 2022/08/05 18:07:39 - mmengine - INFO - Epoch(train) [218][80/161] lr: 4.3095e-03 eta: 0:18:24 time: 0.3023 data_time: 0.0374 memory: 9707 grad_norm: 0.6569 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0343 loss: 0.0343 2022/08/05 18:07:46 - mmengine - INFO - Epoch(train) [218][100/161] lr: 4.2624e-03 eta: 0:18:18 time: 0.3148 data_time: 0.0392 memory: 9707 grad_norm: 0.6920 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0337 loss: 0.0337 2022/08/05 18:07:52 - mmengine - INFO - Epoch(train) [218][120/161] lr: 4.2156e-03 eta: 0:18:12 time: 0.2994 data_time: 0.0378 memory: 9707 grad_norm: 0.7627 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0402 loss: 0.0402 2022/08/05 18:07:58 - mmengine - INFO - Epoch(train) [218][140/161] lr: 4.1690e-03 eta: 0:18:05 time: 0.2974 data_time: 0.0384 memory: 9707 grad_norm: 0.6156 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0213 loss: 0.0213 2022/08/05 18:08:04 - mmengine - INFO - Epoch(train) [218][160/161] lr: 4.1226e-03 eta: 0:17:59 time: 0.3179 data_time: 0.0396 memory: 9707 grad_norm: 0.7422 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0383 loss: 0.0383 2022/08/05 18:08:04 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_gym_keypoint_20220805_150313 2022/08/05 18:08:04 - mmengine - INFO - Epoch(train) [218][161/161] lr: 4.1203e-03 eta: 0:17:59 time: 0.3094 data_time: 0.0422 memory: 652 grad_norm: 1.0346 top1_acc: 0.0000 top5_acc: 0.0000 loss_cls: 0.3277 loss: 0.3277 2022/08/05 18:08:11 - mmengine - INFO - Epoch(train) [219][20/161] lr: 4.0743e-03 eta: 0:17:53 time: 0.3550 data_time: 0.0843 memory: 9707 grad_norm: 0.6345 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0215 loss: 0.0215 2022/08/05 18:08:17 - mmengine - INFO - Epoch(train) [219][40/161] lr: 4.0285e-03 eta: 0:17:47 time: 0.3005 data_time: 0.0385 memory: 9707 grad_norm: 0.8545 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0274 loss: 0.0274 2022/08/05 18:08:23 - mmengine - INFO - Epoch(train) [219][60/161] lr: 3.9829e-03 eta: 0:17:41 time: 0.3129 data_time: 0.0378 memory: 9707 grad_norm: 0.7220 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0284 loss: 0.0284 2022/08/05 18:08:29 - mmengine - INFO - Epoch(train) [219][80/161] lr: 3.9376e-03 eta: 0:17:35 time: 0.2973 data_time: 0.0379 memory: 9707 grad_norm: 0.7954 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0336 loss: 0.0336 2022/08/05 18:08:35 - mmengine - INFO - Epoch(train) [219][100/161] lr: 3.8925e-03 eta: 0:17:29 time: 0.2974 data_time: 0.0396 memory: 9707 grad_norm: 0.7455 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0305 loss: 0.0305 2022/08/05 18:08:41 - mmengine - INFO - Epoch(train) [219][120/161] lr: 3.8477e-03 eta: 0:17:23 time: 0.2968 data_time: 0.0377 memory: 9707 grad_norm: 0.7527 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0260 loss: 0.0260 2022/08/05 18:08:47 - mmengine - INFO - Epoch(train) [219][140/161] lr: 3.8032e-03 eta: 0:17:16 time: 0.3081 data_time: 0.0440 memory: 9707 grad_norm: 0.7589 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.0310 loss: 0.0310 2022/08/05 18:08:53 - mmengine - INFO - Epoch(train) [219][160/161] lr: 3.7589e-03 eta: 0:17:10 time: 0.2881 data_time: 0.0352 memory: 9707 grad_norm: 0.7313 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0272 loss: 0.0272 2022/08/05 18:08:53 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_gym_keypoint_20220805_150313 2022/08/05 18:08:53 - mmengine - INFO - Epoch(train) [219][161/161] lr: 3.7567e-03 eta: 0:17:10 time: 0.2791 data_time: 0.0369 memory: 652 grad_norm: 1.0269 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.1527 loss: 0.1527 2022/08/05 18:09:00 - mmengine - INFO - Epoch(train) [220][20/161] lr: 3.7127e-03 eta: 0:17:04 time: 0.3491 data_time: 0.0737 memory: 9707 grad_norm: 0.6777 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0246 loss: 0.0246 2022/08/05 18:09:06 - mmengine - INFO - Epoch(train) [220][40/161] lr: 3.6689e-03 eta: 0:16:58 time: 0.3001 data_time: 0.0377 memory: 9707 grad_norm: 0.8006 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0447 loss: 0.0447 2022/08/05 18:09:12 - mmengine - INFO - Epoch(train) [220][60/161] lr: 3.6254e-03 eta: 0:16:52 time: 0.2986 data_time: 0.0402 memory: 9707 grad_norm: 0.6115 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0479 loss: 0.0479 2022/08/05 18:09:18 - mmengine - INFO - Epoch(train) [220][80/161] lr: 3.5821e-03 eta: 0:16:46 time: 0.2966 data_time: 0.0343 memory: 9707 grad_norm: 0.6777 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0179 loss: 0.0179 2022/08/05 18:09:24 - mmengine - INFO - Epoch(train) [220][100/161] lr: 3.5391e-03 eta: 0:16:40 time: 0.3029 data_time: 0.0382 memory: 9707 grad_norm: 0.8076 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.0333 loss: 0.0333 2022/08/05 18:09:30 - mmengine - INFO - Epoch(train) [220][120/161] lr: 3.4964e-03 eta: 0:16:33 time: 0.2954 data_time: 0.0377 memory: 9707 grad_norm: 0.7083 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0185 loss: 0.0185 2022/08/05 18:09:36 - mmengine - INFO - Epoch(train) [220][140/161] lr: 3.4539e-03 eta: 0:16:27 time: 0.2990 data_time: 0.0413 memory: 9707 grad_norm: 0.5635 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0166 loss: 0.0166 2022/08/05 18:09:42 - mmengine - INFO - Epoch(train) [220][160/161] lr: 3.4116e-03 eta: 0:16:21 time: 0.2914 data_time: 0.0355 memory: 9707 grad_norm: 0.6164 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0217 loss: 0.0217 2022/08/05 18:09:42 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_gym_keypoint_20220805_150313 2022/08/05 18:09:42 - mmengine - INFO - Epoch(train) [220][161/161] lr: 3.4095e-03 eta: 0:16:21 time: 0.2820 data_time: 0.0367 memory: 652 grad_norm: 0.8754 top1_acc: 0.0000 top5_acc: 0.0000 loss_cls: 0.2625 loss: 0.2625 2022/08/05 18:09:42 - mmengine - INFO - Saving checkpoint at 220 epochs 2022/08/05 18:09:48 - mmengine - INFO - Epoch(val) [220][20/67] eta: 0:00:12 time: 0.2642 data_time: 0.1232 memory: 1868 2022/08/05 18:09:52 - mmengine - INFO - Epoch(val) [220][40/67] eta: 0:00:04 time: 0.1819 data_time: 0.0469 memory: 1868 2022/08/05 18:09:55 - mmengine - INFO - Epoch(val) [220][60/67] eta: 0:00:01 time: 0.1752 data_time: 0.0445 memory: 1868 2022/08/05 18:09:57 - mmengine - INFO - Epoch(val) [220][67/67] acc/top1: 0.9485 acc/top5: 0.9982 acc/mean1: 0.9250 2022/08/05 18:09:57 - mmengine - INFO - The previous best checkpoint /mnt/lustre/daiwenxun/X/mmaction2/work_dirs/slowonly_r50_u48_240e_8xb16_gym_keypoint/best_acc/top1_epoch_211.pth is removed 2022/08/05 18:09:58 - mmengine - INFO - The best checkpoint with 0.9485 acc/top1 at 221 epoch is saved to best_acc/top1_epoch_221.pth. 2022/08/05 18:10:05 - mmengine - INFO - Epoch(train) [221][20/161] lr: 3.3676e-03 eta: 0:16:15 time: 0.3334 data_time: 0.0696 memory: 9707 grad_norm: 0.6609 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0359 loss: 0.0359 2022/08/05 18:10:11 - mmengine - INFO - Epoch(train) [221][40/161] lr: 3.3258e-03 eta: 0:16:09 time: 0.2965 data_time: 0.0354 memory: 9707 grad_norm: 0.6046 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0199 loss: 0.0199 2022/08/05 18:10:17 - mmengine - INFO - Epoch(train) [221][60/161] lr: 3.2844e-03 eta: 0:16:03 time: 0.3022 data_time: 0.0412 memory: 9707 grad_norm: 0.5648 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0318 loss: 0.0318 2022/08/05 18:10:23 - mmengine - INFO - Epoch(train) [221][80/161] lr: 3.2432e-03 eta: 0:15:57 time: 0.2958 data_time: 0.0349 memory: 9707 grad_norm: 0.6202 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0167 loss: 0.0167 2022/08/05 18:10:29 - mmengine - INFO - Epoch(train) [221][100/161] lr: 3.2022e-03 eta: 0:15:50 time: 0.2971 data_time: 0.0406 memory: 9707 grad_norm: 0.5335 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0242 loss: 0.0242 2022/08/05 18:10:35 - mmengine - INFO - Epoch(train) [221][120/161] lr: 3.1615e-03 eta: 0:15:44 time: 0.3028 data_time: 0.0370 memory: 9707 grad_norm: 0.6022 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0281 loss: 0.0281 2022/08/05 18:10:41 - mmengine - INFO - Epoch(train) [221][140/161] lr: 3.1211e-03 eta: 0:15:38 time: 0.2956 data_time: 0.0408 memory: 9707 grad_norm: 0.7801 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0335 loss: 0.0335 2022/08/05 18:10:47 - mmengine - INFO - Epoch(train) [221][160/161] lr: 3.0809e-03 eta: 0:15:32 time: 0.3020 data_time: 0.0356 memory: 9707 grad_norm: 0.6778 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0414 loss: 0.0414 2022/08/05 18:10:47 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_gym_keypoint_20220805_150313 2022/08/05 18:10:47 - mmengine - INFO - Epoch(train) [221][161/161] lr: 3.0789e-03 eta: 0:15:32 time: 0.2935 data_time: 0.0374 memory: 652 grad_norm: 1.0010 top1_acc: 0.0000 top5_acc: 0.0000 loss_cls: 0.2528 loss: 0.2528 2022/08/05 18:10:54 - mmengine - INFO - Epoch(train) [222][20/161] lr: 3.0390e-03 eta: 0:15:26 time: 0.3592 data_time: 0.0729 memory: 9707 grad_norm: 0.6463 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0275 loss: 0.0275 2022/08/05 18:11:00 - mmengine - INFO - Epoch(train) [222][40/161] lr: 2.9993e-03 eta: 0:15:20 time: 0.2967 data_time: 0.0372 memory: 9707 grad_norm: 0.7370 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0235 loss: 0.0235 2022/08/05 18:11:06 - mmengine - INFO - Epoch(train) [222][60/161] lr: 2.9599e-03 eta: 0:15:14 time: 0.2981 data_time: 0.0415 memory: 9707 grad_norm: 0.6887 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0322 loss: 0.0322 2022/08/05 18:11:13 - mmengine - INFO - Epoch(train) [222][80/161] lr: 2.9208e-03 eta: 0:15:07 time: 0.3166 data_time: 0.0381 memory: 9707 grad_norm: 0.7352 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0306 loss: 0.0306 2022/08/05 18:11:18 - mmengine - INFO - Epoch(train) [222][100/161] lr: 2.8819e-03 eta: 0:15:01 time: 0.2973 data_time: 0.0400 memory: 9707 grad_norm: 0.6610 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0199 loss: 0.0199 2022/08/05 18:11:24 - mmengine - INFO - Epoch(train) [222][120/161] lr: 2.8433e-03 eta: 0:14:55 time: 0.2983 data_time: 0.0390 memory: 9707 grad_norm: 0.6816 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0234 loss: 0.0234 2022/08/05 18:11:30 - mmengine - INFO - Epoch(train) [222][140/161] lr: 2.8049e-03 eta: 0:14:49 time: 0.2963 data_time: 0.0386 memory: 9707 grad_norm: 0.8491 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0291 loss: 0.0291 2022/08/05 18:11:36 - mmengine - INFO - Epoch(train) [222][160/161] lr: 2.7668e-03 eta: 0:14:43 time: 0.2968 data_time: 0.0348 memory: 9707 grad_norm: 0.6747 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0365 loss: 0.0365 2022/08/05 18:11:36 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_gym_keypoint_20220805_150313 2022/08/05 18:11:36 - mmengine - INFO - Epoch(train) [222][161/161] lr: 2.7649e-03 eta: 0:14:43 time: 0.2880 data_time: 0.0365 memory: 652 grad_norm: 0.9254 top1_acc: 0.0000 top5_acc: 0.0000 loss_cls: 0.2311 loss: 0.2311 2022/08/05 18:11:44 - mmengine - INFO - Epoch(train) [223][20/161] lr: 2.7271e-03 eta: 0:14:37 time: 0.3515 data_time: 0.0747 memory: 9707 grad_norm: 0.8522 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0220 loss: 0.0220 2022/08/05 18:11:49 - mmengine - INFO - Epoch(train) [223][40/161] lr: 2.6895e-03 eta: 0:14:31 time: 0.2937 data_time: 0.0353 memory: 9707 grad_norm: 0.5379 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0170 loss: 0.0170 2022/08/05 18:11:55 - mmengine - INFO - Epoch(train) [223][60/161] lr: 2.6521e-03 eta: 0:14:24 time: 0.3029 data_time: 0.0398 memory: 9707 grad_norm: 0.7781 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0267 loss: 0.0267 2022/08/05 18:12:01 - mmengine - INFO - Epoch(train) [223][80/161] lr: 2.6151e-03 eta: 0:14:18 time: 0.2962 data_time: 0.0354 memory: 9707 grad_norm: 0.7645 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0200 loss: 0.0200 2022/08/05 18:12:07 - mmengine - INFO - Epoch(train) [223][100/161] lr: 2.5783e-03 eta: 0:14:12 time: 0.2967 data_time: 0.0397 memory: 9707 grad_norm: 0.5677 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0173 loss: 0.0173 2022/08/05 18:12:13 - mmengine - INFO - Epoch(train) [223][120/161] lr: 2.5417e-03 eta: 0:14:06 time: 0.3049 data_time: 0.0380 memory: 9707 grad_norm: 0.5313 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0259 loss: 0.0259 2022/08/05 18:12:19 - mmengine - INFO - Epoch(train) [223][140/161] lr: 2.5054e-03 eta: 0:14:00 time: 0.2956 data_time: 0.0390 memory: 9707 grad_norm: 0.6586 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0173 loss: 0.0173 2022/08/05 18:12:25 - mmengine - INFO - Epoch(train) [223][160/161] lr: 2.4694e-03 eta: 0:13:54 time: 0.2925 data_time: 0.0387 memory: 9707 grad_norm: 0.6031 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0176 loss: 0.0176 2022/08/05 18:12:25 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_gym_keypoint_20220805_150313 2022/08/05 18:12:25 - mmengine - INFO - Epoch(train) [223][161/161] lr: 2.4676e-03 eta: 0:13:54 time: 0.2841 data_time: 0.0412 memory: 652 grad_norm: 0.8430 top1_acc: 0.0000 top5_acc: 0.0000 loss_cls: 0.2060 loss: 0.2060 2022/08/05 18:12:32 - mmengine - INFO - Epoch(train) [224][20/161] lr: 2.4318e-03 eta: 0:13:48 time: 0.3570 data_time: 0.0722 memory: 9707 grad_norm: 0.5374 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0213 loss: 0.0213 2022/08/05 18:12:38 - mmengine - INFO - Epoch(train) [224][40/161] lr: 2.3963e-03 eta: 0:13:41 time: 0.2981 data_time: 0.0405 memory: 9707 grad_norm: 0.7468 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.0294 loss: 0.0294 2022/08/05 18:12:44 - mmengine - INFO - Epoch(train) [224][60/161] lr: 2.3610e-03 eta: 0:13:35 time: 0.2964 data_time: 0.0428 memory: 9707 grad_norm: 0.6734 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0208 loss: 0.0208 2022/08/05 18:12:50 - mmengine - INFO - Epoch(train) [224][80/161] lr: 2.3260e-03 eta: 0:13:29 time: 0.2954 data_time: 0.0375 memory: 9707 grad_norm: 0.6412 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0398 loss: 0.0398 2022/08/05 18:12:56 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_gym_keypoint_20220805_150313 2022/08/05 18:12:56 - mmengine - INFO - Epoch(train) [224][100/161] lr: 2.2913e-03 eta: 0:13:23 time: 0.3075 data_time: 0.0426 memory: 9707 grad_norm: 0.7637 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0189 loss: 0.0189 2022/08/05 18:13:02 - mmengine - INFO - Epoch(train) [224][120/161] lr: 2.2568e-03 eta: 0:13:17 time: 0.2981 data_time: 0.0393 memory: 9707 grad_norm: 0.6158 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0277 loss: 0.0277 2022/08/05 18:13:08 - mmengine - INFO - Epoch(train) [224][140/161] lr: 2.2226e-03 eta: 0:13:11 time: 0.2954 data_time: 0.0406 memory: 9707 grad_norm: 0.5276 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0117 loss: 0.0117 2022/08/05 18:13:15 - mmengine - INFO - Epoch(train) [224][160/161] lr: 2.1886e-03 eta: 0:13:05 time: 0.3158 data_time: 0.0374 memory: 9707 grad_norm: 0.7460 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0199 loss: 0.0199 2022/08/05 18:13:15 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_gym_keypoint_20220805_150313 2022/08/05 18:13:15 - mmengine - INFO - Epoch(train) [224][161/161] lr: 2.1869e-03 eta: 0:13:05 time: 0.3076 data_time: 0.0395 memory: 652 grad_norm: 0.9841 top1_acc: 0.0000 top5_acc: 0.0000 loss_cls: 0.2228 loss: 0.2228 2022/08/05 18:13:22 - mmengine - INFO - Epoch(train) [225][20/161] lr: 2.1532e-03 eta: 0:12:59 time: 0.3418 data_time: 0.0770 memory: 9707 grad_norm: 0.6662 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0197 loss: 0.0197 2022/08/05 18:13:28 - mmengine - INFO - Epoch(train) [225][40/161] lr: 2.1198e-03 eta: 0:12:52 time: 0.2976 data_time: 0.0361 memory: 9707 grad_norm: 0.5577 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0221 loss: 0.0221 2022/08/05 18:13:34 - mmengine - INFO - Epoch(train) [225][60/161] lr: 2.0866e-03 eta: 0:12:46 time: 0.3081 data_time: 0.0412 memory: 9707 grad_norm: 0.6325 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0260 loss: 0.0260 2022/08/05 18:13:40 - mmengine - INFO - Epoch(train) [225][80/161] lr: 2.0537e-03 eta: 0:12:40 time: 0.2954 data_time: 0.0362 memory: 9707 grad_norm: 0.5917 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0216 loss: 0.0216 2022/08/05 18:13:46 - mmengine - INFO - Epoch(train) [225][100/161] lr: 2.0211e-03 eta: 0:12:34 time: 0.2972 data_time: 0.0371 memory: 9707 grad_norm: 0.6642 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0239 loss: 0.0239 2022/08/05 18:13:52 - mmengine - INFO - Epoch(train) [225][120/161] lr: 1.9887e-03 eta: 0:12:28 time: 0.2988 data_time: 0.0359 memory: 9707 grad_norm: 0.6929 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0307 loss: 0.0307 2022/08/05 18:13:58 - mmengine - INFO - Epoch(train) [225][140/161] lr: 1.9565e-03 eta: 0:12:22 time: 0.3069 data_time: 0.0396 memory: 9707 grad_norm: 0.5348 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0167 loss: 0.0167 2022/08/05 18:14:03 - mmengine - INFO - Epoch(train) [225][160/161] lr: 1.9246e-03 eta: 0:12:16 time: 0.2855 data_time: 0.0359 memory: 9707 grad_norm: 0.6613 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0365 loss: 0.0365 2022/08/05 18:14:04 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_gym_keypoint_20220805_150313 2022/08/05 18:14:04 - mmengine - INFO - Epoch(train) [225][161/161] lr: 1.9231e-03 eta: 0:12:16 time: 0.2771 data_time: 0.0374 memory: 652 grad_norm: 0.9122 top1_acc: 0.0000 top5_acc: 1.0000 loss_cls: 0.1747 loss: 0.1747 2022/08/05 18:14:11 - mmengine - INFO - Epoch(train) [226][20/161] lr: 1.8915e-03 eta: 0:12:09 time: 0.3485 data_time: 0.0769 memory: 9707 grad_norm: 0.4596 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0218 loss: 0.0218 2022/08/05 18:14:16 - mmengine - INFO - Epoch(train) [226][40/161] lr: 1.8601e-03 eta: 0:12:03 time: 0.2948 data_time: 0.0375 memory: 9707 grad_norm: 0.6658 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0236 loss: 0.0236 2022/08/05 18:14:23 - mmengine - INFO - Epoch(train) [226][60/161] lr: 1.8290e-03 eta: 0:11:57 time: 0.3120 data_time: 0.0420 memory: 9707 grad_norm: 0.6909 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0295 loss: 0.0295 2022/08/05 18:14:29 - mmengine - INFO - Epoch(train) [226][80/161] lr: 1.7982e-03 eta: 0:11:51 time: 0.2964 data_time: 0.0366 memory: 9707 grad_norm: 0.6052 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0200 loss: 0.0200 2022/08/05 18:14:35 - mmengine - INFO - Epoch(train) [226][100/161] lr: 1.7676e-03 eta: 0:11:45 time: 0.2954 data_time: 0.0387 memory: 9707 grad_norm: 0.6703 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0324 loss: 0.0324 2022/08/05 18:14:40 - mmengine - INFO - Epoch(train) [226][120/161] lr: 1.7373e-03 eta: 0:11:39 time: 0.2957 data_time: 0.0373 memory: 9707 grad_norm: 0.5090 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0173 loss: 0.0173 2022/08/05 18:14:47 - mmengine - INFO - Epoch(train) [226][140/161] lr: 1.7073e-03 eta: 0:11:33 time: 0.3131 data_time: 0.0398 memory: 9707 grad_norm: 0.5664 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0277 loss: 0.0277 2022/08/05 18:14:53 - mmengine - INFO - Epoch(train) [226][160/161] lr: 1.6775e-03 eta: 0:11:27 time: 0.2942 data_time: 0.0352 memory: 9707 grad_norm: 0.6305 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0293 loss: 0.0293 2022/08/05 18:14:53 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_gym_keypoint_20220805_150313 2022/08/05 18:14:53 - mmengine - INFO - Epoch(train) [226][161/161] lr: 1.6760e-03 eta: 0:11:27 time: 0.2853 data_time: 0.0379 memory: 652 grad_norm: 0.9809 top1_acc: 0.0000 top5_acc: 0.0000 loss_cls: 0.2254 loss: 0.2254 2022/08/05 18:15:00 - mmengine - INFO - Epoch(train) [227][20/161] lr: 1.6465e-03 eta: 0:11:20 time: 0.3569 data_time: 0.0862 memory: 9707 grad_norm: 0.5580 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0136 loss: 0.0136 2022/08/05 18:15:06 - mmengine - INFO - Epoch(train) [227][40/161] lr: 1.6172e-03 eta: 0:11:14 time: 0.3018 data_time: 0.0389 memory: 9707 grad_norm: 0.7562 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0336 loss: 0.0336 2022/08/05 18:15:12 - mmengine - INFO - Epoch(train) [227][60/161] lr: 1.5882e-03 eta: 0:11:08 time: 0.3102 data_time: 0.0462 memory: 9707 grad_norm: 0.7468 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0236 loss: 0.0236 2022/08/05 18:15:18 - mmengine - INFO - Epoch(train) [227][80/161] lr: 1.5595e-03 eta: 0:11:02 time: 0.2965 data_time: 0.0395 memory: 9707 grad_norm: 0.6133 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0280 loss: 0.0280 2022/08/05 18:15:24 - mmengine - INFO - Epoch(train) [227][100/161] lr: 1.5310e-03 eta: 0:10:56 time: 0.3008 data_time: 0.0393 memory: 9707 grad_norm: 0.8207 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0440 loss: 0.0440 2022/08/05 18:15:30 - mmengine - INFO - Epoch(train) [227][120/161] lr: 1.5028e-03 eta: 0:10:50 time: 0.2948 data_time: 0.0382 memory: 9707 grad_norm: 0.8745 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0285 loss: 0.0285 2022/08/05 18:15:36 - mmengine - INFO - Epoch(train) [227][140/161] lr: 1.4748e-03 eta: 0:10:44 time: 0.2996 data_time: 0.0361 memory: 9707 grad_norm: 0.6673 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0200 loss: 0.0200 2022/08/05 18:15:42 - mmengine - INFO - Epoch(train) [227][160/161] lr: 1.4471e-03 eta: 0:10:38 time: 0.2861 data_time: 0.0330 memory: 9707 grad_norm: 0.5415 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0320 loss: 0.0320 2022/08/05 18:15:42 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_gym_keypoint_20220805_150313 2022/08/05 18:15:42 - mmengine - INFO - Epoch(train) [227][161/161] lr: 1.4458e-03 eta: 0:10:38 time: 0.2768 data_time: 0.0344 memory: 652 grad_norm: 0.8590 top1_acc: 0.0000 top5_acc: 0.0000 loss_cls: 0.2568 loss: 0.2568 2022/08/05 18:15:49 - mmengine - INFO - Epoch(train) [228][20/161] lr: 1.4184e-03 eta: 0:10:31 time: 0.3462 data_time: 0.0728 memory: 9707 grad_norm: 0.4751 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.0199 loss: 0.0199 2022/08/05 18:15:55 - mmengine - INFO - Epoch(train) [228][40/161] lr: 1.3912e-03 eta: 0:10:25 time: 0.3069 data_time: 0.0389 memory: 9707 grad_norm: 0.5906 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.0302 loss: 0.0302 2022/08/05 18:16:01 - mmengine - INFO - Epoch(train) [228][60/161] lr: 1.3643e-03 eta: 0:10:19 time: 0.2987 data_time: 0.0394 memory: 9707 grad_norm: 0.5541 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.0286 loss: 0.0286 2022/08/05 18:16:07 - mmengine - INFO - Epoch(train) [228][80/161] lr: 1.3377e-03 eta: 0:10:13 time: 0.2998 data_time: 0.0388 memory: 9707 grad_norm: 0.5340 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0179 loss: 0.0179 2022/08/05 18:16:13 - mmengine - INFO - Epoch(train) [228][100/161] lr: 1.3113e-03 eta: 0:10:07 time: 0.3073 data_time: 0.0390 memory: 9707 grad_norm: 0.6475 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0329 loss: 0.0329 2022/08/05 18:16:19 - mmengine - INFO - Epoch(train) [228][120/161] lr: 1.2852e-03 eta: 0:10:01 time: 0.2970 data_time: 0.0356 memory: 9707 grad_norm: 0.7995 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0333 loss: 0.0333 2022/08/05 18:16:25 - mmengine - INFO - Epoch(train) [228][140/161] lr: 1.2593e-03 eta: 0:09:55 time: 0.3030 data_time: 0.0415 memory: 9707 grad_norm: 0.7631 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0249 loss: 0.0249 2022/08/05 18:16:31 - mmengine - INFO - Epoch(train) [228][160/161] lr: 1.2337e-03 eta: 0:09:49 time: 0.2889 data_time: 0.0376 memory: 9707 grad_norm: 0.8224 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0190 loss: 0.0190 2022/08/05 18:16:31 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_gym_keypoint_20220805_150313 2022/08/05 18:16:31 - mmengine - INFO - Epoch(train) [228][161/161] lr: 1.2324e-03 eta: 0:09:49 time: 0.2805 data_time: 0.0391 memory: 652 grad_norm: 1.1595 top1_acc: 0.0000 top5_acc: 1.0000 loss_cls: 0.1633 loss: 0.1633 2022/08/05 18:16:38 - mmengine - INFO - Epoch(train) [229][20/161] lr: 1.2071e-03 eta: 0:09:42 time: 0.3501 data_time: 0.0683 memory: 9707 grad_norm: 0.8123 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0366 loss: 0.0366 2022/08/05 18:16:44 - mmengine - INFO - Epoch(train) [229][40/161] lr: 1.1821e-03 eta: 0:09:36 time: 0.3086 data_time: 0.0383 memory: 9707 grad_norm: 0.5754 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0245 loss: 0.0245 2022/08/05 18:16:50 - mmengine - INFO - Epoch(train) [229][60/161] lr: 1.1573e-03 eta: 0:09:30 time: 0.2974 data_time: 0.0435 memory: 9707 grad_norm: 0.6842 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0264 loss: 0.0264 2022/08/05 18:16:56 - mmengine - INFO - Epoch(train) [229][80/161] lr: 1.1327e-03 eta: 0:09:24 time: 0.2987 data_time: 0.0422 memory: 9707 grad_norm: 0.6078 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0165 loss: 0.0165 2022/08/05 18:17:02 - mmengine - INFO - Epoch(train) [229][100/161] lr: 1.1085e-03 eta: 0:09:18 time: 0.2994 data_time: 0.0400 memory: 9707 grad_norm: 0.7102 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0225 loss: 0.0225 2022/08/05 18:17:08 - mmengine - INFO - Epoch(train) [229][120/161] lr: 1.0844e-03 eta: 0:09:12 time: 0.3053 data_time: 0.0414 memory: 9707 grad_norm: 0.6562 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0264 loss: 0.0264 2022/08/05 18:17:14 - mmengine - INFO - Epoch(train) [229][140/161] lr: 1.0607e-03 eta: 0:09:06 time: 0.2988 data_time: 0.0393 memory: 9707 grad_norm: 0.5165 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0171 loss: 0.0171 2022/08/05 18:17:20 - mmengine - INFO - Epoch(train) [229][160/161] lr: 1.0372e-03 eta: 0:09:00 time: 0.2891 data_time: 0.0326 memory: 9707 grad_norm: 0.5722 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0171 loss: 0.0171 2022/08/05 18:17:20 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_gym_keypoint_20220805_150313 2022/08/05 18:17:20 - mmengine - INFO - Epoch(train) [229][161/161] lr: 1.0360e-03 eta: 0:09:00 time: 0.2797 data_time: 0.0340 memory: 652 grad_norm: 0.9087 top1_acc: 0.0000 top5_acc: 1.0000 loss_cls: 0.1918 loss: 0.1918 2022/08/05 18:17:27 - mmengine - INFO - Epoch(train) [230][20/161] lr: 1.0128e-03 eta: 0:08:53 time: 0.3606 data_time: 0.0757 memory: 9707 grad_norm: 0.6721 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0264 loss: 0.0264 2022/08/05 18:17:33 - mmengine - INFO - Epoch(train) [230][40/161] lr: 9.8986e-04 eta: 0:08:47 time: 0.2996 data_time: 0.0378 memory: 9707 grad_norm: 0.7126 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0264 loss: 0.0264 2022/08/05 18:17:39 - mmengine - INFO - Epoch(train) [230][60/161] lr: 9.6717e-04 eta: 0:08:41 time: 0.2987 data_time: 0.0389 memory: 9707 grad_norm: 0.6142 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0204 loss: 0.0204 2022/08/05 18:17:45 - mmengine - INFO - Epoch(train) [230][80/161] lr: 9.4474e-04 eta: 0:08:35 time: 0.3050 data_time: 0.0427 memory: 9707 grad_norm: 0.4746 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0162 loss: 0.0162 2022/08/05 18:17:51 - mmengine - INFO - Epoch(train) [230][100/161] lr: 9.2257e-04 eta: 0:08:29 time: 0.2977 data_time: 0.0382 memory: 9707 grad_norm: 0.6016 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0158 loss: 0.0158 2022/08/05 18:17:57 - mmengine - INFO - Epoch(train) [230][120/161] lr: 9.0066e-04 eta: 0:08:23 time: 0.3065 data_time: 0.0403 memory: 9707 grad_norm: 0.6046 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0176 loss: 0.0176 2022/08/05 18:18:01 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_gym_keypoint_20220805_150313 2022/08/05 18:18:04 - mmengine - INFO - Epoch(train) [230][140/161] lr: 8.7902e-04 eta: 0:08:17 time: 0.3015 data_time: 0.0461 memory: 9707 grad_norm: 0.5226 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0167 loss: 0.0167 2022/08/05 18:18:09 - mmengine - INFO - Epoch(train) [230][160/161] lr: 8.5764e-04 eta: 0:08:10 time: 0.2877 data_time: 0.0339 memory: 9707 grad_norm: 0.5224 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0207 loss: 0.0207 2022/08/05 18:18:09 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_gym_keypoint_20220805_150313 2022/08/05 18:18:09 - mmengine - INFO - Epoch(train) [230][161/161] lr: 8.5658e-04 eta: 0:08:10 time: 0.2784 data_time: 0.0351 memory: 652 grad_norm: 0.7753 top1_acc: 0.0000 top5_acc: 0.0000 loss_cls: 0.2359 loss: 0.2359 2022/08/05 18:18:09 - mmengine - INFO - Saving checkpoint at 230 epochs 2022/08/05 18:18:16 - mmengine - INFO - Epoch(val) [230][20/67] eta: 0:00:12 time: 0.2664 data_time: 0.1232 memory: 1868 2022/08/05 18:18:20 - mmengine - INFO - Epoch(val) [230][40/67] eta: 0:00:05 time: 0.2019 data_time: 0.0622 memory: 1868 2022/08/05 18:18:23 - mmengine - INFO - Epoch(val) [230][60/67] eta: 0:00:01 time: 0.1764 data_time: 0.0446 memory: 1868 2022/08/05 18:18:25 - mmengine - INFO - Epoch(val) [230][67/67] acc/top1: 0.9486 acc/top5: 0.9977 acc/mean1: 0.9268 2022/08/05 18:18:25 - mmengine - INFO - The previous best checkpoint /mnt/lustre/daiwenxun/X/mmaction2/work_dirs/slowonly_r50_u48_240e_8xb16_gym_keypoint/best_acc/top1_epoch_221.pth is removed 2022/08/05 18:18:25 - mmengine - INFO - The best checkpoint with 0.9486 acc/top1 at 231 epoch is saved to best_acc/top1_epoch_231.pth. 2022/08/05 18:18:32 - mmengine - INFO - Epoch(train) [231][20/161] lr: 8.3547e-04 eta: 0:08:04 time: 0.3302 data_time: 0.0699 memory: 9707 grad_norm: 0.4361 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0125 loss: 0.0125 2022/08/05 18:18:38 - mmengine - INFO - Epoch(train) [231][40/161] lr: 8.1462e-04 eta: 0:07:58 time: 0.2969 data_time: 0.0365 memory: 9707 grad_norm: 0.5980 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0172 loss: 0.0172 2022/08/05 18:18:44 - mmengine - INFO - Epoch(train) [231][60/161] lr: 7.9404e-04 eta: 0:07:52 time: 0.3028 data_time: 0.0379 memory: 9707 grad_norm: 0.7026 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0199 loss: 0.0199 2022/08/05 18:18:50 - mmengine - INFO - Epoch(train) [231][80/161] lr: 7.7372e-04 eta: 0:07:46 time: 0.2952 data_time: 0.0405 memory: 9707 grad_norm: 0.5778 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0166 loss: 0.0166 2022/08/05 18:18:56 - mmengine - INFO - Epoch(train) [231][100/161] lr: 7.5366e-04 eta: 0:07:40 time: 0.2993 data_time: 0.0389 memory: 9707 grad_norm: 0.5344 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0190 loss: 0.0190 2022/08/05 18:19:02 - mmengine - INFO - Epoch(train) [231][120/161] lr: 7.3387e-04 eta: 0:07:34 time: 0.2970 data_time: 0.0363 memory: 9707 grad_norm: 0.5584 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0184 loss: 0.0184 2022/08/05 18:19:08 - mmengine - INFO - Epoch(train) [231][140/161] lr: 7.1434e-04 eta: 0:07:27 time: 0.3040 data_time: 0.0411 memory: 9707 grad_norm: 0.5568 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0179 loss: 0.0179 2022/08/05 18:19:14 - mmengine - INFO - Epoch(train) [231][160/161] lr: 6.9507e-04 eta: 0:07:21 time: 0.2873 data_time: 0.0358 memory: 9707 grad_norm: 0.6502 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0237 loss: 0.0237 2022/08/05 18:19:14 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_gym_keypoint_20220805_150313 2022/08/05 18:19:14 - mmengine - INFO - Epoch(train) [231][161/161] lr: 6.9411e-04 eta: 0:07:21 time: 0.2785 data_time: 0.0372 memory: 652 grad_norm: 0.9309 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0587 loss: 0.0587 2022/08/05 18:19:21 - mmengine - INFO - Epoch(train) [232][20/161] lr: 6.7512e-04 eta: 0:07:15 time: 0.3433 data_time: 0.0657 memory: 9707 grad_norm: 0.4942 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0135 loss: 0.0135 2022/08/05 18:19:27 - mmengine - INFO - Epoch(train) [232][40/161] lr: 6.5638e-04 eta: 0:07:09 time: 0.3008 data_time: 0.0382 memory: 9707 grad_norm: 0.5691 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0225 loss: 0.0225 2022/08/05 18:19:33 - mmengine - INFO - Epoch(train) [232][60/161] lr: 6.3792e-04 eta: 0:07:03 time: 0.3014 data_time: 0.0407 memory: 9707 grad_norm: 0.5611 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0210 loss: 0.0210 2022/08/05 18:19:39 - mmengine - INFO - Epoch(train) [232][80/161] lr: 6.1971e-04 eta: 0:06:57 time: 0.2955 data_time: 0.0389 memory: 9707 grad_norm: 0.6904 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0292 loss: 0.0292 2022/08/05 18:19:45 - mmengine - INFO - Epoch(train) [232][100/161] lr: 6.0177e-04 eta: 0:06:51 time: 0.3012 data_time: 0.0390 memory: 9707 grad_norm: 0.6728 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0254 loss: 0.0254 2022/08/05 18:19:51 - mmengine - INFO - Epoch(train) [232][120/161] lr: 5.8408e-04 eta: 0:06:44 time: 0.2964 data_time: 0.0399 memory: 9707 grad_norm: 0.6928 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0205 loss: 0.0205 2022/08/05 18:19:57 - mmengine - INFO - Epoch(train) [232][140/161] lr: 5.6667e-04 eta: 0:06:38 time: 0.2976 data_time: 0.0376 memory: 9707 grad_norm: 0.5268 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0311 loss: 0.0311 2022/08/05 18:20:02 - mmengine - INFO - Epoch(train) [232][160/161] lr: 5.4951e-04 eta: 0:06:32 time: 0.2885 data_time: 0.0351 memory: 9707 grad_norm: 0.4924 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0168 loss: 0.0168 2022/08/05 18:20:03 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_gym_keypoint_20220805_150313 2022/08/05 18:20:03 - mmengine - INFO - Epoch(train) [232][161/161] lr: 5.4866e-04 eta: 0:06:32 time: 0.2837 data_time: 0.0367 memory: 652 grad_norm: 0.8276 top1_acc: 0.0000 top5_acc: 1.0000 loss_cls: 0.1080 loss: 0.1080 2022/08/05 18:20:10 - mmengine - INFO - Epoch(train) [233][20/161] lr: 5.3178e-04 eta: 0:06:26 time: 0.3599 data_time: 0.0750 memory: 9707 grad_norm: 0.7205 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0339 loss: 0.0339 2022/08/05 18:20:16 - mmengine - INFO - Epoch(train) [233][40/161] lr: 5.1517e-04 eta: 0:06:20 time: 0.2988 data_time: 0.0399 memory: 9707 grad_norm: 0.5610 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0285 loss: 0.0285 2022/08/05 18:20:22 - mmengine - INFO - Epoch(train) [233][60/161] lr: 4.9881e-04 eta: 0:06:14 time: 0.3012 data_time: 0.0432 memory: 9707 grad_norm: 0.6079 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0221 loss: 0.0221 2022/08/05 18:20:28 - mmengine - INFO - Epoch(train) [233][80/161] lr: 4.8272e-04 eta: 0:06:08 time: 0.3065 data_time: 0.0410 memory: 9707 grad_norm: 0.7008 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0498 loss: 0.0498 2022/08/05 18:20:34 - mmengine - INFO - Epoch(train) [233][100/161] lr: 4.6690e-04 eta: 0:06:02 time: 0.3005 data_time: 0.0407 memory: 9707 grad_norm: 0.4710 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0193 loss: 0.0193 2022/08/05 18:20:40 - mmengine - INFO - Epoch(train) [233][120/161] lr: 4.5133e-04 eta: 0:05:55 time: 0.2971 data_time: 0.0390 memory: 9707 grad_norm: 0.5648 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0168 loss: 0.0168 2022/08/05 18:20:46 - mmengine - INFO - Epoch(train) [233][140/161] lr: 4.3603e-04 eta: 0:05:49 time: 0.3212 data_time: 0.0418 memory: 9707 grad_norm: 0.7287 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0370 loss: 0.0370 2022/08/05 18:20:52 - mmengine - INFO - Epoch(train) [233][160/161] lr: 4.2100e-04 eta: 0:05:43 time: 0.2876 data_time: 0.0351 memory: 9707 grad_norm: 0.5278 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.0185 loss: 0.0185 2022/08/05 18:20:52 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_gym_keypoint_20220805_150313 2022/08/05 18:20:52 - mmengine - INFO - Epoch(train) [233][161/161] lr: 4.2025e-04 eta: 0:05:43 time: 0.2785 data_time: 0.0363 memory: 652 grad_norm: 0.8057 top1_acc: 0.0000 top5_acc: 1.0000 loss_cls: 0.1556 loss: 0.1556 2022/08/05 18:20:59 - mmengine - INFO - Epoch(train) [234][20/161] lr: 4.0549e-04 eta: 0:05:37 time: 0.3641 data_time: 0.0765 memory: 9707 grad_norm: 0.4670 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0188 loss: 0.0188 2022/08/05 18:21:05 - mmengine - INFO - Epoch(train) [234][40/161] lr: 3.9099e-04 eta: 0:05:31 time: 0.2963 data_time: 0.0375 memory: 9707 grad_norm: 0.5166 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0242 loss: 0.0242 2022/08/05 18:21:11 - mmengine - INFO - Epoch(train) [234][60/161] lr: 3.7676e-04 eta: 0:05:25 time: 0.2973 data_time: 0.0395 memory: 9707 grad_norm: 0.6697 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0356 loss: 0.0356 2022/08/05 18:21:17 - mmengine - INFO - Epoch(train) [234][80/161] lr: 3.6279e-04 eta: 0:05:19 time: 0.3087 data_time: 0.0407 memory: 9707 grad_norm: 0.5105 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0212 loss: 0.0212 2022/08/05 18:21:24 - mmengine - INFO - Epoch(train) [234][100/161] lr: 3.4908e-04 eta: 0:05:12 time: 0.3207 data_time: 0.0422 memory: 9707 grad_norm: 0.6341 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0173 loss: 0.0173 2022/08/05 18:21:30 - mmengine - INFO - Epoch(train) [234][120/161] lr: 3.3564e-04 eta: 0:05:06 time: 0.2986 data_time: 0.0381 memory: 9707 grad_norm: 0.6306 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0193 loss: 0.0193 2022/08/05 18:21:36 - mmengine - INFO - Epoch(train) [234][140/161] lr: 3.2246e-04 eta: 0:05:00 time: 0.3078 data_time: 0.0405 memory: 9707 grad_norm: 0.5069 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0233 loss: 0.0233 2022/08/05 18:21:42 - mmengine - INFO - Epoch(train) [234][160/161] lr: 3.0954e-04 eta: 0:04:54 time: 0.2880 data_time: 0.0332 memory: 9707 grad_norm: 0.5527 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0161 loss: 0.0161 2022/08/05 18:21:42 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_gym_keypoint_20220805_150313 2022/08/05 18:21:42 - mmengine - INFO - Epoch(train) [234][161/161] lr: 3.0890e-04 eta: 0:04:54 time: 0.2791 data_time: 0.0341 memory: 652 grad_norm: 0.8581 top1_acc: 0.0000 top5_acc: 0.0000 loss_cls: 0.2484 loss: 0.2484 2022/08/05 18:21:49 - mmengine - INFO - Epoch(train) [235][20/161] lr: 2.9627e-04 eta: 0:04:48 time: 0.3376 data_time: 0.0704 memory: 9707 grad_norm: 0.6930 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0241 loss: 0.0241 2022/08/05 18:21:55 - mmengine - INFO - Epoch(train) [235][40/161] lr: 2.8389e-04 eta: 0:04:42 time: 0.3068 data_time: 0.0398 memory: 9707 grad_norm: 0.4687 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0138 loss: 0.0138 2022/08/05 18:22:01 - mmengine - INFO - Epoch(train) [235][60/161] lr: 2.7178e-04 eta: 0:04:36 time: 0.3001 data_time: 0.0379 memory: 9707 grad_norm: 0.5287 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0217 loss: 0.0217 2022/08/05 18:22:08 - mmengine - INFO - Epoch(train) [235][80/161] lr: 2.5993e-04 eta: 0:04:30 time: 0.3339 data_time: 0.0363 memory: 9707 grad_norm: 0.5442 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0165 loss: 0.0165 2022/08/05 18:22:14 - mmengine - INFO - Epoch(train) [235][100/161] lr: 2.4834e-04 eta: 0:04:23 time: 0.3038 data_time: 0.0389 memory: 9707 grad_norm: 0.5684 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0184 loss: 0.0184 2022/08/05 18:22:20 - mmengine - INFO - Epoch(train) [235][120/161] lr: 2.3702e-04 eta: 0:04:17 time: 0.2975 data_time: 0.0403 memory: 9707 grad_norm: 0.6968 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0198 loss: 0.0198 2022/08/05 18:22:26 - mmengine - INFO - Epoch(train) [235][140/161] lr: 2.2597e-04 eta: 0:04:11 time: 0.2981 data_time: 0.0369 memory: 9707 grad_norm: 0.5560 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0245 loss: 0.0245 2022/08/05 18:22:31 - mmengine - INFO - Epoch(train) [235][160/161] lr: 2.1517e-04 eta: 0:04:05 time: 0.2919 data_time: 0.0407 memory: 9707 grad_norm: 0.5849 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0239 loss: 0.0239 2022/08/05 18:22:32 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_gym_keypoint_20220805_150313 2022/08/05 18:22:32 - mmengine - INFO - Epoch(train) [235][161/161] lr: 2.1464e-04 eta: 0:04:05 time: 0.2867 data_time: 0.0417 memory: 652 grad_norm: 0.8583 top1_acc: 0.0000 top5_acc: 1.0000 loss_cls: 0.1873 loss: 0.1873 2022/08/05 18:22:39 - mmengine - INFO - Epoch(train) [236][20/161] lr: 2.0412e-04 eta: 0:03:59 time: 0.3476 data_time: 0.0679 memory: 9707 grad_norm: 0.6288 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.0197 loss: 0.0197 2022/08/05 18:22:45 - mmengine - INFO - Epoch(train) [236][40/161] lr: 1.9387e-04 eta: 0:03:53 time: 0.3006 data_time: 0.0388 memory: 9707 grad_norm: 0.5797 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.0250 loss: 0.0250 2022/08/05 18:22:51 - mmengine - INFO - Epoch(train) [236][60/161] lr: 1.8388e-04 eta: 0:03:47 time: 0.2978 data_time: 0.0365 memory: 9707 grad_norm: 0.5090 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0313 loss: 0.0313 2022/08/05 18:22:57 - mmengine - INFO - Epoch(train) [236][80/161] lr: 1.7416e-04 eta: 0:03:40 time: 0.3055 data_time: 0.0435 memory: 9707 grad_norm: 0.5815 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0228 loss: 0.0228 2022/08/05 18:23:03 - mmengine - INFO - Epoch(train) [236][100/161] lr: 1.6470e-04 eta: 0:03:34 time: 0.2947 data_time: 0.0363 memory: 9707 grad_norm: 0.6009 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.0285 loss: 0.0285 2022/08/05 18:23:08 - mmengine - INFO - Epoch(train) [236][120/161] lr: 1.5550e-04 eta: 0:03:28 time: 0.2977 data_time: 0.0380 memory: 9707 grad_norm: 0.5909 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0360 loss: 0.0360 2022/08/05 18:23:15 - mmengine - INFO - Epoch(train) [236][140/161] lr: 1.4657e-04 eta: 0:03:22 time: 0.3107 data_time: 0.0423 memory: 9707 grad_norm: 0.7755 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0233 loss: 0.0233 2022/08/05 18:23:20 - mmengine - INFO - Epoch(train) [236][160/161] lr: 1.3790e-04 eta: 0:03:16 time: 0.2883 data_time: 0.0370 memory: 9707 grad_norm: 0.6634 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0262 loss: 0.0262 2022/08/05 18:23:21 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_gym_keypoint_20220805_150313 2022/08/05 18:23:21 - mmengine - INFO - Epoch(train) [236][161/161] lr: 1.3747e-04 eta: 0:03:16 time: 0.2789 data_time: 0.0379 memory: 652 grad_norm: 1.0012 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.1069 loss: 0.1069 2022/08/05 18:23:23 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_gym_keypoint_20220805_150313 2022/08/05 18:23:28 - mmengine - INFO - Epoch(train) [237][20/161] lr: 1.2908e-04 eta: 0:03:10 time: 0.3534 data_time: 0.0795 memory: 9707 grad_norm: 0.6478 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0195 loss: 0.0195 2022/08/05 18:23:34 - mmengine - INFO - Epoch(train) [237][40/161] lr: 1.2095e-04 eta: 0:03:04 time: 0.3145 data_time: 0.0383 memory: 9707 grad_norm: 0.5640 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0178 loss: 0.0178 2022/08/05 18:23:40 - mmengine - INFO - Epoch(train) [237][60/161] lr: 1.1309e-04 eta: 0:02:57 time: 0.3002 data_time: 0.0381 memory: 9707 grad_norm: 0.7861 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0338 loss: 0.0338 2022/08/05 18:23:46 - mmengine - INFO - Epoch(train) [237][80/161] lr: 1.0549e-04 eta: 0:02:51 time: 0.2940 data_time: 0.0337 memory: 9707 grad_norm: 0.4470 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0170 loss: 0.0170 2022/08/05 18:23:52 - mmengine - INFO - Epoch(train) [237][100/161] lr: 9.8156e-05 eta: 0:02:45 time: 0.2974 data_time: 0.0389 memory: 9707 grad_norm: 0.6894 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0227 loss: 0.0227 2022/08/05 18:23:58 - mmengine - INFO - Epoch(train) [237][120/161] lr: 9.1085e-05 eta: 0:02:39 time: 0.3098 data_time: 0.0395 memory: 9707 grad_norm: 0.6172 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0284 loss: 0.0284 2022/08/05 18:24:04 - mmengine - INFO - Epoch(train) [237][140/161] lr: 8.4279e-05 eta: 0:02:33 time: 0.2986 data_time: 0.0373 memory: 9707 grad_norm: 0.5414 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0240 loss: 0.0240 2022/08/05 18:24:10 - mmengine - INFO - Epoch(train) [237][160/161] lr: 7.7736e-05 eta: 0:02:27 time: 0.2860 data_time: 0.0337 memory: 9707 grad_norm: 0.5309 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0238 loss: 0.0238 2022/08/05 18:24:10 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_gym_keypoint_20220805_150313 2022/08/05 18:24:10 - mmengine - INFO - Epoch(train) [237][161/161] lr: 7.7416e-05 eta: 0:02:27 time: 0.2765 data_time: 0.0349 memory: 652 grad_norm: 0.9215 top1_acc: 0.0000 top5_acc: 1.0000 loss_cls: 0.1754 loss: 0.1754 2022/08/05 18:24:17 - mmengine - INFO - Epoch(train) [238][20/161] lr: 7.1151e-05 eta: 0:02:21 time: 0.3530 data_time: 0.0705 memory: 9707 grad_norm: 0.4867 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0235 loss: 0.0235 2022/08/05 18:24:23 - mmengine - INFO - Epoch(train) [238][40/161] lr: 6.5150e-05 eta: 0:02:15 time: 0.2946 data_time: 0.0401 memory: 9707 grad_norm: 0.6441 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.0290 loss: 0.0290 2022/08/05 18:24:29 - mmengine - INFO - Epoch(train) [238][60/161] lr: 5.9413e-05 eta: 0:02:08 time: 0.3039 data_time: 0.0372 memory: 9707 grad_norm: 0.6563 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0209 loss: 0.0209 2022/08/05 18:24:35 - mmengine - INFO - Epoch(train) [238][80/161] lr: 5.3941e-05 eta: 0:02:02 time: 0.3067 data_time: 0.0456 memory: 9707 grad_norm: 0.7072 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0314 loss: 0.0314 2022/08/05 18:24:41 - mmengine - INFO - Epoch(train) [238][100/161] lr: 4.8733e-05 eta: 0:01:56 time: 0.2978 data_time: 0.0403 memory: 9707 grad_norm: 0.5889 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0271 loss: 0.0271 2022/08/05 18:24:47 - mmengine - INFO - Epoch(train) [238][120/161] lr: 4.3789e-05 eta: 0:01:50 time: 0.2990 data_time: 0.0380 memory: 9707 grad_norm: 0.5576 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0175 loss: 0.0175 2022/08/05 18:24:53 - mmengine - INFO - Epoch(train) [238][140/161] lr: 3.9110e-05 eta: 0:01:44 time: 0.3018 data_time: 0.0427 memory: 9707 grad_norm: 0.5437 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0224 loss: 0.0224 2022/08/05 18:24:59 - mmengine - INFO - Epoch(train) [238][160/161] lr: 3.4694e-05 eta: 0:01:38 time: 0.2913 data_time: 0.0373 memory: 9707 grad_norm: 0.7418 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.0463 loss: 0.0463 2022/08/05 18:24:59 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_gym_keypoint_20220805_150313 2022/08/05 18:24:59 - mmengine - INFO - Epoch(train) [238][161/161] lr: 3.4481e-05 eta: 0:01:38 time: 0.2772 data_time: 0.0373 memory: 652 grad_norm: 1.0354 top1_acc: 0.0000 top5_acc: 0.0000 loss_cls: 0.2918 loss: 0.2918 2022/08/05 18:25:06 - mmengine - INFO - Epoch(train) [239][20/161] lr: 3.0343e-05 eta: 0:01:32 time: 0.3488 data_time: 0.0820 memory: 9707 grad_norm: 0.5120 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0210 loss: 0.0210 2022/08/05 18:25:12 - mmengine - INFO - Epoch(train) [239][40/161] lr: 2.6470e-05 eta: 0:01:25 time: 0.2970 data_time: 0.0398 memory: 9707 grad_norm: 0.6160 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0247 loss: 0.0247 2022/08/05 18:25:18 - mmengine - INFO - Epoch(train) [239][60/161] lr: 2.2861e-05 eta: 0:01:19 time: 0.3081 data_time: 0.0405 memory: 9707 grad_norm: 0.5031 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0215 loss: 0.0215 2022/08/05 18:25:24 - mmengine - INFO - Epoch(train) [239][80/161] lr: 1.9516e-05 eta: 0:01:13 time: 0.2984 data_time: 0.0361 memory: 9707 grad_norm: 0.6150 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0223 loss: 0.0223 2022/08/05 18:25:30 - mmengine - INFO - Epoch(train) [239][100/161] lr: 1.6436e-05 eta: 0:01:07 time: 0.2996 data_time: 0.0437 memory: 9707 grad_norm: 0.5597 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0176 loss: 0.0176 2022/08/05 18:25:36 - mmengine - INFO - Epoch(train) [239][120/161] lr: 1.3620e-05 eta: 0:01:01 time: 0.3050 data_time: 0.0370 memory: 9707 grad_norm: 0.5635 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0230 loss: 0.0230 2022/08/05 18:25:42 - mmengine - INFO - Epoch(train) [239][140/161] lr: 1.1069e-05 eta: 0:00:55 time: 0.2969 data_time: 0.0364 memory: 9707 grad_norm: 0.4558 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0146 loss: 0.0146 2022/08/05 18:25:48 - mmengine - INFO - Epoch(train) [239][160/161] lr: 8.7814e-06 eta: 0:00:49 time: 0.2912 data_time: 0.0374 memory: 9707 grad_norm: 0.5873 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0139 loss: 0.0139 2022/08/05 18:25:48 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_gym_keypoint_20220805_150313 2022/08/05 18:25:48 - mmengine - INFO - Epoch(train) [239][161/161] lr: 8.6740e-06 eta: 0:00:49 time: 0.2823 data_time: 0.0387 memory: 652 grad_norm: 0.9155 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.1652 loss: 0.1652 2022/08/05 18:25:55 - mmengine - INFO - Epoch(train) [240][20/161] lr: 6.6645e-06 eta: 0:00:42 time: 0.3540 data_time: 0.0764 memory: 9707 grad_norm: 0.5848 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0272 loss: 0.0272 2022/08/05 18:26:01 - mmengine - INFO - Epoch(train) [240][40/161] lr: 4.9194e-06 eta: 0:00:36 time: 0.2935 data_time: 0.0354 memory: 9707 grad_norm: 0.5536 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0174 loss: 0.0174 2022/08/05 18:26:07 - mmengine - INFO - Epoch(train) [240][60/161] lr: 3.4387e-06 eta: 0:00:30 time: 0.3041 data_time: 0.0401 memory: 9707 grad_norm: 0.8070 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0228 loss: 0.0228 2022/08/05 18:26:13 - mmengine - INFO - Epoch(train) [240][80/161] lr: 2.2224e-06 eta: 0:00:24 time: 0.2987 data_time: 0.0413 memory: 9707 grad_norm: 0.5075 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0143 loss: 0.0143 2022/08/05 18:26:19 - mmengine - INFO - Epoch(train) [240][100/161] lr: 1.2705e-06 eta: 0:00:18 time: 0.3007 data_time: 0.0374 memory: 9707 grad_norm: 0.6319 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0272 loss: 0.0272 2022/08/05 18:26:25 - mmengine - INFO - Epoch(train) [240][120/161] lr: 5.8303e-07 eta: 0:00:12 time: 0.3018 data_time: 0.0368 memory: 9707 grad_norm: 0.5498 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0237 loss: 0.0237 2022/08/05 18:26:31 - mmengine - INFO - Epoch(train) [240][140/161] lr: 1.5997e-07 eta: 0:00:06 time: 0.3003 data_time: 0.0459 memory: 9707 grad_norm: 0.4530 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0206 loss: 0.0206 2022/08/05 18:26:37 - mmengine - INFO - Epoch(train) [240][160/161] lr: 1.3221e-09 eta: 0:00:00 time: 0.2890 data_time: 0.0348 memory: 9707 grad_norm: 0.6606 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0164 loss: 0.0164 2022/08/05 18:26:37 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_gym_keypoint_20220805_150313 2022/08/05 18:26:37 - mmengine - INFO - Epoch(train) [240][161/161] lr: 3.3052e-10 eta: 0:00:00 time: 0.2809 data_time: 0.0368 memory: 652 grad_norm: 1.0229 top1_acc: 0.0000 top5_acc: 0.0000 loss_cls: 0.2419 loss: 0.2419 2022/08/05 18:26:37 - mmengine - INFO - Saving checkpoint at 240 epochs 2022/08/05 18:26:43 - mmengine - INFO - Epoch(val) [240][20/67] eta: 0:00:12 time: 0.2660 data_time: 0.1223 memory: 1868 2022/08/05 18:26:47 - mmengine - INFO - Epoch(val) [240][40/67] eta: 0:00:05 time: 0.1856 data_time: 0.0486 memory: 1868 2022/08/05 18:26:51 - mmengine - INFO - Epoch(val) [240][60/67] eta: 0:00:01 time: 0.1710 data_time: 0.0421 memory: 1868 2022/08/05 18:26:52 - mmengine - INFO - Epoch(val) [240][67/67] acc/top1: 0.9482 acc/top5: 0.9973 acc/mean1: 0.9277