2022/08/05 12:44:26 - mmengine - INFO - Checkpoints will be saved to /mnt/lustre/daiwenxun/X/mmaction2/work_dirs/slowonly_r50_u48_240e_8xb16_ntu60_xsub_keypoint by HardDiskBackend. 2022/08/05 12:44:37 - mmengine - INFO - Epoch(train) [1][20/314] lr: 2.0000e-01 eta: 11:53:52 time: 0.5685 data_time: 0.1710 memory: 9706 grad_norm: 0.8777 top1_acc: 0.0000 top5_acc: 0.0625 loss_cls: 4.1085 loss: 4.1085 2022/08/05 12:44:44 - mmengine - INFO - Epoch(train) [1][40/314] lr: 2.0000e-01 eta: 9:26:22 time: 0.3338 data_time: 0.0814 memory: 9706 grad_norm: 0.6824 top1_acc: 0.1250 top5_acc: 0.1875 loss_cls: 3.9592 loss: 3.9592 2022/08/05 12:44:50 - mmengine - INFO - Epoch(train) [1][60/314] lr: 2.0000e-01 eta: 8:32:12 time: 0.3221 data_time: 0.0564 memory: 9706 grad_norm: 0.7317 top1_acc: 0.0625 top5_acc: 0.3125 loss_cls: 3.8070 loss: 3.8070 2022/08/05 12:44:57 - mmengine - INFO - Epoch(train) [1][80/314] lr: 2.0000e-01 eta: 8:01:35 time: 0.3109 data_time: 0.0543 memory: 9706 grad_norm: 0.7049 top1_acc: 0.1250 top5_acc: 0.3750 loss_cls: 3.7776 loss: 3.7776 2022/08/05 12:45:03 - mmengine - INFO - Epoch(train) [1][100/314] lr: 2.0000e-01 eta: 7:42:58 time: 0.3101 data_time: 0.0520 memory: 9706 grad_norm: 0.6550 top1_acc: 0.1250 top5_acc: 0.2500 loss_cls: 3.7349 loss: 3.7349 2022/08/05 12:45:09 - mmengine - INFO - Epoch(train) [1][120/314] lr: 2.0000e-01 eta: 7:31:52 time: 0.3166 data_time: 0.0480 memory: 9706 grad_norm: 0.6336 top1_acc: 0.0000 top5_acc: 0.1250 loss_cls: 3.5831 loss: 3.5831 2022/08/05 12:45:15 - mmengine - INFO - Epoch(train) [1][140/314] lr: 2.0000e-01 eta: 7:23:16 time: 0.3130 data_time: 0.0555 memory: 9706 grad_norm: 0.6457 top1_acc: 0.0000 top5_acc: 0.1875 loss_cls: 3.6148 loss: 3.6148 2022/08/05 12:45:22 - mmengine - INFO - Epoch(train) [1][160/314] lr: 2.0000e-01 eta: 7:16:10 time: 0.3090 data_time: 0.0521 memory: 9706 grad_norm: 0.6158 top1_acc: 0.0000 top5_acc: 0.1875 loss_cls: 3.4674 loss: 3.4674 2022/08/05 12:45:28 - mmengine - INFO - Epoch(train) [1][180/314] lr: 2.0000e-01 eta: 7:11:11 time: 0.3131 data_time: 0.0523 memory: 9706 grad_norm: 0.6904 top1_acc: 0.0000 top5_acc: 0.3750 loss_cls: 3.3865 loss: 3.3865 2022/08/05 12:45:34 - mmengine - INFO - Epoch(train) [1][200/314] lr: 2.0000e-01 eta: 7:06:43 time: 0.3093 data_time: 0.0504 memory: 9706 grad_norm: 0.8534 top1_acc: 0.1250 top5_acc: 0.5625 loss_cls: 3.1383 loss: 3.1383 2022/08/05 12:45:40 - mmengine - INFO - Epoch(train) [1][220/314] lr: 2.0000e-01 eta: 7:03:53 time: 0.3168 data_time: 0.0535 memory: 9706 grad_norm: 0.8996 top1_acc: 0.1250 top5_acc: 0.3750 loss_cls: 3.1451 loss: 3.1451 2022/08/05 12:45:47 - mmengine - INFO - Epoch(train) [1][240/314] lr: 2.0000e-01 eta: 7:00:48 time: 0.3100 data_time: 0.0489 memory: 9706 grad_norm: 0.8523 top1_acc: 0.0625 top5_acc: 0.4375 loss_cls: 2.9759 loss: 2.9759 2022/08/05 12:45:53 - mmengine - INFO - Epoch(train) [1][260/314] lr: 1.9999e-01 eta: 6:58:16 time: 0.3109 data_time: 0.0476 memory: 9706 grad_norm: 0.9404 top1_acc: 0.1250 top5_acc: 0.2500 loss_cls: 2.9915 loss: 2.9915 2022/08/05 12:45:59 - mmengine - INFO - Epoch(train) [1][280/314] lr: 1.9999e-01 eta: 6:56:11 time: 0.3122 data_time: 0.0481 memory: 9706 grad_norm: 0.8943 top1_acc: 0.0625 top5_acc: 0.5625 loss_cls: 2.7236 loss: 2.7236 2022/08/05 12:46:05 - mmengine - INFO - Epoch(train) [1][300/314] lr: 1.9999e-01 eta: 6:54:32 time: 0.3142 data_time: 0.0490 memory: 9706 grad_norm: 0.9424 top1_acc: 0.1875 top5_acc: 0.4375 loss_cls: 2.7756 loss: 2.7756 2022/08/05 12:46:09 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_ntu60_xsub_keypoint_20220805_124409 2022/08/05 12:46:09 - mmengine - INFO - Epoch(train) [1][314/314] lr: 1.9999e-01 eta: 6:54:32 time: 0.3028 data_time: 0.0469 memory: 9706 grad_norm: 0.9581 top1_acc: 0.0000 top5_acc: 0.5000 loss_cls: 2.8643 loss: 2.8643 2022/08/05 12:46:10 - mmengine - INFO - Saving checkpoint at 1 epochs 2022/08/05 12:46:17 - mmengine - INFO - Epoch(train) [2][20/314] lr: 1.9999e-01 eta: 6:38:41 time: 0.3541 data_time: 0.0891 memory: 9706 grad_norm: 0.9298 top1_acc: 0.3750 top5_acc: 0.6875 loss_cls: 2.7404 loss: 2.7404 2022/08/05 12:46:24 - mmengine - INFO - Epoch(train) [2][40/314] lr: 1.9999e-01 eta: 6:37:52 time: 0.3087 data_time: 0.0494 memory: 9706 grad_norm: 0.8807 top1_acc: 0.4375 top5_acc: 0.7500 loss_cls: 2.5869 loss: 2.5869 2022/08/05 12:46:30 - mmengine - INFO - Epoch(train) [2][60/314] lr: 1.9999e-01 eta: 6:38:22 time: 0.3273 data_time: 0.0521 memory: 9706 grad_norm: 1.0012 top1_acc: 0.3125 top5_acc: 0.5000 loss_cls: 2.4511 loss: 2.4511 2022/08/05 12:46:36 - mmengine - INFO - Epoch(train) [2][80/314] lr: 1.9999e-01 eta: 6:37:47 time: 0.3113 data_time: 0.0499 memory: 9706 grad_norm: 0.9635 top1_acc: 0.3125 top5_acc: 0.5000 loss_cls: 2.7200 loss: 2.7200 2022/08/05 12:46:43 - mmengine - INFO - Epoch(train) [2][100/314] lr: 1.9999e-01 eta: 6:37:27 time: 0.3146 data_time: 0.0542 memory: 9706 grad_norm: 0.9718 top1_acc: 0.3750 top5_acc: 0.7500 loss_cls: 2.2551 loss: 2.2551 2022/08/05 12:46:49 - mmengine - INFO - Epoch(train) [2][120/314] lr: 1.9998e-01 eta: 6:37:03 time: 0.3132 data_time: 0.0505 memory: 9706 grad_norm: 1.0075 top1_acc: 0.1250 top5_acc: 0.7500 loss_cls: 2.3770 loss: 2.3770 2022/08/05 12:46:55 - mmengine - INFO - Epoch(train) [2][140/314] lr: 1.9998e-01 eta: 6:36:40 time: 0.3130 data_time: 0.0512 memory: 9706 grad_norm: 0.9651 top1_acc: 0.2500 top5_acc: 0.7500 loss_cls: 2.3799 loss: 2.3799 2022/08/05 12:47:01 - mmengine - INFO - Epoch(train) [2][160/314] lr: 1.9998e-01 eta: 6:36:28 time: 0.3158 data_time: 0.0509 memory: 9706 grad_norm: 1.0482 top1_acc: 0.1250 top5_acc: 0.8125 loss_cls: 2.1805 loss: 2.1805 2022/08/05 12:47:08 - mmengine - INFO - Epoch(train) [2][180/314] lr: 1.9998e-01 eta: 6:36:14 time: 0.3151 data_time: 0.0510 memory: 9706 grad_norm: 1.0252 top1_acc: 0.1250 top5_acc: 0.6875 loss_cls: 2.2750 loss: 2.2750 2022/08/05 12:47:14 - mmengine - INFO - Epoch(train) [2][200/314] lr: 1.9998e-01 eta: 6:35:59 time: 0.3147 data_time: 0.0488 memory: 9706 grad_norm: 1.0242 top1_acc: 0.3125 top5_acc: 0.7500 loss_cls: 1.9415 loss: 1.9415 2022/08/05 12:47:20 - mmengine - INFO - Epoch(train) [2][220/314] lr: 1.9998e-01 eta: 6:35:42 time: 0.3137 data_time: 0.0524 memory: 9706 grad_norm: 1.0329 top1_acc: 0.5000 top5_acc: 0.8750 loss_cls: 1.9404 loss: 1.9404 2022/08/05 12:47:27 - mmengine - INFO - Epoch(train) [2][240/314] lr: 1.9997e-01 eta: 6:35:27 time: 0.3139 data_time: 0.0501 memory: 9706 grad_norm: 1.0910 top1_acc: 0.4375 top5_acc: 0.7500 loss_cls: 1.8981 loss: 1.8981 2022/08/05 12:47:33 - mmengine - INFO - Epoch(train) [2][260/314] lr: 1.9997e-01 eta: 6:35:15 time: 0.3150 data_time: 0.0543 memory: 9706 grad_norm: 1.0517 top1_acc: 0.3125 top5_acc: 0.6875 loss_cls: 1.9871 loss: 1.9871 2022/08/05 12:47:39 - mmengine - INFO - Epoch(train) [2][280/314] lr: 1.9997e-01 eta: 6:35:03 time: 0.3150 data_time: 0.0504 memory: 9706 grad_norm: 1.0853 top1_acc: 0.3750 top5_acc: 0.7500 loss_cls: 1.8865 loss: 1.8865 2022/08/05 12:47:45 - mmengine - INFO - Epoch(train) [2][300/314] lr: 1.9997e-01 eta: 6:34:49 time: 0.3140 data_time: 0.0499 memory: 9706 grad_norm: 1.0741 top1_acc: 0.6250 top5_acc: 0.8750 loss_cls: 1.7521 loss: 1.7521 2022/08/05 12:47:50 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_ntu60_xsub_keypoint_20220805_124409 2022/08/05 12:47:50 - mmengine - INFO - Epoch(train) [2][314/314] lr: 1.9997e-01 eta: 6:34:49 time: 0.3023 data_time: 0.0483 memory: 9706 grad_norm: 1.1119 top1_acc: 0.5000 top5_acc: 0.7500 loss_cls: 1.7329 loss: 1.7329 2022/08/05 12:47:50 - mmengine - INFO - Saving checkpoint at 2 epochs 2022/08/05 12:47:58 - mmengine - INFO - Epoch(train) [3][20/314] lr: 1.9996e-01 eta: 6:27:19 time: 0.3483 data_time: 0.0828 memory: 9706 grad_norm: 1.0902 top1_acc: 0.3750 top5_acc: 0.8125 loss_cls: 1.8292 loss: 1.8292 2022/08/05 12:48:04 - mmengine - INFO - Epoch(train) [3][40/314] lr: 1.9996e-01 eta: 6:27:15 time: 0.3117 data_time: 0.0505 memory: 9706 grad_norm: 1.1156 top1_acc: 0.3750 top5_acc: 0.8750 loss_cls: 1.6391 loss: 1.6391 2022/08/05 12:48:10 - mmengine - INFO - Epoch(train) [3][60/314] lr: 1.9996e-01 eta: 6:27:42 time: 0.3265 data_time: 0.0531 memory: 9706 grad_norm: 1.0324 top1_acc: 0.4375 top5_acc: 0.9375 loss_cls: 1.5417 loss: 1.5417 2022/08/05 12:48:17 - mmengine - INFO - Epoch(train) [3][80/314] lr: 1.9996e-01 eta: 6:27:36 time: 0.3118 data_time: 0.0493 memory: 9706 grad_norm: 1.1090 top1_acc: 0.4375 top5_acc: 0.9375 loss_cls: 1.6586 loss: 1.6586 2022/08/05 12:48:23 - mmengine - INFO - Epoch(train) [3][100/314] lr: 1.9995e-01 eta: 6:27:33 time: 0.3130 data_time: 0.0533 memory: 9706 grad_norm: 1.1022 top1_acc: 0.5625 top5_acc: 1.0000 loss_cls: 1.5629 loss: 1.5629 2022/08/05 12:48:29 - mmengine - INFO - Epoch(train) [3][120/314] lr: 1.9995e-01 eta: 6:27:32 time: 0.3140 data_time: 0.0504 memory: 9706 grad_norm: 1.1559 top1_acc: 0.6250 top5_acc: 0.8750 loss_cls: 1.6928 loss: 1.6928 2022/08/05 12:48:35 - mmengine - INFO - Epoch(train) [3][140/314] lr: 1.9995e-01 eta: 6:27:27 time: 0.3125 data_time: 0.0510 memory: 9706 grad_norm: 1.0302 top1_acc: 0.5000 top5_acc: 0.8125 loss_cls: 1.3628 loss: 1.3628 2022/08/05 12:48:42 - mmengine - INFO - Epoch(train) [3][160/314] lr: 1.9995e-01 eta: 6:27:23 time: 0.3130 data_time: 0.0499 memory: 9706 grad_norm: 1.0084 top1_acc: 0.5000 top5_acc: 0.9375 loss_cls: 1.5218 loss: 1.5218 2022/08/05 12:48:48 - mmengine - INFO - Epoch(train) [3][180/314] lr: 1.9994e-01 eta: 6:27:22 time: 0.3143 data_time: 0.0519 memory: 9706 grad_norm: 1.0709 top1_acc: 0.6250 top5_acc: 0.8750 loss_cls: 1.5001 loss: 1.5001 2022/08/05 12:48:54 - mmengine - INFO - Epoch(train) [3][200/314] lr: 1.9994e-01 eta: 6:27:25 time: 0.3169 data_time: 0.0509 memory: 9706 grad_norm: 1.1064 top1_acc: 0.5625 top5_acc: 0.9375 loss_cls: 1.3754 loss: 1.3754 2022/08/05 12:49:01 - mmengine - INFO - Epoch(train) [3][220/314] lr: 1.9994e-01 eta: 6:27:24 time: 0.3150 data_time: 0.0524 memory: 9706 grad_norm: 1.1015 top1_acc: 0.5625 top5_acc: 0.8125 loss_cls: 1.4837 loss: 1.4837 2022/08/05 12:49:07 - mmengine - INFO - Epoch(train) [3][240/314] lr: 1.9993e-01 eta: 6:27:22 time: 0.3145 data_time: 0.0513 memory: 9706 grad_norm: 1.1394 top1_acc: 0.4375 top5_acc: 0.9375 loss_cls: 1.3971 loss: 1.3971 2022/08/05 12:49:14 - mmengine - INFO - Epoch(train) [3][260/314] lr: 1.9993e-01 eta: 6:27:49 time: 0.3319 data_time: 0.0542 memory: 9706 grad_norm: 1.1627 top1_acc: 0.5625 top5_acc: 0.8750 loss_cls: 1.4978 loss: 1.4978 2022/08/05 12:49:20 - mmengine - INFO - Epoch(train) [3][280/314] lr: 1.9993e-01 eta: 6:27:44 time: 0.3132 data_time: 0.0507 memory: 9706 grad_norm: 1.0165 top1_acc: 0.6875 top5_acc: 0.8750 loss_cls: 1.3459 loss: 1.3459 2022/08/05 12:49:26 - mmengine - INFO - Epoch(train) [3][300/314] lr: 1.9993e-01 eta: 6:27:37 time: 0.3119 data_time: 0.0514 memory: 9706 grad_norm: 1.0254 top1_acc: 0.5000 top5_acc: 0.9375 loss_cls: 1.4065 loss: 1.4065 2022/08/05 12:49:31 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_ntu60_xsub_keypoint_20220805_124409 2022/08/05 12:49:31 - mmengine - INFO - Epoch(train) [3][314/314] lr: 1.9992e-01 eta: 6:27:37 time: 0.3254 data_time: 0.0505 memory: 9706 grad_norm: 1.0450 top1_acc: 0.2500 top5_acc: 0.7500 loss_cls: 1.3256 loss: 1.3256 2022/08/05 12:49:31 - mmengine - INFO - Saving checkpoint at 3 epochs 2022/08/05 12:49:39 - mmengine - INFO - Epoch(train) [4][20/314] lr: 1.9992e-01 eta: 6:22:52 time: 0.3539 data_time: 0.0871 memory: 9706 grad_norm: 1.0688 top1_acc: 0.5000 top5_acc: 0.7500 loss_cls: 1.4187 loss: 1.4187 2022/08/05 12:49:45 - mmengine - INFO - Epoch(train) [4][40/314] lr: 1.9992e-01 eta: 6:22:52 time: 0.3129 data_time: 0.0514 memory: 9706 grad_norm: 0.9759 top1_acc: 0.6250 top5_acc: 0.8125 loss_cls: 1.4333 loss: 1.4333 2022/08/05 12:49:51 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_ntu60_xsub_keypoint_20220805_124409 2022/08/05 12:49:51 - mmengine - INFO - Epoch(train) [4][60/314] lr: 1.9991e-01 eta: 6:22:49 time: 0.3111 data_time: 0.0503 memory: 9706 grad_norm: 1.0756 top1_acc: 0.5000 top5_acc: 0.9375 loss_cls: 1.3248 loss: 1.3248 2022/08/05 12:49:57 - mmengine - INFO - Epoch(train) [4][80/314] lr: 1.9991e-01 eta: 6:22:51 time: 0.3144 data_time: 0.0514 memory: 9706 grad_norm: 1.0599 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 1.1877 loss: 1.1877 2022/08/05 12:50:04 - mmengine - INFO - Epoch(train) [4][100/314] lr: 1.9991e-01 eta: 6:22:52 time: 0.3141 data_time: 0.0504 memory: 9706 grad_norm: 1.0879 top1_acc: 0.5625 top5_acc: 0.8125 loss_cls: 1.1876 loss: 1.1876 2022/08/05 12:50:10 - mmengine - INFO - Epoch(train) [4][120/314] lr: 1.9990e-01 eta: 6:22:56 time: 0.3165 data_time: 0.0538 memory: 9706 grad_norm: 1.0388 top1_acc: 0.5000 top5_acc: 0.9375 loss_cls: 1.3056 loss: 1.3056 2022/08/05 12:50:16 - mmengine - INFO - Epoch(train) [4][140/314] lr: 1.9990e-01 eta: 6:22:58 time: 0.3153 data_time: 0.0509 memory: 9706 grad_norm: 1.0647 top1_acc: 0.5625 top5_acc: 0.8750 loss_cls: 1.2083 loss: 1.2083 2022/08/05 12:50:23 - mmengine - INFO - Epoch(train) [4][160/314] lr: 1.9989e-01 eta: 6:23:07 time: 0.3201 data_time: 0.0519 memory: 9706 grad_norm: 1.0026 top1_acc: 0.6250 top5_acc: 0.9375 loss_cls: 1.0862 loss: 1.0862 2022/08/05 12:50:29 - mmengine - INFO - Epoch(train) [4][180/314] lr: 1.9989e-01 eta: 6:23:07 time: 0.3146 data_time: 0.0497 memory: 9706 grad_norm: 1.0187 top1_acc: 0.7500 top5_acc: 1.0000 loss_cls: 1.1307 loss: 1.1307 2022/08/05 12:50:35 - mmengine - INFO - Epoch(train) [4][200/314] lr: 1.9989e-01 eta: 6:23:07 time: 0.3144 data_time: 0.0524 memory: 9706 grad_norm: 1.0388 top1_acc: 0.8125 top5_acc: 0.9375 loss_cls: 1.0980 loss: 1.0980 2022/08/05 12:50:42 - mmengine - INFO - Epoch(train) [4][220/314] lr: 1.9988e-01 eta: 6:23:06 time: 0.3136 data_time: 0.0512 memory: 9706 grad_norm: 1.0526 top1_acc: 0.3750 top5_acc: 1.0000 loss_cls: 1.2436 loss: 1.2436 2022/08/05 12:50:48 - mmengine - INFO - Epoch(train) [4][240/314] lr: 1.9988e-01 eta: 6:23:04 time: 0.3134 data_time: 0.0503 memory: 9706 grad_norm: 1.1707 top1_acc: 0.6875 top5_acc: 0.9375 loss_cls: 1.3202 loss: 1.3202 2022/08/05 12:50:54 - mmengine - INFO - Epoch(train) [4][260/314] lr: 1.9987e-01 eta: 6:23:09 time: 0.3190 data_time: 0.0519 memory: 9706 grad_norm: 1.0117 top1_acc: 0.4375 top5_acc: 0.7500 loss_cls: 1.1459 loss: 1.1459 2022/08/05 12:51:01 - mmengine - INFO - Epoch(train) [4][280/314] lr: 1.9987e-01 eta: 6:23:10 time: 0.3159 data_time: 0.0514 memory: 9706 grad_norm: 1.1021 top1_acc: 0.6250 top5_acc: 1.0000 loss_cls: 1.2070 loss: 1.2070 2022/08/05 12:51:07 - mmengine - INFO - Epoch(train) [4][300/314] lr: 1.9987e-01 eta: 6:23:07 time: 0.3125 data_time: 0.0512 memory: 9706 grad_norm: 1.0006 top1_acc: 0.6875 top5_acc: 0.8750 loss_cls: 1.1077 loss: 1.1077 2022/08/05 12:51:11 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_ntu60_xsub_keypoint_20220805_124409 2022/08/05 12:51:11 - mmengine - INFO - Epoch(train) [4][314/314] lr: 1.9986e-01 eta: 6:23:07 time: 0.3174 data_time: 0.0506 memory: 9706 grad_norm: 1.0584 top1_acc: 0.2500 top5_acc: 0.2500 loss_cls: 1.2478 loss: 1.2478 2022/08/05 12:51:11 - mmengine - INFO - Saving checkpoint at 4 epochs 2022/08/05 12:51:19 - mmengine - INFO - Epoch(train) [5][20/314] lr: 1.9986e-01 eta: 6:19:38 time: 0.3565 data_time: 0.0915 memory: 9706 grad_norm: 1.0729 top1_acc: 0.5625 top5_acc: 0.9375 loss_cls: 1.2469 loss: 1.2469 2022/08/05 12:51:26 - mmengine - INFO - Epoch(train) [5][40/314] lr: 1.9985e-01 eta: 6:19:39 time: 0.3134 data_time: 0.0514 memory: 9706 grad_norm: 1.0617 top1_acc: 0.5000 top5_acc: 0.9375 loss_cls: 1.1819 loss: 1.1819 2022/08/05 12:51:32 - mmengine - INFO - Epoch(train) [5][60/314] lr: 1.9985e-01 eta: 6:19:44 time: 0.3180 data_time: 0.0510 memory: 9706 grad_norm: 1.0357 top1_acc: 0.5000 top5_acc: 0.9375 loss_cls: 1.1774 loss: 1.1774 2022/08/05 12:51:38 - mmengine - INFO - Epoch(train) [5][80/314] lr: 1.9985e-01 eta: 6:19:42 time: 0.3117 data_time: 0.0503 memory: 9706 grad_norm: 1.0472 top1_acc: 0.6250 top5_acc: 1.0000 loss_cls: 1.1704 loss: 1.1704 2022/08/05 12:51:44 - mmengine - INFO - Epoch(train) [5][100/314] lr: 1.9984e-01 eta: 6:19:44 time: 0.3145 data_time: 0.0529 memory: 9706 grad_norm: 0.9918 top1_acc: 0.7500 top5_acc: 0.9375 loss_cls: 1.0967 loss: 1.0967 2022/08/05 12:51:51 - mmengine - INFO - Epoch(train) [5][120/314] lr: 1.9984e-01 eta: 6:19:47 time: 0.3170 data_time: 0.0542 memory: 9706 grad_norm: 1.0273 top1_acc: 0.6875 top5_acc: 0.9375 loss_cls: 1.0704 loss: 1.0704 2022/08/05 12:51:57 - mmengine - INFO - Epoch(train) [5][140/314] lr: 1.9983e-01 eta: 6:19:45 time: 0.3118 data_time: 0.0526 memory: 9706 grad_norm: 0.9841 top1_acc: 0.5625 top5_acc: 0.9375 loss_cls: 1.0177 loss: 1.0177 2022/08/05 12:52:03 - mmengine - INFO - Epoch(train) [5][160/314] lr: 1.9983e-01 eta: 6:19:46 time: 0.3144 data_time: 0.0533 memory: 9706 grad_norm: 1.0548 top1_acc: 0.6250 top5_acc: 0.9375 loss_cls: 1.1167 loss: 1.1167 2022/08/05 12:52:10 - mmengine - INFO - Epoch(train) [5][180/314] lr: 1.9982e-01 eta: 6:19:42 time: 0.3104 data_time: 0.0521 memory: 9706 grad_norm: 0.9955 top1_acc: 0.8125 top5_acc: 0.9375 loss_cls: 1.1267 loss: 1.1267 2022/08/05 12:52:16 - mmengine - INFO - Epoch(train) [5][200/314] lr: 1.9982e-01 eta: 6:19:42 time: 0.3145 data_time: 0.0510 memory: 9706 grad_norm: 1.0263 top1_acc: 0.7500 top5_acc: 1.0000 loss_cls: 1.0809 loss: 1.0809 2022/08/05 12:52:22 - mmengine - INFO - Epoch(train) [5][220/314] lr: 1.9981e-01 eta: 6:19:45 time: 0.3172 data_time: 0.0539 memory: 9706 grad_norm: 0.9923 top1_acc: 0.6250 top5_acc: 0.8750 loss_cls: 0.9350 loss: 0.9350 2022/08/05 12:52:29 - mmengine - INFO - Epoch(train) [5][240/314] lr: 1.9981e-01 eta: 6:19:49 time: 0.3190 data_time: 0.0536 memory: 9706 grad_norm: 1.0300 top1_acc: 0.7500 top5_acc: 0.9375 loss_cls: 1.0557 loss: 1.0557 2022/08/05 12:52:35 - mmengine - INFO - Epoch(train) [5][260/314] lr: 1.9980e-01 eta: 6:19:49 time: 0.3149 data_time: 0.0503 memory: 9706 grad_norm: 1.0126 top1_acc: 0.6875 top5_acc: 1.0000 loss_cls: 0.9508 loss: 0.9508 2022/08/05 12:52:41 - mmengine - INFO - Epoch(train) [5][280/314] lr: 1.9980e-01 eta: 6:19:49 time: 0.3154 data_time: 0.0503 memory: 9706 grad_norm: 1.0856 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 1.0805 loss: 1.0805 2022/08/05 12:52:47 - mmengine - INFO - Epoch(train) [5][300/314] lr: 1.9979e-01 eta: 6:19:47 time: 0.3129 data_time: 0.0522 memory: 9706 grad_norm: 1.0585 top1_acc: 0.5000 top5_acc: 1.0000 loss_cls: 1.0755 loss: 1.0755 2022/08/05 12:52:52 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_ntu60_xsub_keypoint_20220805_124409 2022/08/05 12:52:52 - mmengine - INFO - Epoch(train) [5][314/314] lr: 1.9979e-01 eta: 6:19:47 time: 0.3039 data_time: 0.0493 memory: 9706 grad_norm: 1.1313 top1_acc: 0.5000 top5_acc: 0.7500 loss_cls: 1.1820 loss: 1.1820 2022/08/05 12:52:52 - mmengine - INFO - Saving checkpoint at 5 epochs 2022/08/05 12:53:00 - mmengine - INFO - Epoch(train) [6][20/314] lr: 1.9978e-01 eta: 6:16:59 time: 0.3549 data_time: 0.0939 memory: 9706 grad_norm: 1.0384 top1_acc: 0.5625 top5_acc: 0.8750 loss_cls: 1.1351 loss: 1.1351 2022/08/05 12:53:06 - mmengine - INFO - Epoch(train) [6][40/314] lr: 1.9978e-01 eta: 6:16:57 time: 0.3117 data_time: 0.0492 memory: 9706 grad_norm: 0.9846 top1_acc: 0.6250 top5_acc: 1.0000 loss_cls: 1.0723 loss: 1.0723 2022/08/05 12:53:12 - mmengine - INFO - Epoch(train) [6][60/314] lr: 1.9977e-01 eta: 6:16:57 time: 0.3124 data_time: 0.0514 memory: 9706 grad_norm: 1.0122 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.9631 loss: 0.9631 2022/08/05 12:53:18 - mmengine - INFO - Epoch(train) [6][80/314] lr: 1.9976e-01 eta: 6:16:53 time: 0.3093 data_time: 0.0517 memory: 9706 grad_norm: 1.0373 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 1.1937 loss: 1.1937 2022/08/05 12:53:24 - mmengine - INFO - Epoch(train) [6][100/314] lr: 1.9976e-01 eta: 6:16:53 time: 0.3143 data_time: 0.0518 memory: 9706 grad_norm: 1.0185 top1_acc: 0.6250 top5_acc: 0.9375 loss_cls: 0.9494 loss: 0.9494 2022/08/05 12:53:31 - mmengine - INFO - Epoch(train) [6][120/314] lr: 1.9975e-01 eta: 6:16:59 time: 0.3205 data_time: 0.0526 memory: 9706 grad_norm: 1.0149 top1_acc: 0.8125 top5_acc: 0.9375 loss_cls: 0.9998 loss: 0.9998 2022/08/05 12:53:37 - mmengine - INFO - Epoch(train) [6][140/314] lr: 1.9975e-01 eta: 6:16:59 time: 0.3147 data_time: 0.0521 memory: 9706 grad_norm: 1.0568 top1_acc: 0.7500 top5_acc: 0.9375 loss_cls: 0.9692 loss: 0.9692 2022/08/05 12:53:43 - mmengine - INFO - Epoch(train) [6][160/314] lr: 1.9974e-01 eta: 6:16:59 time: 0.3137 data_time: 0.0500 memory: 9706 grad_norm: 1.0322 top1_acc: 0.6875 top5_acc: 1.0000 loss_cls: 0.9290 loss: 0.9290 2022/08/05 12:53:50 - mmengine - INFO - Epoch(train) [6][180/314] lr: 1.9973e-01 eta: 6:16:59 time: 0.3151 data_time: 0.0533 memory: 9706 grad_norm: 1.0924 top1_acc: 0.5625 top5_acc: 1.0000 loss_cls: 0.9398 loss: 0.9398 2022/08/05 12:53:56 - mmengine - INFO - Epoch(train) [6][200/314] lr: 1.9973e-01 eta: 6:17:00 time: 0.3161 data_time: 0.0508 memory: 9706 grad_norm: 1.0177 top1_acc: 0.6250 top5_acc: 1.0000 loss_cls: 0.9549 loss: 0.9549 2022/08/05 12:54:02 - mmengine - INFO - Epoch(train) [6][220/314] lr: 1.9972e-01 eta: 6:16:59 time: 0.3128 data_time: 0.0518 memory: 9706 grad_norm: 1.0967 top1_acc: 0.5000 top5_acc: 0.9375 loss_cls: 1.0327 loss: 1.0327 2022/08/05 12:54:09 - mmengine - INFO - Epoch(train) [6][240/314] lr: 1.9972e-01 eta: 6:17:00 time: 0.3163 data_time: 0.0523 memory: 9706 grad_norm: 1.0277 top1_acc: 0.7500 top5_acc: 1.0000 loss_cls: 1.0265 loss: 1.0265 2022/08/05 12:54:15 - mmengine - INFO - Epoch(train) [6][260/314] lr: 1.9971e-01 eta: 6:16:57 time: 0.3116 data_time: 0.0510 memory: 9706 grad_norm: 1.0203 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.8970 loss: 0.8970 2022/08/05 12:54:21 - mmengine - INFO - Epoch(train) [6][280/314] lr: 1.9970e-01 eta: 6:16:59 time: 0.3176 data_time: 0.0490 memory: 9706 grad_norm: 1.0102 top1_acc: 0.7500 top5_acc: 1.0000 loss_cls: 0.9789 loss: 0.9789 2022/08/05 12:54:28 - mmengine - INFO - Epoch(train) [6][300/314] lr: 1.9970e-01 eta: 6:16:58 time: 0.3152 data_time: 0.0518 memory: 9706 grad_norm: 1.0567 top1_acc: 0.5625 top5_acc: 0.9375 loss_cls: 1.0251 loss: 1.0251 2022/08/05 12:54:32 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_ntu60_xsub_keypoint_20220805_124409 2022/08/05 12:54:32 - mmengine - INFO - Epoch(train) [6][314/314] lr: 1.9969e-01 eta: 6:16:58 time: 0.3026 data_time: 0.0496 memory: 9706 grad_norm: 1.0476 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.9338 loss: 0.9338 2022/08/05 12:54:32 - mmengine - INFO - Saving checkpoint at 6 epochs 2022/08/05 12:54:40 - mmengine - INFO - Epoch(train) [7][20/314] lr: 1.9969e-01 eta: 6:14:37 time: 0.3542 data_time: 0.1009 memory: 9706 grad_norm: 1.0119 top1_acc: 0.6875 top5_acc: 0.9375 loss_cls: 0.8868 loss: 0.8868 2022/08/05 12:54:46 - mmengine - INFO - Epoch(train) [7][40/314] lr: 1.9968e-01 eta: 6:14:36 time: 0.3116 data_time: 0.0517 memory: 9706 grad_norm: 1.0822 top1_acc: 0.8125 top5_acc: 0.9375 loss_cls: 0.8845 loss: 0.8845 2022/08/05 12:54:52 - mmengine - INFO - Epoch(train) [7][60/314] lr: 1.9967e-01 eta: 6:14:39 time: 0.3183 data_time: 0.0527 memory: 9706 grad_norm: 0.9702 top1_acc: 0.6875 top5_acc: 1.0000 loss_cls: 1.0434 loss: 1.0434 2022/08/05 12:54:59 - mmengine - INFO - Epoch(train) [7][80/314] lr: 1.9967e-01 eta: 6:14:38 time: 0.3137 data_time: 0.0502 memory: 9706 grad_norm: 1.0460 top1_acc: 0.7500 top5_acc: 0.9375 loss_cls: 0.8761 loss: 0.8761 2022/08/05 12:55:05 - mmengine - INFO - Epoch(train) [7][100/314] lr: 1.9966e-01 eta: 6:14:41 time: 0.3179 data_time: 0.0527 memory: 9706 grad_norm: 1.0508 top1_acc: 0.5625 top5_acc: 0.8125 loss_cls: 1.0829 loss: 1.0829 2022/08/05 12:55:10 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_ntu60_xsub_keypoint_20220805_124409 2022/08/05 12:55:11 - mmengine - INFO - Epoch(train) [7][120/314] lr: 1.9965e-01 eta: 6:14:45 time: 0.3202 data_time: 0.0533 memory: 9706 grad_norm: 1.0276 top1_acc: 0.7500 top5_acc: 1.0000 loss_cls: 0.9572 loss: 0.9572 2022/08/05 12:55:18 - mmengine - INFO - Epoch(train) [7][140/314] lr: 1.9964e-01 eta: 6:14:44 time: 0.3134 data_time: 0.0525 memory: 9706 grad_norm: 1.0550 top1_acc: 0.5625 top5_acc: 0.9375 loss_cls: 0.9846 loss: 0.9846 2022/08/05 12:55:24 - mmengine - INFO - Epoch(train) [7][160/314] lr: 1.9964e-01 eta: 6:14:43 time: 0.3136 data_time: 0.0503 memory: 9706 grad_norm: 1.0234 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.8068 loss: 0.8068 2022/08/05 12:55:30 - mmengine - INFO - Epoch(train) [7][180/314] lr: 1.9963e-01 eta: 6:14:42 time: 0.3151 data_time: 0.0516 memory: 9706 grad_norm: 0.9584 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.8048 loss: 0.8048 2022/08/05 12:55:36 - mmengine - INFO - Epoch(train) [7][200/314] lr: 1.9962e-01 eta: 6:14:37 time: 0.3077 data_time: 0.0502 memory: 9706 grad_norm: 1.0464 top1_acc: 0.6875 top5_acc: 0.9375 loss_cls: 0.9303 loss: 0.9303 2022/08/05 12:55:43 - mmengine - INFO - Epoch(train) [7][220/314] lr: 1.9962e-01 eta: 6:14:36 time: 0.3145 data_time: 0.0507 memory: 9706 grad_norm: 0.9955 top1_acc: 0.6250 top5_acc: 1.0000 loss_cls: 0.9253 loss: 0.9253 2022/08/05 12:55:49 - mmengine - INFO - Epoch(train) [7][240/314] lr: 1.9961e-01 eta: 6:14:35 time: 0.3139 data_time: 0.0495 memory: 9706 grad_norm: 0.9815 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.8467 loss: 0.8467 2022/08/05 12:55:55 - mmengine - INFO - Epoch(train) [7][260/314] lr: 1.9960e-01 eta: 6:14:31 time: 0.3103 data_time: 0.0515 memory: 9706 grad_norm: 1.0309 top1_acc: 0.4375 top5_acc: 0.8125 loss_cls: 0.9358 loss: 0.9358 2022/08/05 12:56:01 - mmengine - INFO - Epoch(train) [7][280/314] lr: 1.9959e-01 eta: 6:14:34 time: 0.3196 data_time: 0.0488 memory: 9706 grad_norm: 1.0132 top1_acc: 0.6875 top5_acc: 1.0000 loss_cls: 0.8657 loss: 0.8657 2022/08/05 12:56:08 - mmengine - INFO - Epoch(train) [7][300/314] lr: 1.9959e-01 eta: 6:14:31 time: 0.3131 data_time: 0.0513 memory: 9706 grad_norm: 1.0547 top1_acc: 0.7500 top5_acc: 0.8750 loss_cls: 0.9421 loss: 0.9421 2022/08/05 12:56:12 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_ntu60_xsub_keypoint_20220805_124409 2022/08/05 12:56:12 - mmengine - INFO - Epoch(train) [7][314/314] lr: 1.9958e-01 eta: 6:14:31 time: 0.3200 data_time: 0.0697 memory: 9706 grad_norm: 1.0935 top1_acc: 0.5000 top5_acc: 0.7500 loss_cls: 0.9711 loss: 0.9711 2022/08/05 12:56:12 - mmengine - INFO - Saving checkpoint at 7 epochs 2022/08/05 12:56:20 - mmengine - INFO - Epoch(train) [8][20/314] lr: 1.9957e-01 eta: 6:12:30 time: 0.3534 data_time: 0.0905 memory: 9706 grad_norm: 1.0576 top1_acc: 0.6875 top5_acc: 1.0000 loss_cls: 0.7933 loss: 0.7933 2022/08/05 12:56:27 - mmengine - INFO - Epoch(train) [8][40/314] lr: 1.9957e-01 eta: 6:12:28 time: 0.3129 data_time: 0.0510 memory: 9706 grad_norm: 0.9873 top1_acc: 0.6250 top5_acc: 0.9375 loss_cls: 1.0078 loss: 1.0078 2022/08/05 12:56:33 - mmengine - INFO - Epoch(train) [8][60/314] lr: 1.9956e-01 eta: 6:12:27 time: 0.3133 data_time: 0.0495 memory: 9706 grad_norm: 0.9456 top1_acc: 0.6250 top5_acc: 1.0000 loss_cls: 0.9755 loss: 0.9755 2022/08/05 12:56:39 - mmengine - INFO - Epoch(train) [8][80/314] lr: 1.9955e-01 eta: 6:12:28 time: 0.3170 data_time: 0.0511 memory: 9706 grad_norm: 1.0294 top1_acc: 0.8750 top5_acc: 0.9375 loss_cls: 0.9496 loss: 0.9496 2022/08/05 12:56:45 - mmengine - INFO - Epoch(train) [8][100/314] lr: 1.9954e-01 eta: 6:12:28 time: 0.3144 data_time: 0.0492 memory: 9706 grad_norm: 0.9632 top1_acc: 0.7500 top5_acc: 1.0000 loss_cls: 0.8122 loss: 0.8122 2022/08/05 12:56:52 - mmengine - INFO - Epoch(train) [8][120/314] lr: 1.9953e-01 eta: 6:12:31 time: 0.3206 data_time: 0.0568 memory: 9706 grad_norm: 1.0488 top1_acc: 0.6875 top5_acc: 0.9375 loss_cls: 0.8488 loss: 0.8488 2022/08/05 12:56:58 - mmengine - INFO - Epoch(train) [8][140/314] lr: 1.9953e-01 eta: 6:12:31 time: 0.3168 data_time: 0.0548 memory: 9706 grad_norm: 1.0606 top1_acc: 0.6250 top5_acc: 1.0000 loss_cls: 0.8389 loss: 0.8389 2022/08/05 12:57:05 - mmengine - INFO - Epoch(train) [8][160/314] lr: 1.9952e-01 eta: 6:12:33 time: 0.3189 data_time: 0.0548 memory: 9706 grad_norm: 1.0202 top1_acc: 0.5625 top5_acc: 0.8125 loss_cls: 0.9641 loss: 0.9641 2022/08/05 12:57:11 - mmengine - INFO - Epoch(train) [8][180/314] lr: 1.9951e-01 eta: 6:12:33 time: 0.3152 data_time: 0.0514 memory: 9706 grad_norm: 1.0412 top1_acc: 0.7500 top5_acc: 0.9375 loss_cls: 0.9862 loss: 0.9862 2022/08/05 12:57:17 - mmengine - INFO - Epoch(train) [8][200/314] lr: 1.9950e-01 eta: 6:12:31 time: 0.3132 data_time: 0.0534 memory: 9706 grad_norm: 1.0251 top1_acc: 0.5625 top5_acc: 1.0000 loss_cls: 0.8585 loss: 0.8585 2022/08/05 12:57:23 - mmengine - INFO - Epoch(train) [8][220/314] lr: 1.9949e-01 eta: 6:12:30 time: 0.3145 data_time: 0.0529 memory: 9706 grad_norm: 1.0633 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.9085 loss: 0.9085 2022/08/05 12:57:30 - mmengine - INFO - Epoch(train) [8][240/314] lr: 1.9948e-01 eta: 6:12:29 time: 0.3159 data_time: 0.0543 memory: 9706 grad_norm: 0.9880 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.8653 loss: 0.8653 2022/08/05 12:57:36 - mmengine - INFO - Epoch(train) [8][260/314] lr: 1.9948e-01 eta: 6:12:26 time: 0.3122 data_time: 0.0511 memory: 9706 grad_norm: 1.0116 top1_acc: 0.5625 top5_acc: 0.8750 loss_cls: 0.9914 loss: 0.9914 2022/08/05 12:57:42 - mmengine - INFO - Epoch(train) [8][280/314] lr: 1.9947e-01 eta: 6:12:25 time: 0.3141 data_time: 0.0531 memory: 9706 grad_norm: 0.9738 top1_acc: 0.6875 top5_acc: 0.9375 loss_cls: 0.8653 loss: 0.8653 2022/08/05 12:57:49 - mmengine - INFO - Epoch(train) [8][300/314] lr: 1.9946e-01 eta: 6:12:21 time: 0.3116 data_time: 0.0504 memory: 9706 grad_norm: 1.0015 top1_acc: 0.7500 top5_acc: 1.0000 loss_cls: 0.8828 loss: 0.8828 2022/08/05 12:57:53 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_ntu60_xsub_keypoint_20220805_124409 2022/08/05 12:57:53 - mmengine - INFO - Epoch(train) [8][314/314] lr: 1.9945e-01 eta: 6:12:21 time: 0.2997 data_time: 0.0495 memory: 9706 grad_norm: 1.0857 top1_acc: 0.2500 top5_acc: 0.7500 loss_cls: 0.9885 loss: 0.9885 2022/08/05 12:57:53 - mmengine - INFO - Saving checkpoint at 8 epochs 2022/08/05 12:58:01 - mmengine - INFO - Epoch(train) [9][20/314] lr: 1.9944e-01 eta: 6:10:31 time: 0.3473 data_time: 0.0848 memory: 9706 grad_norm: 1.0025 top1_acc: 0.7500 top5_acc: 0.9375 loss_cls: 0.8920 loss: 0.8920 2022/08/05 12:58:07 - mmengine - INFO - Epoch(train) [9][40/314] lr: 1.9944e-01 eta: 6:10:31 time: 0.3157 data_time: 0.0541 memory: 9706 grad_norm: 1.0046 top1_acc: 0.7500 top5_acc: 0.8125 loss_cls: 0.8808 loss: 0.8808 2022/08/05 12:58:13 - mmengine - INFO - Epoch(train) [9][60/314] lr: 1.9943e-01 eta: 6:10:33 time: 0.3202 data_time: 0.0545 memory: 9706 grad_norm: 0.9811 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.7951 loss: 0.7951 2022/08/05 12:58:20 - mmengine - INFO - Epoch(train) [9][80/314] lr: 1.9942e-01 eta: 6:10:33 time: 0.3169 data_time: 0.0547 memory: 9706 grad_norm: 0.9810 top1_acc: 0.5625 top5_acc: 0.8125 loss_cls: 0.8451 loss: 0.8451 2022/08/05 12:58:26 - mmengine - INFO - Epoch(train) [9][100/314] lr: 1.9941e-01 eta: 6:10:31 time: 0.3129 data_time: 0.0504 memory: 9706 grad_norm: 1.0115 top1_acc: 0.6250 top5_acc: 1.0000 loss_cls: 0.8332 loss: 0.8332 2022/08/05 12:58:32 - mmengine - INFO - Epoch(train) [9][120/314] lr: 1.9940e-01 eta: 6:10:34 time: 0.3204 data_time: 0.0534 memory: 9706 grad_norm: 1.0570 top1_acc: 0.6250 top5_acc: 1.0000 loss_cls: 0.8102 loss: 0.8102 2022/08/05 12:58:39 - mmengine - INFO - Epoch(train) [9][140/314] lr: 1.9939e-01 eta: 6:10:33 time: 0.3162 data_time: 0.0531 memory: 9706 grad_norm: 1.0364 top1_acc: 0.8125 top5_acc: 0.9375 loss_cls: 0.8650 loss: 0.8650 2022/08/05 12:58:45 - mmengine - INFO - Epoch(train) [9][160/314] lr: 1.9938e-01 eta: 6:10:31 time: 0.3131 data_time: 0.0523 memory: 9706 grad_norm: 1.1140 top1_acc: 0.8125 top5_acc: 0.9375 loss_cls: 0.8114 loss: 0.8114 2022/08/05 12:58:51 - mmengine - INFO - Epoch(train) [9][180/314] lr: 1.9937e-01 eta: 6:10:29 time: 0.3144 data_time: 0.0504 memory: 9706 grad_norm: 0.9930 top1_acc: 0.7500 top5_acc: 0.9375 loss_cls: 0.7841 loss: 0.7841 2022/08/05 12:58:57 - mmengine - INFO - Epoch(train) [9][200/314] lr: 1.9936e-01 eta: 6:10:27 time: 0.3121 data_time: 0.0514 memory: 9706 grad_norm: 1.0522 top1_acc: 0.7500 top5_acc: 0.9375 loss_cls: 0.9161 loss: 0.9161 2022/08/05 12:59:04 - mmengine - INFO - Epoch(train) [9][220/314] lr: 1.9935e-01 eta: 6:10:24 time: 0.3123 data_time: 0.0496 memory: 9706 grad_norm: 1.0435 top1_acc: 0.6875 top5_acc: 0.9375 loss_cls: 0.8741 loss: 0.8741 2022/08/05 12:59:10 - mmengine - INFO - Epoch(train) [9][240/314] lr: 1.9934e-01 eta: 6:10:22 time: 0.3136 data_time: 0.0509 memory: 9706 grad_norm: 0.9630 top1_acc: 0.7500 top5_acc: 1.0000 loss_cls: 0.8008 loss: 0.8008 2022/08/05 12:59:16 - mmengine - INFO - Epoch(train) [9][260/314] lr: 1.9933e-01 eta: 6:10:20 time: 0.3140 data_time: 0.0505 memory: 9706 grad_norm: 1.0053 top1_acc: 0.6875 top5_acc: 0.9375 loss_cls: 0.9521 loss: 0.9521 2022/08/05 12:59:23 - mmengine - INFO - Epoch(train) [9][280/314] lr: 1.9932e-01 eta: 6:10:21 time: 0.3204 data_time: 0.0502 memory: 9706 grad_norm: 1.0121 top1_acc: 0.5625 top5_acc: 0.9375 loss_cls: 0.9314 loss: 0.9314 2022/08/05 12:59:29 - mmengine - INFO - Epoch(train) [9][300/314] lr: 1.9931e-01 eta: 6:10:18 time: 0.3123 data_time: 0.0502 memory: 9706 grad_norm: 0.9637 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.7591 loss: 0.7591 2022/08/05 12:59:33 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_ntu60_xsub_keypoint_20220805_124409 2022/08/05 12:59:33 - mmengine - INFO - Epoch(train) [9][314/314] lr: 1.9931e-01 eta: 6:10:18 time: 0.3019 data_time: 0.0482 memory: 9706 grad_norm: 1.0290 top1_acc: 0.5000 top5_acc: 0.7500 loss_cls: 0.8946 loss: 0.8946 2022/08/05 12:59:33 - mmengine - INFO - Saving checkpoint at 9 epochs 2022/08/05 12:59:41 - mmengine - INFO - Epoch(train) [10][20/314] lr: 1.9930e-01 eta: 6:08:44 time: 0.3564 data_time: 0.0913 memory: 9706 grad_norm: 0.9815 top1_acc: 0.6875 top5_acc: 1.0000 loss_cls: 0.7869 loss: 0.7869 2022/08/05 12:59:47 - mmengine - INFO - Epoch(train) [10][40/314] lr: 1.9929e-01 eta: 6:08:41 time: 0.3116 data_time: 0.0487 memory: 9706 grad_norm: 1.0202 top1_acc: 0.6250 top5_acc: 1.0000 loss_cls: 0.7619 loss: 0.7619 2022/08/05 12:59:54 - mmengine - INFO - Epoch(train) [10][60/314] lr: 1.9928e-01 eta: 6:08:42 time: 0.3189 data_time: 0.0515 memory: 9706 grad_norm: 1.0688 top1_acc: 0.6875 top5_acc: 0.8750 loss_cls: 0.8473 loss: 0.8473 2022/08/05 13:00:00 - mmengine - INFO - Epoch(train) [10][80/314] lr: 1.9927e-01 eta: 6:08:39 time: 0.3108 data_time: 0.0480 memory: 9706 grad_norm: 1.0279 top1_acc: 0.7500 top5_acc: 1.0000 loss_cls: 0.8726 loss: 0.8726 2022/08/05 13:00:06 - mmengine - INFO - Epoch(train) [10][100/314] lr: 1.9926e-01 eta: 6:08:36 time: 0.3117 data_time: 0.0512 memory: 9706 grad_norm: 1.0350 top1_acc: 0.9375 top5_acc: 0.9375 loss_cls: 0.7452 loss: 0.7452 2022/08/05 13:00:12 - mmengine - INFO - Epoch(train) [10][120/314] lr: 1.9925e-01 eta: 6:08:36 time: 0.3190 data_time: 0.0528 memory: 9706 grad_norm: 0.9967 top1_acc: 0.9375 top5_acc: 0.9375 loss_cls: 0.7923 loss: 0.7923 2022/08/05 13:00:19 - mmengine - INFO - Epoch(train) [10][140/314] lr: 1.9924e-01 eta: 6:08:33 time: 0.3117 data_time: 0.0507 memory: 9706 grad_norm: 0.9935 top1_acc: 0.7500 top5_acc: 1.0000 loss_cls: 0.8782 loss: 0.8782 2022/08/05 13:00:25 - mmengine - INFO - Epoch(train) [10][160/314] lr: 1.9923e-01 eta: 6:08:32 time: 0.3144 data_time: 0.0512 memory: 9706 grad_norm: 1.0459 top1_acc: 0.8125 top5_acc: 0.9375 loss_cls: 0.8273 loss: 0.8273 2022/08/05 13:00:29 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_ntu60_xsub_keypoint_20220805_124409 2022/08/05 13:00:31 - mmengine - INFO - Epoch(train) [10][180/314] lr: 1.9922e-01 eta: 6:08:29 time: 0.3136 data_time: 0.0504 memory: 9706 grad_norm: 0.9733 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.7256 loss: 0.7256 2022/08/05 13:00:37 - mmengine - INFO - Epoch(train) [10][200/314] lr: 1.9921e-01 eta: 6:08:28 time: 0.3165 data_time: 0.0500 memory: 9706 grad_norm: 0.9540 top1_acc: 0.6250 top5_acc: 0.9375 loss_cls: 0.7685 loss: 0.7685 2022/08/05 13:00:44 - mmengine - INFO - Epoch(train) [10][220/314] lr: 1.9920e-01 eta: 6:08:28 time: 0.3184 data_time: 0.0545 memory: 9706 grad_norm: 1.0378 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.7751 loss: 0.7751 2022/08/05 13:00:50 - mmengine - INFO - Epoch(train) [10][240/314] lr: 1.9918e-01 eta: 6:08:29 time: 0.3198 data_time: 0.0533 memory: 9706 grad_norm: 1.0321 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.7186 loss: 0.7186 2022/08/05 13:00:57 - mmengine - INFO - Epoch(train) [10][260/314] lr: 1.9917e-01 eta: 6:08:26 time: 0.3134 data_time: 0.0504 memory: 9706 grad_norm: 0.9814 top1_acc: 0.8750 top5_acc: 0.9375 loss_cls: 0.9321 loss: 0.9321 2022/08/05 13:01:03 - mmengine - INFO - Epoch(train) [10][280/314] lr: 1.9916e-01 eta: 6:08:25 time: 0.3164 data_time: 0.0500 memory: 9706 grad_norm: 1.0544 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.8079 loss: 0.8079 2022/08/05 13:01:09 - mmengine - INFO - Epoch(train) [10][300/314] lr: 1.9915e-01 eta: 6:08:24 time: 0.3163 data_time: 0.0507 memory: 9706 grad_norm: 1.0135 top1_acc: 0.8125 top5_acc: 0.8750 loss_cls: 0.8234 loss: 0.8234 2022/08/05 13:01:14 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_ntu60_xsub_keypoint_20220805_124409 2022/08/05 13:01:14 - mmengine - INFO - Epoch(train) [10][314/314] lr: 1.9915e-01 eta: 6:08:24 time: 0.3247 data_time: 0.0652 memory: 9706 grad_norm: 1.0845 top1_acc: 0.5000 top5_acc: 1.0000 loss_cls: 0.7831 loss: 0.7831 2022/08/05 13:01:14 - mmengine - INFO - Saving checkpoint at 10 epochs 2022/08/05 13:01:22 - mmengine - INFO - Epoch(val) [10][20/129] eta: 0:00:39 time: 0.3583 data_time: 0.2049 memory: 1867 2022/08/05 13:01:27 - mmengine - INFO - Epoch(val) [10][40/129] eta: 0:00:22 time: 0.2526 data_time: 0.0947 memory: 1867 2022/08/05 13:01:32 - mmengine - INFO - Epoch(val) [10][60/129] eta: 0:00:17 time: 0.2471 data_time: 0.0915 memory: 1867 2022/08/05 13:01:37 - mmengine - INFO - Epoch(val) [10][80/129] eta: 0:00:12 time: 0.2515 data_time: 0.0962 memory: 1867 2022/08/05 13:01:42 - mmengine - INFO - Epoch(val) [10][100/129] eta: 0:00:06 time: 0.2349 data_time: 0.0835 memory: 1867 2022/08/05 13:01:46 - mmengine - INFO - Epoch(val) [10][120/129] eta: 0:00:01 time: 0.2142 data_time: 0.0657 memory: 1867 2022/08/05 13:01:48 - mmengine - INFO - Epoch(val) [10][129/129] acc/top1: 0.7150 acc/top5: 0.9628 acc/mean1: 0.7148 2022/08/05 13:01:49 - mmengine - INFO - The best checkpoint with 0.7150 acc/top1 at 11 epoch is saved to best_acc/top1_epoch_11.pth. 2022/08/05 13:01:56 - mmengine - INFO - Epoch(train) [11][20/314] lr: 1.9913e-01 eta: 6:06:55 time: 0.3497 data_time: 0.0896 memory: 9706 grad_norm: 1.0311 top1_acc: 0.7500 top5_acc: 0.9375 loss_cls: 0.6777 loss: 0.6777 2022/08/05 13:02:03 - mmengine - INFO - Epoch(train) [11][40/314] lr: 1.9912e-01 eta: 6:06:54 time: 0.3160 data_time: 0.0513 memory: 9706 grad_norm: 0.9904 top1_acc: 0.8125 top5_acc: 0.9375 loss_cls: 0.6829 loss: 0.6829 2022/08/05 13:02:09 - mmengine - INFO - Epoch(train) [11][60/314] lr: 1.9911e-01 eta: 6:06:51 time: 0.3121 data_time: 0.0551 memory: 9706 grad_norm: 0.9512 top1_acc: 0.6875 top5_acc: 1.0000 loss_cls: 0.8612 loss: 0.8612 2022/08/05 13:02:15 - mmengine - INFO - Epoch(train) [11][80/314] lr: 1.9910e-01 eta: 6:06:49 time: 0.3121 data_time: 0.0491 memory: 9706 grad_norm: 0.9450 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.7090 loss: 0.7090 2022/08/05 13:02:22 - mmengine - INFO - Epoch(train) [11][100/314] lr: 1.9909e-01 eta: 6:06:48 time: 0.3177 data_time: 0.0521 memory: 9706 grad_norm: 1.0055 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.7596 loss: 0.7596 2022/08/05 13:02:28 - mmengine - INFO - Epoch(train) [11][120/314] lr: 1.9908e-01 eta: 6:06:46 time: 0.3138 data_time: 0.0504 memory: 9706 grad_norm: 1.0419 top1_acc: 0.6250 top5_acc: 1.0000 loss_cls: 0.7494 loss: 0.7494 2022/08/05 13:02:34 - mmengine - INFO - Epoch(train) [11][140/314] lr: 1.9907e-01 eta: 6:06:46 time: 0.3201 data_time: 0.0530 memory: 9706 grad_norm: 0.9941 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.7948 loss: 0.7948 2022/08/05 13:02:41 - mmengine - INFO - Epoch(train) [11][160/314] lr: 1.9906e-01 eta: 6:06:45 time: 0.3154 data_time: 0.0516 memory: 9706 grad_norm: 1.0587 top1_acc: 0.7500 top5_acc: 1.0000 loss_cls: 0.6859 loss: 0.6859 2022/08/05 13:02:47 - mmengine - INFO - Epoch(train) [11][180/314] lr: 1.9904e-01 eta: 6:06:43 time: 0.3155 data_time: 0.0515 memory: 9706 grad_norm: 1.0355 top1_acc: 0.6875 top5_acc: 0.9375 loss_cls: 0.8808 loss: 0.8808 2022/08/05 13:02:53 - mmengine - INFO - Epoch(train) [11][200/314] lr: 1.9903e-01 eta: 6:06:40 time: 0.3126 data_time: 0.0506 memory: 9706 grad_norm: 0.9899 top1_acc: 0.6250 top5_acc: 1.0000 loss_cls: 0.7448 loss: 0.7448 2022/08/05 13:02:59 - mmengine - INFO - Epoch(train) [11][220/314] lr: 1.9902e-01 eta: 6:06:37 time: 0.3128 data_time: 0.0526 memory: 9706 grad_norm: 1.0385 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.7775 loss: 0.7775 2022/08/05 13:03:06 - mmengine - INFO - Epoch(train) [11][240/314] lr: 1.9901e-01 eta: 6:06:34 time: 0.3141 data_time: 0.0507 memory: 9706 grad_norm: 1.0251 top1_acc: 0.5000 top5_acc: 0.9375 loss_cls: 0.7065 loss: 0.7065 2022/08/05 13:03:12 - mmengine - INFO - Epoch(train) [11][260/314] lr: 1.9900e-01 eta: 6:06:33 time: 0.3165 data_time: 0.0506 memory: 9706 grad_norm: 0.9826 top1_acc: 0.6875 top5_acc: 1.0000 loss_cls: 0.8570 loss: 0.8570 2022/08/05 13:03:18 - mmengine - INFO - Epoch(train) [11][280/314] lr: 1.9899e-01 eta: 6:06:29 time: 0.3110 data_time: 0.0512 memory: 9706 grad_norm: 1.0278 top1_acc: 0.6875 top5_acc: 1.0000 loss_cls: 0.8567 loss: 0.8567 2022/08/05 13:03:25 - mmengine - INFO - Epoch(train) [11][300/314] lr: 1.9897e-01 eta: 6:06:28 time: 0.3185 data_time: 0.0536 memory: 9706 grad_norm: 1.0067 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.7185 loss: 0.7185 2022/08/05 13:03:29 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_ntu60_xsub_keypoint_20220805_124409 2022/08/05 13:03:29 - mmengine - INFO - Epoch(train) [11][314/314] lr: 1.9897e-01 eta: 6:06:28 time: 0.2971 data_time: 0.0463 memory: 9706 grad_norm: 1.0801 top1_acc: 0.5000 top5_acc: 0.7500 loss_cls: 0.8654 loss: 0.8654 2022/08/05 13:03:29 - mmengine - INFO - Saving checkpoint at 11 epochs 2022/08/05 13:03:37 - mmengine - INFO - Epoch(train) [12][20/314] lr: 1.9895e-01 eta: 6:05:08 time: 0.3509 data_time: 0.0924 memory: 9706 grad_norm: 1.0036 top1_acc: 0.6875 top5_acc: 1.0000 loss_cls: 0.7785 loss: 0.7785 2022/08/05 13:03:43 - mmengine - INFO - Epoch(train) [12][40/314] lr: 1.9894e-01 eta: 6:05:04 time: 0.3110 data_time: 0.0516 memory: 9706 grad_norm: 0.9791 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.8132 loss: 0.8132 2022/08/05 13:03:49 - mmengine - INFO - Epoch(train) [12][60/314] lr: 1.9893e-01 eta: 6:05:03 time: 0.3158 data_time: 0.0525 memory: 9706 grad_norm: 0.9893 top1_acc: 0.6875 top5_acc: 0.9375 loss_cls: 0.7756 loss: 0.7756 2022/08/05 13:03:55 - mmengine - INFO - Epoch(train) [12][80/314] lr: 1.9892e-01 eta: 6:05:01 time: 0.3154 data_time: 0.0502 memory: 9706 grad_norm: 1.0053 top1_acc: 0.5000 top5_acc: 0.8750 loss_cls: 0.7708 loss: 0.7708 2022/08/05 13:04:02 - mmengine - INFO - Epoch(train) [12][100/314] lr: 1.9891e-01 eta: 6:04:58 time: 0.3135 data_time: 0.0501 memory: 9706 grad_norm: 1.0115 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.7467 loss: 0.7467 2022/08/05 13:04:08 - mmengine - INFO - Epoch(train) [12][120/314] lr: 1.9889e-01 eta: 6:04:54 time: 0.3097 data_time: 0.0492 memory: 9706 grad_norm: 1.0298 top1_acc: 0.7500 top5_acc: 1.0000 loss_cls: 0.8294 loss: 0.8294 2022/08/05 13:04:14 - mmengine - INFO - Epoch(train) [12][140/314] lr: 1.9888e-01 eta: 6:04:52 time: 0.3156 data_time: 0.0505 memory: 9706 grad_norm: 1.0402 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.7700 loss: 0.7700 2022/08/05 13:04:20 - mmengine - INFO - Epoch(train) [12][160/314] lr: 1.9887e-01 eta: 6:04:49 time: 0.3131 data_time: 0.0499 memory: 9706 grad_norm: 0.9909 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.7106 loss: 0.7106 2022/08/05 13:04:27 - mmengine - INFO - Epoch(train) [12][180/314] lr: 1.9886e-01 eta: 6:04:46 time: 0.3117 data_time: 0.0502 memory: 9706 grad_norm: 1.0136 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.7299 loss: 0.7299 2022/08/05 13:04:33 - mmengine - INFO - Epoch(train) [12][200/314] lr: 1.9884e-01 eta: 6:04:45 time: 0.3173 data_time: 0.0527 memory: 9706 grad_norm: 0.9827 top1_acc: 0.6875 top5_acc: 0.9375 loss_cls: 0.7365 loss: 0.7365 2022/08/05 13:04:39 - mmengine - INFO - Epoch(train) [12][220/314] lr: 1.9883e-01 eta: 6:04:43 time: 0.3171 data_time: 0.0519 memory: 9706 grad_norm: 0.9970 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.7319 loss: 0.7319 2022/08/05 13:04:46 - mmengine - INFO - Epoch(train) [12][240/314] lr: 1.9882e-01 eta: 6:04:40 time: 0.3133 data_time: 0.0493 memory: 9706 grad_norm: 1.0093 top1_acc: 0.7500 top5_acc: 1.0000 loss_cls: 0.8216 loss: 0.8216 2022/08/05 13:04:52 - mmengine - INFO - Epoch(train) [12][260/314] lr: 1.9880e-01 eta: 6:04:37 time: 0.3137 data_time: 0.0510 memory: 9706 grad_norm: 1.0600 top1_acc: 0.6875 top5_acc: 0.9375 loss_cls: 0.7835 loss: 0.7835 2022/08/05 13:04:58 - mmengine - INFO - Epoch(train) [12][280/314] lr: 1.9879e-01 eta: 6:04:35 time: 0.3155 data_time: 0.0503 memory: 9706 grad_norm: 1.0254 top1_acc: 0.6875 top5_acc: 0.9375 loss_cls: 0.6970 loss: 0.6970 2022/08/05 13:05:04 - mmengine - INFO - Epoch(train) [12][300/314] lr: 1.9878e-01 eta: 6:04:32 time: 0.3122 data_time: 0.0495 memory: 9706 grad_norm: 1.0430 top1_acc: 0.5000 top5_acc: 0.9375 loss_cls: 0.7544 loss: 0.7544 2022/08/05 13:05:09 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_ntu60_xsub_keypoint_20220805_124409 2022/08/05 13:05:09 - mmengine - INFO - Epoch(train) [12][314/314] lr: 1.9877e-01 eta: 6:04:32 time: 0.2957 data_time: 0.0456 memory: 9706 grad_norm: 1.0997 top1_acc: 0.2500 top5_acc: 0.5000 loss_cls: 0.9010 loss: 0.9010 2022/08/05 13:05:09 - mmengine - INFO - Saving checkpoint at 12 epochs 2022/08/05 13:05:17 - mmengine - INFO - Epoch(train) [13][20/314] lr: 1.9876e-01 eta: 6:03:16 time: 0.3476 data_time: 0.0870 memory: 9706 grad_norm: 0.9866 top1_acc: 0.8125 top5_acc: 0.9375 loss_cls: 0.7322 loss: 0.7322 2022/08/05 13:05:23 - mmengine - INFO - Epoch(train) [13][40/314] lr: 1.9874e-01 eta: 6:03:14 time: 0.3144 data_time: 0.0519 memory: 9706 grad_norm: 0.9616 top1_acc: 0.7500 top5_acc: 0.9375 loss_cls: 0.7205 loss: 0.7205 2022/08/05 13:05:29 - mmengine - INFO - Epoch(train) [13][60/314] lr: 1.9873e-01 eta: 6:03:12 time: 0.3155 data_time: 0.0536 memory: 9706 grad_norm: 1.0046 top1_acc: 0.6875 top5_acc: 1.0000 loss_cls: 0.7590 loss: 0.7590 2022/08/05 13:05:36 - mmengine - INFO - Epoch(train) [13][80/314] lr: 1.9872e-01 eta: 6:03:11 time: 0.3180 data_time: 0.0542 memory: 9706 grad_norm: 0.9800 top1_acc: 0.7500 top5_acc: 1.0000 loss_cls: 0.8180 loss: 0.8180 2022/08/05 13:05:42 - mmengine - INFO - Epoch(train) [13][100/314] lr: 1.9870e-01 eta: 6:03:11 time: 0.3208 data_time: 0.0557 memory: 9706 grad_norm: 1.0233 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.8251 loss: 0.8251 2022/08/05 13:05:48 - mmengine - INFO - Epoch(train) [13][120/314] lr: 1.9869e-01 eta: 6:03:07 time: 0.3113 data_time: 0.0502 memory: 9706 grad_norm: 0.9575 top1_acc: 0.8125 top5_acc: 0.9375 loss_cls: 0.7870 loss: 0.7870 2022/08/05 13:05:55 - mmengine - INFO - Epoch(train) [13][140/314] lr: 1.9868e-01 eta: 6:03:05 time: 0.3159 data_time: 0.0519 memory: 9706 grad_norm: 0.9639 top1_acc: 0.7500 top5_acc: 1.0000 loss_cls: 0.7384 loss: 0.7384 2022/08/05 13:06:01 - mmengine - INFO - Epoch(train) [13][160/314] lr: 1.9866e-01 eta: 6:03:03 time: 0.3173 data_time: 0.0533 memory: 9706 grad_norm: 1.0045 top1_acc: 0.7500 top5_acc: 1.0000 loss_cls: 0.7677 loss: 0.7677 2022/08/05 13:06:07 - mmengine - INFO - Epoch(train) [13][180/314] lr: 1.9865e-01 eta: 6:03:00 time: 0.3132 data_time: 0.0521 memory: 9706 grad_norm: 1.0179 top1_acc: 0.6875 top5_acc: 0.9375 loss_cls: 0.6546 loss: 0.6546 2022/08/05 13:06:14 - mmengine - INFO - Epoch(train) [13][200/314] lr: 1.9864e-01 eta: 6:02:58 time: 0.3159 data_time: 0.0525 memory: 9706 grad_norm: 1.1375 top1_acc: 0.6250 top5_acc: 0.9375 loss_cls: 0.8987 loss: 0.8987 2022/08/05 13:06:20 - mmengine - INFO - Epoch(train) [13][220/314] lr: 1.9862e-01 eta: 6:02:56 time: 0.3169 data_time: 0.0532 memory: 9706 grad_norm: 1.0715 top1_acc: 0.7500 top5_acc: 0.9375 loss_cls: 0.7302 loss: 0.7302 2022/08/05 13:06:24 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_ntu60_xsub_keypoint_20220805_124409 2022/08/05 13:06:26 - mmengine - INFO - Epoch(train) [13][240/314] lr: 1.9861e-01 eta: 6:02:54 time: 0.3178 data_time: 0.0522 memory: 9706 grad_norm: 1.0024 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.7869 loss: 0.7869 2022/08/05 13:06:33 - mmengine - INFO - Epoch(train) [13][260/314] lr: 1.9859e-01 eta: 6:02:55 time: 0.3240 data_time: 0.0513 memory: 9706 grad_norm: 1.0139 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.7918 loss: 0.7918 2022/08/05 13:06:39 - mmengine - INFO - Epoch(train) [13][280/314] lr: 1.9858e-01 eta: 6:02:54 time: 0.3198 data_time: 0.0501 memory: 9706 grad_norm: 0.9786 top1_acc: 0.6875 top5_acc: 0.9375 loss_cls: 0.8827 loss: 0.8827 2022/08/05 13:06:46 - mmengine - INFO - Epoch(train) [13][300/314] lr: 1.9857e-01 eta: 6:02:52 time: 0.3167 data_time: 0.0513 memory: 9706 grad_norm: 1.0121 top1_acc: 0.6875 top5_acc: 0.9375 loss_cls: 0.7304 loss: 0.7304 2022/08/05 13:06:50 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_ntu60_xsub_keypoint_20220805_124409 2022/08/05 13:06:50 - mmengine - INFO - Epoch(train) [13][314/314] lr: 1.9856e-01 eta: 6:02:52 time: 0.3047 data_time: 0.0448 memory: 9706 grad_norm: 1.0770 top1_acc: 0.5000 top5_acc: 1.0000 loss_cls: 0.8510 loss: 0.8510 2022/08/05 13:06:50 - mmengine - INFO - Saving checkpoint at 13 epochs 2022/08/05 13:06:58 - mmengine - INFO - Epoch(train) [14][20/314] lr: 1.9854e-01 eta: 6:01:44 time: 0.3530 data_time: 0.0882 memory: 9706 grad_norm: 1.0530 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.7442 loss: 0.7442 2022/08/05 13:07:04 - mmengine - INFO - Epoch(train) [14][40/314] lr: 1.9853e-01 eta: 6:01:41 time: 0.3153 data_time: 0.0503 memory: 9706 grad_norm: 0.9878 top1_acc: 0.7500 top5_acc: 1.0000 loss_cls: 0.7322 loss: 0.7322 2022/08/05 13:07:11 - mmengine - INFO - Epoch(train) [14][60/314] lr: 1.9851e-01 eta: 6:01:42 time: 0.3250 data_time: 0.0565 memory: 9706 grad_norm: 1.0175 top1_acc: 0.6250 top5_acc: 0.9375 loss_cls: 0.8137 loss: 0.8137 2022/08/05 13:07:17 - mmengine - INFO - Epoch(train) [14][80/314] lr: 1.9850e-01 eta: 6:01:39 time: 0.3120 data_time: 0.0499 memory: 9706 grad_norm: 1.0130 top1_acc: 0.7500 top5_acc: 0.9375 loss_cls: 0.7352 loss: 0.7352 2022/08/05 13:07:23 - mmengine - INFO - Epoch(train) [14][100/314] lr: 1.9848e-01 eta: 6:01:36 time: 0.3144 data_time: 0.0527 memory: 9706 grad_norm: 1.0822 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.8442 loss: 0.8442 2022/08/05 13:07:29 - mmengine - INFO - Epoch(train) [14][120/314] lr: 1.9847e-01 eta: 6:01:32 time: 0.3117 data_time: 0.0510 memory: 9706 grad_norm: 1.0293 top1_acc: 0.6875 top5_acc: 0.9375 loss_cls: 0.7924 loss: 0.7924 2022/08/05 13:07:36 - mmengine - INFO - Epoch(train) [14][140/314] lr: 1.9846e-01 eta: 6:01:31 time: 0.3204 data_time: 0.0540 memory: 9706 grad_norm: 0.9671 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.7467 loss: 0.7467 2022/08/05 13:07:42 - mmengine - INFO - Epoch(train) [14][160/314] lr: 1.9844e-01 eta: 6:01:28 time: 0.3140 data_time: 0.0486 memory: 9706 grad_norm: 0.9554 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.7187 loss: 0.7187 2022/08/05 13:07:48 - mmengine - INFO - Epoch(train) [14][180/314] lr: 1.9843e-01 eta: 6:01:25 time: 0.3147 data_time: 0.0525 memory: 9706 grad_norm: 1.0440 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.7194 loss: 0.7194 2022/08/05 13:07:55 - mmengine - INFO - Epoch(train) [14][200/314] lr: 1.9841e-01 eta: 6:01:22 time: 0.3142 data_time: 0.0494 memory: 9706 grad_norm: 1.0796 top1_acc: 0.6875 top5_acc: 0.8750 loss_cls: 0.8722 loss: 0.8722 2022/08/05 13:08:01 - mmengine - INFO - Epoch(train) [14][220/314] lr: 1.9840e-01 eta: 6:01:20 time: 0.3158 data_time: 0.0532 memory: 9706 grad_norm: 1.0039 top1_acc: 0.7500 top5_acc: 1.0000 loss_cls: 0.6933 loss: 0.6933 2022/08/05 13:08:07 - mmengine - INFO - Epoch(train) [14][240/314] lr: 1.9838e-01 eta: 6:01:17 time: 0.3158 data_time: 0.0498 memory: 9706 grad_norm: 1.0397 top1_acc: 0.8750 top5_acc: 0.9375 loss_cls: 0.6733 loss: 0.6733 2022/08/05 13:08:14 - mmengine - INFO - Epoch(train) [14][260/314] lr: 1.9837e-01 eta: 6:01:15 time: 0.3165 data_time: 0.0514 memory: 9706 grad_norm: 1.0709 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.6372 loss: 0.6372 2022/08/05 13:08:20 - mmengine - INFO - Epoch(train) [14][280/314] lr: 1.9835e-01 eta: 6:01:11 time: 0.3134 data_time: 0.0476 memory: 9706 grad_norm: 1.0444 top1_acc: 0.6250 top5_acc: 0.9375 loss_cls: 0.6973 loss: 0.6973 2022/08/05 13:08:26 - mmengine - INFO - Epoch(train) [14][300/314] lr: 1.9834e-01 eta: 6:01:08 time: 0.3134 data_time: 0.0523 memory: 9706 grad_norm: 0.9820 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.5908 loss: 0.5908 2022/08/05 13:08:30 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_ntu60_xsub_keypoint_20220805_124409 2022/08/05 13:08:30 - mmengine - INFO - Epoch(train) [14][314/314] lr: 1.9833e-01 eta: 6:01:08 time: 0.3058 data_time: 0.0444 memory: 9706 grad_norm: 1.0005 top1_acc: 0.2500 top5_acc: 0.5000 loss_cls: 0.7404 loss: 0.7404 2022/08/05 13:08:31 - mmengine - INFO - Saving checkpoint at 14 epochs 2022/08/05 13:08:39 - mmengine - INFO - Epoch(train) [15][20/314] lr: 1.9831e-01 eta: 6:00:03 time: 0.3496 data_time: 0.0832 memory: 9706 grad_norm: 1.0122 top1_acc: 0.6875 top5_acc: 1.0000 loss_cls: 0.6912 loss: 0.6912 2022/08/05 13:08:45 - mmengine - INFO - Epoch(train) [15][40/314] lr: 1.9830e-01 eta: 6:00:00 time: 0.3148 data_time: 0.0489 memory: 9706 grad_norm: 1.0165 top1_acc: 0.6875 top5_acc: 0.9375 loss_cls: 0.7451 loss: 0.7451 2022/08/05 13:08:51 - mmengine - INFO - Epoch(train) [15][60/314] lr: 1.9828e-01 eta: 5:59:59 time: 0.3195 data_time: 0.0534 memory: 9706 grad_norm: 1.0051 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.6534 loss: 0.6534 2022/08/05 13:08:58 - mmengine - INFO - Epoch(train) [15][80/314] lr: 1.9826e-01 eta: 5:59:56 time: 0.3132 data_time: 0.0467 memory: 9706 grad_norm: 1.0141 top1_acc: 0.7500 top5_acc: 0.9375 loss_cls: 0.6870 loss: 0.6870 2022/08/05 13:09:04 - mmengine - INFO - Epoch(train) [15][100/314] lr: 1.9825e-01 eta: 5:59:53 time: 0.3160 data_time: 0.0532 memory: 9706 grad_norm: 1.0944 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.6535 loss: 0.6535 2022/08/05 13:09:10 - mmengine - INFO - Epoch(train) [15][120/314] lr: 1.9823e-01 eta: 5:59:50 time: 0.3137 data_time: 0.0476 memory: 9706 grad_norm: 1.0006 top1_acc: 0.6875 top5_acc: 1.0000 loss_cls: 0.7461 loss: 0.7461 2022/08/05 13:09:16 - mmengine - INFO - Epoch(train) [15][140/314] lr: 1.9822e-01 eta: 5:59:46 time: 0.3119 data_time: 0.0508 memory: 9706 grad_norm: 1.0259 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.6824 loss: 0.6824 2022/08/05 13:09:23 - mmengine - INFO - Epoch(train) [15][160/314] lr: 1.9820e-01 eta: 5:59:44 time: 0.3167 data_time: 0.0476 memory: 9706 grad_norm: 1.0615 top1_acc: 0.8750 top5_acc: 0.9375 loss_cls: 0.6534 loss: 0.6534 2022/08/05 13:09:29 - mmengine - INFO - Epoch(train) [15][180/314] lr: 1.9819e-01 eta: 5:59:41 time: 0.3154 data_time: 0.0533 memory: 9706 grad_norm: 1.0204 top1_acc: 0.8125 top5_acc: 0.9375 loss_cls: 0.6699 loss: 0.6699 2022/08/05 13:09:35 - mmengine - INFO - Epoch(train) [15][200/314] lr: 1.9817e-01 eta: 5:59:37 time: 0.3139 data_time: 0.0479 memory: 9706 grad_norm: 0.9658 top1_acc: 0.7500 top5_acc: 1.0000 loss_cls: 0.6040 loss: 0.6040 2022/08/05 13:09:42 - mmengine - INFO - Epoch(train) [15][220/314] lr: 1.9816e-01 eta: 5:59:36 time: 0.3208 data_time: 0.0502 memory: 9706 grad_norm: 0.9687 top1_acc: 0.6875 top5_acc: 1.0000 loss_cls: 0.7188 loss: 0.7188 2022/08/05 13:09:48 - mmengine - INFO - Epoch(train) [15][240/314] lr: 1.9814e-01 eta: 5:59:33 time: 0.3139 data_time: 0.0491 memory: 9706 grad_norm: 0.9951 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.6509 loss: 0.6509 2022/08/05 13:09:54 - mmengine - INFO - Epoch(train) [15][260/314] lr: 1.9812e-01 eta: 5:59:31 time: 0.3184 data_time: 0.0530 memory: 9706 grad_norm: 1.0383 top1_acc: 0.7500 top5_acc: 0.9375 loss_cls: 0.6014 loss: 0.6014 2022/08/05 13:10:01 - mmengine - INFO - Epoch(train) [15][280/314] lr: 1.9811e-01 eta: 5:59:28 time: 0.3167 data_time: 0.0489 memory: 9706 grad_norm: 1.0515 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.7241 loss: 0.7241 2022/08/05 13:10:07 - mmengine - INFO - Epoch(train) [15][300/314] lr: 1.9809e-01 eta: 5:59:25 time: 0.3132 data_time: 0.0516 memory: 9706 grad_norm: 1.0230 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.7674 loss: 0.7674 2022/08/05 13:10:11 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_ntu60_xsub_keypoint_20220805_124409 2022/08/05 13:10:11 - mmengine - INFO - Epoch(train) [15][314/314] lr: 1.9808e-01 eta: 5:59:25 time: 0.2996 data_time: 0.0471 memory: 9706 grad_norm: 1.0175 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.7097 loss: 0.7097 2022/08/05 13:10:11 - mmengine - INFO - Saving checkpoint at 15 epochs 2022/08/05 13:10:19 - mmengine - INFO - Epoch(train) [16][20/314] lr: 1.9806e-01 eta: 5:58:23 time: 0.3479 data_time: 0.0833 memory: 9706 grad_norm: 1.0516 top1_acc: 0.7500 top5_acc: 1.0000 loss_cls: 0.7909 loss: 0.7909 2022/08/05 13:10:26 - mmengine - INFO - Epoch(train) [16][40/314] lr: 1.9805e-01 eta: 5:58:21 time: 0.3167 data_time: 0.0494 memory: 9706 grad_norm: 1.0662 top1_acc: 0.7500 top5_acc: 1.0000 loss_cls: 0.8310 loss: 0.8310 2022/08/05 13:10:32 - mmengine - INFO - Epoch(train) [16][60/314] lr: 1.9803e-01 eta: 5:58:18 time: 0.3167 data_time: 0.0505 memory: 9706 grad_norm: 0.9513 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.6830 loss: 0.6830 2022/08/05 13:10:38 - mmengine - INFO - Epoch(train) [16][80/314] lr: 1.9801e-01 eta: 5:58:15 time: 0.3134 data_time: 0.0505 memory: 9706 grad_norm: 1.0180 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.6384 loss: 0.6384 2022/08/05 13:10:45 - mmengine - INFO - Epoch(train) [16][100/314] lr: 1.9800e-01 eta: 5:58:12 time: 0.3153 data_time: 0.0502 memory: 9706 grad_norm: 1.0344 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.8694 loss: 0.8694 2022/08/05 13:10:51 - mmengine - INFO - Epoch(train) [16][120/314] lr: 1.9798e-01 eta: 5:58:09 time: 0.3163 data_time: 0.0500 memory: 9706 grad_norm: 1.0128 top1_acc: 0.8125 top5_acc: 0.9375 loss_cls: 0.6808 loss: 0.6808 2022/08/05 13:10:57 - mmengine - INFO - Epoch(train) [16][140/314] lr: 1.9796e-01 eta: 5:58:06 time: 0.3142 data_time: 0.0517 memory: 9706 grad_norm: 0.9911 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.6655 loss: 0.6655 2022/08/05 13:11:03 - mmengine - INFO - Epoch(train) [16][160/314] lr: 1.9795e-01 eta: 5:58:01 time: 0.3107 data_time: 0.0498 memory: 9706 grad_norm: 1.0322 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.7214 loss: 0.7214 2022/08/05 13:11:10 - mmengine - INFO - Epoch(train) [16][180/314] lr: 1.9793e-01 eta: 5:57:59 time: 0.3170 data_time: 0.0512 memory: 9706 grad_norm: 0.9987 top1_acc: 0.6875 top5_acc: 0.9375 loss_cls: 0.6148 loss: 0.6148 2022/08/05 13:11:16 - mmengine - INFO - Epoch(train) [16][200/314] lr: 1.9791e-01 eta: 5:57:58 time: 0.3234 data_time: 0.0497 memory: 9706 grad_norm: 1.0301 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.5708 loss: 0.5708 2022/08/05 13:11:23 - mmengine - INFO - Epoch(train) [16][220/314] lr: 1.9790e-01 eta: 5:57:57 time: 0.3222 data_time: 0.0514 memory: 9706 grad_norm: 1.0181 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.7008 loss: 0.7008 2022/08/05 13:11:29 - mmengine - INFO - Epoch(train) [16][240/314] lr: 1.9788e-01 eta: 5:57:55 time: 0.3195 data_time: 0.0507 memory: 9706 grad_norm: 0.9682 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.7329 loss: 0.7329 2022/08/05 13:11:35 - mmengine - INFO - Epoch(train) [16][260/314] lr: 1.9786e-01 eta: 5:57:52 time: 0.3158 data_time: 0.0515 memory: 9706 grad_norm: 1.0362 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.6056 loss: 0.6056 2022/08/05 13:11:42 - mmengine - INFO - Epoch(train) [16][280/314] lr: 1.9784e-01 eta: 5:57:49 time: 0.3174 data_time: 0.0517 memory: 9706 grad_norm: 1.0248 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.6634 loss: 0.6634 2022/08/05 13:11:45 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_ntu60_xsub_keypoint_20220805_124409 2022/08/05 13:11:48 - mmengine - INFO - Epoch(train) [16][300/314] lr: 1.9783e-01 eta: 5:57:45 time: 0.3133 data_time: 0.0504 memory: 9706 grad_norm: 1.0495 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.7731 loss: 0.7731 2022/08/05 13:11:52 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_ntu60_xsub_keypoint_20220805_124409 2022/08/05 13:11:52 - mmengine - INFO - Epoch(train) [16][314/314] lr: 1.9782e-01 eta: 5:57:45 time: 0.3095 data_time: 0.0491 memory: 9706 grad_norm: 1.0568 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.6564 loss: 0.6564 2022/08/05 13:11:52 - mmengine - INFO - Saving checkpoint at 16 epochs 2022/08/05 13:12:00 - mmengine - INFO - Epoch(train) [17][20/314] lr: 1.9780e-01 eta: 5:56:50 time: 0.3573 data_time: 0.0935 memory: 9706 grad_norm: 1.0362 top1_acc: 0.6250 top5_acc: 0.9375 loss_cls: 0.8115 loss: 0.8115 2022/08/05 13:12:07 - mmengine - INFO - Epoch(train) [17][40/314] lr: 1.9778e-01 eta: 5:56:48 time: 0.3177 data_time: 0.0492 memory: 9706 grad_norm: 1.0334 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.6665 loss: 0.6665 2022/08/05 13:12:13 - mmengine - INFO - Epoch(train) [17][60/314] lr: 1.9776e-01 eta: 5:56:45 time: 0.3159 data_time: 0.0511 memory: 9706 grad_norm: 1.0308 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.7193 loss: 0.7193 2022/08/05 13:12:19 - mmengine - INFO - Epoch(train) [17][80/314] lr: 1.9775e-01 eta: 5:56:40 time: 0.3111 data_time: 0.0512 memory: 9706 grad_norm: 0.9298 top1_acc: 0.6875 top5_acc: 1.0000 loss_cls: 0.6010 loss: 0.6010 2022/08/05 13:12:26 - mmengine - INFO - Epoch(train) [17][100/314] lr: 1.9773e-01 eta: 5:56:37 time: 0.3136 data_time: 0.0518 memory: 9706 grad_norm: 1.0122 top1_acc: 0.6875 top5_acc: 1.0000 loss_cls: 0.7043 loss: 0.7043 2022/08/05 13:12:32 - mmengine - INFO - Epoch(train) [17][120/314] lr: 1.9771e-01 eta: 5:56:34 time: 0.3158 data_time: 0.0514 memory: 9706 grad_norm: 1.0472 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.5241 loss: 0.5241 2022/08/05 13:12:38 - mmengine - INFO - Epoch(train) [17][140/314] lr: 1.9769e-01 eta: 5:56:30 time: 0.3149 data_time: 0.0517 memory: 9706 grad_norm: 0.9528 top1_acc: 0.6875 top5_acc: 0.9375 loss_cls: 0.7425 loss: 0.7425 2022/08/05 13:12:44 - mmengine - INFO - Epoch(train) [17][160/314] lr: 1.9767e-01 eta: 5:56:28 time: 0.3165 data_time: 0.0509 memory: 9706 grad_norm: 1.0249 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.6804 loss: 0.6804 2022/08/05 13:12:51 - mmengine - INFO - Epoch(train) [17][180/314] lr: 1.9766e-01 eta: 5:56:25 time: 0.3190 data_time: 0.0510 memory: 9706 grad_norm: 1.0416 top1_acc: 0.7500 top5_acc: 0.8125 loss_cls: 0.7062 loss: 0.7062 2022/08/05 13:12:57 - mmengine - INFO - Epoch(train) [17][200/314] lr: 1.9764e-01 eta: 5:56:24 time: 0.3237 data_time: 0.0499 memory: 9706 grad_norm: 1.0167 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.6659 loss: 0.6659 2022/08/05 13:13:04 - mmengine - INFO - Epoch(train) [17][220/314] lr: 1.9762e-01 eta: 5:56:21 time: 0.3163 data_time: 0.0504 memory: 9706 grad_norm: 0.9686 top1_acc: 0.7500 top5_acc: 1.0000 loss_cls: 0.6422 loss: 0.6422 2022/08/05 13:13:10 - mmengine - INFO - Epoch(train) [17][240/314] lr: 1.9760e-01 eta: 5:56:18 time: 0.3145 data_time: 0.0509 memory: 9706 grad_norm: 1.0026 top1_acc: 0.6875 top5_acc: 0.9375 loss_cls: 0.7195 loss: 0.7195 2022/08/05 13:13:16 - mmengine - INFO - Epoch(train) [17][260/314] lr: 1.9758e-01 eta: 5:56:16 time: 0.3216 data_time: 0.0520 memory: 9706 grad_norm: 1.0572 top1_acc: 0.6875 top5_acc: 1.0000 loss_cls: 0.6397 loss: 0.6397 2022/08/05 13:13:23 - mmengine - INFO - Epoch(train) [17][280/314] lr: 1.9757e-01 eta: 5:56:12 time: 0.3147 data_time: 0.0506 memory: 9706 grad_norm: 1.0015 top1_acc: 0.7500 top5_acc: 1.0000 loss_cls: 0.6869 loss: 0.6869 2022/08/05 13:13:29 - mmengine - INFO - Epoch(train) [17][300/314] lr: 1.9755e-01 eta: 5:56:08 time: 0.3120 data_time: 0.0509 memory: 9706 grad_norm: 0.9928 top1_acc: 0.6875 top5_acc: 0.9375 loss_cls: 0.6504 loss: 0.6504 2022/08/05 13:13:33 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_ntu60_xsub_keypoint_20220805_124409 2022/08/05 13:13:33 - mmengine - INFO - Epoch(train) [17][314/314] lr: 1.9754e-01 eta: 5:56:08 time: 0.3002 data_time: 0.0470 memory: 9706 grad_norm: 1.0020 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.6007 loss: 0.6007 2022/08/05 13:13:33 - mmengine - INFO - Saving checkpoint at 17 epochs 2022/08/05 13:13:41 - mmengine - INFO - Epoch(train) [18][20/314] lr: 1.9752e-01 eta: 5:55:14 time: 0.3511 data_time: 0.0859 memory: 9706 grad_norm: 1.0350 top1_acc: 0.8125 top5_acc: 0.9375 loss_cls: 0.5879 loss: 0.5879 2022/08/05 13:13:47 - mmengine - INFO - Epoch(train) [18][40/314] lr: 1.9750e-01 eta: 5:55:10 time: 0.3114 data_time: 0.0513 memory: 9706 grad_norm: 1.0204 top1_acc: 0.6875 top5_acc: 0.9375 loss_cls: 0.6599 loss: 0.6599 2022/08/05 13:13:54 - mmengine - INFO - Epoch(train) [18][60/314] lr: 1.9748e-01 eta: 5:55:07 time: 0.3184 data_time: 0.0535 memory: 9706 grad_norm: 0.9924 top1_acc: 0.7500 top5_acc: 1.0000 loss_cls: 0.6771 loss: 0.6771 2022/08/05 13:14:00 - mmengine - INFO - Epoch(train) [18][80/314] lr: 1.9746e-01 eta: 5:55:03 time: 0.3102 data_time: 0.0488 memory: 9706 grad_norm: 1.0121 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.7463 loss: 0.7463 2022/08/05 13:14:06 - mmengine - INFO - Epoch(train) [18][100/314] lr: 1.9744e-01 eta: 5:54:59 time: 0.3149 data_time: 0.0519 memory: 9706 grad_norm: 0.9894 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.5789 loss: 0.5789 2022/08/05 13:14:13 - mmengine - INFO - Epoch(train) [18][120/314] lr: 1.9742e-01 eta: 5:54:57 time: 0.3197 data_time: 0.0483 memory: 9706 grad_norm: 0.9479 top1_acc: 0.6875 top5_acc: 0.8750 loss_cls: 0.6931 loss: 0.6931 2022/08/05 13:14:19 - mmengine - INFO - Epoch(train) [18][140/314] lr: 1.9740e-01 eta: 5:54:53 time: 0.3139 data_time: 0.0522 memory: 9706 grad_norm: 1.0651 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.6889 loss: 0.6889 2022/08/05 13:14:25 - mmengine - INFO - Epoch(train) [18][160/314] lr: 1.9739e-01 eta: 5:54:49 time: 0.3138 data_time: 0.0482 memory: 9706 grad_norm: 1.0182 top1_acc: 0.6875 top5_acc: 1.0000 loss_cls: 0.7062 loss: 0.7062 2022/08/05 13:14:32 - mmengine - INFO - Epoch(train) [18][180/314] lr: 1.9737e-01 eta: 5:54:47 time: 0.3208 data_time: 0.0518 memory: 9706 grad_norm: 0.9324 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.5978 loss: 0.5978 2022/08/05 13:14:38 - mmengine - INFO - Epoch(train) [18][200/314] lr: 1.9735e-01 eta: 5:54:43 time: 0.3103 data_time: 0.0501 memory: 9706 grad_norm: 0.9665 top1_acc: 0.7500 top5_acc: 0.9375 loss_cls: 0.5998 loss: 0.5998 2022/08/05 13:14:44 - mmengine - INFO - Epoch(train) [18][220/314] lr: 1.9733e-01 eta: 5:54:39 time: 0.3144 data_time: 0.0515 memory: 9706 grad_norm: 0.9736 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.6704 loss: 0.6704 2022/08/05 13:14:50 - mmengine - INFO - Epoch(train) [18][240/314] lr: 1.9731e-01 eta: 5:54:34 time: 0.3106 data_time: 0.0494 memory: 9706 grad_norm: 0.9328 top1_acc: 0.8125 top5_acc: 0.9375 loss_cls: 0.6466 loss: 0.6466 2022/08/05 13:14:57 - mmengine - INFO - Epoch(train) [18][260/314] lr: 1.9729e-01 eta: 5:54:32 time: 0.3194 data_time: 0.0545 memory: 9706 grad_norm: 1.0061 top1_acc: 0.6875 top5_acc: 1.0000 loss_cls: 0.6404 loss: 0.6404 2022/08/05 13:15:03 - mmengine - INFO - Epoch(train) [18][280/314] lr: 1.9727e-01 eta: 5:54:29 time: 0.3164 data_time: 0.0518 memory: 9706 grad_norm: 1.0026 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.7205 loss: 0.7205 2022/08/05 13:15:09 - mmengine - INFO - Epoch(train) [18][300/314] lr: 1.9725e-01 eta: 5:54:25 time: 0.3166 data_time: 0.0550 memory: 9706 grad_norm: 1.0046 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.5584 loss: 0.5584 2022/08/05 13:15:13 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_ntu60_xsub_keypoint_20220805_124409 2022/08/05 13:15:13 - mmengine - INFO - Epoch(train) [18][314/314] lr: 1.9724e-01 eta: 5:54:25 time: 0.2975 data_time: 0.0469 memory: 9706 grad_norm: 1.0218 top1_acc: 0.5000 top5_acc: 1.0000 loss_cls: 0.7236 loss: 0.7236 2022/08/05 13:15:13 - mmengine - INFO - Saving checkpoint at 18 epochs 2022/08/05 13:15:21 - mmengine - INFO - Epoch(train) [19][20/314] lr: 1.9722e-01 eta: 5:53:33 time: 0.3487 data_time: 0.0859 memory: 9706 grad_norm: 0.9595 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.6723 loss: 0.6723 2022/08/05 13:15:27 - mmengine - INFO - Epoch(train) [19][40/314] lr: 1.9720e-01 eta: 5:53:29 time: 0.3119 data_time: 0.0484 memory: 9706 grad_norm: 1.0218 top1_acc: 0.7500 top5_acc: 1.0000 loss_cls: 0.6816 loss: 0.6816 2022/08/05 13:15:34 - mmengine - INFO - Epoch(train) [19][60/314] lr: 1.9718e-01 eta: 5:53:25 time: 0.3146 data_time: 0.0525 memory: 9706 grad_norm: 1.0316 top1_acc: 0.6250 top5_acc: 0.8750 loss_cls: 0.6575 loss: 0.6575 2022/08/05 13:15:40 - mmengine - INFO - Epoch(train) [19][80/314] lr: 1.9716e-01 eta: 5:53:22 time: 0.3175 data_time: 0.0516 memory: 9706 grad_norm: 1.0380 top1_acc: 0.6875 top5_acc: 1.0000 loss_cls: 0.7698 loss: 0.7698 2022/08/05 13:15:46 - mmengine - INFO - Epoch(train) [19][100/314] lr: 1.9714e-01 eta: 5:53:19 time: 0.3168 data_time: 0.0539 memory: 9706 grad_norm: 1.0068 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.5834 loss: 0.5834 2022/08/05 13:15:53 - mmengine - INFO - Epoch(train) [19][120/314] lr: 1.9712e-01 eta: 5:53:16 time: 0.3146 data_time: 0.0505 memory: 9706 grad_norm: 0.9815 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.6485 loss: 0.6485 2022/08/05 13:15:59 - mmengine - INFO - Epoch(train) [19][140/314] lr: 1.9710e-01 eta: 5:53:11 time: 0.3124 data_time: 0.0545 memory: 9706 grad_norm: 0.9877 top1_acc: 0.5625 top5_acc: 1.0000 loss_cls: 0.6784 loss: 0.6784 2022/08/05 13:16:05 - mmengine - INFO - Epoch(train) [19][160/314] lr: 1.9708e-01 eta: 5:53:07 time: 0.3125 data_time: 0.0495 memory: 9706 grad_norm: 1.0405 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.7349 loss: 0.7349 2022/08/05 13:16:12 - mmengine - INFO - Epoch(train) [19][180/314] lr: 1.9706e-01 eta: 5:53:04 time: 0.3165 data_time: 0.0531 memory: 9706 grad_norm: 1.0230 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.6593 loss: 0.6593 2022/08/05 13:16:18 - mmengine - INFO - Epoch(train) [19][200/314] lr: 1.9704e-01 eta: 5:53:00 time: 0.3142 data_time: 0.0511 memory: 9706 grad_norm: 0.9776 top1_acc: 0.6250 top5_acc: 1.0000 loss_cls: 0.7098 loss: 0.7098 2022/08/05 13:16:24 - mmengine - INFO - Epoch(train) [19][220/314] lr: 1.9702e-01 eta: 5:52:56 time: 0.3128 data_time: 0.0537 memory: 9706 grad_norm: 0.9639 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.5023 loss: 0.5023 2022/08/05 13:16:30 - mmengine - INFO - Epoch(train) [19][240/314] lr: 1.9700e-01 eta: 5:52:51 time: 0.3117 data_time: 0.0521 memory: 9706 grad_norm: 1.0101 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.6344 loss: 0.6344 2022/08/05 13:16:37 - mmengine - INFO - Epoch(train) [19][260/314] lr: 1.9698e-01 eta: 5:52:48 time: 0.3143 data_time: 0.0524 memory: 9706 grad_norm: 1.0143 top1_acc: 0.7500 top5_acc: 0.9375 loss_cls: 0.5269 loss: 0.5269 2022/08/05 13:16:43 - mmengine - INFO - Epoch(train) [19][280/314] lr: 1.9696e-01 eta: 5:52:43 time: 0.3116 data_time: 0.0509 memory: 9706 grad_norm: 0.9971 top1_acc: 0.6875 top5_acc: 1.0000 loss_cls: 0.5810 loss: 0.5810 2022/08/05 13:16:49 - mmengine - INFO - Epoch(train) [19][300/314] lr: 1.9694e-01 eta: 5:52:39 time: 0.3124 data_time: 0.0515 memory: 9706 grad_norm: 0.9696 top1_acc: 0.8125 top5_acc: 0.9375 loss_cls: 0.7106 loss: 0.7106 2022/08/05 13:16:53 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_ntu60_xsub_keypoint_20220805_124409 2022/08/05 13:16:53 - mmengine - INFO - Epoch(train) [19][314/314] lr: 1.9692e-01 eta: 5:52:39 time: 0.2956 data_time: 0.0474 memory: 9706 grad_norm: 1.0861 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.7212 loss: 0.7212 2022/08/05 13:16:53 - mmengine - INFO - Saving checkpoint at 19 epochs 2022/08/05 13:17:01 - mmengine - INFO - Epoch(train) [20][20/314] lr: 1.9690e-01 eta: 5:51:50 time: 0.3504 data_time: 0.0883 memory: 9706 grad_norm: 1.0349 top1_acc: 0.6250 top5_acc: 0.9375 loss_cls: 0.6514 loss: 0.6514 2022/08/05 13:17:05 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_ntu60_xsub_keypoint_20220805_124409 2022/08/05 13:17:07 - mmengine - INFO - Epoch(train) [20][40/314] lr: 1.9688e-01 eta: 5:51:45 time: 0.3100 data_time: 0.0517 memory: 9706 grad_norm: 1.0472 top1_acc: 0.7500 top5_acc: 0.9375 loss_cls: 0.7098 loss: 0.7098 2022/08/05 13:17:14 - mmengine - INFO - Epoch(train) [20][60/314] lr: 1.9686e-01 eta: 5:51:43 time: 0.3211 data_time: 0.0518 memory: 9706 grad_norm: 0.9789 top1_acc: 0.7500 top5_acc: 1.0000 loss_cls: 0.6595 loss: 0.6595 2022/08/05 13:17:20 - mmengine - INFO - Epoch(train) [20][80/314] lr: 1.9684e-01 eta: 5:51:39 time: 0.3154 data_time: 0.0523 memory: 9706 grad_norm: 0.9576 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.6215 loss: 0.6215 2022/08/05 13:17:26 - mmengine - INFO - Epoch(train) [20][100/314] lr: 1.9682e-01 eta: 5:51:35 time: 0.3124 data_time: 0.0513 memory: 9706 grad_norm: 0.9701 top1_acc: 0.6875 top5_acc: 0.9375 loss_cls: 0.6993 loss: 0.6993 2022/08/05 13:17:33 - mmengine - INFO - Epoch(train) [20][120/314] lr: 1.9680e-01 eta: 5:51:31 time: 0.3157 data_time: 0.0520 memory: 9706 grad_norm: 0.9814 top1_acc: 0.6875 top5_acc: 0.8750 loss_cls: 0.6780 loss: 0.6780 2022/08/05 13:17:39 - mmengine - INFO - Epoch(train) [20][140/314] lr: 1.9678e-01 eta: 5:51:28 time: 0.3150 data_time: 0.0512 memory: 9706 grad_norm: 0.9995 top1_acc: 0.7500 top5_acc: 1.0000 loss_cls: 0.6728 loss: 0.6728 2022/08/05 13:17:45 - mmengine - INFO - Epoch(train) [20][160/314] lr: 1.9676e-01 eta: 5:51:24 time: 0.3160 data_time: 0.0514 memory: 9706 grad_norm: 1.0210 top1_acc: 0.6875 top5_acc: 1.0000 loss_cls: 0.6596 loss: 0.6596 2022/08/05 13:17:52 - mmengine - INFO - Epoch(train) [20][180/314] lr: 1.9674e-01 eta: 5:51:22 time: 0.3229 data_time: 0.0520 memory: 9706 grad_norm: 1.0224 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.6684 loss: 0.6684 2022/08/05 13:17:58 - mmengine - INFO - Epoch(train) [20][200/314] lr: 1.9672e-01 eta: 5:51:17 time: 0.3113 data_time: 0.0498 memory: 9706 grad_norm: 1.0525 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.5606 loss: 0.5606 2022/08/05 13:18:04 - mmengine - INFO - Epoch(train) [20][220/314] lr: 1.9669e-01 eta: 5:51:13 time: 0.3112 data_time: 0.0514 memory: 9706 grad_norm: 1.0488 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.7682 loss: 0.7682 2022/08/05 13:18:10 - mmengine - INFO - Epoch(train) [20][240/314] lr: 1.9667e-01 eta: 5:51:09 time: 0.3130 data_time: 0.0527 memory: 9706 grad_norm: 0.9898 top1_acc: 0.8125 top5_acc: 0.9375 loss_cls: 0.8420 loss: 0.8420 2022/08/05 13:18:17 - mmengine - INFO - Epoch(train) [20][260/314] lr: 1.9665e-01 eta: 5:51:04 time: 0.3128 data_time: 0.0516 memory: 9706 grad_norm: 1.0154 top1_acc: 0.8750 top5_acc: 0.9375 loss_cls: 0.7565 loss: 0.7565 2022/08/05 13:18:23 - mmengine - INFO - Epoch(train) [20][280/314] lr: 1.9663e-01 eta: 5:51:00 time: 0.3138 data_time: 0.0527 memory: 9706 grad_norm: 1.0410 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.6517 loss: 0.6517 2022/08/05 13:18:29 - mmengine - INFO - Epoch(train) [20][300/314] lr: 1.9661e-01 eta: 5:50:56 time: 0.3123 data_time: 0.0498 memory: 9706 grad_norm: 1.0749 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.6958 loss: 0.6958 2022/08/05 13:18:34 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_ntu60_xsub_keypoint_20220805_124409 2022/08/05 13:18:34 - mmengine - INFO - Epoch(train) [20][314/314] lr: 1.9659e-01 eta: 5:50:56 time: 0.3158 data_time: 0.0493 memory: 9706 grad_norm: 1.1071 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.6096 loss: 0.6096 2022/08/05 13:18:34 - mmengine - INFO - Saving checkpoint at 20 epochs 2022/08/05 13:18:42 - mmengine - INFO - Epoch(val) [20][20/129] eta: 0:00:36 time: 0.3384 data_time: 0.1846 memory: 1867 2022/08/05 13:18:47 - mmengine - INFO - Epoch(val) [20][40/129] eta: 0:00:22 time: 0.2536 data_time: 0.0965 memory: 1867 2022/08/05 13:18:52 - mmengine - INFO - Epoch(val) [20][60/129] eta: 0:00:17 time: 0.2505 data_time: 0.0900 memory: 1867 2022/08/05 13:18:57 - mmengine - INFO - Epoch(val) [20][80/129] eta: 0:00:12 time: 0.2528 data_time: 0.0941 memory: 1867 2022/08/05 13:19:01 - mmengine - INFO - Epoch(val) [20][100/129] eta: 0:00:06 time: 0.2366 data_time: 0.0829 memory: 1867 2022/08/05 13:19:06 - mmengine - INFO - Epoch(val) [20][120/129] eta: 0:00:01 time: 0.2109 data_time: 0.0628 memory: 1867 2022/08/05 13:19:08 - mmengine - INFO - Epoch(val) [20][129/129] acc/top1: 0.6891 acc/top5: 0.9532 acc/mean1: 0.6889 2022/08/05 13:19:16 - mmengine - INFO - Epoch(train) [21][20/314] lr: 1.9657e-01 eta: 5:50:15 time: 0.3777 data_time: 0.0845 memory: 9706 grad_norm: 1.0135 top1_acc: 0.8125 top5_acc: 0.9375 loss_cls: 0.8342 loss: 0.8342 2022/08/05 13:19:22 - mmengine - INFO - Epoch(train) [21][40/314] lr: 1.9655e-01 eta: 5:50:11 time: 0.3148 data_time: 0.0507 memory: 9706 grad_norm: 1.0467 top1_acc: 0.7500 top5_acc: 1.0000 loss_cls: 0.6560 loss: 0.6560 2022/08/05 13:19:28 - mmengine - INFO - Epoch(train) [21][60/314] lr: 1.9653e-01 eta: 5:50:07 time: 0.3129 data_time: 0.0518 memory: 9706 grad_norm: 0.9791 top1_acc: 0.7500 top5_acc: 1.0000 loss_cls: 0.6395 loss: 0.6395 2022/08/05 13:19:34 - mmengine - INFO - Epoch(train) [21][80/314] lr: 1.9651e-01 eta: 5:50:03 time: 0.3147 data_time: 0.0530 memory: 9706 grad_norm: 0.9663 top1_acc: 0.7500 top5_acc: 1.0000 loss_cls: 0.6055 loss: 0.6055 2022/08/05 13:19:41 - mmengine - INFO - Epoch(train) [21][100/314] lr: 1.9648e-01 eta: 5:49:59 time: 0.3166 data_time: 0.0554 memory: 9706 grad_norm: 1.0192 top1_acc: 0.7500 top5_acc: 1.0000 loss_cls: 0.6252 loss: 0.6252 2022/08/05 13:19:47 - mmengine - INFO - Epoch(train) [21][120/314] lr: 1.9646e-01 eta: 5:49:55 time: 0.3136 data_time: 0.0528 memory: 9706 grad_norm: 1.0225 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.5515 loss: 0.5515 2022/08/05 13:19:53 - mmengine - INFO - Epoch(train) [21][140/314] lr: 1.9644e-01 eta: 5:49:52 time: 0.3196 data_time: 0.0545 memory: 9706 grad_norm: 0.9958 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.6233 loss: 0.6233 2022/08/05 13:20:00 - mmengine - INFO - Epoch(train) [21][160/314] lr: 1.9642e-01 eta: 5:49:49 time: 0.3148 data_time: 0.0522 memory: 9706 grad_norm: 0.9470 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.6157 loss: 0.6157 2022/08/05 13:20:06 - mmengine - INFO - Epoch(train) [21][180/314] lr: 1.9640e-01 eta: 5:49:45 time: 0.3151 data_time: 0.0499 memory: 9706 grad_norm: 0.9741 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.6800 loss: 0.6800 2022/08/05 13:20:12 - mmengine - INFO - Epoch(train) [21][200/314] lr: 1.9637e-01 eta: 5:49:41 time: 0.3147 data_time: 0.0520 memory: 9706 grad_norm: 1.0046 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.6632 loss: 0.6632 2022/08/05 13:20:19 - mmengine - INFO - Epoch(train) [21][220/314] lr: 1.9635e-01 eta: 5:49:37 time: 0.3166 data_time: 0.0509 memory: 9706 grad_norm: 1.0453 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.5014 loss: 0.5014 2022/08/05 13:20:25 - mmengine - INFO - Epoch(train) [21][240/314] lr: 1.9633e-01 eta: 5:49:33 time: 0.3130 data_time: 0.0513 memory: 9706 grad_norm: 1.0398 top1_acc: 0.6875 top5_acc: 0.9375 loss_cls: 0.7053 loss: 0.7053 2022/08/05 13:20:31 - mmengine - INFO - Epoch(train) [21][260/314] lr: 1.9631e-01 eta: 5:49:31 time: 0.3230 data_time: 0.0534 memory: 9706 grad_norm: 0.9882 top1_acc: 0.6250 top5_acc: 0.9375 loss_cls: 0.7671 loss: 0.7671 2022/08/05 13:20:38 - mmengine - INFO - Epoch(train) [21][280/314] lr: 1.9629e-01 eta: 5:49:26 time: 0.3118 data_time: 0.0512 memory: 9706 grad_norm: 0.9784 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.5699 loss: 0.5699 2022/08/05 13:20:44 - mmengine - INFO - Epoch(train) [21][300/314] lr: 1.9626e-01 eta: 5:49:22 time: 0.3123 data_time: 0.0516 memory: 9706 grad_norm: 1.0077 top1_acc: 0.7500 top5_acc: 1.0000 loss_cls: 0.6261 loss: 0.6261 2022/08/05 13:20:48 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_ntu60_xsub_keypoint_20220805_124409 2022/08/05 13:20:48 - mmengine - INFO - Epoch(train) [21][314/314] lr: 1.9625e-01 eta: 5:49:22 time: 0.2956 data_time: 0.0466 memory: 9706 grad_norm: 1.1092 top1_acc: 0.7500 top5_acc: 1.0000 loss_cls: 0.6183 loss: 0.6183 2022/08/05 13:20:48 - mmengine - INFO - Saving checkpoint at 21 epochs 2022/08/05 13:20:56 - mmengine - INFO - Epoch(train) [22][20/314] lr: 1.9622e-01 eta: 5:48:37 time: 0.3526 data_time: 0.0929 memory: 9706 grad_norm: 1.0099 top1_acc: 0.8125 top5_acc: 0.9375 loss_cls: 0.6713 loss: 0.6713 2022/08/05 13:21:02 - mmengine - INFO - Epoch(train) [22][40/314] lr: 1.9620e-01 eta: 5:48:33 time: 0.3159 data_time: 0.0535 memory: 9706 grad_norm: 0.9342 top1_acc: 0.8125 top5_acc: 0.9375 loss_cls: 0.6649 loss: 0.6649 2022/08/05 13:21:09 - mmengine - INFO - Epoch(train) [22][60/314] lr: 1.9618e-01 eta: 5:48:29 time: 0.3130 data_time: 0.0532 memory: 9706 grad_norm: 1.0202 top1_acc: 0.7500 top5_acc: 0.9375 loss_cls: 0.5528 loss: 0.5528 2022/08/05 13:21:15 - mmengine - INFO - Epoch(train) [22][80/314] lr: 1.9616e-01 eta: 5:48:25 time: 0.3148 data_time: 0.0518 memory: 9706 grad_norm: 0.9547 top1_acc: 0.8125 top5_acc: 0.9375 loss_cls: 0.6712 loss: 0.6712 2022/08/05 13:21:21 - mmengine - INFO - Epoch(train) [22][100/314] lr: 1.9613e-01 eta: 5:48:21 time: 0.3149 data_time: 0.0544 memory: 9706 grad_norm: 1.0584 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.6452 loss: 0.6452 2022/08/05 13:21:27 - mmengine - INFO - Epoch(train) [22][120/314] lr: 1.9611e-01 eta: 5:48:16 time: 0.3086 data_time: 0.0491 memory: 9706 grad_norm: 0.9640 top1_acc: 0.7500 top5_acc: 1.0000 loss_cls: 0.5263 loss: 0.5263 2022/08/05 13:21:34 - mmengine - INFO - Epoch(train) [22][140/314] lr: 1.9609e-01 eta: 5:48:12 time: 0.3172 data_time: 0.0563 memory: 9706 grad_norm: 1.0046 top1_acc: 0.8750 top5_acc: 0.9375 loss_cls: 0.6908 loss: 0.6908 2022/08/05 13:21:40 - mmengine - INFO - Epoch(train) [22][160/314] lr: 1.9606e-01 eta: 5:48:08 time: 0.3152 data_time: 0.0519 memory: 9706 grad_norm: 1.0861 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.6169 loss: 0.6169 2022/08/05 13:21:46 - mmengine - INFO - Epoch(train) [22][180/314] lr: 1.9604e-01 eta: 5:48:04 time: 0.3136 data_time: 0.0532 memory: 9706 grad_norm: 1.0413 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.5312 loss: 0.5312 2022/08/05 13:21:53 - mmengine - INFO - Epoch(train) [22][200/314] lr: 1.9602e-01 eta: 5:48:00 time: 0.3161 data_time: 0.0510 memory: 9706 grad_norm: 1.0020 top1_acc: 0.7500 top5_acc: 0.9375 loss_cls: 0.6365 loss: 0.6365 2022/08/05 13:21:59 - mmengine - INFO - Epoch(train) [22][220/314] lr: 1.9599e-01 eta: 5:47:57 time: 0.3174 data_time: 0.0546 memory: 9706 grad_norm: 1.0060 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.6911 loss: 0.6911 2022/08/05 13:22:05 - mmengine - INFO - Epoch(train) [22][240/314] lr: 1.9597e-01 eta: 5:47:53 time: 0.3140 data_time: 0.0506 memory: 9706 grad_norm: 0.9626 top1_acc: 0.7500 top5_acc: 1.0000 loss_cls: 0.6253 loss: 0.6253 2022/08/05 13:22:12 - mmengine - INFO - Epoch(train) [22][260/314] lr: 1.9595e-01 eta: 5:47:49 time: 0.3158 data_time: 0.0551 memory: 9706 grad_norm: 1.0546 top1_acc: 0.7500 top5_acc: 0.9375 loss_cls: 0.7023 loss: 0.7023 2022/08/05 13:22:18 - mmengine - INFO - Epoch(train) [22][280/314] lr: 1.9592e-01 eta: 5:47:45 time: 0.3169 data_time: 0.0519 memory: 9706 grad_norm: 1.0120 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.6279 loss: 0.6279 2022/08/05 13:22:24 - mmengine - INFO - Epoch(train) [22][300/314] lr: 1.9590e-01 eta: 5:47:41 time: 0.3141 data_time: 0.0527 memory: 9706 grad_norm: 1.0300 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.5567 loss: 0.5567 2022/08/05 13:22:28 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_ntu60_xsub_keypoint_20220805_124409 2022/08/05 13:22:28 - mmengine - INFO - Epoch(train) [22][314/314] lr: 1.9588e-01 eta: 5:47:41 time: 0.2960 data_time: 0.0457 memory: 9706 grad_norm: 1.0139 top1_acc: 0.5000 top5_acc: 1.0000 loss_cls: 0.5847 loss: 0.5847 2022/08/05 13:22:28 - mmengine - INFO - Saving checkpoint at 22 epochs 2022/08/05 13:22:36 - mmengine - INFO - Epoch(train) [23][20/314] lr: 1.9586e-01 eta: 5:46:58 time: 0.3551 data_time: 0.0884 memory: 9706 grad_norm: 1.0134 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.5936 loss: 0.5936 2022/08/05 13:22:43 - mmengine - INFO - Epoch(train) [23][40/314] lr: 1.9584e-01 eta: 5:46:55 time: 0.3174 data_time: 0.0499 memory: 9706 grad_norm: 0.9858 top1_acc: 0.7500 top5_acc: 0.9375 loss_cls: 0.7157 loss: 0.7157 2022/08/05 13:22:49 - mmengine - INFO - Epoch(train) [23][60/314] lr: 1.9581e-01 eta: 5:46:51 time: 0.3170 data_time: 0.0532 memory: 9706 grad_norm: 0.9840 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.6177 loss: 0.6177 2022/08/05 13:22:55 - mmengine - INFO - Epoch(train) [23][80/314] lr: 1.9579e-01 eta: 5:46:48 time: 0.3194 data_time: 0.0511 memory: 9706 grad_norm: 0.9945 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.5726 loss: 0.5726 2022/08/05 13:22:59 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_ntu60_xsub_keypoint_20220805_124409 2022/08/05 13:23:02 - mmengine - INFO - Epoch(train) [23][100/314] lr: 1.9576e-01 eta: 5:46:44 time: 0.3126 data_time: 0.0510 memory: 9706 grad_norm: 1.0627 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.6080 loss: 0.6080 2022/08/05 13:23:08 - mmengine - INFO - Epoch(train) [23][120/314] lr: 1.9574e-01 eta: 5:46:39 time: 0.3124 data_time: 0.0508 memory: 9706 grad_norm: 1.0103 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.5061 loss: 0.5061 2022/08/05 13:23:14 - mmengine - INFO - Epoch(train) [23][140/314] lr: 1.9572e-01 eta: 5:46:35 time: 0.3153 data_time: 0.0531 memory: 9706 grad_norm: 1.0145 top1_acc: 0.7500 top5_acc: 0.9375 loss_cls: 0.5998 loss: 0.5998 2022/08/05 13:23:20 - mmengine - INFO - Epoch(train) [23][160/314] lr: 1.9569e-01 eta: 5:46:31 time: 0.3147 data_time: 0.0512 memory: 9706 grad_norm: 0.9948 top1_acc: 0.8125 top5_acc: 0.9375 loss_cls: 0.6366 loss: 0.6366 2022/08/05 13:23:27 - mmengine - INFO - Epoch(train) [23][180/314] lr: 1.9567e-01 eta: 5:46:28 time: 0.3203 data_time: 0.0552 memory: 9706 grad_norm: 0.9652 top1_acc: 0.7500 top5_acc: 0.9375 loss_cls: 0.5553 loss: 0.5553 2022/08/05 13:23:33 - mmengine - INFO - Epoch(train) [23][200/314] lr: 1.9564e-01 eta: 5:46:23 time: 0.3123 data_time: 0.0490 memory: 9706 grad_norm: 1.0680 top1_acc: 0.6875 top5_acc: 1.0000 loss_cls: 0.6234 loss: 0.6234 2022/08/05 13:23:39 - mmengine - INFO - Epoch(train) [23][220/314] lr: 1.9562e-01 eta: 5:46:20 time: 0.3165 data_time: 0.0522 memory: 9706 grad_norm: 1.0295 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.6460 loss: 0.6460 2022/08/05 13:23:46 - mmengine - INFO - Epoch(train) [23][240/314] lr: 1.9559e-01 eta: 5:46:16 time: 0.3150 data_time: 0.0522 memory: 9706 grad_norm: 1.0142 top1_acc: 0.4375 top5_acc: 1.0000 loss_cls: 0.6292 loss: 0.6292 2022/08/05 13:23:52 - mmengine - INFO - Epoch(train) [23][260/314] lr: 1.9557e-01 eta: 5:46:12 time: 0.3175 data_time: 0.0545 memory: 9706 grad_norm: 1.0085 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.6221 loss: 0.6221 2022/08/05 13:23:58 - mmengine - INFO - Epoch(train) [23][280/314] lr: 1.9555e-01 eta: 5:46:08 time: 0.3135 data_time: 0.0510 memory: 9706 grad_norm: 1.0023 top1_acc: 0.7500 top5_acc: 1.0000 loss_cls: 0.6262 loss: 0.6262 2022/08/05 13:24:05 - mmengine - INFO - Epoch(train) [23][300/314] lr: 1.9552e-01 eta: 5:46:04 time: 0.3167 data_time: 0.0538 memory: 9706 grad_norm: 1.0062 top1_acc: 0.8125 top5_acc: 0.9375 loss_cls: 0.6529 loss: 0.6529 2022/08/05 13:24:09 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_ntu60_xsub_keypoint_20220805_124409 2022/08/05 13:24:09 - mmengine - INFO - Epoch(train) [23][314/314] lr: 1.9550e-01 eta: 5:46:04 time: 0.2975 data_time: 0.0475 memory: 9706 grad_norm: 1.0966 top1_acc: 0.2500 top5_acc: 1.0000 loss_cls: 0.7533 loss: 0.7533 2022/08/05 13:24:09 - mmengine - INFO - Saving checkpoint at 23 epochs 2022/08/05 13:24:17 - mmengine - INFO - Epoch(train) [24][20/314] lr: 1.9548e-01 eta: 5:45:22 time: 0.3506 data_time: 0.0836 memory: 9706 grad_norm: 1.0281 top1_acc: 0.7500 top5_acc: 1.0000 loss_cls: 0.7620 loss: 0.7620 2022/08/05 13:24:23 - mmengine - INFO - Epoch(train) [24][40/314] lr: 1.9545e-01 eta: 5:45:18 time: 0.3148 data_time: 0.0540 memory: 9706 grad_norm: 1.0407 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.6602 loss: 0.6602 2022/08/05 13:24:30 - mmengine - INFO - Epoch(train) [24][60/314] lr: 1.9543e-01 eta: 5:45:14 time: 0.3149 data_time: 0.0527 memory: 9706 grad_norm: 1.0008 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.5205 loss: 0.5205 2022/08/05 13:24:36 - mmengine - INFO - Epoch(train) [24][80/314] lr: 1.9540e-01 eta: 5:45:09 time: 0.3135 data_time: 0.0522 memory: 9706 grad_norm: 0.9939 top1_acc: 0.6250 top5_acc: 1.0000 loss_cls: 0.7654 loss: 0.7654 2022/08/05 13:24:42 - mmengine - INFO - Epoch(train) [24][100/314] lr: 1.9538e-01 eta: 5:45:08 time: 0.3278 data_time: 0.0541 memory: 9706 grad_norm: 0.9711 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.6012 loss: 0.6012 2022/08/05 13:24:49 - mmengine - INFO - Epoch(train) [24][120/314] lr: 1.9535e-01 eta: 5:45:03 time: 0.3133 data_time: 0.0514 memory: 9706 grad_norm: 1.0161 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.5559 loss: 0.5559 2022/08/05 13:24:55 - mmengine - INFO - Epoch(train) [24][140/314] lr: 1.9533e-01 eta: 5:44:59 time: 0.3126 data_time: 0.0536 memory: 9706 grad_norm: 0.9856 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.5689 loss: 0.5689 2022/08/05 13:25:01 - mmengine - INFO - Epoch(train) [24][160/314] lr: 1.9530e-01 eta: 5:44:55 time: 0.3168 data_time: 0.0517 memory: 9706 grad_norm: 1.0118 top1_acc: 0.5000 top5_acc: 0.8750 loss_cls: 0.6713 loss: 0.6713 2022/08/05 13:25:08 - mmengine - INFO - Epoch(train) [24][180/314] lr: 1.9528e-01 eta: 5:44:51 time: 0.3176 data_time: 0.0576 memory: 9706 grad_norm: 0.9825 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.5455 loss: 0.5455 2022/08/05 13:25:14 - mmengine - INFO - Epoch(train) [24][200/314] lr: 1.9525e-01 eta: 5:44:46 time: 0.3112 data_time: 0.0513 memory: 9706 grad_norm: 1.0057 top1_acc: 0.6250 top5_acc: 0.9375 loss_cls: 0.6926 loss: 0.6926 2022/08/05 13:25:20 - mmengine - INFO - Epoch(train) [24][220/314] lr: 1.9523e-01 eta: 5:44:41 time: 0.3091 data_time: 0.0510 memory: 9706 grad_norm: 0.9927 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.6273 loss: 0.6273 2022/08/05 13:25:26 - mmengine - INFO - Epoch(train) [24][240/314] lr: 1.9520e-01 eta: 5:44:37 time: 0.3171 data_time: 0.0524 memory: 9706 grad_norm: 0.9680 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.6204 loss: 0.6204 2022/08/05 13:25:33 - mmengine - INFO - Epoch(train) [24][260/314] lr: 1.9518e-01 eta: 5:44:33 time: 0.3157 data_time: 0.0518 memory: 9706 grad_norm: 1.0305 top1_acc: 0.8125 top5_acc: 0.9375 loss_cls: 0.5879 loss: 0.5879 2022/08/05 13:25:39 - mmengine - INFO - Epoch(train) [24][280/314] lr: 1.9515e-01 eta: 5:44:29 time: 0.3155 data_time: 0.0525 memory: 9706 grad_norm: 1.0845 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.5534 loss: 0.5534 2022/08/05 13:25:45 - mmengine - INFO - Epoch(train) [24][300/314] lr: 1.9512e-01 eta: 5:44:25 time: 0.3131 data_time: 0.0526 memory: 9706 grad_norm: 1.0269 top1_acc: 0.6250 top5_acc: 1.0000 loss_cls: 0.7150 loss: 0.7150 2022/08/05 13:25:49 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_ntu60_xsub_keypoint_20220805_124409 2022/08/05 13:25:49 - mmengine - INFO - Epoch(train) [24][314/314] lr: 1.9511e-01 eta: 5:44:25 time: 0.2968 data_time: 0.0486 memory: 9706 grad_norm: 1.0417 top1_acc: 0.5000 top5_acc: 1.0000 loss_cls: 0.6376 loss: 0.6376 2022/08/05 13:25:49 - mmengine - INFO - Saving checkpoint at 24 epochs 2022/08/05 13:25:57 - mmengine - INFO - Epoch(train) [25][20/314] lr: 1.9508e-01 eta: 5:43:45 time: 0.3536 data_time: 0.0902 memory: 9706 grad_norm: 1.0635 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.6355 loss: 0.6355 2022/08/05 13:26:04 - mmengine - INFO - Epoch(train) [25][40/314] lr: 1.9506e-01 eta: 5:43:42 time: 0.3216 data_time: 0.0548 memory: 9706 grad_norm: 1.0161 top1_acc: 0.6250 top5_acc: 1.0000 loss_cls: 0.5777 loss: 0.5777 2022/08/05 13:26:10 - mmengine - INFO - Epoch(train) [25][60/314] lr: 1.9503e-01 eta: 5:43:37 time: 0.3135 data_time: 0.0523 memory: 9706 grad_norm: 0.9630 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.5266 loss: 0.5266 2022/08/05 13:26:16 - mmengine - INFO - Epoch(train) [25][80/314] lr: 1.9500e-01 eta: 5:43:33 time: 0.3161 data_time: 0.0526 memory: 9706 grad_norm: 1.0525 top1_acc: 0.6250 top5_acc: 1.0000 loss_cls: 0.6851 loss: 0.6851 2022/08/05 13:26:23 - mmengine - INFO - Epoch(train) [25][100/314] lr: 1.9498e-01 eta: 5:43:31 time: 0.3239 data_time: 0.0566 memory: 9706 grad_norm: 0.9675 top1_acc: 0.7500 top5_acc: 1.0000 loss_cls: 0.6556 loss: 0.6556 2022/08/05 13:26:29 - mmengine - INFO - Epoch(train) [25][120/314] lr: 1.9495e-01 eta: 5:43:26 time: 0.3144 data_time: 0.0495 memory: 9706 grad_norm: 0.9437 top1_acc: 0.6875 top5_acc: 1.0000 loss_cls: 0.6266 loss: 0.6266 2022/08/05 13:26:35 - mmengine - INFO - Epoch(train) [25][140/314] lr: 1.9492e-01 eta: 5:43:22 time: 0.3126 data_time: 0.0510 memory: 9706 grad_norm: 1.0449 top1_acc: 0.6250 top5_acc: 1.0000 loss_cls: 0.5990 loss: 0.5990 2022/08/05 13:26:42 - mmengine - INFO - Epoch(train) [25][160/314] lr: 1.9490e-01 eta: 5:43:18 time: 0.3181 data_time: 0.0529 memory: 9706 grad_norm: 1.0660 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.6560 loss: 0.6560 2022/08/05 13:26:48 - mmengine - INFO - Epoch(train) [25][180/314] lr: 1.9487e-01 eta: 5:43:14 time: 0.3162 data_time: 0.0520 memory: 9706 grad_norm: 0.9909 top1_acc: 0.7500 top5_acc: 0.9375 loss_cls: 0.5768 loss: 0.5768 2022/08/05 13:26:54 - mmengine - INFO - Epoch(train) [25][200/314] lr: 1.9485e-01 eta: 5:43:10 time: 0.3141 data_time: 0.0534 memory: 9706 grad_norm: 1.0135 top1_acc: 0.5625 top5_acc: 1.0000 loss_cls: 0.5880 loss: 0.5880 2022/08/05 13:27:01 - mmengine - INFO - Epoch(train) [25][220/314] lr: 1.9482e-01 eta: 5:43:05 time: 0.3140 data_time: 0.0527 memory: 9706 grad_norm: 1.0326 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.5273 loss: 0.5273 2022/08/05 13:27:07 - mmengine - INFO - Epoch(train) [25][240/314] lr: 1.9479e-01 eta: 5:43:01 time: 0.3164 data_time: 0.0516 memory: 9706 grad_norm: 1.0224 top1_acc: 0.6875 top5_acc: 1.0000 loss_cls: 0.6173 loss: 0.6173 2022/08/05 13:27:13 - mmengine - INFO - Epoch(train) [25][260/314] lr: 1.9477e-01 eta: 5:42:56 time: 0.3102 data_time: 0.0520 memory: 9706 grad_norm: 1.0342 top1_acc: 0.5625 top5_acc: 0.9375 loss_cls: 0.6410 loss: 0.6410 2022/08/05 13:27:19 - mmengine - INFO - Epoch(train) [25][280/314] lr: 1.9474e-01 eta: 5:42:51 time: 0.3133 data_time: 0.0524 memory: 9706 grad_norm: 1.0486 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.6143 loss: 0.6143 2022/08/05 13:27:26 - mmengine - INFO - Epoch(train) [25][300/314] lr: 1.9471e-01 eta: 5:42:48 time: 0.3170 data_time: 0.0521 memory: 9706 grad_norm: 0.9926 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.6549 loss: 0.6549 2022/08/05 13:27:30 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_ntu60_xsub_keypoint_20220805_124409 2022/08/05 13:27:30 - mmengine - INFO - Epoch(train) [25][314/314] lr: 1.9469e-01 eta: 5:42:48 time: 0.2977 data_time: 0.0475 memory: 9706 grad_norm: 1.0565 top1_acc: 0.5000 top5_acc: 1.0000 loss_cls: 0.6918 loss: 0.6918 2022/08/05 13:27:30 - mmengine - INFO - Saving checkpoint at 25 epochs 2022/08/05 13:27:38 - mmengine - INFO - Epoch(train) [26][20/314] lr: 1.9467e-01 eta: 5:42:08 time: 0.3490 data_time: 0.0870 memory: 9706 grad_norm: 1.0063 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.6107 loss: 0.6107 2022/08/05 13:27:44 - mmengine - INFO - Epoch(train) [26][40/314] lr: 1.9464e-01 eta: 5:42:04 time: 0.3176 data_time: 0.0530 memory: 9706 grad_norm: 1.0134 top1_acc: 0.5625 top5_acc: 0.8750 loss_cls: 0.5841 loss: 0.5841 2022/08/05 13:27:51 - mmengine - INFO - Epoch(train) [26][60/314] lr: 1.9461e-01 eta: 5:42:00 time: 0.3123 data_time: 0.0536 memory: 9706 grad_norm: 1.0729 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.6598 loss: 0.6598 2022/08/05 13:27:57 - mmengine - INFO - Epoch(train) [26][80/314] lr: 1.9459e-01 eta: 5:41:54 time: 0.3061 data_time: 0.0473 memory: 9706 grad_norm: 0.9578 top1_acc: 0.7500 top5_acc: 1.0000 loss_cls: 0.6843 loss: 0.6843 2022/08/05 13:28:03 - mmengine - INFO - Epoch(train) [26][100/314] lr: 1.9456e-01 eta: 5:41:49 time: 0.3131 data_time: 0.0540 memory: 9706 grad_norm: 0.9918 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.6642 loss: 0.6642 2022/08/05 13:28:09 - mmengine - INFO - Epoch(train) [26][120/314] lr: 1.9453e-01 eta: 5:41:45 time: 0.3128 data_time: 0.0503 memory: 9706 grad_norm: 0.9661 top1_acc: 0.7500 top5_acc: 1.0000 loss_cls: 0.5451 loss: 0.5451 2022/08/05 13:28:15 - mmengine - INFO - Epoch(train) [26][140/314] lr: 1.9451e-01 eta: 5:41:40 time: 0.3139 data_time: 0.0537 memory: 9706 grad_norm: 1.0216 top1_acc: 0.6250 top5_acc: 1.0000 loss_cls: 0.6406 loss: 0.6406 2022/08/05 13:28:19 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_ntu60_xsub_keypoint_20220805_124409 2022/08/05 13:28:22 - mmengine - INFO - Epoch(train) [26][160/314] lr: 1.9448e-01 eta: 5:41:36 time: 0.3146 data_time: 0.0515 memory: 9706 grad_norm: 1.0355 top1_acc: 0.7500 top5_acc: 1.0000 loss_cls: 0.5802 loss: 0.5802 2022/08/05 13:28:28 - mmengine - INFO - Epoch(train) [26][180/314] lr: 1.9445e-01 eta: 5:41:32 time: 0.3160 data_time: 0.0540 memory: 9706 grad_norm: 1.0158 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.6465 loss: 0.6465 2022/08/05 13:28:34 - mmengine - INFO - Epoch(train) [26][200/314] lr: 1.9442e-01 eta: 5:41:27 time: 0.3141 data_time: 0.0508 memory: 9706 grad_norm: 0.9837 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.5809 loss: 0.5809 2022/08/05 13:28:41 - mmengine - INFO - Epoch(train) [26][220/314] lr: 1.9440e-01 eta: 5:41:23 time: 0.3141 data_time: 0.0545 memory: 9706 grad_norm: 0.9712 top1_acc: 0.6875 top5_acc: 1.0000 loss_cls: 0.5267 loss: 0.5267 2022/08/05 13:28:47 - mmengine - INFO - Epoch(train) [26][240/314] lr: 1.9437e-01 eta: 5:41:19 time: 0.3149 data_time: 0.0511 memory: 9706 grad_norm: 1.0098 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.6930 loss: 0.6930 2022/08/05 13:28:53 - mmengine - INFO - Epoch(train) [26][260/314] lr: 1.9434e-01 eta: 5:41:14 time: 0.3148 data_time: 0.0528 memory: 9706 grad_norm: 1.0380 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.6579 loss: 0.6579 2022/08/05 13:28:59 - mmengine - INFO - Epoch(train) [26][280/314] lr: 1.9431e-01 eta: 5:41:09 time: 0.3095 data_time: 0.0505 memory: 9706 grad_norm: 1.0299 top1_acc: 0.6250 top5_acc: 0.9375 loss_cls: 0.6225 loss: 0.6225 2022/08/05 13:29:06 - mmengine - INFO - Epoch(train) [26][300/314] lr: 1.9429e-01 eta: 5:41:05 time: 0.3180 data_time: 0.0539 memory: 9706 grad_norm: 0.9907 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.5745 loss: 0.5745 2022/08/05 13:29:10 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_ntu60_xsub_keypoint_20220805_124409 2022/08/05 13:29:10 - mmengine - INFO - Epoch(train) [26][314/314] lr: 1.9427e-01 eta: 5:41:05 time: 0.2992 data_time: 0.0460 memory: 9706 grad_norm: 1.0640 top1_acc: 0.7500 top5_acc: 1.0000 loss_cls: 0.6283 loss: 0.6283 2022/08/05 13:29:10 - mmengine - INFO - Saving checkpoint at 26 epochs 2022/08/05 13:29:18 - mmengine - INFO - Epoch(train) [27][20/314] lr: 1.9424e-01 eta: 5:40:28 time: 0.3522 data_time: 0.0882 memory: 9706 grad_norm: 1.0235 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.6855 loss: 0.6855 2022/08/05 13:29:24 - mmengine - INFO - Epoch(train) [27][40/314] lr: 1.9421e-01 eta: 5:40:24 time: 0.3188 data_time: 0.0518 memory: 9706 grad_norm: 0.9953 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.4726 loss: 0.4726 2022/08/05 13:29:30 - mmengine - INFO - Epoch(train) [27][60/314] lr: 1.9418e-01 eta: 5:40:19 time: 0.3139 data_time: 0.0531 memory: 9706 grad_norm: 1.0009 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.5753 loss: 0.5753 2022/08/05 13:29:37 - mmengine - INFO - Epoch(train) [27][80/314] lr: 1.9415e-01 eta: 5:40:15 time: 0.3141 data_time: 0.0488 memory: 9706 grad_norm: 0.9969 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.4905 loss: 0.4905 2022/08/05 13:29:43 - mmengine - INFO - Epoch(train) [27][100/314] lr: 1.9413e-01 eta: 5:40:11 time: 0.3175 data_time: 0.0522 memory: 9706 grad_norm: 1.0290 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.7024 loss: 0.7024 2022/08/05 13:29:49 - mmengine - INFO - Epoch(train) [27][120/314] lr: 1.9410e-01 eta: 5:40:07 time: 0.3159 data_time: 0.0505 memory: 9706 grad_norm: 0.9705 top1_acc: 0.6250 top5_acc: 1.0000 loss_cls: 0.5367 loss: 0.5367 2022/08/05 13:29:56 - mmengine - INFO - Epoch(train) [27][140/314] lr: 1.9407e-01 eta: 5:40:02 time: 0.3140 data_time: 0.0530 memory: 9706 grad_norm: 1.0330 top1_acc: 0.6875 top5_acc: 0.9375 loss_cls: 0.7037 loss: 0.7037 2022/08/05 13:30:02 - mmengine - INFO - Epoch(train) [27][160/314] lr: 1.9404e-01 eta: 5:39:58 time: 0.3160 data_time: 0.0501 memory: 9706 grad_norm: 0.9714 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.5493 loss: 0.5493 2022/08/05 13:30:08 - mmengine - INFO - Epoch(train) [27][180/314] lr: 1.9401e-01 eta: 5:39:54 time: 0.3158 data_time: 0.0519 memory: 9706 grad_norm: 1.0371 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.5755 loss: 0.5755 2022/08/05 13:30:15 - mmengine - INFO - Epoch(train) [27][200/314] lr: 1.9398e-01 eta: 5:39:49 time: 0.3147 data_time: 0.0495 memory: 9706 grad_norm: 1.0636 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.5593 loss: 0.5593 2022/08/05 13:30:21 - mmengine - INFO - Epoch(train) [27][220/314] lr: 1.9396e-01 eta: 5:39:44 time: 0.3102 data_time: 0.0513 memory: 9706 grad_norm: 0.9821 top1_acc: 0.7500 top5_acc: 1.0000 loss_cls: 0.5430 loss: 0.5430 2022/08/05 13:30:27 - mmengine - INFO - Epoch(train) [27][240/314] lr: 1.9393e-01 eta: 5:39:40 time: 0.3167 data_time: 0.0521 memory: 9706 grad_norm: 1.0546 top1_acc: 0.7500 top5_acc: 1.0000 loss_cls: 0.5945 loss: 0.5945 2022/08/05 13:30:33 - mmengine - INFO - Epoch(train) [27][260/314] lr: 1.9390e-01 eta: 5:39:35 time: 0.3127 data_time: 0.0533 memory: 9706 grad_norm: 1.0233 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.6687 loss: 0.6687 2022/08/05 13:30:40 - mmengine - INFO - Epoch(train) [27][280/314] lr: 1.9387e-01 eta: 5:39:31 time: 0.3173 data_time: 0.0496 memory: 9706 grad_norm: 0.9430 top1_acc: 0.8750 top5_acc: 0.9375 loss_cls: 0.5768 loss: 0.5768 2022/08/05 13:30:46 - mmengine - INFO - Epoch(train) [27][300/314] lr: 1.9384e-01 eta: 5:39:27 time: 0.3159 data_time: 0.0515 memory: 9706 grad_norm: 0.9709 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.5944 loss: 0.5944 2022/08/05 13:30:50 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_ntu60_xsub_keypoint_20220805_124409 2022/08/05 13:30:50 - mmengine - INFO - Epoch(train) [27][314/314] lr: 1.9382e-01 eta: 5:39:27 time: 0.2975 data_time: 0.0463 memory: 9706 grad_norm: 1.0300 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.4853 loss: 0.4853 2022/08/05 13:30:50 - mmengine - INFO - Saving checkpoint at 27 epochs 2022/08/05 13:30:58 - mmengine - INFO - Epoch(train) [28][20/314] lr: 1.9379e-01 eta: 5:38:51 time: 0.3545 data_time: 0.0898 memory: 9706 grad_norm: 1.0275 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.7625 loss: 0.7625 2022/08/05 13:31:04 - mmengine - INFO - Epoch(train) [28][40/314] lr: 1.9376e-01 eta: 5:38:47 time: 0.3183 data_time: 0.0521 memory: 9706 grad_norm: 1.0294 top1_acc: 0.7500 top5_acc: 1.0000 loss_cls: 0.7296 loss: 0.7296 2022/08/05 13:31:11 - mmengine - INFO - Epoch(train) [28][60/314] lr: 1.9373e-01 eta: 5:38:43 time: 0.3133 data_time: 0.0496 memory: 9706 grad_norm: 1.0096 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.6124 loss: 0.6124 2022/08/05 13:31:17 - mmengine - INFO - Epoch(train) [28][80/314] lr: 1.9370e-01 eta: 5:38:38 time: 0.3151 data_time: 0.0515 memory: 9706 grad_norm: 0.9978 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.6679 loss: 0.6679 2022/08/05 13:31:23 - mmengine - INFO - Epoch(train) [28][100/314] lr: 1.9368e-01 eta: 5:38:35 time: 0.3202 data_time: 0.0529 memory: 9706 grad_norm: 0.9980 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.5547 loss: 0.5547 2022/08/05 13:31:30 - mmengine - INFO - Epoch(train) [28][120/314] lr: 1.9365e-01 eta: 5:38:30 time: 0.3141 data_time: 0.0526 memory: 9706 grad_norm: 0.9720 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.5622 loss: 0.5622 2022/08/05 13:31:36 - mmengine - INFO - Epoch(train) [28][140/314] lr: 1.9362e-01 eta: 5:38:26 time: 0.3141 data_time: 0.0507 memory: 9706 grad_norm: 0.9775 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.6044 loss: 0.6044 2022/08/05 13:31:42 - mmengine - INFO - Epoch(train) [28][160/314] lr: 1.9359e-01 eta: 5:38:21 time: 0.3155 data_time: 0.0538 memory: 9706 grad_norm: 1.0316 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.5626 loss: 0.5626 2022/08/05 13:31:49 - mmengine - INFO - Epoch(train) [28][180/314] lr: 1.9356e-01 eta: 5:38:17 time: 0.3174 data_time: 0.0522 memory: 9706 grad_norm: 1.0177 top1_acc: 0.7500 top5_acc: 1.0000 loss_cls: 0.6156 loss: 0.6156 2022/08/05 13:31:55 - mmengine - INFO - Epoch(train) [28][200/314] lr: 1.9353e-01 eta: 5:38:13 time: 0.3139 data_time: 0.0513 memory: 9706 grad_norm: 1.0624 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.7089 loss: 0.7089 2022/08/05 13:32:01 - mmengine - INFO - Epoch(train) [28][220/314] lr: 1.9350e-01 eta: 5:38:08 time: 0.3141 data_time: 0.0521 memory: 9706 grad_norm: 1.0851 top1_acc: 0.5000 top5_acc: 0.8750 loss_cls: 0.5243 loss: 0.5243 2022/08/05 13:32:08 - mmengine - INFO - Epoch(train) [28][240/314] lr: 1.9347e-01 eta: 5:38:04 time: 0.3212 data_time: 0.0524 memory: 9706 grad_norm: 1.0006 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.5715 loss: 0.5715 2022/08/05 13:32:14 - mmengine - INFO - Epoch(train) [28][260/314] lr: 1.9344e-01 eta: 5:38:00 time: 0.3144 data_time: 0.0512 memory: 9706 grad_norm: 0.9680 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.5864 loss: 0.5864 2022/08/05 13:32:20 - mmengine - INFO - Epoch(train) [28][280/314] lr: 1.9341e-01 eta: 5:37:55 time: 0.3146 data_time: 0.0507 memory: 9706 grad_norm: 1.0307 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.5283 loss: 0.5283 2022/08/05 13:32:27 - mmengine - INFO - Epoch(train) [28][300/314] lr: 1.9338e-01 eta: 5:37:51 time: 0.3152 data_time: 0.0529 memory: 9706 grad_norm: 1.0207 top1_acc: 0.6875 top5_acc: 1.0000 loss_cls: 0.7124 loss: 0.7124 2022/08/05 13:32:31 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_ntu60_xsub_keypoint_20220805_124409 2022/08/05 13:32:31 - mmengine - INFO - Epoch(train) [28][314/314] lr: 1.9336e-01 eta: 5:37:51 time: 0.2974 data_time: 0.0479 memory: 9706 grad_norm: 1.0481 top1_acc: 0.7500 top5_acc: 1.0000 loss_cls: 0.7301 loss: 0.7301 2022/08/05 13:32:31 - mmengine - INFO - Saving checkpoint at 28 epochs 2022/08/05 13:32:39 - mmengine - INFO - Epoch(train) [29][20/314] lr: 1.9333e-01 eta: 5:37:16 time: 0.3564 data_time: 0.0925 memory: 9706 grad_norm: 1.0753 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.6031 loss: 0.6031 2022/08/05 13:32:45 - mmengine - INFO - Epoch(train) [29][40/314] lr: 1.9330e-01 eta: 5:37:12 time: 0.3137 data_time: 0.0506 memory: 9706 grad_norm: 1.0323 top1_acc: 0.6875 top5_acc: 0.9375 loss_cls: 0.6468 loss: 0.6468 2022/08/05 13:32:51 - mmengine - INFO - Epoch(train) [29][60/314] lr: 1.9327e-01 eta: 5:37:07 time: 0.3166 data_time: 0.0527 memory: 9706 grad_norm: 1.0506 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.6265 loss: 0.6265 2022/08/05 13:32:58 - mmengine - INFO - Epoch(train) [29][80/314] lr: 1.9324e-01 eta: 5:37:03 time: 0.3143 data_time: 0.0518 memory: 9706 grad_norm: 1.0106 top1_acc: 0.7500 top5_acc: 1.0000 loss_cls: 0.5794 loss: 0.5794 2022/08/05 13:33:04 - mmengine - INFO - Epoch(train) [29][100/314] lr: 1.9321e-01 eta: 5:36:59 time: 0.3167 data_time: 0.0530 memory: 9706 grad_norm: 0.9550 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.5534 loss: 0.5534 2022/08/05 13:33:10 - mmengine - INFO - Epoch(train) [29][120/314] lr: 1.9318e-01 eta: 5:36:53 time: 0.3104 data_time: 0.0519 memory: 9706 grad_norm: 0.9930 top1_acc: 0.7500 top5_acc: 1.0000 loss_cls: 0.6643 loss: 0.6643 2022/08/05 13:33:16 - mmengine - INFO - Epoch(train) [29][140/314] lr: 1.9315e-01 eta: 5:36:49 time: 0.3158 data_time: 0.0507 memory: 9706 grad_norm: 1.0024 top1_acc: 0.7500 top5_acc: 1.0000 loss_cls: 0.5201 loss: 0.5201 2022/08/05 13:33:23 - mmengine - INFO - Epoch(train) [29][160/314] lr: 1.9312e-01 eta: 5:36:44 time: 0.3141 data_time: 0.0500 memory: 9706 grad_norm: 0.9866 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.6043 loss: 0.6043 2022/08/05 13:33:29 - mmengine - INFO - Epoch(train) [29][180/314] lr: 1.9309e-01 eta: 5:36:40 time: 0.3158 data_time: 0.0503 memory: 9706 grad_norm: 1.0163 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.6929 loss: 0.6929 2022/08/05 13:33:35 - mmengine - INFO - Epoch(train) [29][200/314] lr: 1.9306e-01 eta: 5:36:36 time: 0.3166 data_time: 0.0515 memory: 9706 grad_norm: 1.0355 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.5704 loss: 0.5704 2022/08/05 13:33:38 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_ntu60_xsub_keypoint_20220805_124409 2022/08/05 13:33:42 - mmengine - INFO - Epoch(train) [29][220/314] lr: 1.9303e-01 eta: 5:36:31 time: 0.3164 data_time: 0.0528 memory: 9706 grad_norm: 1.0943 top1_acc: 0.7500 top5_acc: 1.0000 loss_cls: 0.5142 loss: 0.5142 2022/08/05 13:33:48 - mmengine - INFO - Epoch(train) [29][240/314] lr: 1.9300e-01 eta: 5:36:27 time: 0.3164 data_time: 0.0564 memory: 9706 grad_norm: 1.0460 top1_acc: 0.8125 top5_acc: 0.9375 loss_cls: 0.6193 loss: 0.6193 2022/08/05 13:33:55 - mmengine - INFO - Epoch(train) [29][260/314] lr: 1.9297e-01 eta: 5:36:24 time: 0.3254 data_time: 0.0536 memory: 9706 grad_norm: 1.0038 top1_acc: 0.7500 top5_acc: 0.8750 loss_cls: 0.7269 loss: 0.7269 2022/08/05 13:34:01 - mmengine - INFO - Epoch(train) [29][280/314] lr: 1.9293e-01 eta: 5:36:19 time: 0.3106 data_time: 0.0507 memory: 9706 grad_norm: 0.9991 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.5969 loss: 0.5969 2022/08/05 13:34:07 - mmengine - INFO - Epoch(train) [29][300/314] lr: 1.9290e-01 eta: 5:36:14 time: 0.3104 data_time: 0.0512 memory: 9706 grad_norm: 0.9771 top1_acc: 0.7500 top5_acc: 1.0000 loss_cls: 0.5712 loss: 0.5712 2022/08/05 13:34:11 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_ntu60_xsub_keypoint_20220805_124409 2022/08/05 13:34:11 - mmengine - INFO - Epoch(train) [29][314/314] lr: 1.9288e-01 eta: 5:36:14 time: 0.2942 data_time: 0.0456 memory: 9706 grad_norm: 1.0475 top1_acc: 0.7500 top5_acc: 1.0000 loss_cls: 0.5729 loss: 0.5729 2022/08/05 13:34:11 - mmengine - INFO - Saving checkpoint at 29 epochs 2022/08/05 13:34:19 - mmengine - INFO - Epoch(train) [30][20/314] lr: 1.9285e-01 eta: 5:35:39 time: 0.3511 data_time: 0.0941 memory: 9706 grad_norm: 1.0101 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.5688 loss: 0.5688 2022/08/05 13:34:25 - mmengine - INFO - Epoch(train) [30][40/314] lr: 1.9282e-01 eta: 5:35:35 time: 0.3190 data_time: 0.0506 memory: 9706 grad_norm: 1.0477 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.5816 loss: 0.5816 2022/08/05 13:34:32 - mmengine - INFO - Epoch(train) [30][60/314] lr: 1.9279e-01 eta: 5:35:31 time: 0.3131 data_time: 0.0544 memory: 9706 grad_norm: 1.0059 top1_acc: 0.7500 top5_acc: 1.0000 loss_cls: 0.6211 loss: 0.6211 2022/08/05 13:34:38 - mmengine - INFO - Epoch(train) [30][80/314] lr: 1.9276e-01 eta: 5:35:25 time: 0.3098 data_time: 0.0478 memory: 9706 grad_norm: 1.0182 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.4906 loss: 0.4906 2022/08/05 13:34:44 - mmengine - INFO - Epoch(train) [30][100/314] lr: 1.9273e-01 eta: 5:35:22 time: 0.3260 data_time: 0.0515 memory: 9706 grad_norm: 1.0473 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.5473 loss: 0.5473 2022/08/05 13:34:51 - mmengine - INFO - Epoch(train) [30][120/314] lr: 1.9270e-01 eta: 5:35:18 time: 0.3143 data_time: 0.0485 memory: 9706 grad_norm: 0.9567 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.5425 loss: 0.5425 2022/08/05 13:34:57 - mmengine - INFO - Epoch(train) [30][140/314] lr: 1.9266e-01 eta: 5:35:13 time: 0.3136 data_time: 0.0507 memory: 9706 grad_norm: 1.0582 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.6231 loss: 0.6231 2022/08/05 13:35:03 - mmengine - INFO - Epoch(train) [30][160/314] lr: 1.9263e-01 eta: 5:35:09 time: 0.3187 data_time: 0.0483 memory: 9706 grad_norm: 1.0467 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.5305 loss: 0.5305 2022/08/05 13:35:10 - mmengine - INFO - Epoch(train) [30][180/314] lr: 1.9260e-01 eta: 5:35:05 time: 0.3172 data_time: 0.0535 memory: 9706 grad_norm: 1.0029 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.5532 loss: 0.5532 2022/08/05 13:35:16 - mmengine - INFO - Epoch(train) [30][200/314] lr: 1.9257e-01 eta: 5:35:00 time: 0.3164 data_time: 0.0502 memory: 9706 grad_norm: 1.0455 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.5852 loss: 0.5852 2022/08/05 13:35:22 - mmengine - INFO - Epoch(train) [30][220/314] lr: 1.9254e-01 eta: 5:34:56 time: 0.3165 data_time: 0.0528 memory: 9706 grad_norm: 1.0471 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.5821 loss: 0.5821 2022/08/05 13:35:29 - mmengine - INFO - Epoch(train) [30][240/314] lr: 1.9251e-01 eta: 5:34:52 time: 0.3174 data_time: 0.0501 memory: 9706 grad_norm: 0.9772 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.7077 loss: 0.7077 2022/08/05 13:35:35 - mmengine - INFO - Epoch(train) [30][260/314] lr: 1.9248e-01 eta: 5:34:47 time: 0.3142 data_time: 0.0514 memory: 9706 grad_norm: 0.9923 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.5498 loss: 0.5498 2022/08/05 13:35:41 - mmengine - INFO - Epoch(train) [30][280/314] lr: 1.9244e-01 eta: 5:34:42 time: 0.3141 data_time: 0.0506 memory: 9706 grad_norm: 1.0290 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.4761 loss: 0.4761 2022/08/05 13:35:48 - mmengine - INFO - Epoch(train) [30][300/314] lr: 1.9241e-01 eta: 5:34:38 time: 0.3153 data_time: 0.0536 memory: 9706 grad_norm: 1.0485 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.5785 loss: 0.5785 2022/08/05 13:35:52 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_ntu60_xsub_keypoint_20220805_124409 2022/08/05 13:35:52 - mmengine - INFO - Epoch(train) [30][314/314] lr: 1.9239e-01 eta: 5:34:38 time: 0.2974 data_time: 0.0452 memory: 9706 grad_norm: 1.0488 top1_acc: 0.7500 top5_acc: 1.0000 loss_cls: 0.5430 loss: 0.5430 2022/08/05 13:35:52 - mmengine - INFO - Saving checkpoint at 30 epochs 2022/08/05 13:35:59 - mmengine - INFO - Epoch(val) [30][20/129] eta: 0:00:35 time: 0.3246 data_time: 0.1720 memory: 1867 2022/08/05 13:36:04 - mmengine - INFO - Epoch(val) [30][40/129] eta: 0:00:22 time: 0.2480 data_time: 0.0941 memory: 1867 2022/08/05 13:36:09 - mmengine - INFO - Epoch(val) [30][60/129] eta: 0:00:17 time: 0.2472 data_time: 0.0935 memory: 1867 2022/08/05 13:36:14 - mmengine - INFO - Epoch(val) [30][80/129] eta: 0:00:12 time: 0.2479 data_time: 0.0906 memory: 1867 2022/08/05 13:36:19 - mmengine - INFO - Epoch(val) [30][100/129] eta: 0:00:07 time: 0.2432 data_time: 0.0849 memory: 1867 2022/08/05 13:36:23 - mmengine - INFO - Epoch(val) [30][120/129] eta: 0:00:01 time: 0.2143 data_time: 0.0663 memory: 1867 2022/08/05 13:36:25 - mmengine - INFO - Epoch(val) [30][129/129] acc/top1: 0.7946 acc/top5: 0.9813 acc/mean1: 0.7942 2022/08/05 13:36:25 - mmengine - INFO - The previous best checkpoint /mnt/lustre/daiwenxun/X/mmaction2/work_dirs/slowonly_r50_u48_240e_8xb16_ntu60_xsub_keypoint/best_acc/top1_epoch_11.pth is removed 2022/08/05 13:36:26 - mmengine - INFO - The best checkpoint with 0.7946 acc/top1 at 31 epoch is saved to best_acc/top1_epoch_31.pth. 2022/08/05 13:36:33 - mmengine - INFO - Epoch(train) [31][20/314] lr: 1.9236e-01 eta: 5:34:04 time: 0.3533 data_time: 0.0865 memory: 9706 grad_norm: 1.0100 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.4992 loss: 0.4992 2022/08/05 13:36:40 - mmengine - INFO - Epoch(train) [31][40/314] lr: 1.9233e-01 eta: 5:34:00 time: 0.3135 data_time: 0.0518 memory: 9706 grad_norm: 1.0041 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.5557 loss: 0.5557 2022/08/05 13:36:46 - mmengine - INFO - Epoch(train) [31][60/314] lr: 1.9229e-01 eta: 5:33:56 time: 0.3205 data_time: 0.0534 memory: 9706 grad_norm: 0.9967 top1_acc: 0.6875 top5_acc: 0.9375 loss_cls: 0.6273 loss: 0.6273 2022/08/05 13:36:52 - mmengine - INFO - Epoch(train) [31][80/314] lr: 1.9226e-01 eta: 5:33:51 time: 0.3138 data_time: 0.0508 memory: 9706 grad_norm: 0.9944 top1_acc: 0.8125 top5_acc: 0.9375 loss_cls: 0.5847 loss: 0.5847 2022/08/05 13:36:59 - mmengine - INFO - Epoch(train) [31][100/314] lr: 1.9223e-01 eta: 5:33:47 time: 0.3147 data_time: 0.0514 memory: 9706 grad_norm: 1.1417 top1_acc: 0.6875 top5_acc: 0.9375 loss_cls: 0.6534 loss: 0.6534 2022/08/05 13:37:05 - mmengine - INFO - Epoch(train) [31][120/314] lr: 1.9220e-01 eta: 5:33:43 time: 0.3207 data_time: 0.0511 memory: 9706 grad_norm: 1.1896 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.6539 loss: 0.6539 2022/08/05 13:37:11 - mmengine - INFO - Epoch(train) [31][140/314] lr: 1.9216e-01 eta: 5:33:38 time: 0.3130 data_time: 0.0530 memory: 9706 grad_norm: 1.0345 top1_acc: 0.8125 top5_acc: 0.8750 loss_cls: 0.6465 loss: 0.6465 2022/08/05 13:37:18 - mmengine - INFO - Epoch(train) [31][160/314] lr: 1.9213e-01 eta: 5:33:33 time: 0.3153 data_time: 0.0506 memory: 9706 grad_norm: 0.9911 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.5574 loss: 0.5574 2022/08/05 13:37:24 - mmengine - INFO - Epoch(train) [31][180/314] lr: 1.9210e-01 eta: 5:33:29 time: 0.3172 data_time: 0.0530 memory: 9706 grad_norm: 1.0406 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.5834 loss: 0.5834 2022/08/05 13:37:30 - mmengine - INFO - Epoch(train) [31][200/314] lr: 1.9207e-01 eta: 5:33:24 time: 0.3136 data_time: 0.0516 memory: 9706 grad_norm: 1.0033 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.5558 loss: 0.5558 2022/08/05 13:37:36 - mmengine - INFO - Epoch(train) [31][220/314] lr: 1.9203e-01 eta: 5:33:19 time: 0.3128 data_time: 0.0539 memory: 9706 grad_norm: 0.9204 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.4728 loss: 0.4728 2022/08/05 13:37:43 - mmengine - INFO - Epoch(train) [31][240/314] lr: 1.9200e-01 eta: 5:33:15 time: 0.3210 data_time: 0.0520 memory: 9706 grad_norm: 0.9552 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.5318 loss: 0.5318 2022/08/05 13:37:49 - mmengine - INFO - Epoch(train) [31][260/314] lr: 1.9197e-01 eta: 5:33:11 time: 0.3153 data_time: 0.0517 memory: 9706 grad_norm: 1.0560 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.5373 loss: 0.5373 2022/08/05 13:37:56 - mmengine - INFO - Epoch(train) [31][280/314] lr: 1.9194e-01 eta: 5:33:06 time: 0.3140 data_time: 0.0504 memory: 9706 grad_norm: 1.0007 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.5658 loss: 0.5658 2022/08/05 13:38:02 - mmengine - INFO - Epoch(train) [31][300/314] lr: 1.9190e-01 eta: 5:33:01 time: 0.3145 data_time: 0.0539 memory: 9706 grad_norm: 1.0133 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.5858 loss: 0.5858 2022/08/05 13:38:06 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_ntu60_xsub_keypoint_20220805_124409 2022/08/05 13:38:06 - mmengine - INFO - Epoch(train) [31][314/314] lr: 1.9188e-01 eta: 5:33:01 time: 0.2989 data_time: 0.0485 memory: 9706 grad_norm: 1.1167 top1_acc: 0.5000 top5_acc: 0.7500 loss_cls: 0.6469 loss: 0.6469 2022/08/05 13:38:06 - mmengine - INFO - Saving checkpoint at 31 epochs 2022/08/05 13:38:14 - mmengine - INFO - Epoch(train) [32][20/314] lr: 1.9185e-01 eta: 5:32:28 time: 0.3496 data_time: 0.0917 memory: 9706 grad_norm: 1.0557 top1_acc: 0.7500 top5_acc: 1.0000 loss_cls: 0.6412 loss: 0.6412 2022/08/05 13:38:20 - mmengine - INFO - Epoch(train) [32][40/314] lr: 1.9181e-01 eta: 5:32:24 time: 0.3147 data_time: 0.0541 memory: 9706 grad_norm: 1.0651 top1_acc: 0.7500 top5_acc: 1.0000 loss_cls: 0.5869 loss: 0.5869 2022/08/05 13:38:27 - mmengine - INFO - Epoch(train) [32][60/314] lr: 1.9178e-01 eta: 5:32:19 time: 0.3155 data_time: 0.0530 memory: 9706 grad_norm: 1.0227 top1_acc: 0.6875 top5_acc: 1.0000 loss_cls: 0.5949 loss: 0.5949 2022/08/05 13:38:33 - mmengine - INFO - Epoch(train) [32][80/314] lr: 1.9175e-01 eta: 5:32:14 time: 0.3109 data_time: 0.0485 memory: 9706 grad_norm: 0.9805 top1_acc: 0.7500 top5_acc: 1.0000 loss_cls: 0.6243 loss: 0.6243 2022/08/05 13:38:39 - mmengine - INFO - Epoch(train) [32][100/314] lr: 1.9172e-01 eta: 5:32:10 time: 0.3227 data_time: 0.0522 memory: 9706 grad_norm: 0.9637 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.5270 loss: 0.5270 2022/08/05 13:38:45 - mmengine - INFO - Epoch(train) [32][120/314] lr: 1.9168e-01 eta: 5:32:06 time: 0.3147 data_time: 0.0509 memory: 9706 grad_norm: 0.9513 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.5676 loss: 0.5676 2022/08/05 13:38:52 - mmengine - INFO - Epoch(train) [32][140/314] lr: 1.9165e-01 eta: 5:32:01 time: 0.3166 data_time: 0.0535 memory: 9706 grad_norm: 0.9870 top1_acc: 0.7500 top5_acc: 1.0000 loss_cls: 0.6186 loss: 0.6186 2022/08/05 13:38:58 - mmengine - INFO - Epoch(train) [32][160/314] lr: 1.9162e-01 eta: 5:31:57 time: 0.3163 data_time: 0.0522 memory: 9706 grad_norm: 1.0121 top1_acc: 0.8125 top5_acc: 0.9375 loss_cls: 0.5757 loss: 0.5757 2022/08/05 13:39:04 - mmengine - INFO - Epoch(train) [32][180/314] lr: 1.9158e-01 eta: 5:31:52 time: 0.3143 data_time: 0.0528 memory: 9706 grad_norm: 0.9936 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.5997 loss: 0.5997 2022/08/05 13:39:11 - mmengine - INFO - Epoch(train) [32][200/314] lr: 1.9155e-01 eta: 5:31:47 time: 0.3156 data_time: 0.0523 memory: 9706 grad_norm: 0.9764 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.5194 loss: 0.5194 2022/08/05 13:39:17 - mmengine - INFO - Epoch(train) [32][220/314] lr: 1.9151e-01 eta: 5:31:43 time: 0.3202 data_time: 0.0550 memory: 9706 grad_norm: 1.0140 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.5048 loss: 0.5048 2022/08/05 13:39:23 - mmengine - INFO - Epoch(train) [32][240/314] lr: 1.9148e-01 eta: 5:31:39 time: 0.3161 data_time: 0.0520 memory: 9706 grad_norm: 1.0527 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.5698 loss: 0.5698 2022/08/05 13:39:30 - mmengine - INFO - Epoch(train) [32][260/314] lr: 1.9145e-01 eta: 5:31:34 time: 0.3156 data_time: 0.0547 memory: 9706 grad_norm: 0.9998 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.4906 loss: 0.4906 2022/08/05 13:39:32 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_ntu60_xsub_keypoint_20220805_124409 2022/08/05 13:39:36 - mmengine - INFO - Epoch(train) [32][280/314] lr: 1.9141e-01 eta: 5:31:31 time: 0.3260 data_time: 0.0526 memory: 9706 grad_norm: 1.0143 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.5693 loss: 0.5693 2022/08/05 13:39:43 - mmengine - INFO - Epoch(train) [32][300/314] lr: 1.9138e-01 eta: 5:31:26 time: 0.3155 data_time: 0.0524 memory: 9706 grad_norm: 1.0434 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.5594 loss: 0.5594 2022/08/05 13:39:47 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_ntu60_xsub_keypoint_20220805_124409 2022/08/05 13:39:47 - mmengine - INFO - Epoch(train) [32][314/314] lr: 1.9136e-01 eta: 5:31:26 time: 0.2993 data_time: 0.0496 memory: 9706 grad_norm: 1.0858 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.6334 loss: 0.6334 2022/08/05 13:39:47 - mmengine - INFO - Saving checkpoint at 32 epochs 2022/08/05 13:39:55 - mmengine - INFO - Epoch(train) [33][20/314] lr: 1.9132e-01 eta: 5:30:55 time: 0.3545 data_time: 0.0857 memory: 9706 grad_norm: 1.0393 top1_acc: 0.8125 top5_acc: 0.9375 loss_cls: 0.5343 loss: 0.5343 2022/08/05 13:40:01 - mmengine - INFO - Epoch(train) [33][40/314] lr: 1.9129e-01 eta: 5:30:50 time: 0.3129 data_time: 0.0519 memory: 9706 grad_norm: 1.0358 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.5580 loss: 0.5580 2022/08/05 13:40:07 - mmengine - INFO - Epoch(train) [33][60/314] lr: 1.9125e-01 eta: 5:30:45 time: 0.3160 data_time: 0.0539 memory: 9706 grad_norm: 1.0076 top1_acc: 0.6875 top5_acc: 1.0000 loss_cls: 0.6084 loss: 0.6084 2022/08/05 13:40:14 - mmengine - INFO - Epoch(train) [33][80/314] lr: 1.9122e-01 eta: 5:30:41 time: 0.3156 data_time: 0.0505 memory: 9706 grad_norm: 1.0096 top1_acc: 0.6875 top5_acc: 1.0000 loss_cls: 0.5698 loss: 0.5698 2022/08/05 13:40:20 - mmengine - INFO - Epoch(train) [33][100/314] lr: 1.9119e-01 eta: 5:30:36 time: 0.3166 data_time: 0.0528 memory: 9706 grad_norm: 1.0145 top1_acc: 0.7500 top5_acc: 0.9375 loss_cls: 0.5464 loss: 0.5464 2022/08/05 13:40:26 - mmengine - INFO - Epoch(train) [33][120/314] lr: 1.9115e-01 eta: 5:30:32 time: 0.3191 data_time: 0.0501 memory: 9706 grad_norm: 0.9736 top1_acc: 0.7500 top5_acc: 0.9375 loss_cls: 0.6137 loss: 0.6137 2022/08/05 13:40:33 - mmengine - INFO - Epoch(train) [33][140/314] lr: 1.9112e-01 eta: 5:30:28 time: 0.3158 data_time: 0.0529 memory: 9706 grad_norm: 0.9501 top1_acc: 0.8125 top5_acc: 0.9375 loss_cls: 0.5641 loss: 0.5641 2022/08/05 13:40:39 - mmengine - INFO - Epoch(train) [33][160/314] lr: 1.9108e-01 eta: 5:30:24 time: 0.3223 data_time: 0.0516 memory: 9706 grad_norm: 0.9940 top1_acc: 0.7500 top5_acc: 0.9375 loss_cls: 0.5832 loss: 0.5832 2022/08/05 13:40:45 - mmengine - INFO - Epoch(train) [33][180/314] lr: 1.9105e-01 eta: 5:30:19 time: 0.3174 data_time: 0.0528 memory: 9706 grad_norm: 1.0130 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.5069 loss: 0.5069 2022/08/05 13:40:52 - mmengine - INFO - Epoch(train) [33][200/314] lr: 1.9101e-01 eta: 5:30:15 time: 0.3157 data_time: 0.0506 memory: 9706 grad_norm: 1.1227 top1_acc: 0.6875 top5_acc: 0.8750 loss_cls: 0.5864 loss: 0.5864 2022/08/05 13:40:58 - mmengine - INFO - Epoch(train) [33][220/314] lr: 1.9098e-01 eta: 5:30:11 time: 0.3248 data_time: 0.0513 memory: 9706 grad_norm: 1.0813 top1_acc: 0.6875 top5_acc: 0.8750 loss_cls: 0.6541 loss: 0.6541 2022/08/05 13:41:05 - mmengine - INFO - Epoch(train) [33][240/314] lr: 1.9094e-01 eta: 5:30:06 time: 0.3146 data_time: 0.0510 memory: 9706 grad_norm: 1.0340 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.5654 loss: 0.5654 2022/08/05 13:41:11 - mmengine - INFO - Epoch(train) [33][260/314] lr: 1.9091e-01 eta: 5:30:02 time: 0.3192 data_time: 0.0517 memory: 9706 grad_norm: 0.9272 top1_acc: 0.6875 top5_acc: 0.9375 loss_cls: 0.5108 loss: 0.5108 2022/08/05 13:41:17 - mmengine - INFO - Epoch(train) [33][280/314] lr: 1.9088e-01 eta: 5:29:58 time: 0.3158 data_time: 0.0517 memory: 9706 grad_norm: 0.9843 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.5288 loss: 0.5288 2022/08/05 13:41:24 - mmengine - INFO - Epoch(train) [33][300/314] lr: 1.9084e-01 eta: 5:29:53 time: 0.3142 data_time: 0.0520 memory: 9706 grad_norm: 1.0046 top1_acc: 0.6875 top5_acc: 1.0000 loss_cls: 0.7002 loss: 0.7002 2022/08/05 13:41:28 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_ntu60_xsub_keypoint_20220805_124409 2022/08/05 13:41:28 - mmengine - INFO - Epoch(train) [33][314/314] lr: 1.9082e-01 eta: 5:29:53 time: 0.2967 data_time: 0.0463 memory: 9706 grad_norm: 1.0760 top1_acc: 0.5000 top5_acc: 0.7500 loss_cls: 0.7428 loss: 0.7428 2022/08/05 13:41:28 - mmengine - INFO - Saving checkpoint at 33 epochs 2022/08/05 13:41:36 - mmengine - INFO - Epoch(train) [34][20/314] lr: 1.9078e-01 eta: 5:29:21 time: 0.3504 data_time: 0.0880 memory: 9706 grad_norm: 1.0367 top1_acc: 0.8125 top5_acc: 0.9375 loss_cls: 0.5204 loss: 0.5204 2022/08/05 13:41:42 - mmengine - INFO - Epoch(train) [34][40/314] lr: 1.9075e-01 eta: 5:29:16 time: 0.3125 data_time: 0.0509 memory: 9706 grad_norm: 1.0120 top1_acc: 0.8125 top5_acc: 0.9375 loss_cls: 0.4616 loss: 0.4616 2022/08/05 13:41:48 - mmengine - INFO - Epoch(train) [34][60/314] lr: 1.9071e-01 eta: 5:29:12 time: 0.3145 data_time: 0.0528 memory: 9706 grad_norm: 0.9808 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.5187 loss: 0.5187 2022/08/05 13:41:54 - mmengine - INFO - Epoch(train) [34][80/314] lr: 1.9068e-01 eta: 5:29:07 time: 0.3178 data_time: 0.0512 memory: 9706 grad_norm: 0.9212 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.4592 loss: 0.4592 2022/08/05 13:42:01 - mmengine - INFO - Epoch(train) [34][100/314] lr: 1.9064e-01 eta: 5:29:03 time: 0.3165 data_time: 0.0538 memory: 9706 grad_norm: 1.0655 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.5546 loss: 0.5546 2022/08/05 13:42:07 - mmengine - INFO - Epoch(train) [34][120/314] lr: 1.9061e-01 eta: 5:28:58 time: 0.3162 data_time: 0.0499 memory: 9706 grad_norm: 1.0146 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.5107 loss: 0.5107 2022/08/05 13:42:13 - mmengine - INFO - Epoch(train) [34][140/314] lr: 1.9057e-01 eta: 5:28:53 time: 0.3168 data_time: 0.0542 memory: 9706 grad_norm: 1.0409 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.4738 loss: 0.4738 2022/08/05 13:42:20 - mmengine - INFO - Epoch(train) [34][160/314] lr: 1.9053e-01 eta: 5:28:49 time: 0.3136 data_time: 0.0524 memory: 9706 grad_norm: 1.0058 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.4909 loss: 0.4909 2022/08/05 13:42:26 - mmengine - INFO - Epoch(train) [34][180/314] lr: 1.9050e-01 eta: 5:28:44 time: 0.3139 data_time: 0.0528 memory: 9706 grad_norm: 0.9939 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.5391 loss: 0.5391 2022/08/05 13:42:32 - mmengine - INFO - Epoch(train) [34][200/314] lr: 1.9046e-01 eta: 5:28:39 time: 0.3123 data_time: 0.0495 memory: 9706 grad_norm: 1.0437 top1_acc: 0.8750 top5_acc: 0.9375 loss_cls: 0.6648 loss: 0.6648 2022/08/05 13:42:39 - mmengine - INFO - Epoch(train) [34][220/314] lr: 1.9043e-01 eta: 5:28:34 time: 0.3171 data_time: 0.0545 memory: 9706 grad_norm: 0.9967 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.5135 loss: 0.5135 2022/08/05 13:42:45 - mmengine - INFO - Epoch(train) [34][240/314] lr: 1.9039e-01 eta: 5:28:31 time: 0.3304 data_time: 0.0526 memory: 9706 grad_norm: 0.9783 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.5122 loss: 0.5122 2022/08/05 13:42:51 - mmengine - INFO - Epoch(train) [34][260/314] lr: 1.9036e-01 eta: 5:28:26 time: 0.3157 data_time: 0.0527 memory: 9706 grad_norm: 0.9960 top1_acc: 0.8750 top5_acc: 0.9375 loss_cls: 0.6051 loss: 0.6051 2022/08/05 13:42:58 - mmengine - INFO - Epoch(train) [34][280/314] lr: 1.9032e-01 eta: 5:28:22 time: 0.3175 data_time: 0.0514 memory: 9706 grad_norm: 1.0251 top1_acc: 0.8125 top5_acc: 0.9375 loss_cls: 0.6520 loss: 0.6520 2022/08/05 13:43:04 - mmengine - INFO - Epoch(train) [34][300/314] lr: 1.9029e-01 eta: 5:28:18 time: 0.3248 data_time: 0.0532 memory: 9706 grad_norm: 1.0187 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.5781 loss: 0.5781 2022/08/05 13:43:08 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_ntu60_xsub_keypoint_20220805_124409 2022/08/05 13:43:08 - mmengine - INFO - Epoch(train) [34][314/314] lr: 1.9026e-01 eta: 5:28:18 time: 0.3065 data_time: 0.0459 memory: 9706 grad_norm: 1.0531 top1_acc: 0.5000 top5_acc: 1.0000 loss_cls: 0.5522 loss: 0.5522 2022/08/05 13:43:08 - mmengine - INFO - Saving checkpoint at 34 epochs 2022/08/05 13:43:16 - mmengine - INFO - Epoch(train) [35][20/314] lr: 1.9022e-01 eta: 5:27:47 time: 0.3422 data_time: 0.0763 memory: 9706 grad_norm: 1.0178 top1_acc: 0.9375 top5_acc: 0.9375 loss_cls: 0.5158 loss: 0.5158 2022/08/05 13:43:23 - mmengine - INFO - Epoch(train) [35][40/314] lr: 1.9019e-01 eta: 5:27:42 time: 0.3140 data_time: 0.0505 memory: 9706 grad_norm: 1.0103 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.5985 loss: 0.5985 2022/08/05 13:43:29 - mmengine - INFO - Epoch(train) [35][60/314] lr: 1.9015e-01 eta: 5:27:38 time: 0.3188 data_time: 0.0524 memory: 9706 grad_norm: 0.9667 top1_acc: 0.6250 top5_acc: 1.0000 loss_cls: 0.5786 loss: 0.5786 2022/08/05 13:43:35 - mmengine - INFO - Epoch(train) [35][80/314] lr: 1.9012e-01 eta: 5:27:33 time: 0.3157 data_time: 0.0494 memory: 9706 grad_norm: 1.0564 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.5108 loss: 0.5108 2022/08/05 13:43:42 - mmengine - INFO - Epoch(train) [35][100/314] lr: 1.9008e-01 eta: 5:27:28 time: 0.3170 data_time: 0.0533 memory: 9706 grad_norm: 1.0061 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.5704 loss: 0.5704 2022/08/05 13:43:48 - mmengine - INFO - Epoch(train) [35][120/314] lr: 1.9004e-01 eta: 5:27:23 time: 0.3118 data_time: 0.0502 memory: 9706 grad_norm: 1.0532 top1_acc: 0.6875 top5_acc: 1.0000 loss_cls: 0.5796 loss: 0.5796 2022/08/05 13:43:54 - mmengine - INFO - Epoch(train) [35][140/314] lr: 1.9001e-01 eta: 5:27:18 time: 0.3162 data_time: 0.0533 memory: 9706 grad_norm: 1.0034 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.5448 loss: 0.5448 2022/08/05 13:44:01 - mmengine - INFO - Epoch(train) [35][160/314] lr: 1.8997e-01 eta: 5:27:14 time: 0.3145 data_time: 0.0506 memory: 9706 grad_norm: 0.9788 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.4536 loss: 0.4536 2022/08/05 13:44:07 - mmengine - INFO - Epoch(train) [35][180/314] lr: 1.8993e-01 eta: 5:27:11 time: 0.3305 data_time: 0.0541 memory: 9706 grad_norm: 1.0046 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.5313 loss: 0.5313 2022/08/05 13:44:13 - mmengine - INFO - Epoch(train) [35][200/314] lr: 1.8990e-01 eta: 5:27:06 time: 0.3140 data_time: 0.0512 memory: 9706 grad_norm: 1.0217 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.5453 loss: 0.5453 2022/08/05 13:44:20 - mmengine - INFO - Epoch(train) [35][220/314] lr: 1.8986e-01 eta: 5:27:00 time: 0.3120 data_time: 0.0508 memory: 9706 grad_norm: 0.9950 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.5036 loss: 0.5036 2022/08/05 13:44:32 - mmengine - INFO - Epoch(train) [35][240/314] lr: 1.8983e-01 eta: 5:27:30 time: 0.6050 data_time: 0.3215 memory: 9706 grad_norm: 0.9740 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.4299 loss: 0.4299 2022/08/05 13:44:38 - mmengine - INFO - Epoch(train) [35][260/314] lr: 1.8979e-01 eta: 5:27:25 time: 0.3150 data_time: 0.0518 memory: 9706 grad_norm: 1.0253 top1_acc: 0.6875 top5_acc: 1.0000 loss_cls: 0.6670 loss: 0.6670 2022/08/05 13:44:45 - mmengine - INFO - Epoch(train) [35][280/314] lr: 1.8975e-01 eta: 5:27:22 time: 0.3287 data_time: 0.0547 memory: 9706 grad_norm: 0.9934 top1_acc: 0.6875 top5_acc: 0.8750 loss_cls: 0.5952 loss: 0.5952 2022/08/05 13:44:51 - mmengine - INFO - Epoch(train) [35][300/314] lr: 1.8971e-01 eta: 5:27:16 time: 0.3131 data_time: 0.0515 memory: 9706 grad_norm: 1.0007 top1_acc: 0.6875 top5_acc: 1.0000 loss_cls: 0.4980 loss: 0.4980 2022/08/05 13:44:55 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_ntu60_xsub_keypoint_20220805_124409 2022/08/05 13:44:55 - mmengine - INFO - Epoch(train) [35][314/314] lr: 1.8969e-01 eta: 5:27:16 time: 0.2983 data_time: 0.0485 memory: 9706 grad_norm: 1.0852 top1_acc: 0.7500 top5_acc: 1.0000 loss_cls: 0.5699 loss: 0.5699 2022/08/05 13:44:55 - mmengine - INFO - Saving checkpoint at 35 epochs 2022/08/05 13:45:00 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_ntu60_xsub_keypoint_20220805_124409 2022/08/05 13:45:03 - mmengine - INFO - Epoch(train) [36][20/314] lr: 1.8965e-01 eta: 5:26:46 time: 0.3464 data_time: 0.0849 memory: 9706 grad_norm: 1.0444 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.5032 loss: 0.5032 2022/08/05 13:45:09 - mmengine - INFO - Epoch(train) [36][40/314] lr: 1.8962e-01 eta: 5:26:41 time: 0.3114 data_time: 0.0519 memory: 9706 grad_norm: 1.0629 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.5427 loss: 0.5427 2022/08/05 13:45:16 - mmengine - INFO - Epoch(train) [36][60/314] lr: 1.8958e-01 eta: 5:26:39 time: 0.3465 data_time: 0.0511 memory: 9706 grad_norm: 1.0444 top1_acc: 0.8750 top5_acc: 0.9375 loss_cls: 0.5404 loss: 0.5404 2022/08/05 13:45:22 - mmengine - INFO - Epoch(train) [36][80/314] lr: 1.8954e-01 eta: 5:26:35 time: 0.3148 data_time: 0.0519 memory: 9706 grad_norm: 1.0094 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.5126 loss: 0.5126 2022/08/05 13:45:29 - mmengine - INFO - Epoch(train) [36][100/314] lr: 1.8950e-01 eta: 5:26:29 time: 0.3120 data_time: 0.0503 memory: 9706 grad_norm: 0.9780 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.5646 loss: 0.5646 2022/08/05 13:45:35 - mmengine - INFO - Epoch(train) [36][120/314] lr: 1.8947e-01 eta: 5:26:24 time: 0.3159 data_time: 0.0518 memory: 9706 grad_norm: 0.9978 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.5116 loss: 0.5116 2022/08/05 13:45:41 - mmengine - INFO - Epoch(train) [36][140/314] lr: 1.8943e-01 eta: 5:26:19 time: 0.3103 data_time: 0.0499 memory: 9706 grad_norm: 1.0423 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.5147 loss: 0.5147 2022/08/05 13:45:47 - mmengine - INFO - Epoch(train) [36][160/314] lr: 1.8939e-01 eta: 5:26:14 time: 0.3168 data_time: 0.0528 memory: 9706 grad_norm: 1.0390 top1_acc: 0.6250 top5_acc: 0.9375 loss_cls: 0.6043 loss: 0.6043 2022/08/05 13:45:54 - mmengine - INFO - Epoch(train) [36][180/314] lr: 1.8935e-01 eta: 5:26:10 time: 0.3203 data_time: 0.0520 memory: 9706 grad_norm: 1.0282 top1_acc: 0.6875 top5_acc: 1.0000 loss_cls: 0.5148 loss: 0.5148 2022/08/05 13:46:00 - mmengine - INFO - Epoch(train) [36][200/314] lr: 1.8932e-01 eta: 5:26:05 time: 0.3157 data_time: 0.0508 memory: 9706 grad_norm: 0.9979 top1_acc: 0.7500 top5_acc: 1.0000 loss_cls: 0.6412 loss: 0.6412 2022/08/05 13:46:07 - mmengine - INFO - Epoch(train) [36][220/314] lr: 1.8928e-01 eta: 5:26:02 time: 0.3323 data_time: 0.0514 memory: 9706 grad_norm: 1.0580 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.5831 loss: 0.5831 2022/08/05 13:46:13 - mmengine - INFO - Epoch(train) [36][240/314] lr: 1.8924e-01 eta: 5:25:57 time: 0.3132 data_time: 0.0525 memory: 9706 grad_norm: 0.9754 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.5488 loss: 0.5488 2022/08/05 13:46:19 - mmengine - INFO - Epoch(train) [36][260/314] lr: 1.8920e-01 eta: 5:25:52 time: 0.3177 data_time: 0.0536 memory: 9706 grad_norm: 1.0001 top1_acc: 0.7500 top5_acc: 0.9375 loss_cls: 0.5067 loss: 0.5067 2022/08/05 13:46:26 - mmengine - INFO - Epoch(train) [36][280/314] lr: 1.8917e-01 eta: 5:25:48 time: 0.3220 data_time: 0.0522 memory: 9706 grad_norm: 1.0554 top1_acc: 0.7500 top5_acc: 1.0000 loss_cls: 0.5869 loss: 0.5869 2022/08/05 13:46:32 - mmengine - INFO - Epoch(train) [36][300/314] lr: 1.8913e-01 eta: 5:25:43 time: 0.3126 data_time: 0.0514 memory: 9706 grad_norm: 1.0188 top1_acc: 0.7500 top5_acc: 0.9375 loss_cls: 0.5440 loss: 0.5440 2022/08/05 13:46:37 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_ntu60_xsub_keypoint_20220805_124409 2022/08/05 13:46:37 - mmengine - INFO - Epoch(train) [36][314/314] lr: 1.8910e-01 eta: 5:25:43 time: 0.3202 data_time: 0.0521 memory: 9706 grad_norm: 1.1756 top1_acc: 0.7500 top5_acc: 1.0000 loss_cls: 0.5285 loss: 0.5285 2022/08/05 13:46:37 - mmengine - INFO - Saving checkpoint at 36 epochs 2022/08/05 13:46:45 - mmengine - INFO - Epoch(train) [37][20/314] lr: 1.8906e-01 eta: 5:25:13 time: 0.3443 data_time: 0.0833 memory: 9706 grad_norm: 1.1122 top1_acc: 0.6875 top5_acc: 0.9375 loss_cls: 0.6990 loss: 0.6990 2022/08/05 13:46:51 - mmengine - INFO - Epoch(train) [37][40/314] lr: 1.8903e-01 eta: 5:25:08 time: 0.3121 data_time: 0.0516 memory: 9706 grad_norm: 0.9882 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.6043 loss: 0.6043 2022/08/05 13:46:58 - mmengine - INFO - Epoch(train) [37][60/314] lr: 1.8899e-01 eta: 5:25:04 time: 0.3302 data_time: 0.0529 memory: 9706 grad_norm: 0.9770 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.5032 loss: 0.5032 2022/08/05 13:47:04 - mmengine - INFO - Epoch(train) [37][80/314] lr: 1.8895e-01 eta: 5:24:59 time: 0.3148 data_time: 0.0534 memory: 9706 grad_norm: 1.0153 top1_acc: 0.7500 top5_acc: 1.0000 loss_cls: 0.5104 loss: 0.5104 2022/08/05 13:47:10 - mmengine - INFO - Epoch(train) [37][100/314] lr: 1.8891e-01 eta: 5:24:55 time: 0.3154 data_time: 0.0545 memory: 9706 grad_norm: 0.9972 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.5714 loss: 0.5714 2022/08/05 13:47:17 - mmengine - INFO - Epoch(train) [37][120/314] lr: 1.8887e-01 eta: 5:24:50 time: 0.3176 data_time: 0.0512 memory: 9706 grad_norm: 1.0421 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.5508 loss: 0.5508 2022/08/05 13:47:23 - mmengine - INFO - Epoch(train) [37][140/314] lr: 1.8884e-01 eta: 5:24:45 time: 0.3189 data_time: 0.0534 memory: 9706 grad_norm: 1.0720 top1_acc: 0.7500 top5_acc: 1.0000 loss_cls: 0.5650 loss: 0.5650 2022/08/05 13:47:29 - mmengine - INFO - Epoch(train) [37][160/314] lr: 1.8880e-01 eta: 5:24:40 time: 0.3149 data_time: 0.0572 memory: 9706 grad_norm: 0.9885 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.5664 loss: 0.5664 2022/08/05 13:47:35 - mmengine - INFO - Epoch(train) [37][180/314] lr: 1.8876e-01 eta: 5:24:35 time: 0.3114 data_time: 0.0545 memory: 9706 grad_norm: 0.9862 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.5657 loss: 0.5657 2022/08/05 13:47:42 - mmengine - INFO - Epoch(train) [37][200/314] lr: 1.8872e-01 eta: 5:24:29 time: 0.3097 data_time: 0.0517 memory: 9706 grad_norm: 1.0086 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.6156 loss: 0.6156 2022/08/05 13:47:48 - mmengine - INFO - Epoch(train) [37][220/314] lr: 1.8868e-01 eta: 5:24:24 time: 0.3084 data_time: 0.0491 memory: 9706 grad_norm: 1.0004 top1_acc: 0.5625 top5_acc: 1.0000 loss_cls: 0.5184 loss: 0.5184 2022/08/05 13:47:54 - mmengine - INFO - Epoch(train) [37][240/314] lr: 1.8864e-01 eta: 5:24:19 time: 0.3153 data_time: 0.0538 memory: 9706 grad_norm: 0.9806 top1_acc: 0.7500 top5_acc: 1.0000 loss_cls: 0.4960 loss: 0.4960 2022/08/05 13:48:00 - mmengine - INFO - Epoch(train) [37][260/314] lr: 1.8861e-01 eta: 5:24:13 time: 0.3097 data_time: 0.0506 memory: 9706 grad_norm: 0.9668 top1_acc: 0.7500 top5_acc: 0.8750 loss_cls: 0.5641 loss: 0.5641 2022/08/05 13:48:07 - mmengine - INFO - Epoch(train) [37][280/314] lr: 1.8857e-01 eta: 5:24:08 time: 0.3153 data_time: 0.0522 memory: 9706 grad_norm: 0.9700 top1_acc: 0.8125 top5_acc: 0.9375 loss_cls: 0.4965 loss: 0.4965 2022/08/05 13:48:13 - mmengine - INFO - Epoch(train) [37][300/314] lr: 1.8853e-01 eta: 5:24:03 time: 0.3106 data_time: 0.0523 memory: 9706 grad_norm: 1.0404 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.5267 loss: 0.5267 2022/08/05 13:48:17 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_ntu60_xsub_keypoint_20220805_124409 2022/08/05 13:48:17 - mmengine - INFO - Epoch(train) [37][314/314] lr: 1.8850e-01 eta: 5:24:03 time: 0.3011 data_time: 0.0496 memory: 9706 grad_norm: 1.0885 top1_acc: 0.7500 top5_acc: 1.0000 loss_cls: 0.5303 loss: 0.5303 2022/08/05 13:48:17 - mmengine - INFO - Saving checkpoint at 37 epochs 2022/08/05 13:48:25 - mmengine - INFO - Epoch(train) [38][20/314] lr: 1.8846e-01 eta: 5:23:34 time: 0.3512 data_time: 0.0920 memory: 9706 grad_norm: 1.0519 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.5874 loss: 0.5874 2022/08/05 13:48:31 - mmengine - INFO - Epoch(train) [38][40/314] lr: 1.8842e-01 eta: 5:23:29 time: 0.3121 data_time: 0.0514 memory: 9706 grad_norm: 1.0818 top1_acc: 0.7500 top5_acc: 0.9375 loss_cls: 0.5865 loss: 0.5865 2022/08/05 13:48:37 - mmengine - INFO - Epoch(train) [38][60/314] lr: 1.8838e-01 eta: 5:23:24 time: 0.3203 data_time: 0.0540 memory: 9706 grad_norm: 1.0293 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.6338 loss: 0.6338 2022/08/05 13:48:44 - mmengine - INFO - Epoch(train) [38][80/314] lr: 1.8834e-01 eta: 5:23:19 time: 0.3143 data_time: 0.0519 memory: 9706 grad_norm: 1.0121 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.5605 loss: 0.5605 2022/08/05 13:48:50 - mmengine - INFO - Epoch(train) [38][100/314] lr: 1.8831e-01 eta: 5:23:14 time: 0.3164 data_time: 0.0532 memory: 9706 grad_norm: 0.9700 top1_acc: 0.7500 top5_acc: 1.0000 loss_cls: 0.5290 loss: 0.5290 2022/08/05 13:48:56 - mmengine - INFO - Epoch(train) [38][120/314] lr: 1.8827e-01 eta: 5:23:10 time: 0.3193 data_time: 0.0517 memory: 9706 grad_norm: 1.0450 top1_acc: 0.8125 top5_acc: 0.8750 loss_cls: 0.5730 loss: 0.5730 2022/08/05 13:49:03 - mmengine - INFO - Epoch(train) [38][140/314] lr: 1.8823e-01 eta: 5:23:05 time: 0.3128 data_time: 0.0530 memory: 9706 grad_norm: 1.0910 top1_acc: 0.6875 top5_acc: 0.9375 loss_cls: 0.6437 loss: 0.6437 2022/08/05 13:49:09 - mmengine - INFO - Epoch(train) [38][160/314] lr: 1.8819e-01 eta: 5:22:59 time: 0.3104 data_time: 0.0524 memory: 9706 grad_norm: 0.9762 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.5447 loss: 0.5447 2022/08/05 13:49:15 - mmengine - INFO - Epoch(train) [38][180/314] lr: 1.8815e-01 eta: 5:22:55 time: 0.3214 data_time: 0.0553 memory: 9706 grad_norm: 1.0454 top1_acc: 0.7500 top5_acc: 1.0000 loss_cls: 0.5894 loss: 0.5894 2022/08/05 13:49:22 - mmengine - INFO - Epoch(train) [38][200/314] lr: 1.8811e-01 eta: 5:22:50 time: 0.3121 data_time: 0.0542 memory: 9706 grad_norm: 1.0037 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.6189 loss: 0.6189 2022/08/05 13:49:28 - mmengine - INFO - Epoch(train) [38][220/314] lr: 1.8807e-01 eta: 5:22:45 time: 0.3142 data_time: 0.0547 memory: 9706 grad_norm: 1.0996 top1_acc: 0.7500 top5_acc: 1.0000 loss_cls: 0.6638 loss: 0.6638 2022/08/05 13:49:34 - mmengine - INFO - Epoch(train) [38][240/314] lr: 1.8803e-01 eta: 5:22:40 time: 0.3193 data_time: 0.0530 memory: 9706 grad_norm: 1.0593 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.5739 loss: 0.5739 2022/08/05 13:49:41 - mmengine - INFO - Epoch(train) [38][260/314] lr: 1.8799e-01 eta: 5:22:35 time: 0.3123 data_time: 0.0518 memory: 9706 grad_norm: 1.0623 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.5375 loss: 0.5375 2022/08/05 13:49:47 - mmengine - INFO - Epoch(train) [38][280/314] lr: 1.8795e-01 eta: 5:22:29 time: 0.3118 data_time: 0.0519 memory: 9706 grad_norm: 0.9959 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.4773 loss: 0.4773 2022/08/05 13:49:53 - mmengine - INFO - Epoch(train) [38][300/314] lr: 1.8791e-01 eta: 5:22:23 time: 0.3070 data_time: 0.0504 memory: 9706 grad_norm: 1.0330 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.5771 loss: 0.5771 2022/08/05 13:49:57 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_ntu60_xsub_keypoint_20220805_124409 2022/08/05 13:49:57 - mmengine - INFO - Epoch(train) [38][314/314] lr: 1.8788e-01 eta: 5:22:23 time: 0.2977 data_time: 0.0473 memory: 9706 grad_norm: 1.1066 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.5739 loss: 0.5739 2022/08/05 13:49:57 - mmengine - INFO - Saving checkpoint at 38 epochs 2022/08/05 13:50:05 - mmengine - INFO - Epoch(train) [39][20/314] lr: 1.8784e-01 eta: 5:21:55 time: 0.3521 data_time: 0.0814 memory: 9706 grad_norm: 1.0343 top1_acc: 0.7500 top5_acc: 1.0000 loss_cls: 0.6165 loss: 0.6165 2022/08/05 13:50:12 - mmengine - INFO - Epoch(train) [39][40/314] lr: 1.8780e-01 eta: 5:21:50 time: 0.3113 data_time: 0.0507 memory: 9706 grad_norm: 1.0259 top1_acc: 0.7500 top5_acc: 1.0000 loss_cls: 0.5693 loss: 0.5693 2022/08/05 13:50:18 - mmengine - INFO - Epoch(train) [39][60/314] lr: 1.8776e-01 eta: 5:21:45 time: 0.3172 data_time: 0.0512 memory: 9706 grad_norm: 1.0453 top1_acc: 0.7500 top5_acc: 1.0000 loss_cls: 0.4938 loss: 0.4938 2022/08/05 13:50:20 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_ntu60_xsub_keypoint_20220805_124409 2022/08/05 13:50:24 - mmengine - INFO - Epoch(train) [39][80/314] lr: 1.8772e-01 eta: 5:21:41 time: 0.3179 data_time: 0.0519 memory: 9706 grad_norm: 1.0210 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.5561 loss: 0.5561 2022/08/05 13:50:30 - mmengine - INFO - Epoch(train) [39][100/314] lr: 1.8768e-01 eta: 5:21:35 time: 0.3114 data_time: 0.0516 memory: 9706 grad_norm: 1.0331 top1_acc: 0.6875 top5_acc: 1.0000 loss_cls: 0.4830 loss: 0.4830 2022/08/05 13:50:37 - mmengine - INFO - Epoch(train) [39][120/314] lr: 1.8764e-01 eta: 5:21:30 time: 0.3148 data_time: 0.0518 memory: 9706 grad_norm: 1.0611 top1_acc: 0.7500 top5_acc: 1.0000 loss_cls: 0.4646 loss: 0.4646 2022/08/05 13:50:43 - mmengine - INFO - Epoch(train) [39][140/314] lr: 1.8760e-01 eta: 5:21:25 time: 0.3108 data_time: 0.0533 memory: 9706 grad_norm: 0.9671 top1_acc: 0.8125 top5_acc: 0.9375 loss_cls: 0.5632 loss: 0.5632 2022/08/05 13:50:49 - mmengine - INFO - Epoch(train) [39][160/314] lr: 1.8756e-01 eta: 5:21:19 time: 0.3130 data_time: 0.0497 memory: 9706 grad_norm: 1.0214 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.5758 loss: 0.5758 2022/08/05 13:50:56 - mmengine - INFO - Epoch(train) [39][180/314] lr: 1.8752e-01 eta: 5:21:15 time: 0.3204 data_time: 0.0539 memory: 9706 grad_norm: 1.0708 top1_acc: 0.6875 top5_acc: 1.0000 loss_cls: 0.6378 loss: 0.6378 2022/08/05 13:51:02 - mmengine - INFO - Epoch(train) [39][200/314] lr: 1.8748e-01 eta: 5:21:10 time: 0.3165 data_time: 0.0529 memory: 9706 grad_norm: 1.0242 top1_acc: 0.9375 top5_acc: 0.9375 loss_cls: 0.6374 loss: 0.6374 2022/08/05 13:51:08 - mmengine - INFO - Epoch(train) [39][220/314] lr: 1.8744e-01 eta: 5:21:05 time: 0.3104 data_time: 0.0533 memory: 9706 grad_norm: 1.0003 top1_acc: 0.6875 top5_acc: 0.8125 loss_cls: 0.5999 loss: 0.5999 2022/08/05 13:51:15 - mmengine - INFO - Epoch(train) [39][240/314] lr: 1.8740e-01 eta: 5:21:00 time: 0.3209 data_time: 0.0521 memory: 9706 grad_norm: 1.0303 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.5083 loss: 0.5083 2022/08/05 13:51:21 - mmengine - INFO - Epoch(train) [39][260/314] lr: 1.8736e-01 eta: 5:20:55 time: 0.3127 data_time: 0.0506 memory: 9706 grad_norm: 1.0101 top1_acc: 0.6875 top5_acc: 1.0000 loss_cls: 0.5694 loss: 0.5694 2022/08/05 13:51:27 - mmengine - INFO - Epoch(train) [39][280/314] lr: 1.8732e-01 eta: 5:20:49 time: 0.3111 data_time: 0.0506 memory: 9706 grad_norm: 0.9717 top1_acc: 0.7500 top5_acc: 1.0000 loss_cls: 0.4753 loss: 0.4753 2022/08/05 13:51:33 - mmengine - INFO - Epoch(train) [39][300/314] lr: 1.8728e-01 eta: 5:20:44 time: 0.3086 data_time: 0.0504 memory: 9706 grad_norm: 1.0165 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.5172 loss: 0.5172 2022/08/05 13:51:38 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_ntu60_xsub_keypoint_20220805_124409 2022/08/05 13:51:38 - mmengine - INFO - Epoch(train) [39][314/314] lr: 1.8725e-01 eta: 5:20:44 time: 0.3364 data_time: 0.0533 memory: 9706 grad_norm: 1.0688 top1_acc: 0.5000 top5_acc: 1.0000 loss_cls: 0.5914 loss: 0.5914 2022/08/05 13:51:38 - mmengine - INFO - Saving checkpoint at 39 epochs 2022/08/05 13:51:46 - mmengine - INFO - Epoch(train) [40][20/314] lr: 1.8721e-01 eta: 5:20:16 time: 0.3528 data_time: 0.0898 memory: 9706 grad_norm: 1.0697 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.5853 loss: 0.5853 2022/08/05 13:51:53 - mmengine - INFO - Epoch(train) [40][40/314] lr: 1.8717e-01 eta: 5:20:12 time: 0.3176 data_time: 0.0544 memory: 9706 grad_norm: 1.0342 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.4374 loss: 0.4374 2022/08/05 13:51:59 - mmengine - INFO - Epoch(train) [40][60/314] lr: 1.8713e-01 eta: 5:20:08 time: 0.3263 data_time: 0.0507 memory: 9706 grad_norm: 0.9747 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.5245 loss: 0.5245 2022/08/05 13:52:05 - mmengine - INFO - Epoch(train) [40][80/314] lr: 1.8709e-01 eta: 5:20:03 time: 0.3133 data_time: 0.0514 memory: 9706 grad_norm: 0.9575 top1_acc: 0.7500 top5_acc: 0.9375 loss_cls: 0.5804 loss: 0.5804 2022/08/05 13:52:12 - mmengine - INFO - Epoch(train) [40][100/314] lr: 1.8705e-01 eta: 5:19:57 time: 0.3143 data_time: 0.0497 memory: 9706 grad_norm: 0.9855 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.5143 loss: 0.5143 2022/08/05 13:52:18 - mmengine - INFO - Epoch(train) [40][120/314] lr: 1.8701e-01 eta: 5:19:53 time: 0.3249 data_time: 0.0568 memory: 9706 grad_norm: 1.0261 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.4722 loss: 0.4722 2022/08/05 13:52:24 - mmengine - INFO - Epoch(train) [40][140/314] lr: 1.8697e-01 eta: 5:19:48 time: 0.3139 data_time: 0.0507 memory: 9706 grad_norm: 1.0131 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.5045 loss: 0.5045 2022/08/05 13:52:31 - mmengine - INFO - Epoch(train) [40][160/314] lr: 1.8692e-01 eta: 5:19:43 time: 0.3169 data_time: 0.0571 memory: 9706 grad_norm: 1.0599 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.6459 loss: 0.6459 2022/08/05 13:52:37 - mmengine - INFO - Epoch(train) [40][180/314] lr: 1.8688e-01 eta: 5:19:39 time: 0.3182 data_time: 0.0516 memory: 9706 grad_norm: 1.0581 top1_acc: 0.8125 top5_acc: 0.9375 loss_cls: 0.5712 loss: 0.5712 2022/08/05 13:52:43 - mmengine - INFO - Epoch(train) [40][200/314] lr: 1.8684e-01 eta: 5:19:34 time: 0.3146 data_time: 0.0529 memory: 9706 grad_norm: 1.0750 top1_acc: 0.7500 top5_acc: 1.0000 loss_cls: 0.5145 loss: 0.5145 2022/08/05 13:52:50 - mmengine - INFO - Epoch(train) [40][220/314] lr: 1.8680e-01 eta: 5:19:29 time: 0.3178 data_time: 0.0525 memory: 9706 grad_norm: 0.9813 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.4988 loss: 0.4988 2022/08/05 13:52:56 - mmengine - INFO - Epoch(train) [40][240/314] lr: 1.8676e-01 eta: 5:19:24 time: 0.3199 data_time: 0.0523 memory: 9706 grad_norm: 1.0175 top1_acc: 0.7500 top5_acc: 0.9375 loss_cls: 0.4774 loss: 0.4774 2022/08/05 13:53:02 - mmengine - INFO - Epoch(train) [40][260/314] lr: 1.8672e-01 eta: 5:19:19 time: 0.3151 data_time: 0.0518 memory: 9706 grad_norm: 0.9194 top1_acc: 0.6875 top5_acc: 1.0000 loss_cls: 0.4655 loss: 0.4655 2022/08/05 13:53:09 - mmengine - INFO - Epoch(train) [40][280/314] lr: 1.8668e-01 eta: 5:19:15 time: 0.3203 data_time: 0.0535 memory: 9706 grad_norm: 1.0227 top1_acc: 0.7500 top5_acc: 0.9375 loss_cls: 0.5702 loss: 0.5702 2022/08/05 13:53:15 - mmengine - INFO - Epoch(train) [40][300/314] lr: 1.8663e-01 eta: 5:19:10 time: 0.3178 data_time: 0.0526 memory: 9706 grad_norm: 1.0480 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.5808 loss: 0.5808 2022/08/05 13:53:19 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_ntu60_xsub_keypoint_20220805_124409 2022/08/05 13:53:19 - mmengine - INFO - Epoch(train) [40][314/314] lr: 1.8660e-01 eta: 5:19:10 time: 0.3016 data_time: 0.0528 memory: 9706 grad_norm: 1.0569 top1_acc: 0.5000 top5_acc: 1.0000 loss_cls: 0.5550 loss: 0.5550 2022/08/05 13:53:19 - mmengine - INFO - Saving checkpoint at 40 epochs 2022/08/05 13:53:27 - mmengine - INFO - Epoch(val) [40][20/129] eta: 0:00:35 time: 0.3242 data_time: 0.1688 memory: 1867 2022/08/05 13:53:32 - mmengine - INFO - Epoch(val) [40][40/129] eta: 0:00:22 time: 0.2474 data_time: 0.0910 memory: 1867 2022/08/05 13:53:37 - mmengine - INFO - Epoch(val) [40][60/129] eta: 0:00:17 time: 0.2600 data_time: 0.1013 memory: 1867 2022/08/05 13:53:42 - mmengine - INFO - Epoch(val) [40][80/129] eta: 0:00:12 time: 0.2499 data_time: 0.0925 memory: 1867 2022/08/05 13:53:47 - mmengine - INFO - Epoch(val) [40][100/129] eta: 0:00:07 time: 0.2455 data_time: 0.0881 memory: 1867 2022/08/05 13:53:51 - mmengine - INFO - Epoch(val) [40][120/129] eta: 0:00:01 time: 0.2118 data_time: 0.0653 memory: 1867 2022/08/05 13:53:53 - mmengine - INFO - Epoch(val) [40][129/129] acc/top1: 0.7234 acc/top5: 0.9599 acc/mean1: 0.7231 2022/08/05 13:54:01 - mmengine - INFO - Epoch(train) [41][20/314] lr: 1.8656e-01 eta: 5:18:45 time: 0.3728 data_time: 0.0927 memory: 9706 grad_norm: 1.0538 top1_acc: 0.7500 top5_acc: 0.9375 loss_cls: 0.5292 loss: 0.5292 2022/08/05 13:54:07 - mmengine - INFO - Epoch(train) [41][40/314] lr: 1.8652e-01 eta: 5:18:40 time: 0.3177 data_time: 0.0548 memory: 9706 grad_norm: 1.0250 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.5585 loss: 0.5585 2022/08/05 13:54:14 - mmengine - INFO - Epoch(train) [41][60/314] lr: 1.8648e-01 eta: 5:18:35 time: 0.3153 data_time: 0.0512 memory: 9706 grad_norm: 1.0384 top1_acc: 0.8125 top5_acc: 0.9375 loss_cls: 0.5154 loss: 0.5154 2022/08/05 13:54:20 - mmengine - INFO - Epoch(train) [41][80/314] lr: 1.8644e-01 eta: 5:18:30 time: 0.3169 data_time: 0.0533 memory: 9706 grad_norm: 1.0430 top1_acc: 0.8750 top5_acc: 0.9375 loss_cls: 0.4741 loss: 0.4741 2022/08/05 13:54:26 - mmengine - INFO - Epoch(train) [41][100/314] lr: 1.8640e-01 eta: 5:18:25 time: 0.3157 data_time: 0.0543 memory: 9706 grad_norm: 1.0587 top1_acc: 0.6250 top5_acc: 0.9375 loss_cls: 0.5360 loss: 0.5360 2022/08/05 13:54:32 - mmengine - INFO - Epoch(train) [41][120/314] lr: 1.8635e-01 eta: 5:18:20 time: 0.3131 data_time: 0.0529 memory: 9706 grad_norm: 1.0030 top1_acc: 0.6875 top5_acc: 1.0000 loss_cls: 0.7461 loss: 0.7461 2022/08/05 13:54:39 - mmengine - INFO - Epoch(train) [41][140/314] lr: 1.8631e-01 eta: 5:18:15 time: 0.3178 data_time: 0.0532 memory: 9706 grad_norm: 0.9711 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.4838 loss: 0.4838 2022/08/05 13:54:45 - mmengine - INFO - Epoch(train) [41][160/314] lr: 1.8627e-01 eta: 5:18:10 time: 0.3181 data_time: 0.0522 memory: 9706 grad_norm: 0.9765 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.4017 loss: 0.4017 2022/08/05 13:54:51 - mmengine - INFO - Epoch(train) [41][180/314] lr: 1.8623e-01 eta: 5:18:05 time: 0.3136 data_time: 0.0522 memory: 9706 grad_norm: 1.0248 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.5706 loss: 0.5706 2022/08/05 13:54:58 - mmengine - INFO - Epoch(train) [41][200/314] lr: 1.8618e-01 eta: 5:18:00 time: 0.3109 data_time: 0.0510 memory: 9706 grad_norm: 0.9928 top1_acc: 0.8125 top5_acc: 0.9375 loss_cls: 0.5862 loss: 0.5862 2022/08/05 13:55:04 - mmengine - INFO - Epoch(train) [41][220/314] lr: 1.8614e-01 eta: 5:17:55 time: 0.3149 data_time: 0.0538 memory: 9706 grad_norm: 1.0189 top1_acc: 0.6875 top5_acc: 1.0000 loss_cls: 0.5263 loss: 0.5263 2022/08/05 13:55:10 - mmengine - INFO - Epoch(train) [41][240/314] lr: 1.8610e-01 eta: 5:17:49 time: 0.3105 data_time: 0.0524 memory: 9706 grad_norm: 1.0493 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.4752 loss: 0.4752 2022/08/05 13:55:17 - mmengine - INFO - Epoch(train) [41][260/314] lr: 1.8606e-01 eta: 5:17:44 time: 0.3197 data_time: 0.0518 memory: 9706 grad_norm: 1.0554 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.5413 loss: 0.5413 2022/08/05 13:55:23 - mmengine - INFO - Epoch(train) [41][280/314] lr: 1.8602e-01 eta: 5:17:39 time: 0.3126 data_time: 0.0509 memory: 9706 grad_norm: 1.0457 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.5199 loss: 0.5199 2022/08/05 13:55:29 - mmengine - INFO - Epoch(train) [41][300/314] lr: 1.8597e-01 eta: 5:17:34 time: 0.3138 data_time: 0.0563 memory: 9706 grad_norm: 1.0607 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.5591 loss: 0.5591 2022/08/05 13:55:33 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_ntu60_xsub_keypoint_20220805_124409 2022/08/05 13:55:33 - mmengine - INFO - Epoch(train) [41][314/314] lr: 1.8594e-01 eta: 5:17:34 time: 0.2951 data_time: 0.0471 memory: 9706 grad_norm: 1.0656 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.5441 loss: 0.5441 2022/08/05 13:55:33 - mmengine - INFO - Saving checkpoint at 41 epochs 2022/08/05 13:55:41 - mmengine - INFO - Epoch(train) [42][20/314] lr: 1.8590e-01 eta: 5:17:08 time: 0.3591 data_time: 0.1018 memory: 9706 grad_norm: 1.0174 top1_acc: 0.8125 top5_acc: 0.9375 loss_cls: 0.5289 loss: 0.5289 2022/08/05 13:55:48 - mmengine - INFO - Epoch(train) [42][40/314] lr: 1.8586e-01 eta: 5:17:03 time: 0.3192 data_time: 0.0509 memory: 9706 grad_norm: 0.9950 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.4588 loss: 0.4588 2022/08/05 13:55:54 - mmengine - INFO - Epoch(train) [42][60/314] lr: 1.8581e-01 eta: 5:16:58 time: 0.3134 data_time: 0.0545 memory: 9706 grad_norm: 1.0452 top1_acc: 0.7500 top5_acc: 0.9375 loss_cls: 0.6089 loss: 0.6089 2022/08/05 13:56:00 - mmengine - INFO - Epoch(train) [42][80/314] lr: 1.8577e-01 eta: 5:16:53 time: 0.3126 data_time: 0.0493 memory: 9706 grad_norm: 1.0045 top1_acc: 0.8750 top5_acc: 0.9375 loss_cls: 0.4953 loss: 0.4953 2022/08/05 13:56:06 - mmengine - INFO - Epoch(train) [42][100/314] lr: 1.8573e-01 eta: 5:16:48 time: 0.3179 data_time: 0.0559 memory: 9706 grad_norm: 1.0162 top1_acc: 0.7500 top5_acc: 0.9375 loss_cls: 0.5897 loss: 0.5897 2022/08/05 13:56:13 - mmengine - INFO - Epoch(train) [42][120/314] lr: 1.8569e-01 eta: 5:16:43 time: 0.3139 data_time: 0.0534 memory: 9706 grad_norm: 0.9647 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.4812 loss: 0.4812 2022/08/05 13:56:15 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_ntu60_xsub_keypoint_20220805_124409 2022/08/05 13:56:19 - mmengine - INFO - Epoch(train) [42][140/314] lr: 1.8564e-01 eta: 5:16:38 time: 0.3145 data_time: 0.0550 memory: 9706 grad_norm: 1.0150 top1_acc: 0.5625 top5_acc: 0.9375 loss_cls: 0.5322 loss: 0.5322 2022/08/05 13:56:25 - mmengine - INFO - Epoch(train) [42][160/314] lr: 1.8560e-01 eta: 5:16:33 time: 0.3192 data_time: 0.0518 memory: 9706 grad_norm: 1.0677 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.5747 loss: 0.5747 2022/08/05 13:56:32 - mmengine - INFO - Epoch(train) [42][180/314] lr: 1.8556e-01 eta: 5:16:28 time: 0.3148 data_time: 0.0535 memory: 9706 grad_norm: 0.9858 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.5172 loss: 0.5172 2022/08/05 13:56:38 - mmengine - INFO - Epoch(train) [42][200/314] lr: 1.8551e-01 eta: 5:16:22 time: 0.3120 data_time: 0.0508 memory: 9706 grad_norm: 1.0660 top1_acc: 0.7500 top5_acc: 1.0000 loss_cls: 0.5237 loss: 0.5237 2022/08/05 13:56:44 - mmengine - INFO - Epoch(train) [42][220/314] lr: 1.8547e-01 eta: 5:16:17 time: 0.3136 data_time: 0.0556 memory: 9706 grad_norm: 0.9351 top1_acc: 0.6875 top5_acc: 1.0000 loss_cls: 0.5703 loss: 0.5703 2022/08/05 13:56:50 - mmengine - INFO - Epoch(train) [42][240/314] lr: 1.8543e-01 eta: 5:16:12 time: 0.3120 data_time: 0.0532 memory: 9706 grad_norm: 1.0601 top1_acc: 0.8750 top5_acc: 0.9375 loss_cls: 0.5019 loss: 0.5019 2022/08/05 13:56:57 - mmengine - INFO - Epoch(train) [42][260/314] lr: 1.8538e-01 eta: 5:16:06 time: 0.3136 data_time: 0.0550 memory: 9706 grad_norm: 1.0453 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.5856 loss: 0.5856 2022/08/05 13:57:03 - mmengine - INFO - Epoch(train) [42][280/314] lr: 1.8534e-01 eta: 5:16:01 time: 0.3128 data_time: 0.0493 memory: 9706 grad_norm: 1.0114 top1_acc: 0.6875 top5_acc: 1.0000 loss_cls: 0.6246 loss: 0.6246 2022/08/05 13:57:09 - mmengine - INFO - Epoch(train) [42][300/314] lr: 1.8530e-01 eta: 5:15:56 time: 0.3185 data_time: 0.0529 memory: 9706 grad_norm: 1.0282 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.5180 loss: 0.5180 2022/08/05 13:57:13 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_ntu60_xsub_keypoint_20220805_124409 2022/08/05 13:57:13 - mmengine - INFO - Epoch(train) [42][314/314] lr: 1.8527e-01 eta: 5:15:56 time: 0.2958 data_time: 0.0455 memory: 9706 grad_norm: 1.0646 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.5527 loss: 0.5527 2022/08/05 13:57:14 - mmengine - INFO - Saving checkpoint at 42 epochs 2022/08/05 13:57:21 - mmengine - INFO - Epoch(train) [43][20/314] lr: 1.8522e-01 eta: 5:15:30 time: 0.3493 data_time: 0.0937 memory: 9706 grad_norm: 1.0384 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.5576 loss: 0.5576 2022/08/05 13:57:28 - mmengine - INFO - Epoch(train) [43][40/314] lr: 1.8518e-01 eta: 5:15:25 time: 0.3185 data_time: 0.0525 memory: 9706 grad_norm: 1.0503 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.5959 loss: 0.5959 2022/08/05 13:57:34 - mmengine - INFO - Epoch(train) [43][60/314] lr: 1.8514e-01 eta: 5:15:20 time: 0.3125 data_time: 0.0557 memory: 9706 grad_norm: 1.0467 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.5297 loss: 0.5297 2022/08/05 13:57:40 - mmengine - INFO - Epoch(train) [43][80/314] lr: 1.8509e-01 eta: 5:15:14 time: 0.3117 data_time: 0.0498 memory: 9706 grad_norm: 0.9853 top1_acc: 0.6875 top5_acc: 1.0000 loss_cls: 0.5843 loss: 0.5843 2022/08/05 13:57:47 - mmengine - INFO - Epoch(train) [43][100/314] lr: 1.8505e-01 eta: 5:15:10 time: 0.3262 data_time: 0.0565 memory: 9706 grad_norm: 1.0359 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.5645 loss: 0.5645 2022/08/05 13:57:53 - mmengine - INFO - Epoch(train) [43][120/314] lr: 1.8500e-01 eta: 5:15:05 time: 0.3136 data_time: 0.0502 memory: 9706 grad_norm: 1.0156 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.5958 loss: 0.5958 2022/08/05 13:57:59 - mmengine - INFO - Epoch(train) [43][140/314] lr: 1.8496e-01 eta: 5:15:00 time: 0.3153 data_time: 0.0531 memory: 9706 grad_norm: 0.9869 top1_acc: 0.7500 top5_acc: 1.0000 loss_cls: 0.5042 loss: 0.5042 2022/08/05 13:58:06 - mmengine - INFO - Epoch(train) [43][160/314] lr: 1.8492e-01 eta: 5:14:56 time: 0.3291 data_time: 0.0523 memory: 9706 grad_norm: 1.0115 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.4252 loss: 0.4252 2022/08/05 13:58:12 - mmengine - INFO - Epoch(train) [43][180/314] lr: 1.8487e-01 eta: 5:14:51 time: 0.3143 data_time: 0.0539 memory: 9706 grad_norm: 1.0636 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.5366 loss: 0.5366 2022/08/05 13:58:19 - mmengine - INFO - Epoch(train) [43][200/314] lr: 1.8483e-01 eta: 5:14:46 time: 0.3149 data_time: 0.0501 memory: 9706 grad_norm: 0.9592 top1_acc: 0.7500 top5_acc: 1.0000 loss_cls: 0.4341 loss: 0.4341 2022/08/05 13:58:25 - mmengine - INFO - Epoch(train) [43][220/314] lr: 1.8478e-01 eta: 5:14:41 time: 0.3212 data_time: 0.0582 memory: 9706 grad_norm: 1.0368 top1_acc: 0.6250 top5_acc: 1.0000 loss_cls: 0.5312 loss: 0.5312 2022/08/05 13:58:31 - mmengine - INFO - Epoch(train) [43][240/314] lr: 1.8474e-01 eta: 5:14:36 time: 0.3149 data_time: 0.0529 memory: 9706 grad_norm: 1.0008 top1_acc: 0.8125 top5_acc: 0.9375 loss_cls: 0.5753 loss: 0.5753 2022/08/05 13:58:38 - mmengine - INFO - Epoch(train) [43][260/314] lr: 1.8469e-01 eta: 5:14:31 time: 0.3149 data_time: 0.0530 memory: 9706 grad_norm: 1.0542 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.4979 loss: 0.4979 2022/08/05 13:58:44 - mmengine - INFO - Epoch(train) [43][280/314] lr: 1.8465e-01 eta: 5:14:26 time: 0.3137 data_time: 0.0510 memory: 9706 grad_norm: 1.0580 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.5596 loss: 0.5596 2022/08/05 13:58:50 - mmengine - INFO - Epoch(train) [43][300/314] lr: 1.8461e-01 eta: 5:14:21 time: 0.3208 data_time: 0.0538 memory: 9706 grad_norm: 1.0021 top1_acc: 0.8750 top5_acc: 0.9375 loss_cls: 0.3640 loss: 0.3640 2022/08/05 13:58:54 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_ntu60_xsub_keypoint_20220805_124409 2022/08/05 13:58:54 - mmengine - INFO - Epoch(train) [43][314/314] lr: 1.8458e-01 eta: 5:14:21 time: 0.2914 data_time: 0.0462 memory: 9706 grad_norm: 1.1057 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.4969 loss: 0.4969 2022/08/05 13:58:54 - mmengine - INFO - Saving checkpoint at 43 epochs 2022/08/05 13:59:02 - mmengine - INFO - Epoch(train) [44][20/314] lr: 1.8453e-01 eta: 5:13:55 time: 0.3456 data_time: 0.0867 memory: 9706 grad_norm: 1.0834 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.5386 loss: 0.5386 2022/08/05 13:59:09 - mmengine - INFO - Epoch(train) [44][40/314] lr: 1.8449e-01 eta: 5:13:50 time: 0.3141 data_time: 0.0536 memory: 9706 grad_norm: 1.0651 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.5534 loss: 0.5534 2022/08/05 13:59:15 - mmengine - INFO - Epoch(train) [44][60/314] lr: 1.8444e-01 eta: 5:13:44 time: 0.3140 data_time: 0.0532 memory: 9706 grad_norm: 1.0425 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.5958 loss: 0.5958 2022/08/05 13:59:21 - mmengine - INFO - Epoch(train) [44][80/314] lr: 1.8440e-01 eta: 5:13:39 time: 0.3149 data_time: 0.0520 memory: 9706 grad_norm: 1.0204 top1_acc: 0.7500 top5_acc: 1.0000 loss_cls: 0.5858 loss: 0.5858 2022/08/05 13:59:28 - mmengine - INFO - Epoch(train) [44][100/314] lr: 1.8435e-01 eta: 5:13:34 time: 0.3149 data_time: 0.0535 memory: 9706 grad_norm: 1.0399 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.4869 loss: 0.4869 2022/08/05 13:59:34 - mmengine - INFO - Epoch(train) [44][120/314] lr: 1.8431e-01 eta: 5:13:29 time: 0.3174 data_time: 0.0527 memory: 9706 grad_norm: 1.0135 top1_acc: 0.6250 top5_acc: 1.0000 loss_cls: 0.6101 loss: 0.6101 2022/08/05 13:59:40 - mmengine - INFO - Epoch(train) [44][140/314] lr: 1.8426e-01 eta: 5:13:24 time: 0.3129 data_time: 0.0518 memory: 9706 grad_norm: 0.9268 top1_acc: 0.9375 top5_acc: 0.9375 loss_cls: 0.5546 loss: 0.5546 2022/08/05 13:59:47 - mmengine - INFO - Epoch(train) [44][160/314] lr: 1.8422e-01 eta: 5:13:20 time: 0.3292 data_time: 0.0543 memory: 9706 grad_norm: 0.9794 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.5314 loss: 0.5314 2022/08/05 13:59:53 - mmengine - INFO - Epoch(train) [44][180/314] lr: 1.8417e-01 eta: 5:13:15 time: 0.3146 data_time: 0.0538 memory: 9706 grad_norm: 0.9476 top1_acc: 0.6875 top5_acc: 0.9375 loss_cls: 0.4455 loss: 0.4455 2022/08/05 13:59:59 - mmengine - INFO - Epoch(train) [44][200/314] lr: 1.8413e-01 eta: 5:13:10 time: 0.3191 data_time: 0.0508 memory: 9706 grad_norm: 1.0198 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.5031 loss: 0.5031 2022/08/05 14:00:06 - mmengine - INFO - Epoch(train) [44][220/314] lr: 1.8408e-01 eta: 5:13:05 time: 0.3152 data_time: 0.0530 memory: 9706 grad_norm: 1.0366 top1_acc: 0.8125 top5_acc: 0.9375 loss_cls: 0.4445 loss: 0.4445 2022/08/05 14:00:12 - mmengine - INFO - Epoch(train) [44][240/314] lr: 1.8404e-01 eta: 5:12:59 time: 0.3127 data_time: 0.0514 memory: 9706 grad_norm: 1.0159 top1_acc: 0.7500 top5_acc: 1.0000 loss_cls: 0.5097 loss: 0.5097 2022/08/05 14:00:18 - mmengine - INFO - Epoch(train) [44][260/314] lr: 1.8399e-01 eta: 5:12:54 time: 0.3108 data_time: 0.0534 memory: 9706 grad_norm: 1.0297 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.4839 loss: 0.4839 2022/08/05 14:00:24 - mmengine - INFO - Epoch(train) [44][280/314] lr: 1.8395e-01 eta: 5:12:48 time: 0.3112 data_time: 0.0508 memory: 9706 grad_norm: 1.0353 top1_acc: 0.7500 top5_acc: 1.0000 loss_cls: 0.5181 loss: 0.5181 2022/08/05 14:00:31 - mmengine - INFO - Epoch(train) [44][300/314] lr: 1.8390e-01 eta: 5:12:43 time: 0.3127 data_time: 0.0509 memory: 9706 grad_norm: 1.0357 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.5990 loss: 0.5990 2022/08/05 14:00:35 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_ntu60_xsub_keypoint_20220805_124409 2022/08/05 14:00:35 - mmengine - INFO - Epoch(train) [44][314/314] lr: 1.8387e-01 eta: 5:12:43 time: 0.2969 data_time: 0.0458 memory: 9706 grad_norm: 1.0497 top1_acc: 0.7500 top5_acc: 1.0000 loss_cls: 0.5279 loss: 0.5279 2022/08/05 14:00:35 - mmengine - INFO - Saving checkpoint at 44 epochs 2022/08/05 14:00:43 - mmengine - INFO - Epoch(train) [45][20/314] lr: 1.8382e-01 eta: 5:12:18 time: 0.3502 data_time: 0.0911 memory: 9706 grad_norm: 1.0670 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.4628 loss: 0.4628 2022/08/05 14:00:49 - mmengine - INFO - Epoch(train) [45][40/314] lr: 1.8378e-01 eta: 5:12:12 time: 0.3107 data_time: 0.0517 memory: 9706 grad_norm: 1.0313 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.4988 loss: 0.4988 2022/08/05 14:00:55 - mmengine - INFO - Epoch(train) [45][60/314] lr: 1.8373e-01 eta: 5:12:07 time: 0.3136 data_time: 0.0575 memory: 9706 grad_norm: 1.0661 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.5128 loss: 0.5128 2022/08/05 14:01:01 - mmengine - INFO - Epoch(train) [45][80/314] lr: 1.8369e-01 eta: 5:12:01 time: 0.3081 data_time: 0.0501 memory: 9706 grad_norm: 1.0712 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.5350 loss: 0.5350 2022/08/05 14:01:08 - mmengine - INFO - Epoch(train) [45][100/314] lr: 1.8364e-01 eta: 5:11:55 time: 0.3092 data_time: 0.0521 memory: 9706 grad_norm: 1.0809 top1_acc: 0.7500 top5_acc: 1.0000 loss_cls: 0.5394 loss: 0.5394 2022/08/05 14:01:14 - mmengine - INFO - Epoch(train) [45][120/314] lr: 1.8360e-01 eta: 5:11:49 time: 0.3059 data_time: 0.0479 memory: 9706 grad_norm: 0.9826 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.4309 loss: 0.4309 2022/08/05 14:01:20 - mmengine - INFO - Epoch(train) [45][140/314] lr: 1.8355e-01 eta: 5:11:44 time: 0.3166 data_time: 0.0521 memory: 9706 grad_norm: 1.0541 top1_acc: 0.8125 top5_acc: 0.9375 loss_cls: 0.5518 loss: 0.5518 2022/08/05 14:01:26 - mmengine - INFO - Epoch(train) [45][160/314] lr: 1.8350e-01 eta: 5:11:39 time: 0.3104 data_time: 0.0523 memory: 9706 grad_norm: 1.0102 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.5423 loss: 0.5423 2022/08/05 14:01:32 - mmengine - INFO - Epoch(train) [45][180/314] lr: 1.8346e-01 eta: 5:11:33 time: 0.3074 data_time: 0.0500 memory: 9706 grad_norm: 1.0262 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.5034 loss: 0.5034 2022/08/05 14:01:34 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_ntu60_xsub_keypoint_20220805_124409 2022/08/05 14:01:39 - mmengine - INFO - Epoch(train) [45][200/314] lr: 1.8341e-01 eta: 5:11:27 time: 0.3122 data_time: 0.0537 memory: 9706 grad_norm: 0.9766 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.6037 loss: 0.6037 2022/08/05 14:01:45 - mmengine - INFO - Epoch(train) [45][220/314] lr: 1.8337e-01 eta: 5:11:22 time: 0.3111 data_time: 0.0535 memory: 9706 grad_norm: 1.0150 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.4928 loss: 0.4928 2022/08/05 14:01:51 - mmengine - INFO - Epoch(train) [45][240/314] lr: 1.8332e-01 eta: 5:11:16 time: 0.3064 data_time: 0.0500 memory: 9706 grad_norm: 1.0857 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.5772 loss: 0.5772 2022/08/05 14:01:58 - mmengine - INFO - Epoch(train) [45][260/314] lr: 1.8327e-01 eta: 5:11:11 time: 0.3221 data_time: 0.0537 memory: 9706 grad_norm: 1.0268 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.5205 loss: 0.5205 2022/08/05 14:02:04 - mmengine - INFO - Epoch(train) [45][280/314] lr: 1.8323e-01 eta: 5:11:05 time: 0.3061 data_time: 0.0498 memory: 9706 grad_norm: 1.0267 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.5943 loss: 0.5943 2022/08/05 14:02:10 - mmengine - INFO - Epoch(train) [45][300/314] lr: 1.8318e-01 eta: 5:11:00 time: 0.3092 data_time: 0.0531 memory: 9706 grad_norm: 1.0625 top1_acc: 0.7500 top5_acc: 1.0000 loss_cls: 0.5490 loss: 0.5490 2022/08/05 14:02:14 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_ntu60_xsub_keypoint_20220805_124409 2022/08/05 14:02:14 - mmengine - INFO - Epoch(train) [45][314/314] lr: 1.8315e-01 eta: 5:11:00 time: 0.2911 data_time: 0.0468 memory: 9706 grad_norm: 1.0696 top1_acc: 0.5000 top5_acc: 0.7500 loss_cls: 0.6426 loss: 0.6426 2022/08/05 14:02:14 - mmengine - INFO - Saving checkpoint at 45 epochs 2022/08/05 14:02:22 - mmengine - INFO - Epoch(train) [46][20/314] lr: 1.8310e-01 eta: 5:10:34 time: 0.3455 data_time: 0.0859 memory: 9706 grad_norm: 1.0719 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.5840 loss: 0.5840 2022/08/05 14:02:28 - mmengine - INFO - Epoch(train) [46][40/314] lr: 1.8306e-01 eta: 5:10:29 time: 0.3102 data_time: 0.0539 memory: 9706 grad_norm: 0.9921 top1_acc: 0.8750 top5_acc: 0.9375 loss_cls: 0.4542 loss: 0.4542 2022/08/05 14:02:34 - mmengine - INFO - Epoch(train) [46][60/314] lr: 1.8301e-01 eta: 5:10:23 time: 0.3068 data_time: 0.0543 memory: 9706 grad_norm: 0.9499 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.5356 loss: 0.5356 2022/08/05 14:02:40 - mmengine - INFO - Epoch(train) [46][80/314] lr: 1.8296e-01 eta: 5:10:17 time: 0.3102 data_time: 0.0512 memory: 9706 grad_norm: 1.0164 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.4813 loss: 0.4813 2022/08/05 14:02:47 - mmengine - INFO - Epoch(train) [46][100/314] lr: 1.8292e-01 eta: 5:10:12 time: 0.3127 data_time: 0.0546 memory: 9706 grad_norm: 1.0060 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.6018 loss: 0.6018 2022/08/05 14:02:53 - mmengine - INFO - Epoch(train) [46][120/314] lr: 1.8287e-01 eta: 5:10:06 time: 0.3062 data_time: 0.0501 memory: 9706 grad_norm: 1.0314 top1_acc: 0.9375 top5_acc: 0.9375 loss_cls: 0.4919 loss: 0.4919 2022/08/05 14:02:59 - mmengine - INFO - Epoch(train) [46][140/314] lr: 1.8282e-01 eta: 5:10:01 time: 0.3145 data_time: 0.0536 memory: 9706 grad_norm: 1.0219 top1_acc: 0.6875 top5_acc: 0.9375 loss_cls: 0.5189 loss: 0.5189 2022/08/05 14:03:05 - mmengine - INFO - Epoch(train) [46][160/314] lr: 1.8278e-01 eta: 5:09:55 time: 0.3098 data_time: 0.0522 memory: 9706 grad_norm: 1.0104 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.5801 loss: 0.5801 2022/08/05 14:03:12 - mmengine - INFO - Epoch(train) [46][180/314] lr: 1.8273e-01 eta: 5:09:50 time: 0.3138 data_time: 0.0518 memory: 9706 grad_norm: 1.1572 top1_acc: 0.5625 top5_acc: 0.9375 loss_cls: 0.5415 loss: 0.5415 2022/08/05 14:03:18 - mmengine - INFO - Epoch(train) [46][200/314] lr: 1.8268e-01 eta: 5:09:44 time: 0.3115 data_time: 0.0515 memory: 9706 grad_norm: 1.0792 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.5021 loss: 0.5021 2022/08/05 14:03:24 - mmengine - INFO - Epoch(train) [46][220/314] lr: 1.8264e-01 eta: 5:09:39 time: 0.3137 data_time: 0.0540 memory: 9706 grad_norm: 1.1542 top1_acc: 0.6875 top5_acc: 1.0000 loss_cls: 0.5089 loss: 0.5089 2022/08/05 14:03:30 - mmengine - INFO - Epoch(train) [46][240/314] lr: 1.8259e-01 eta: 5:09:34 time: 0.3119 data_time: 0.0539 memory: 9706 grad_norm: 0.9710 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.4911 loss: 0.4911 2022/08/05 14:03:37 - mmengine - INFO - Epoch(train) [46][260/314] lr: 1.8254e-01 eta: 5:09:28 time: 0.3159 data_time: 0.0544 memory: 9706 grad_norm: 1.0400 top1_acc: 0.7500 top5_acc: 1.0000 loss_cls: 0.4713 loss: 0.4713 2022/08/05 14:03:43 - mmengine - INFO - Epoch(train) [46][280/314] lr: 1.8250e-01 eta: 5:09:23 time: 0.3074 data_time: 0.0501 memory: 9706 grad_norm: 0.9848 top1_acc: 0.7500 top5_acc: 1.0000 loss_cls: 0.5863 loss: 0.5863 2022/08/05 14:03:49 - mmengine - INFO - Epoch(train) [46][300/314] lr: 1.8245e-01 eta: 5:09:17 time: 0.3128 data_time: 0.0547 memory: 9706 grad_norm: 1.0025 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.4403 loss: 0.4403 2022/08/05 14:03:53 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_ntu60_xsub_keypoint_20220805_124409 2022/08/05 14:03:53 - mmengine - INFO - Epoch(train) [46][314/314] lr: 1.8241e-01 eta: 5:09:17 time: 0.2919 data_time: 0.0464 memory: 9706 grad_norm: 1.0531 top1_acc: 0.5000 top5_acc: 1.0000 loss_cls: 0.5692 loss: 0.5692 2022/08/05 14:03:53 - mmengine - INFO - Saving checkpoint at 46 epochs 2022/08/05 14:04:01 - mmengine - INFO - Epoch(train) [47][20/314] lr: 1.8237e-01 eta: 5:08:52 time: 0.3475 data_time: 0.0902 memory: 9706 grad_norm: 1.0555 top1_acc: 0.7500 top5_acc: 1.0000 loss_cls: 0.5762 loss: 0.5762 2022/08/05 14:04:07 - mmengine - INFO - Epoch(train) [47][40/314] lr: 1.8232e-01 eta: 5:08:47 time: 0.3102 data_time: 0.0520 memory: 9706 grad_norm: 1.0386 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.5875 loss: 0.5875 2022/08/05 14:04:13 - mmengine - INFO - Epoch(train) [47][60/314] lr: 1.8227e-01 eta: 5:08:41 time: 0.3074 data_time: 0.0523 memory: 9706 grad_norm: 1.0309 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.5754 loss: 0.5754 2022/08/05 14:04:19 - mmengine - INFO - Epoch(train) [47][80/314] lr: 1.8223e-01 eta: 5:08:35 time: 0.3080 data_time: 0.0482 memory: 9706 grad_norm: 1.0670 top1_acc: 0.7500 top5_acc: 0.9375 loss_cls: 0.5792 loss: 0.5792 2022/08/05 14:04:26 - mmengine - INFO - Epoch(train) [47][100/314] lr: 1.8218e-01 eta: 5:08:30 time: 0.3123 data_time: 0.0542 memory: 9706 grad_norm: 0.9862 top1_acc: 0.6875 top5_acc: 1.0000 loss_cls: 0.4780 loss: 0.4780 2022/08/05 14:04:32 - mmengine - INFO - Epoch(train) [47][120/314] lr: 1.8213e-01 eta: 5:08:24 time: 0.3094 data_time: 0.0496 memory: 9706 grad_norm: 0.9701 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.5508 loss: 0.5508 2022/08/05 14:04:38 - mmengine - INFO - Epoch(train) [47][140/314] lr: 1.8208e-01 eta: 5:08:18 time: 0.3084 data_time: 0.0513 memory: 9706 grad_norm: 0.9644 top1_acc: 0.8125 top5_acc: 0.9375 loss_cls: 0.5466 loss: 0.5466 2022/08/05 14:04:44 - mmengine - INFO - Epoch(train) [47][160/314] lr: 1.8204e-01 eta: 5:08:13 time: 0.3084 data_time: 0.0500 memory: 9706 grad_norm: 1.0815 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.5288 loss: 0.5288 2022/08/05 14:04:51 - mmengine - INFO - Epoch(train) [47][180/314] lr: 1.8199e-01 eta: 5:08:08 time: 0.3181 data_time: 0.0497 memory: 9706 grad_norm: 1.0291 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.4984 loss: 0.4984 2022/08/05 14:04:57 - mmengine - INFO - Epoch(train) [47][200/314] lr: 1.8194e-01 eta: 5:08:02 time: 0.3069 data_time: 0.0480 memory: 9706 grad_norm: 0.9889 top1_acc: 0.6250 top5_acc: 0.9375 loss_cls: 0.4683 loss: 0.4683 2022/08/05 14:05:03 - mmengine - INFO - Epoch(train) [47][220/314] lr: 1.8189e-01 eta: 5:07:56 time: 0.3107 data_time: 0.0556 memory: 9706 grad_norm: 0.9478 top1_acc: 0.8125 top5_acc: 0.9375 loss_cls: 0.4012 loss: 0.4012 2022/08/05 14:05:09 - mmengine - INFO - Epoch(train) [47][240/314] lr: 1.8184e-01 eta: 5:07:51 time: 0.3131 data_time: 0.0554 memory: 9706 grad_norm: 1.0735 top1_acc: 0.6875 top5_acc: 1.0000 loss_cls: 0.4722 loss: 0.4722 2022/08/05 14:05:15 - mmengine - INFO - Epoch(train) [47][260/314] lr: 1.8180e-01 eta: 5:07:45 time: 0.3099 data_time: 0.0545 memory: 9706 grad_norm: 0.9352 top1_acc: 0.7500 top5_acc: 1.0000 loss_cls: 0.5984 loss: 0.5984 2022/08/05 14:05:21 - mmengine - INFO - Epoch(train) [47][280/314] lr: 1.8175e-01 eta: 5:07:39 time: 0.3058 data_time: 0.0490 memory: 9706 grad_norm: 0.9816 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.5918 loss: 0.5918 2022/08/05 14:05:28 - mmengine - INFO - Epoch(train) [47][300/314] lr: 1.8170e-01 eta: 5:07:34 time: 0.3097 data_time: 0.0538 memory: 9706 grad_norm: 1.0136 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.5223 loss: 0.5223 2022/08/05 14:05:32 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_ntu60_xsub_keypoint_20220805_124409 2022/08/05 14:05:32 - mmengine - INFO - Epoch(train) [47][314/314] lr: 1.8167e-01 eta: 5:07:34 time: 0.2924 data_time: 0.0442 memory: 9706 grad_norm: 1.0679 top1_acc: 0.7500 top5_acc: 1.0000 loss_cls: 0.5157 loss: 0.5157 2022/08/05 14:05:32 - mmengine - INFO - Saving checkpoint at 47 epochs 2022/08/05 14:05:40 - mmengine - INFO - Epoch(train) [48][20/314] lr: 1.8162e-01 eta: 5:07:09 time: 0.3448 data_time: 0.0820 memory: 9706 grad_norm: 1.0819 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.4787 loss: 0.4787 2022/08/05 14:05:46 - mmengine - INFO - Epoch(train) [48][40/314] lr: 1.8157e-01 eta: 5:07:04 time: 0.3147 data_time: 0.0489 memory: 9706 grad_norm: 1.0571 top1_acc: 0.8125 top5_acc: 0.9375 loss_cls: 0.5533 loss: 0.5533 2022/08/05 14:05:52 - mmengine - INFO - Epoch(train) [48][60/314] lr: 1.8152e-01 eta: 5:06:58 time: 0.3077 data_time: 0.0502 memory: 9706 grad_norm: 1.0372 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.5274 loss: 0.5274 2022/08/05 14:05:58 - mmengine - INFO - Epoch(train) [48][80/314] lr: 1.8147e-01 eta: 5:06:53 time: 0.3160 data_time: 0.0469 memory: 9706 grad_norm: 0.9754 top1_acc: 0.8125 top5_acc: 0.9375 loss_cls: 0.5068 loss: 0.5068 2022/08/05 14:06:05 - mmengine - INFO - Epoch(train) [48][100/314] lr: 1.8143e-01 eta: 5:06:47 time: 0.3069 data_time: 0.0495 memory: 9706 grad_norm: 1.0694 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.5690 loss: 0.5690 2022/08/05 14:06:11 - mmengine - INFO - Epoch(train) [48][120/314] lr: 1.8138e-01 eta: 5:06:42 time: 0.3133 data_time: 0.0482 memory: 9706 grad_norm: 0.9891 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.4833 loss: 0.4833 2022/08/05 14:06:17 - mmengine - INFO - Epoch(train) [48][140/314] lr: 1.8133e-01 eta: 5:06:36 time: 0.3107 data_time: 0.0504 memory: 9706 grad_norm: 1.0090 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.5510 loss: 0.5510 2022/08/05 14:06:23 - mmengine - INFO - Epoch(train) [48][160/314] lr: 1.8128e-01 eta: 5:06:31 time: 0.3118 data_time: 0.0493 memory: 9706 grad_norm: 1.0699 top1_acc: 0.6875 top5_acc: 1.0000 loss_cls: 0.4754 loss: 0.4754 2022/08/05 14:06:30 - mmengine - INFO - Epoch(train) [48][180/314] lr: 1.8123e-01 eta: 5:06:26 time: 0.3152 data_time: 0.0493 memory: 9706 grad_norm: 0.9707 top1_acc: 0.7500 top5_acc: 1.0000 loss_cls: 0.5551 loss: 0.5551 2022/08/05 14:06:36 - mmengine - INFO - Epoch(train) [48][200/314] lr: 1.8118e-01 eta: 5:06:20 time: 0.3079 data_time: 0.0476 memory: 9706 grad_norm: 0.9967 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.6061 loss: 0.6061 2022/08/05 14:06:42 - mmengine - INFO - Epoch(train) [48][220/314] lr: 1.8113e-01 eta: 5:06:14 time: 0.3082 data_time: 0.0487 memory: 9706 grad_norm: 1.0330 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.5299 loss: 0.5299 2022/08/05 14:06:48 - mmengine - INFO - Epoch(train) [48][240/314] lr: 1.8109e-01 eta: 5:06:10 time: 0.3268 data_time: 0.0478 memory: 9706 grad_norm: 1.0186 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.5331 loss: 0.5331 2022/08/05 14:06:49 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_ntu60_xsub_keypoint_20220805_124409 2022/08/05 14:06:55 - mmengine - INFO - Epoch(train) [48][260/314] lr: 1.8104e-01 eta: 5:06:04 time: 0.3089 data_time: 0.0515 memory: 9706 grad_norm: 1.0485 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.5841 loss: 0.5841 2022/08/05 14:07:01 - mmengine - INFO - Epoch(train) [48][280/314] lr: 1.8099e-01 eta: 5:05:58 time: 0.3064 data_time: 0.0479 memory: 9706 grad_norm: 1.0321 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.5162 loss: 0.5162 2022/08/05 14:07:07 - mmengine - INFO - Epoch(train) [48][300/314] lr: 1.8094e-01 eta: 5:05:53 time: 0.3139 data_time: 0.0544 memory: 9706 grad_norm: 1.0117 top1_acc: 0.8125 top5_acc: 0.9375 loss_cls: 0.6157 loss: 0.6157 2022/08/05 14:07:11 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_ntu60_xsub_keypoint_20220805_124409 2022/08/05 14:07:11 - mmengine - INFO - Epoch(train) [48][314/314] lr: 1.8090e-01 eta: 5:05:53 time: 0.2970 data_time: 0.0466 memory: 9706 grad_norm: 1.0969 top1_acc: 0.7500 top5_acc: 1.0000 loss_cls: 0.6153 loss: 0.6153 2022/08/05 14:07:11 - mmengine - INFO - Saving checkpoint at 48 epochs 2022/08/05 14:07:19 - mmengine - INFO - Epoch(train) [49][20/314] lr: 1.8086e-01 eta: 5:05:29 time: 0.3526 data_time: 0.0861 memory: 9706 grad_norm: 1.0904 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.5965 loss: 0.5965 2022/08/05 14:07:25 - mmengine - INFO - Epoch(train) [49][40/314] lr: 1.8081e-01 eta: 5:05:24 time: 0.3120 data_time: 0.0543 memory: 9706 grad_norm: 0.9990 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.5457 loss: 0.5457 2022/08/05 14:07:32 - mmengine - INFO - Epoch(train) [49][60/314] lr: 1.8076e-01 eta: 5:05:19 time: 0.3251 data_time: 0.0500 memory: 9706 grad_norm: 1.0131 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.5259 loss: 0.5259 2022/08/05 14:07:38 - mmengine - INFO - Epoch(train) [49][80/314] lr: 1.8071e-01 eta: 5:05:13 time: 0.3049 data_time: 0.0462 memory: 9706 grad_norm: 0.9938 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.4420 loss: 0.4420 2022/08/05 14:07:44 - mmengine - INFO - Epoch(train) [49][100/314] lr: 1.8066e-01 eta: 5:05:07 time: 0.3072 data_time: 0.0492 memory: 9706 grad_norm: 0.9425 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.4393 loss: 0.4393 2022/08/05 14:07:51 - mmengine - INFO - Epoch(train) [49][120/314] lr: 1.8061e-01 eta: 5:05:03 time: 0.3230 data_time: 0.0502 memory: 9706 grad_norm: 1.0139 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.5115 loss: 0.5115 2022/08/05 14:07:57 - mmengine - INFO - Epoch(train) [49][140/314] lr: 1.8056e-01 eta: 5:04:57 time: 0.3072 data_time: 0.0486 memory: 9706 grad_norm: 1.0226 top1_acc: 0.6875 top5_acc: 1.0000 loss_cls: 0.4887 loss: 0.4887 2022/08/05 14:08:03 - mmengine - INFO - Epoch(train) [49][160/314] lr: 1.8051e-01 eta: 5:04:51 time: 0.3065 data_time: 0.0476 memory: 9706 grad_norm: 0.9833 top1_acc: 0.8125 top5_acc: 0.9375 loss_cls: 0.5126 loss: 0.5126 2022/08/05 14:08:10 - mmengine - INFO - Epoch(train) [49][180/314] lr: 1.8046e-01 eta: 5:04:47 time: 0.3324 data_time: 0.0522 memory: 9706 grad_norm: 1.0882 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.4919 loss: 0.4919 2022/08/05 14:08:16 - mmengine - INFO - Epoch(train) [49][200/314] lr: 1.8041e-01 eta: 5:04:41 time: 0.3057 data_time: 0.0481 memory: 9706 grad_norm: 1.0584 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.6713 loss: 0.6713 2022/08/05 14:08:22 - mmengine - INFO - Epoch(train) [49][220/314] lr: 1.8036e-01 eta: 5:04:36 time: 0.3103 data_time: 0.0518 memory: 9706 grad_norm: 1.0428 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.5492 loss: 0.5492 2022/08/05 14:08:28 - mmengine - INFO - Epoch(train) [49][240/314] lr: 1.8031e-01 eta: 5:04:30 time: 0.3094 data_time: 0.0515 memory: 9706 grad_norm: 1.1167 top1_acc: 0.6250 top5_acc: 1.0000 loss_cls: 0.5379 loss: 0.5379 2022/08/05 14:08:34 - mmengine - INFO - Epoch(train) [49][260/314] lr: 1.8026e-01 eta: 5:04:25 time: 0.3157 data_time: 0.0547 memory: 9706 grad_norm: 1.0009 top1_acc: 0.8125 top5_acc: 0.9375 loss_cls: 0.5292 loss: 0.5292 2022/08/05 14:08:41 - mmengine - INFO - Epoch(train) [49][280/314] lr: 1.8021e-01 eta: 5:04:19 time: 0.3083 data_time: 0.0491 memory: 9706 grad_norm: 0.9867 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.5236 loss: 0.5236 2022/08/05 14:08:47 - mmengine - INFO - Epoch(train) [49][300/314] lr: 1.8016e-01 eta: 5:04:14 time: 0.3151 data_time: 0.0511 memory: 9706 grad_norm: 1.0919 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.5384 loss: 0.5384 2022/08/05 14:08:51 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_ntu60_xsub_keypoint_20220805_124409 2022/08/05 14:08:51 - mmengine - INFO - Epoch(train) [49][314/314] lr: 1.8013e-01 eta: 5:04:14 time: 0.3002 data_time: 0.0465 memory: 9706 grad_norm: 1.1024 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.5482 loss: 0.5482 2022/08/05 14:08:51 - mmengine - INFO - Saving checkpoint at 49 epochs 2022/08/05 14:08:59 - mmengine - INFO - Epoch(train) [50][20/314] lr: 1.8008e-01 eta: 5:03:50 time: 0.3476 data_time: 0.0925 memory: 9706 grad_norm: 1.0460 top1_acc: 0.7500 top5_acc: 0.9375 loss_cls: 0.5253 loss: 0.5253 2022/08/05 14:09:05 - mmengine - INFO - Epoch(train) [50][40/314] lr: 1.8003e-01 eta: 5:03:44 time: 0.3081 data_time: 0.0516 memory: 9706 grad_norm: 0.9995 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.5024 loss: 0.5024 2022/08/05 14:09:11 - mmengine - INFO - Epoch(train) [50][60/314] lr: 1.7998e-01 eta: 5:03:40 time: 0.3204 data_time: 0.0530 memory: 9706 grad_norm: 0.9984 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.4464 loss: 0.4464 2022/08/05 14:09:18 - mmengine - INFO - Epoch(train) [50][80/314] lr: 1.7993e-01 eta: 5:03:34 time: 0.3077 data_time: 0.0487 memory: 9706 grad_norm: 1.0264 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.6027 loss: 0.6027 2022/08/05 14:09:24 - mmengine - INFO - Epoch(train) [50][100/314] lr: 1.7988e-01 eta: 5:03:28 time: 0.3077 data_time: 0.0512 memory: 9706 grad_norm: 0.9799 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.4108 loss: 0.4108 2022/08/05 14:09:30 - mmengine - INFO - Epoch(train) [50][120/314] lr: 1.7983e-01 eta: 5:03:23 time: 0.3215 data_time: 0.0514 memory: 9706 grad_norm: 0.9981 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.4356 loss: 0.4356 2022/08/05 14:09:36 - mmengine - INFO - Epoch(train) [50][140/314] lr: 1.7978e-01 eta: 5:03:18 time: 0.3080 data_time: 0.0504 memory: 9706 grad_norm: 0.9998 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.5135 loss: 0.5135 2022/08/05 14:09:42 - mmengine - INFO - Epoch(train) [50][160/314] lr: 1.7973e-01 eta: 5:03:12 time: 0.3095 data_time: 0.0523 memory: 9706 grad_norm: 1.0176 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.4955 loss: 0.4955 2022/08/05 14:09:49 - mmengine - INFO - Epoch(train) [50][180/314] lr: 1.7968e-01 eta: 5:03:07 time: 0.3243 data_time: 0.0522 memory: 9706 grad_norm: 1.1064 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.5204 loss: 0.5204 2022/08/05 14:09:55 - mmengine - INFO - Epoch(train) [50][200/314] lr: 1.7963e-01 eta: 5:03:01 time: 0.3077 data_time: 0.0496 memory: 9706 grad_norm: 1.0544 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.5993 loss: 0.5993 2022/08/05 14:10:01 - mmengine - INFO - Epoch(train) [50][220/314] lr: 1.7958e-01 eta: 5:02:56 time: 0.3100 data_time: 0.0540 memory: 9706 grad_norm: 1.0239 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.5301 loss: 0.5301 2022/08/05 14:10:08 - mmengine - INFO - Epoch(train) [50][240/314] lr: 1.7953e-01 eta: 5:02:51 time: 0.3169 data_time: 0.0503 memory: 9706 grad_norm: 1.0066 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.5377 loss: 0.5377 2022/08/05 14:10:14 - mmengine - INFO - Epoch(train) [50][260/314] lr: 1.7947e-01 eta: 5:02:45 time: 0.3122 data_time: 0.0503 memory: 9706 grad_norm: 1.0092 top1_acc: 0.7500 top5_acc: 1.0000 loss_cls: 0.5211 loss: 0.5211 2022/08/05 14:10:20 - mmengine - INFO - Epoch(train) [50][280/314] lr: 1.7942e-01 eta: 5:02:39 time: 0.3070 data_time: 0.0487 memory: 9706 grad_norm: 1.0058 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.5288 loss: 0.5288 2022/08/05 14:10:26 - mmengine - INFO - Epoch(train) [50][300/314] lr: 1.7937e-01 eta: 5:02:34 time: 0.3133 data_time: 0.0525 memory: 9706 grad_norm: 1.0408 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.4771 loss: 0.4771 2022/08/05 14:10:30 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_ntu60_xsub_keypoint_20220805_124409 2022/08/05 14:10:30 - mmengine - INFO - Epoch(train) [50][314/314] lr: 1.7934e-01 eta: 5:02:34 time: 0.2960 data_time: 0.0462 memory: 9706 grad_norm: 1.1375 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.5479 loss: 0.5479 2022/08/05 14:10:30 - mmengine - INFO - Saving checkpoint at 50 epochs 2022/08/05 14:10:38 - mmengine - INFO - Epoch(val) [50][20/129] eta: 0:00:36 time: 0.3305 data_time: 0.1728 memory: 1867 2022/08/05 14:10:43 - mmengine - INFO - Epoch(val) [50][40/129] eta: 0:00:20 time: 0.2348 data_time: 0.0876 memory: 1867 2022/08/05 14:10:47 - mmengine - INFO - Epoch(val) [50][60/129] eta: 0:00:16 time: 0.2439 data_time: 0.0851 memory: 1867 2022/08/05 14:10:52 - mmengine - INFO - Epoch(val) [50][80/129] eta: 0:00:12 time: 0.2482 data_time: 0.0927 memory: 1867 2022/08/05 14:10:57 - mmengine - INFO - Epoch(val) [50][100/129] eta: 0:00:07 time: 0.2441 data_time: 0.0860 memory: 1867 2022/08/05 14:11:01 - mmengine - INFO - Epoch(val) [50][120/129] eta: 0:00:01 time: 0.2117 data_time: 0.0644 memory: 1867 2022/08/05 14:11:04 - mmengine - INFO - Epoch(val) [50][129/129] acc/top1: 0.7419 acc/top5: 0.9688 acc/mean1: 0.7418 2022/08/05 14:11:11 - mmengine - INFO - Epoch(train) [51][20/314] lr: 1.7929e-01 eta: 5:02:13 time: 0.3721 data_time: 0.0848 memory: 9706 grad_norm: 1.0460 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.4995 loss: 0.4995 2022/08/05 14:11:18 - mmengine - INFO - Epoch(train) [51][40/314] lr: 1.7924e-01 eta: 5:02:08 time: 0.3225 data_time: 0.0491 memory: 9706 grad_norm: 1.0193 top1_acc: 0.7500 top5_acc: 1.0000 loss_cls: 0.5315 loss: 0.5315 2022/08/05 14:11:24 - mmengine - INFO - Epoch(train) [51][60/314] lr: 1.7919e-01 eta: 5:02:02 time: 0.3118 data_time: 0.0543 memory: 9706 grad_norm: 1.0367 top1_acc: 0.9375 top5_acc: 0.9375 loss_cls: 0.4709 loss: 0.4709 2022/08/05 14:11:30 - mmengine - INFO - Epoch(train) [51][80/314] lr: 1.7913e-01 eta: 5:01:57 time: 0.3118 data_time: 0.0525 memory: 9706 grad_norm: 0.9974 top1_acc: 0.5625 top5_acc: 1.0000 loss_cls: 0.5912 loss: 0.5912 2022/08/05 14:11:37 - mmengine - INFO - Epoch(train) [51][100/314] lr: 1.7908e-01 eta: 5:01:52 time: 0.3164 data_time: 0.0488 memory: 9706 grad_norm: 1.0080 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.4400 loss: 0.4400 2022/08/05 14:11:43 - mmengine - INFO - Epoch(train) [51][120/314] lr: 1.7903e-01 eta: 5:01:46 time: 0.3065 data_time: 0.0480 memory: 9706 grad_norm: 1.0008 top1_acc: 0.7500 top5_acc: 0.9375 loss_cls: 0.4554 loss: 0.4554 2022/08/05 14:11:49 - mmengine - INFO - Epoch(train) [51][140/314] lr: 1.7898e-01 eta: 5:01:41 time: 0.3136 data_time: 0.0607 memory: 9706 grad_norm: 1.0252 top1_acc: 0.7500 top5_acc: 0.9375 loss_cls: 0.4937 loss: 0.4937 2022/08/05 14:11:55 - mmengine - INFO - Epoch(train) [51][160/314] lr: 1.7893e-01 eta: 5:01:35 time: 0.3068 data_time: 0.0488 memory: 9706 grad_norm: 1.0083 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.5225 loss: 0.5225 2022/08/05 14:12:01 - mmengine - INFO - Epoch(train) [51][180/314] lr: 1.7888e-01 eta: 5:01:29 time: 0.3155 data_time: 0.0543 memory: 9706 grad_norm: 1.0735 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.5336 loss: 0.5336 2022/08/05 14:12:08 - mmengine - INFO - Epoch(train) [51][200/314] lr: 1.7883e-01 eta: 5:01:24 time: 0.3114 data_time: 0.0520 memory: 9706 grad_norm: 0.9673 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.5083 loss: 0.5083 2022/08/05 14:12:14 - mmengine - INFO - Epoch(train) [51][220/314] lr: 1.7878e-01 eta: 5:01:18 time: 0.3089 data_time: 0.0510 memory: 9706 grad_norm: 1.0067 top1_acc: 0.8750 top5_acc: 0.9375 loss_cls: 0.4631 loss: 0.4631 2022/08/05 14:12:20 - mmengine - INFO - Epoch(train) [51][240/314] lr: 1.7872e-01 eta: 5:01:12 time: 0.3094 data_time: 0.0474 memory: 9706 grad_norm: 1.0414 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.4700 loss: 0.4700 2022/08/05 14:12:26 - mmengine - INFO - Epoch(train) [51][260/314] lr: 1.7867e-01 eta: 5:01:08 time: 0.3217 data_time: 0.0527 memory: 9706 grad_norm: 1.0232 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.6058 loss: 0.6058 2022/08/05 14:12:33 - mmengine - INFO - Epoch(train) [51][280/314] lr: 1.7862e-01 eta: 5:01:02 time: 0.3083 data_time: 0.0469 memory: 9706 grad_norm: 1.0285 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.5243 loss: 0.5243 2022/08/05 14:12:39 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_ntu60_xsub_keypoint_20220805_124409 2022/08/05 14:12:39 - mmengine - INFO - Epoch(train) [51][300/314] lr: 1.7857e-01 eta: 5:00:56 time: 0.3087 data_time: 0.0512 memory: 9706 grad_norm: 1.0518 top1_acc: 0.7500 top5_acc: 1.0000 loss_cls: 0.4981 loss: 0.4981 2022/08/05 14:12:43 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_ntu60_xsub_keypoint_20220805_124409 2022/08/05 14:12:43 - mmengine - INFO - Epoch(train) [51][314/314] lr: 1.7853e-01 eta: 5:00:56 time: 0.2903 data_time: 0.0449 memory: 9706 grad_norm: 1.0962 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.4964 loss: 0.4964 2022/08/05 14:12:43 - mmengine - INFO - Saving checkpoint at 51 epochs 2022/08/05 14:12:51 - mmengine - INFO - Epoch(train) [52][20/314] lr: 1.7848e-01 eta: 5:00:33 time: 0.3415 data_time: 0.0826 memory: 9706 grad_norm: 1.1790 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.5064 loss: 0.5064 2022/08/05 14:12:57 - mmengine - INFO - Epoch(train) [52][40/314] lr: 1.7843e-01 eta: 5:00:29 time: 0.3349 data_time: 0.0510 memory: 9706 grad_norm: 1.0385 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.4980 loss: 0.4980 2022/08/05 14:13:04 - mmengine - INFO - Epoch(train) [52][60/314] lr: 1.7838e-01 eta: 5:00:24 time: 0.3147 data_time: 0.0508 memory: 9706 grad_norm: 0.9801 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.4613 loss: 0.4613 2022/08/05 14:13:10 - mmengine - INFO - Epoch(train) [52][80/314] lr: 1.7833e-01 eta: 5:00:18 time: 0.3100 data_time: 0.0467 memory: 9706 grad_norm: 0.9949 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.4960 loss: 0.4960 2022/08/05 14:13:16 - mmengine - INFO - Epoch(train) [52][100/314] lr: 1.7828e-01 eta: 5:00:13 time: 0.3108 data_time: 0.0498 memory: 9706 grad_norm: 1.0156 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.4483 loss: 0.4483 2022/08/05 14:13:22 - mmengine - INFO - Epoch(train) [52][120/314] lr: 1.7822e-01 eta: 5:00:07 time: 0.3123 data_time: 0.0486 memory: 9706 grad_norm: 1.0300 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.5098 loss: 0.5098 2022/08/05 14:13:28 - mmengine - INFO - Epoch(train) [52][140/314] lr: 1.7817e-01 eta: 5:00:01 time: 0.3106 data_time: 0.0529 memory: 9706 grad_norm: 1.0350 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.5506 loss: 0.5506 2022/08/05 14:13:35 - mmengine - INFO - Epoch(train) [52][160/314] lr: 1.7812e-01 eta: 4:59:55 time: 0.3059 data_time: 0.0493 memory: 9706 grad_norm: 1.0648 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.4529 loss: 0.4529 2022/08/05 14:13:41 - mmengine - INFO - Epoch(train) [52][180/314] lr: 1.7807e-01 eta: 4:59:50 time: 0.3171 data_time: 0.0519 memory: 9706 grad_norm: 1.0111 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.5116 loss: 0.5116 2022/08/05 14:13:47 - mmengine - INFO - Epoch(train) [52][200/314] lr: 1.7802e-01 eta: 4:59:45 time: 0.3088 data_time: 0.0489 memory: 9706 grad_norm: 1.1457 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.5652 loss: 0.5652 2022/08/05 14:13:53 - mmengine - INFO - Epoch(train) [52][220/314] lr: 1.7796e-01 eta: 4:59:39 time: 0.3101 data_time: 0.0523 memory: 9706 grad_norm: 1.0436 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.5591 loss: 0.5591 2022/08/05 14:14:00 - mmengine - INFO - Epoch(train) [52][240/314] lr: 1.7791e-01 eta: 4:59:34 time: 0.3176 data_time: 0.0495 memory: 9706 grad_norm: 1.0635 top1_acc: 0.7500 top5_acc: 1.0000 loss_cls: 0.5409 loss: 0.5409 2022/08/05 14:14:06 - mmengine - INFO - Epoch(train) [52][260/314] lr: 1.7786e-01 eta: 4:59:28 time: 0.3078 data_time: 0.0497 memory: 9706 grad_norm: 1.0876 top1_acc: 0.6875 top5_acc: 1.0000 loss_cls: 0.5107 loss: 0.5107 2022/08/05 14:14:12 - mmengine - INFO - Epoch(train) [52][280/314] lr: 1.7781e-01 eta: 4:59:22 time: 0.3048 data_time: 0.0474 memory: 9706 grad_norm: 1.0998 top1_acc: 0.7500 top5_acc: 1.0000 loss_cls: 0.5284 loss: 0.5284 2022/08/05 14:14:18 - mmengine - INFO - Epoch(train) [52][300/314] lr: 1.7775e-01 eta: 4:59:17 time: 0.3192 data_time: 0.0554 memory: 9706 grad_norm: 1.0395 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.5029 loss: 0.5029 2022/08/05 14:14:22 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_ntu60_xsub_keypoint_20220805_124409 2022/08/05 14:14:22 - mmengine - INFO - Epoch(train) [52][314/314] lr: 1.7772e-01 eta: 4:59:17 time: 0.2913 data_time: 0.0443 memory: 9706 grad_norm: 1.1330 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.5460 loss: 0.5460 2022/08/05 14:14:22 - mmengine - INFO - Saving checkpoint at 52 epochs 2022/08/05 14:14:30 - mmengine - INFO - Epoch(train) [53][20/314] lr: 1.7766e-01 eta: 4:58:55 time: 0.3482 data_time: 0.0831 memory: 9706 grad_norm: 1.0517 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.5166 loss: 0.5166 2022/08/05 14:14:37 - mmengine - INFO - Epoch(train) [53][40/314] lr: 1.7761e-01 eta: 4:58:49 time: 0.3165 data_time: 0.0500 memory: 9706 grad_norm: 1.0935 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.4907 loss: 0.4907 2022/08/05 14:14:43 - mmengine - INFO - Epoch(train) [53][60/314] lr: 1.7756e-01 eta: 4:58:44 time: 0.3091 data_time: 0.0515 memory: 9706 grad_norm: 1.0338 top1_acc: 0.8125 top5_acc: 0.9375 loss_cls: 0.5197 loss: 0.5197 2022/08/05 14:14:49 - mmengine - INFO - Epoch(train) [53][80/314] lr: 1.7751e-01 eta: 4:58:38 time: 0.3081 data_time: 0.0508 memory: 9706 grad_norm: 1.0099 top1_acc: 0.7500 top5_acc: 1.0000 loss_cls: 0.4512 loss: 0.4512 2022/08/05 14:14:55 - mmengine - INFO - Epoch(train) [53][100/314] lr: 1.7745e-01 eta: 4:58:32 time: 0.3076 data_time: 0.0515 memory: 9706 grad_norm: 1.0410 top1_acc: 0.7500 top5_acc: 0.9375 loss_cls: 0.4826 loss: 0.4826 2022/08/05 14:15:01 - mmengine - INFO - Epoch(train) [53][120/314] lr: 1.7740e-01 eta: 4:58:27 time: 0.3138 data_time: 0.0501 memory: 9706 grad_norm: 1.0384 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.4315 loss: 0.4315 2022/08/05 14:15:08 - mmengine - INFO - Epoch(train) [53][140/314] lr: 1.7735e-01 eta: 4:58:21 time: 0.3122 data_time: 0.0543 memory: 9706 grad_norm: 0.9673 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.4947 loss: 0.4947 2022/08/05 14:15:14 - mmengine - INFO - Epoch(train) [53][160/314] lr: 1.7730e-01 eta: 4:58:15 time: 0.3072 data_time: 0.0470 memory: 9706 grad_norm: 0.9619 top1_acc: 0.9375 top5_acc: 0.9375 loss_cls: 0.4783 loss: 0.4783 2022/08/05 14:15:20 - mmengine - INFO - Epoch(train) [53][180/314] lr: 1.7724e-01 eta: 4:58:10 time: 0.3157 data_time: 0.0580 memory: 9706 grad_norm: 1.0367 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.4693 loss: 0.4693 2022/08/05 14:15:26 - mmengine - INFO - Epoch(train) [53][200/314] lr: 1.7719e-01 eta: 4:58:04 time: 0.3078 data_time: 0.0496 memory: 9706 grad_norm: 1.0146 top1_acc: 0.7500 top5_acc: 0.9375 loss_cls: 0.4916 loss: 0.4916 2022/08/05 14:15:32 - mmengine - INFO - Epoch(train) [53][220/314] lr: 1.7714e-01 eta: 4:57:58 time: 0.3076 data_time: 0.0505 memory: 9706 grad_norm: 0.9683 top1_acc: 0.8750 top5_acc: 0.9375 loss_cls: 0.4880 loss: 0.4880 2022/08/05 14:15:38 - mmengine - INFO - Epoch(train) [53][240/314] lr: 1.7708e-01 eta: 4:57:53 time: 0.3081 data_time: 0.0480 memory: 9706 grad_norm: 1.0541 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.6509 loss: 0.6509 2022/08/05 14:15:45 - mmengine - INFO - Epoch(train) [53][260/314] lr: 1.7703e-01 eta: 4:57:47 time: 0.3080 data_time: 0.0497 memory: 9706 grad_norm: 1.0034 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.5107 loss: 0.5107 2022/08/05 14:15:51 - mmengine - INFO - Epoch(train) [53][280/314] lr: 1.7698e-01 eta: 4:57:42 time: 0.3152 data_time: 0.0487 memory: 9706 grad_norm: 1.0141 top1_acc: 0.6875 top5_acc: 0.9375 loss_cls: 0.6420 loss: 0.6420 2022/08/05 14:15:57 - mmengine - INFO - Epoch(train) [53][300/314] lr: 1.7692e-01 eta: 4:57:36 time: 0.3173 data_time: 0.0525 memory: 9706 grad_norm: 1.0176 top1_acc: 0.7500 top5_acc: 1.0000 loss_cls: 0.5134 loss: 0.5134 2022/08/05 14:16:01 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_ntu60_xsub_keypoint_20220805_124409 2022/08/05 14:16:01 - mmengine - INFO - Epoch(train) [53][314/314] lr: 1.7689e-01 eta: 4:57:36 time: 0.2977 data_time: 0.0461 memory: 9706 grad_norm: 1.0574 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.4413 loss: 0.4413 2022/08/05 14:16:01 - mmengine - INFO - Saving checkpoint at 53 epochs 2022/08/05 14:16:10 - mmengine - INFO - Epoch(train) [54][20/314] lr: 1.7683e-01 eta: 4:57:14 time: 0.3494 data_time: 0.0891 memory: 9706 grad_norm: 1.0445 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.5552 loss: 0.5552 2022/08/05 14:16:16 - mmengine - INFO - Epoch(train) [54][40/314] lr: 1.7678e-01 eta: 4:57:09 time: 0.3076 data_time: 0.0508 memory: 9706 grad_norm: 1.0189 top1_acc: 0.7500 top5_acc: 1.0000 loss_cls: 0.5003 loss: 0.5003 2022/08/05 14:16:22 - mmengine - INFO - Epoch(train) [54][60/314] lr: 1.7673e-01 eta: 4:57:03 time: 0.3142 data_time: 0.0529 memory: 9706 grad_norm: 0.9583 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.4286 loss: 0.4286 2022/08/05 14:16:28 - mmengine - INFO - Epoch(train) [54][80/314] lr: 1.7667e-01 eta: 4:56:58 time: 0.3101 data_time: 0.0490 memory: 9706 grad_norm: 0.9619 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.4257 loss: 0.4257 2022/08/05 14:16:34 - mmengine - INFO - Epoch(train) [54][100/314] lr: 1.7662e-01 eta: 4:56:52 time: 0.3084 data_time: 0.0502 memory: 9706 grad_norm: 0.9841 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.5312 loss: 0.5312 2022/08/05 14:16:41 - mmengine - INFO - Epoch(train) [54][120/314] lr: 1.7657e-01 eta: 4:56:46 time: 0.3122 data_time: 0.0482 memory: 9706 grad_norm: 1.0184 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.5237 loss: 0.5237 2022/08/05 14:16:47 - mmengine - INFO - Epoch(train) [54][140/314] lr: 1.7651e-01 eta: 4:56:40 time: 0.3081 data_time: 0.0496 memory: 9706 grad_norm: 1.0631 top1_acc: 0.8750 top5_acc: 0.9375 loss_cls: 0.5550 loss: 0.5550 2022/08/05 14:16:53 - mmengine - INFO - Epoch(train) [54][160/314] lr: 1.7646e-01 eta: 4:56:34 time: 0.3051 data_time: 0.0468 memory: 9706 grad_norm: 1.0445 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.5116 loss: 0.5116 2022/08/05 14:16:59 - mmengine - INFO - Epoch(train) [54][180/314] lr: 1.7640e-01 eta: 4:56:29 time: 0.3176 data_time: 0.0511 memory: 9706 grad_norm: 1.0386 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.5471 loss: 0.5471 2022/08/05 14:17:05 - mmengine - INFO - Epoch(train) [54][200/314] lr: 1.7635e-01 eta: 4:56:23 time: 0.3056 data_time: 0.0473 memory: 9706 grad_norm: 1.0398 top1_acc: 0.7500 top5_acc: 0.9375 loss_cls: 0.4442 loss: 0.4442 2022/08/05 14:17:11 - mmengine - INFO - Epoch(train) [54][220/314] lr: 1.7630e-01 eta: 4:56:18 time: 0.3086 data_time: 0.0502 memory: 9706 grad_norm: 0.9986 top1_acc: 0.8750 top5_acc: 0.8750 loss_cls: 0.5043 loss: 0.5043 2022/08/05 14:17:18 - mmengine - INFO - Epoch(train) [54][240/314] lr: 1.7624e-01 eta: 4:56:12 time: 0.3148 data_time: 0.0500 memory: 9706 grad_norm: 1.0342 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.4699 loss: 0.4699 2022/08/05 14:17:24 - mmengine - INFO - Epoch(train) [54][260/314] lr: 1.7619e-01 eta: 4:56:07 time: 0.3093 data_time: 0.0504 memory: 9706 grad_norm: 1.0132 top1_acc: 0.7500 top5_acc: 1.0000 loss_cls: 0.5261 loss: 0.5261 2022/08/05 14:17:30 - mmengine - INFO - Epoch(train) [54][280/314] lr: 1.7614e-01 eta: 4:56:01 time: 0.3061 data_time: 0.0464 memory: 9706 grad_norm: 1.0334 top1_acc: 0.5625 top5_acc: 0.9375 loss_cls: 0.7203 loss: 0.7203 2022/08/05 14:17:36 - mmengine - INFO - Epoch(train) [54][300/314] lr: 1.7608e-01 eta: 4:55:55 time: 0.3070 data_time: 0.0500 memory: 9706 grad_norm: 1.0438 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.5004 loss: 0.5004 2022/08/05 14:17:40 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_ntu60_xsub_keypoint_20220805_124409 2022/08/05 14:17:40 - mmengine - INFO - Epoch(train) [54][314/314] lr: 1.7604e-01 eta: 4:55:55 time: 0.2931 data_time: 0.0469 memory: 9706 grad_norm: 1.0959 top1_acc: 0.5000 top5_acc: 0.7500 loss_cls: 0.5402 loss: 0.5402 2022/08/05 14:17:40 - mmengine - INFO - Saving checkpoint at 54 epochs 2022/08/05 14:17:48 - mmengine - INFO - Epoch(train) [55][20/314] lr: 1.7599e-01 eta: 4:55:34 time: 0.3574 data_time: 0.1015 memory: 9706 grad_norm: 1.1574 top1_acc: 0.8125 top5_acc: 0.9375 loss_cls: 0.5851 loss: 0.5851 2022/08/05 14:17:54 - mmengine - INFO - Epoch(train) [55][40/314] lr: 1.7593e-01 eta: 4:55:28 time: 0.3075 data_time: 0.0504 memory: 9706 grad_norm: 1.1309 top1_acc: 0.6875 top5_acc: 0.9375 loss_cls: 0.5383 loss: 0.5383 2022/08/05 14:17:56 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_ntu60_xsub_keypoint_20220805_124409 2022/08/05 14:18:01 - mmengine - INFO - Epoch(train) [55][60/314] lr: 1.7588e-01 eta: 4:55:22 time: 0.3146 data_time: 0.0533 memory: 9706 grad_norm: 1.0252 top1_acc: 0.8125 top5_acc: 0.9375 loss_cls: 0.5114 loss: 0.5114 2022/08/05 14:18:07 - mmengine - INFO - Epoch(train) [55][80/314] lr: 1.7583e-01 eta: 4:55:16 time: 0.3053 data_time: 0.0468 memory: 9706 grad_norm: 1.0204 top1_acc: 0.7500 top5_acc: 1.0000 loss_cls: 0.5986 loss: 0.5986 2022/08/05 14:18:13 - mmengine - INFO - Epoch(train) [55][100/314] lr: 1.7577e-01 eta: 4:55:11 time: 0.3076 data_time: 0.0505 memory: 9706 grad_norm: 1.1311 top1_acc: 0.8750 top5_acc: 0.9375 loss_cls: 0.5245 loss: 0.5245 2022/08/05 14:18:19 - mmengine - INFO - Epoch(train) [55][120/314] lr: 1.7572e-01 eta: 4:55:05 time: 0.3165 data_time: 0.0495 memory: 9706 grad_norm: 1.0120 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.5222 loss: 0.5222 2022/08/05 14:18:25 - mmengine - INFO - Epoch(train) [55][140/314] lr: 1.7566e-01 eta: 4:55:00 time: 0.3079 data_time: 0.0501 memory: 9706 grad_norm: 1.0254 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.5069 loss: 0.5069 2022/08/05 14:18:32 - mmengine - INFO - Epoch(train) [55][160/314] lr: 1.7561e-01 eta: 4:54:54 time: 0.3063 data_time: 0.0474 memory: 9706 grad_norm: 1.0689 top1_acc: 0.6875 top5_acc: 1.0000 loss_cls: 0.5511 loss: 0.5511 2022/08/05 14:18:38 - mmengine - INFO - Epoch(train) [55][180/314] lr: 1.7555e-01 eta: 4:54:49 time: 0.3201 data_time: 0.0522 memory: 9706 grad_norm: 1.0646 top1_acc: 0.8750 top5_acc: 0.9375 loss_cls: 0.6098 loss: 0.6098 2022/08/05 14:18:44 - mmengine - INFO - Epoch(train) [55][200/314] lr: 1.7550e-01 eta: 4:54:43 time: 0.3109 data_time: 0.0493 memory: 9706 grad_norm: 1.0638 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.6047 loss: 0.6047 2022/08/05 14:18:50 - mmengine - INFO - Epoch(train) [55][220/314] lr: 1.7544e-01 eta: 4:54:37 time: 0.3079 data_time: 0.0497 memory: 9706 grad_norm: 0.9924 top1_acc: 0.6875 top5_acc: 1.0000 loss_cls: 0.4789 loss: 0.4789 2022/08/05 14:18:56 - mmengine - INFO - Epoch(train) [55][240/314] lr: 1.7539e-01 eta: 4:54:31 time: 0.3052 data_time: 0.0482 memory: 9706 grad_norm: 0.9780 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.4838 loss: 0.4838 2022/08/05 14:19:03 - mmengine - INFO - Epoch(train) [55][260/314] lr: 1.7533e-01 eta: 4:54:26 time: 0.3216 data_time: 0.0586 memory: 9706 grad_norm: 1.0044 top1_acc: 0.8125 top5_acc: 0.9375 loss_cls: 0.4605 loss: 0.4605 2022/08/05 14:19:09 - mmengine - INFO - Epoch(train) [55][280/314] lr: 1.7528e-01 eta: 4:54:21 time: 0.3087 data_time: 0.0486 memory: 9706 grad_norm: 0.9543 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.4461 loss: 0.4461 2022/08/05 14:19:15 - mmengine - INFO - Epoch(train) [55][300/314] lr: 1.7523e-01 eta: 4:54:15 time: 0.3071 data_time: 0.0510 memory: 9706 grad_norm: 1.0016 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.4118 loss: 0.4118 2022/08/05 14:19:19 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_ntu60_xsub_keypoint_20220805_124409 2022/08/05 14:19:19 - mmengine - INFO - Epoch(train) [55][314/314] lr: 1.7519e-01 eta: 4:54:15 time: 0.2960 data_time: 0.0483 memory: 9706 grad_norm: 1.0960 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.4381 loss: 0.4381 2022/08/05 14:19:19 - mmengine - INFO - Saving checkpoint at 55 epochs 2022/08/05 14:19:27 - mmengine - INFO - Epoch(train) [56][20/314] lr: 1.7513e-01 eta: 4:53:53 time: 0.3506 data_time: 0.0875 memory: 9706 grad_norm: 1.0477 top1_acc: 0.7500 top5_acc: 1.0000 loss_cls: 0.5951 loss: 0.5951 2022/08/05 14:19:33 - mmengine - INFO - Epoch(train) [56][40/314] lr: 1.7508e-01 eta: 4:53:47 time: 0.3056 data_time: 0.0479 memory: 9706 grad_norm: 0.9775 top1_acc: 0.6875 top5_acc: 1.0000 loss_cls: 0.4386 loss: 0.4386 2022/08/05 14:19:40 - mmengine - INFO - Epoch(train) [56][60/314] lr: 1.7502e-01 eta: 4:53:42 time: 0.3167 data_time: 0.0541 memory: 9706 grad_norm: 0.9982 top1_acc: 0.7500 top5_acc: 1.0000 loss_cls: 0.4913 loss: 0.4913 2022/08/05 14:19:46 - mmengine - INFO - Epoch(train) [56][80/314] lr: 1.7497e-01 eta: 4:53:37 time: 0.3097 data_time: 0.0496 memory: 9706 grad_norm: 1.0656 top1_acc: 0.9375 top5_acc: 0.9375 loss_cls: 0.4898 loss: 0.4898 2022/08/05 14:19:52 - mmengine - INFO - Epoch(train) [56][100/314] lr: 1.7491e-01 eta: 4:53:31 time: 0.3086 data_time: 0.0478 memory: 9706 grad_norm: 1.0520 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.3968 loss: 0.3968 2022/08/05 14:19:58 - mmengine - INFO - Epoch(train) [56][120/314] lr: 1.7486e-01 eta: 4:53:25 time: 0.3123 data_time: 0.0489 memory: 9706 grad_norm: 0.9998 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.3441 loss: 0.3441 2022/08/05 14:20:04 - mmengine - INFO - Epoch(train) [56][140/314] lr: 1.7480e-01 eta: 4:53:19 time: 0.3073 data_time: 0.0506 memory: 9706 grad_norm: 1.0831 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.5416 loss: 0.5416 2022/08/05 14:20:11 - mmengine - INFO - Epoch(train) [56][160/314] lr: 1.7475e-01 eta: 4:53:14 time: 0.3109 data_time: 0.0471 memory: 9706 grad_norm: 1.0370 top1_acc: 0.6875 top5_acc: 1.0000 loss_cls: 0.4982 loss: 0.4982 2022/08/05 14:20:17 - mmengine - INFO - Epoch(train) [56][180/314] lr: 1.7469e-01 eta: 4:53:09 time: 0.3200 data_time: 0.0510 memory: 9706 grad_norm: 1.0732 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.4979 loss: 0.4979 2022/08/05 14:20:23 - mmengine - INFO - Epoch(train) [56][200/314] lr: 1.7463e-01 eta: 4:53:03 time: 0.3061 data_time: 0.0480 memory: 9706 grad_norm: 0.9717 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.4581 loss: 0.4581 2022/08/05 14:20:29 - mmengine - INFO - Epoch(train) [56][220/314] lr: 1.7458e-01 eta: 4:52:57 time: 0.3085 data_time: 0.0510 memory: 9706 grad_norm: 1.0261 top1_acc: 0.9375 top5_acc: 0.9375 loss_cls: 0.5574 loss: 0.5574 2022/08/05 14:20:36 - mmengine - INFO - Epoch(train) [56][240/314] lr: 1.7452e-01 eta: 4:52:51 time: 0.3064 data_time: 0.0477 memory: 9706 grad_norm: 1.0102 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.4849 loss: 0.4849 2022/08/05 14:20:42 - mmengine - INFO - Epoch(train) [56][260/314] lr: 1.7447e-01 eta: 4:52:46 time: 0.3120 data_time: 0.0543 memory: 9706 grad_norm: 0.9843 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.4492 loss: 0.4492 2022/08/05 14:20:48 - mmengine - INFO - Epoch(train) [56][280/314] lr: 1.7441e-01 eta: 4:52:40 time: 0.3091 data_time: 0.0468 memory: 9706 grad_norm: 1.0522 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.5558 loss: 0.5558 2022/08/05 14:20:54 - mmengine - INFO - Epoch(train) [56][300/314] lr: 1.7436e-01 eta: 4:52:34 time: 0.3070 data_time: 0.0505 memory: 9706 grad_norm: 1.1117 top1_acc: 0.7500 top5_acc: 1.0000 loss_cls: 0.4841 loss: 0.4841 2022/08/05 14:20:58 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_ntu60_xsub_keypoint_20220805_124409 2022/08/05 14:20:58 - mmengine - INFO - Epoch(train) [56][314/314] lr: 1.7432e-01 eta: 4:52:34 time: 0.2949 data_time: 0.0453 memory: 9706 grad_norm: 1.1090 top1_acc: 0.7500 top5_acc: 1.0000 loss_cls: 0.5561 loss: 0.5561 2022/08/05 14:20:58 - mmengine - INFO - Saving checkpoint at 56 epochs 2022/08/05 14:21:10 - mmengine - INFO - Epoch(train) [57][20/314] lr: 1.7426e-01 eta: 4:52:13 time: 0.3583 data_time: 0.0905 memory: 9706 grad_norm: 1.1158 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.5293 loss: 0.5293 2022/08/05 14:21:16 - mmengine - INFO - Epoch(train) [57][40/314] lr: 1.7421e-01 eta: 4:52:08 time: 0.3077 data_time: 0.0514 memory: 9706 grad_norm: 1.0393 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.4560 loss: 0.4560 2022/08/05 14:21:23 - mmengine - INFO - Epoch(train) [57][60/314] lr: 1.7415e-01 eta: 4:52:02 time: 0.3122 data_time: 0.0478 memory: 9706 grad_norm: 1.0243 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.4221 loss: 0.4221 2022/08/05 14:21:29 - mmengine - INFO - Epoch(train) [57][80/314] lr: 1.7409e-01 eta: 4:51:56 time: 0.3073 data_time: 0.0488 memory: 9706 grad_norm: 0.9993 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.4476 loss: 0.4476 2022/08/05 14:21:35 - mmengine - INFO - Epoch(train) [57][100/314] lr: 1.7404e-01 eta: 4:51:51 time: 0.3083 data_time: 0.0480 memory: 9706 grad_norm: 1.0388 top1_acc: 0.7500 top5_acc: 1.0000 loss_cls: 0.5059 loss: 0.5059 2022/08/05 14:21:41 - mmengine - INFO - Epoch(train) [57][120/314] lr: 1.7398e-01 eta: 4:51:45 time: 0.3151 data_time: 0.0495 memory: 9706 grad_norm: 0.9412 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.4575 loss: 0.4575 2022/08/05 14:21:47 - mmengine - INFO - Epoch(train) [57][140/314] lr: 1.7393e-01 eta: 4:51:39 time: 0.3072 data_time: 0.0472 memory: 9706 grad_norm: 1.0598 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.4628 loss: 0.4628 2022/08/05 14:21:53 - mmengine - INFO - Epoch(train) [57][160/314] lr: 1.7387e-01 eta: 4:51:34 time: 0.3071 data_time: 0.0495 memory: 9706 grad_norm: 1.0770 top1_acc: 0.7500 top5_acc: 0.9375 loss_cls: 0.4802 loss: 0.4802 2022/08/05 14:22:00 - mmengine - INFO - Epoch(train) [57][180/314] lr: 1.7381e-01 eta: 4:51:28 time: 0.3170 data_time: 0.0505 memory: 9706 grad_norm: 1.0131 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.5138 loss: 0.5138 2022/08/05 14:22:06 - mmengine - INFO - Epoch(train) [57][200/314] lr: 1.7376e-01 eta: 4:51:23 time: 0.3074 data_time: 0.0473 memory: 9706 grad_norm: 1.0955 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.5323 loss: 0.5323 2022/08/05 14:22:12 - mmengine - INFO - Epoch(train) [57][220/314] lr: 1.7370e-01 eta: 4:51:17 time: 0.3068 data_time: 0.0482 memory: 9706 grad_norm: 1.0866 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.4850 loss: 0.4850 2022/08/05 14:22:18 - mmengine - INFO - Epoch(train) [57][240/314] lr: 1.7364e-01 eta: 4:51:11 time: 0.3158 data_time: 0.0529 memory: 9706 grad_norm: 1.0414 top1_acc: 0.6875 top5_acc: 1.0000 loss_cls: 0.5259 loss: 0.5259 2022/08/05 14:22:24 - mmengine - INFO - Epoch(train) [57][260/314] lr: 1.7359e-01 eta: 4:51:05 time: 0.3058 data_time: 0.0486 memory: 9706 grad_norm: 1.0340 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.5436 loss: 0.5436 2022/08/05 14:22:31 - mmengine - INFO - Epoch(train) [57][280/314] lr: 1.7353e-01 eta: 4:51:00 time: 0.3066 data_time: 0.0471 memory: 9706 grad_norm: 1.0609 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.5368 loss: 0.5368 2022/08/05 14:22:37 - mmengine - INFO - Epoch(train) [57][300/314] lr: 1.7347e-01 eta: 4:50:53 time: 0.3038 data_time: 0.0464 memory: 9706 grad_norm: 1.0600 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.5786 loss: 0.5786 2022/08/05 14:22:41 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_ntu60_xsub_keypoint_20220805_124409 2022/08/05 14:22:41 - mmengine - INFO - Epoch(train) [57][314/314] lr: 1.7344e-01 eta: 4:50:53 time: 0.2942 data_time: 0.0460 memory: 9706 grad_norm: 1.0944 top1_acc: 0.7500 top5_acc: 1.0000 loss_cls: 0.5257 loss: 0.5257 2022/08/05 14:22:41 - mmengine - INFO - Saving checkpoint at 57 epochs 2022/08/05 14:22:49 - mmengine - INFO - Epoch(train) [58][20/314] lr: 1.7338e-01 eta: 4:50:33 time: 0.3532 data_time: 0.0911 memory: 9706 grad_norm: 0.9932 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.4434 loss: 0.4434 2022/08/05 14:22:55 - mmengine - INFO - Epoch(train) [58][40/314] lr: 1.7332e-01 eta: 4:50:27 time: 0.3080 data_time: 0.0490 memory: 9706 grad_norm: 1.0636 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.5017 loss: 0.5017 2022/08/05 14:23:02 - mmengine - INFO - Epoch(train) [58][60/314] lr: 1.7327e-01 eta: 4:50:22 time: 0.3154 data_time: 0.0487 memory: 9706 grad_norm: 0.9998 top1_acc: 0.9375 top5_acc: 0.9375 loss_cls: 0.5489 loss: 0.5489 2022/08/05 14:23:08 - mmengine - INFO - Epoch(train) [58][80/314] lr: 1.7321e-01 eta: 4:50:16 time: 0.3105 data_time: 0.0493 memory: 9706 grad_norm: 1.0145 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.4519 loss: 0.4519 2022/08/05 14:23:14 - mmengine - INFO - Epoch(train) [58][100/314] lr: 1.7315e-01 eta: 4:50:10 time: 0.3076 data_time: 0.0488 memory: 9706 grad_norm: 1.0229 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.4983 loss: 0.4983 2022/08/05 14:23:15 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_ntu60_xsub_keypoint_20220805_124409 2022/08/05 14:23:20 - mmengine - INFO - Epoch(train) [58][120/314] lr: 1.7309e-01 eta: 4:50:05 time: 0.3162 data_time: 0.0513 memory: 9706 grad_norm: 1.0353 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.4734 loss: 0.4734 2022/08/05 14:23:26 - mmengine - INFO - Epoch(train) [58][140/314] lr: 1.7304e-01 eta: 4:49:59 time: 0.3083 data_time: 0.0485 memory: 9706 grad_norm: 1.0135 top1_acc: 0.7500 top5_acc: 0.9375 loss_cls: 0.4597 loss: 0.4597 2022/08/05 14:23:33 - mmengine - INFO - Epoch(train) [58][160/314] lr: 1.7298e-01 eta: 4:49:54 time: 0.3183 data_time: 0.0503 memory: 9706 grad_norm: 1.0490 top1_acc: 0.7500 top5_acc: 1.0000 loss_cls: 0.5820 loss: 0.5820 2022/08/05 14:23:39 - mmengine - INFO - Epoch(train) [58][180/314] lr: 1.7292e-01 eta: 4:49:48 time: 0.3089 data_time: 0.0484 memory: 9706 grad_norm: 1.0421 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.4177 loss: 0.4177 2022/08/05 14:23:45 - mmengine - INFO - Epoch(train) [58][200/314] lr: 1.7287e-01 eta: 4:49:42 time: 0.3075 data_time: 0.0493 memory: 9706 grad_norm: 1.0920 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.5426 loss: 0.5426 2022/08/05 14:23:51 - mmengine - INFO - Epoch(train) [58][220/314] lr: 1.7281e-01 eta: 4:49:37 time: 0.3062 data_time: 0.0461 memory: 9706 grad_norm: 1.0843 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.4810 loss: 0.4810 2022/08/05 14:23:57 - mmengine - INFO - Epoch(train) [58][240/314] lr: 1.7275e-01 eta: 4:49:31 time: 0.3091 data_time: 0.0508 memory: 9706 grad_norm: 1.0271 top1_acc: 0.7500 top5_acc: 0.9375 loss_cls: 0.5237 loss: 0.5237 2022/08/05 14:24:04 - mmengine - INFO - Epoch(train) [58][260/314] lr: 1.7270e-01 eta: 4:49:25 time: 0.3066 data_time: 0.0482 memory: 9706 grad_norm: 1.0042 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.5328 loss: 0.5328 2022/08/05 14:24:10 - mmengine - INFO - Epoch(train) [58][280/314] lr: 1.7264e-01 eta: 4:49:19 time: 0.3075 data_time: 0.0500 memory: 9706 grad_norm: 1.0230 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.4312 loss: 0.4312 2022/08/05 14:24:16 - mmengine - INFO - Epoch(train) [58][300/314] lr: 1.7258e-01 eta: 4:49:13 time: 0.3057 data_time: 0.0486 memory: 9706 grad_norm: 1.1194 top1_acc: 0.7500 top5_acc: 1.0000 loss_cls: 0.6151 loss: 0.6151 2022/08/05 14:24:20 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_ntu60_xsub_keypoint_20220805_124409 2022/08/05 14:24:20 - mmengine - INFO - Epoch(train) [58][314/314] lr: 1.7254e-01 eta: 4:49:13 time: 0.3250 data_time: 0.0487 memory: 9706 grad_norm: 1.1171 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.5139 loss: 0.5139 2022/08/05 14:24:21 - mmengine - INFO - Saving checkpoint at 58 epochs 2022/08/05 14:24:28 - mmengine - INFO - Epoch(train) [59][20/314] lr: 1.7248e-01 eta: 4:48:53 time: 0.3511 data_time: 0.0885 memory: 9706 grad_norm: 1.0449 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.4269 loss: 0.4269 2022/08/05 14:24:35 - mmengine - INFO - Epoch(train) [59][40/314] lr: 1.7243e-01 eta: 4:48:47 time: 0.3153 data_time: 0.0495 memory: 9706 grad_norm: 1.0320 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.5149 loss: 0.5149 2022/08/05 14:24:41 - mmengine - INFO - Epoch(train) [59][60/314] lr: 1.7237e-01 eta: 4:48:42 time: 0.3228 data_time: 0.0491 memory: 9706 grad_norm: 1.0013 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.4132 loss: 0.4132 2022/08/05 14:24:47 - mmengine - INFO - Epoch(train) [59][80/314] lr: 1.7231e-01 eta: 4:48:37 time: 0.3072 data_time: 0.0475 memory: 9706 grad_norm: 1.0473 top1_acc: 0.6250 top5_acc: 1.0000 loss_cls: 0.4914 loss: 0.4914 2022/08/05 14:24:53 - mmengine - INFO - Epoch(train) [59][100/314] lr: 1.7225e-01 eta: 4:48:31 time: 0.3090 data_time: 0.0489 memory: 9706 grad_norm: 0.9748 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.5408 loss: 0.5408 2022/08/05 14:25:00 - mmengine - INFO - Epoch(train) [59][120/314] lr: 1.7220e-01 eta: 4:48:26 time: 0.3182 data_time: 0.0500 memory: 9706 grad_norm: 0.9940 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.4478 loss: 0.4478 2022/08/05 14:25:06 - mmengine - INFO - Epoch(train) [59][140/314] lr: 1.7214e-01 eta: 4:48:20 time: 0.3091 data_time: 0.0504 memory: 9706 grad_norm: 0.9925 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.4504 loss: 0.4504 2022/08/05 14:25:12 - mmengine - INFO - Epoch(train) [59][160/314] lr: 1.7208e-01 eta: 4:48:14 time: 0.3089 data_time: 0.0508 memory: 9706 grad_norm: 1.0254 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.4023 loss: 0.4023 2022/08/05 14:25:18 - mmengine - INFO - Epoch(train) [59][180/314] lr: 1.7202e-01 eta: 4:48:09 time: 0.3135 data_time: 0.0497 memory: 9706 grad_norm: 1.1217 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.5240 loss: 0.5240 2022/08/05 14:25:25 - mmengine - INFO - Epoch(train) [59][200/314] lr: 1.7196e-01 eta: 4:48:03 time: 0.3103 data_time: 0.0507 memory: 9706 grad_norm: 1.1067 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.5164 loss: 0.5164 2022/08/05 14:25:31 - mmengine - INFO - Epoch(train) [59][220/314] lr: 1.7191e-01 eta: 4:47:57 time: 0.3101 data_time: 0.0501 memory: 9706 grad_norm: 1.1002 top1_acc: 0.7500 top5_acc: 1.0000 loss_cls: 0.4602 loss: 0.4602 2022/08/05 14:25:37 - mmengine - INFO - Epoch(train) [59][240/314] lr: 1.7185e-01 eta: 4:47:52 time: 0.3091 data_time: 0.0514 memory: 9706 grad_norm: 1.0539 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.5198 loss: 0.5198 2022/08/05 14:25:43 - mmengine - INFO - Epoch(train) [59][260/314] lr: 1.7179e-01 eta: 4:47:46 time: 0.3149 data_time: 0.0482 memory: 9706 grad_norm: 0.9935 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.4664 loss: 0.4664 2022/08/05 14:25:49 - mmengine - INFO - Epoch(train) [59][280/314] lr: 1.7173e-01 eta: 4:47:41 time: 0.3079 data_time: 0.0497 memory: 9706 grad_norm: 1.0641 top1_acc: 0.6250 top5_acc: 1.0000 loss_cls: 0.5286 loss: 0.5286 2022/08/05 14:25:56 - mmengine - INFO - Epoch(train) [59][300/314] lr: 1.7167e-01 eta: 4:47:35 time: 0.3061 data_time: 0.0477 memory: 9706 grad_norm: 0.9892 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.5139 loss: 0.5139 2022/08/05 14:26:00 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_ntu60_xsub_keypoint_20220805_124409 2022/08/05 14:26:00 - mmengine - INFO - Epoch(train) [59][314/314] lr: 1.7163e-01 eta: 4:47:35 time: 0.2999 data_time: 0.0464 memory: 9706 grad_norm: 1.1722 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.4455 loss: 0.4455 2022/08/05 14:26:00 - mmengine - INFO - Saving checkpoint at 59 epochs 2022/08/05 14:26:08 - mmengine - INFO - Epoch(train) [60][20/314] lr: 1.7157e-01 eta: 4:47:13 time: 0.3339 data_time: 0.0753 memory: 9706 grad_norm: 1.0716 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.5391 loss: 0.5391 2022/08/05 14:26:14 - mmengine - INFO - Epoch(train) [60][40/314] lr: 1.7152e-01 eta: 4:47:07 time: 0.3060 data_time: 0.0485 memory: 9706 grad_norm: 0.9760 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.4535 loss: 0.4535 2022/08/05 14:26:20 - mmengine - INFO - Epoch(train) [60][60/314] lr: 1.7146e-01 eta: 4:47:02 time: 0.3177 data_time: 0.0498 memory: 9706 grad_norm: 1.0455 top1_acc: 0.7500 top5_acc: 1.0000 loss_cls: 0.5418 loss: 0.5418 2022/08/05 14:26:26 - mmengine - INFO - Epoch(train) [60][80/314] lr: 1.7140e-01 eta: 4:46:56 time: 0.3083 data_time: 0.0511 memory: 9706 grad_norm: 1.0557 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.4873 loss: 0.4873 2022/08/05 14:26:32 - mmengine - INFO - Epoch(train) [60][100/314] lr: 1.7134e-01 eta: 4:46:50 time: 0.3076 data_time: 0.0513 memory: 9706 grad_norm: 1.0623 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.5576 loss: 0.5576 2022/08/05 14:26:39 - mmengine - INFO - Epoch(train) [60][120/314] lr: 1.7128e-01 eta: 4:46:46 time: 0.3222 data_time: 0.0497 memory: 9706 grad_norm: 1.0317 top1_acc: 0.8125 top5_acc: 0.9375 loss_cls: 0.6065 loss: 0.6065 2022/08/05 14:26:45 - mmengine - INFO - Epoch(train) [60][140/314] lr: 1.7122e-01 eta: 4:46:40 time: 0.3068 data_time: 0.0486 memory: 9706 grad_norm: 1.1015 top1_acc: 0.6250 top5_acc: 1.0000 loss_cls: 0.4925 loss: 0.4925 2022/08/05 14:26:51 - mmengine - INFO - Epoch(train) [60][160/314] lr: 1.7117e-01 eta: 4:46:34 time: 0.3071 data_time: 0.0493 memory: 9706 grad_norm: 1.0239 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.5421 loss: 0.5421 2022/08/05 14:26:57 - mmengine - INFO - Epoch(train) [60][180/314] lr: 1.7111e-01 eta: 4:46:28 time: 0.3066 data_time: 0.0484 memory: 9706 grad_norm: 0.9810 top1_acc: 0.6875 top5_acc: 0.8750 loss_cls: 0.6133 loss: 0.6133 2022/08/05 14:27:03 - mmengine - INFO - Epoch(train) [60][200/314] lr: 1.7105e-01 eta: 4:46:23 time: 0.3137 data_time: 0.0500 memory: 9706 grad_norm: 1.0521 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.4104 loss: 0.4104 2022/08/05 14:27:10 - mmengine - INFO - Epoch(train) [60][220/314] lr: 1.7099e-01 eta: 4:46:17 time: 0.3106 data_time: 0.0506 memory: 9706 grad_norm: 1.0619 top1_acc: 0.6250 top5_acc: 1.0000 loss_cls: 0.4430 loss: 0.4430 2022/08/05 14:27:16 - mmengine - INFO - Epoch(train) [60][240/314] lr: 1.7093e-01 eta: 4:46:11 time: 0.3074 data_time: 0.0491 memory: 9706 grad_norm: 0.9855 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.4365 loss: 0.4365 2022/08/05 14:27:22 - mmengine - INFO - Epoch(train) [60][260/314] lr: 1.7087e-01 eta: 4:46:06 time: 0.3152 data_time: 0.0491 memory: 9706 grad_norm: 1.0511 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.4618 loss: 0.4618 2022/08/05 14:27:28 - mmengine - INFO - Epoch(train) [60][280/314] lr: 1.7081e-01 eta: 4:46:00 time: 0.3097 data_time: 0.0511 memory: 9706 grad_norm: 1.0713 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.4799 loss: 0.4799 2022/08/05 14:27:34 - mmengine - INFO - Epoch(train) [60][300/314] lr: 1.7075e-01 eta: 4:45:54 time: 0.3067 data_time: 0.0492 memory: 9706 grad_norm: 1.0072 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.5018 loss: 0.5018 2022/08/05 14:27:39 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_ntu60_xsub_keypoint_20220805_124409 2022/08/05 14:27:39 - mmengine - INFO - Epoch(train) [60][314/314] lr: 1.7071e-01 eta: 4:45:54 time: 0.3019 data_time: 0.0466 memory: 9706 grad_norm: 1.1401 top1_acc: 0.7500 top5_acc: 1.0000 loss_cls: 0.4394 loss: 0.4394 2022/08/05 14:27:39 - mmengine - INFO - Saving checkpoint at 60 epochs 2022/08/05 14:27:46 - mmengine - INFO - Epoch(val) [60][20/129] eta: 0:00:33 time: 0.3097 data_time: 0.1610 memory: 1867 2022/08/05 14:27:51 - mmengine - INFO - Epoch(val) [60][40/129] eta: 0:00:20 time: 0.2313 data_time: 0.0850 memory: 1867 2022/08/05 14:27:56 - mmengine - INFO - Epoch(val) [60][60/129] eta: 0:00:17 time: 0.2474 data_time: 0.0902 memory: 1867 2022/08/05 14:28:00 - mmengine - INFO - Epoch(val) [60][80/129] eta: 0:00:12 time: 0.2456 data_time: 0.0879 memory: 1867 2022/08/05 14:28:05 - mmengine - INFO - Epoch(val) [60][100/129] eta: 0:00:07 time: 0.2524 data_time: 0.0908 memory: 1867 2022/08/05 14:28:10 - mmengine - INFO - Epoch(val) [60][120/129] eta: 0:00:01 time: 0.2118 data_time: 0.0625 memory: 1867 2022/08/05 14:28:12 - mmengine - INFO - Epoch(val) [60][129/129] acc/top1: 0.7820 acc/top5: 0.9774 acc/mean1: 0.7820 2022/08/05 14:28:20 - mmengine - INFO - Epoch(train) [61][20/314] lr: 1.7065e-01 eta: 4:45:35 time: 0.3736 data_time: 0.0930 memory: 9706 grad_norm: 1.0428 top1_acc: 0.8750 top5_acc: 0.8750 loss_cls: 0.4957 loss: 0.4957 2022/08/05 14:28:26 - mmengine - INFO - Epoch(train) [61][40/314] lr: 1.7060e-01 eta: 4:45:29 time: 0.3063 data_time: 0.0483 memory: 9706 grad_norm: 1.0307 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.4448 loss: 0.4448 2022/08/05 14:28:32 - mmengine - INFO - Epoch(train) [61][60/314] lr: 1.7054e-01 eta: 4:45:24 time: 0.3106 data_time: 0.0518 memory: 9706 grad_norm: 0.9973 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.4790 loss: 0.4790 2022/08/05 14:28:38 - mmengine - INFO - Epoch(train) [61][80/314] lr: 1.7048e-01 eta: 4:45:18 time: 0.3104 data_time: 0.0490 memory: 9706 grad_norm: 1.0849 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.4093 loss: 0.4093 2022/08/05 14:28:44 - mmengine - INFO - Epoch(train) [61][100/314] lr: 1.7042e-01 eta: 4:45:12 time: 0.3071 data_time: 0.0508 memory: 9706 grad_norm: 1.0740 top1_acc: 0.7500 top5_acc: 0.8750 loss_cls: 0.5298 loss: 0.5298 2022/08/05 14:28:50 - mmengine - INFO - Epoch(train) [61][120/314] lr: 1.7036e-01 eta: 4:45:07 time: 0.3084 data_time: 0.0476 memory: 9706 grad_norm: 1.0357 top1_acc: 0.7500 top5_acc: 0.9375 loss_cls: 0.5253 loss: 0.5253 2022/08/05 14:28:57 - mmengine - INFO - Epoch(train) [61][140/314] lr: 1.7030e-01 eta: 4:45:01 time: 0.3082 data_time: 0.0496 memory: 9706 grad_norm: 1.0243 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.5247 loss: 0.5247 2022/08/05 14:29:03 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_ntu60_xsub_keypoint_20220805_124409 2022/08/05 14:29:03 - mmengine - INFO - Epoch(train) [61][160/314] lr: 1.7024e-01 eta: 4:44:55 time: 0.3081 data_time: 0.0497 memory: 9706 grad_norm: 1.0664 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.4630 loss: 0.4630 2022/08/05 14:29:09 - mmengine - INFO - Epoch(train) [61][180/314] lr: 1.7018e-01 eta: 4:44:49 time: 0.3100 data_time: 0.0509 memory: 9706 grad_norm: 1.0406 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.5148 loss: 0.5148 2022/08/05 14:29:15 - mmengine - INFO - Epoch(train) [61][200/314] lr: 1.7012e-01 eta: 4:44:43 time: 0.3050 data_time: 0.0463 memory: 9706 grad_norm: 1.0236 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.5171 loss: 0.5171 2022/08/05 14:29:21 - mmengine - INFO - Epoch(train) [61][220/314] lr: 1.7006e-01 eta: 4:44:38 time: 0.3114 data_time: 0.0537 memory: 9706 grad_norm: 1.0227 top1_acc: 0.6875 top5_acc: 1.0000 loss_cls: 0.5180 loss: 0.5180 2022/08/05 14:29:28 - mmengine - INFO - Epoch(train) [61][240/314] lr: 1.7000e-01 eta: 4:44:32 time: 0.3124 data_time: 0.0587 memory: 9706 grad_norm: 0.9953 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.4299 loss: 0.4299 2022/08/05 14:29:34 - mmengine - INFO - Epoch(train) [61][260/314] lr: 1.6994e-01 eta: 4:44:27 time: 0.3111 data_time: 0.0514 memory: 9706 grad_norm: 1.1001 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.5859 loss: 0.5859 2022/08/05 14:29:40 - mmengine - INFO - Epoch(train) [61][280/314] lr: 1.6988e-01 eta: 4:44:21 time: 0.3118 data_time: 0.0509 memory: 9706 grad_norm: 0.9922 top1_acc: 0.6875 top5_acc: 1.0000 loss_cls: 0.4543 loss: 0.4543 2022/08/05 14:29:46 - mmengine - INFO - Epoch(train) [61][300/314] lr: 1.6982e-01 eta: 4:44:15 time: 0.3071 data_time: 0.0519 memory: 9706 grad_norm: 0.9918 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.5118 loss: 0.5118 2022/08/05 14:29:50 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_ntu60_xsub_keypoint_20220805_124409 2022/08/05 14:29:50 - mmengine - INFO - Epoch(train) [61][314/314] lr: 1.6978e-01 eta: 4:44:15 time: 0.2971 data_time: 0.0455 memory: 9706 grad_norm: 1.1607 top1_acc: 0.7500 top5_acc: 1.0000 loss_cls: 0.5676 loss: 0.5676 2022/08/05 14:29:50 - mmengine - INFO - Saving checkpoint at 61 epochs 2022/08/05 14:29:58 - mmengine - INFO - Epoch(train) [62][20/314] lr: 1.6972e-01 eta: 4:43:55 time: 0.3491 data_time: 0.0857 memory: 9706 grad_norm: 1.0961 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.5143 loss: 0.5143 2022/08/05 14:30:05 - mmengine - INFO - Epoch(train) [62][40/314] lr: 1.6966e-01 eta: 4:43:50 time: 0.3107 data_time: 0.0507 memory: 9706 grad_norm: 1.0372 top1_acc: 0.6875 top5_acc: 0.9375 loss_cls: 0.5228 loss: 0.5228 2022/08/05 14:30:11 - mmengine - INFO - Epoch(train) [62][60/314] lr: 1.6960e-01 eta: 4:43:44 time: 0.3129 data_time: 0.0489 memory: 9706 grad_norm: 1.0443 top1_acc: 0.7500 top5_acc: 1.0000 loss_cls: 0.4628 loss: 0.4628 2022/08/05 14:30:17 - mmengine - INFO - Epoch(train) [62][80/314] lr: 1.6954e-01 eta: 4:43:38 time: 0.3080 data_time: 0.0464 memory: 9706 grad_norm: 1.0409 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.4849 loss: 0.4849 2022/08/05 14:30:23 - mmengine - INFO - Epoch(train) [62][100/314] lr: 1.6948e-01 eta: 4:43:32 time: 0.3060 data_time: 0.0497 memory: 9706 grad_norm: 1.0156 top1_acc: 0.7500 top5_acc: 1.0000 loss_cls: 0.4230 loss: 0.4230 2022/08/05 14:30:29 - mmengine - INFO - Epoch(train) [62][120/314] lr: 1.6942e-01 eta: 4:43:27 time: 0.3173 data_time: 0.0481 memory: 9706 grad_norm: 0.9950 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.4172 loss: 0.4172 2022/08/05 14:30:36 - mmengine - INFO - Epoch(train) [62][140/314] lr: 1.6936e-01 eta: 4:43:21 time: 0.3075 data_time: 0.0489 memory: 9706 grad_norm: 1.0452 top1_acc: 0.7500 top5_acc: 1.0000 loss_cls: 0.5087 loss: 0.5087 2022/08/05 14:30:42 - mmengine - INFO - Epoch(train) [62][160/314] lr: 1.6930e-01 eta: 4:43:15 time: 0.3066 data_time: 0.0486 memory: 9706 grad_norm: 1.0240 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.4611 loss: 0.4611 2022/08/05 14:30:48 - mmengine - INFO - Epoch(train) [62][180/314] lr: 1.6924e-01 eta: 4:43:10 time: 0.3169 data_time: 0.0534 memory: 9706 grad_norm: 1.0498 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.5132 loss: 0.5132 2022/08/05 14:30:54 - mmengine - INFO - Epoch(train) [62][200/314] lr: 1.6918e-01 eta: 4:43:04 time: 0.3071 data_time: 0.0482 memory: 9706 grad_norm: 1.0727 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.4255 loss: 0.4255 2022/08/05 14:31:01 - mmengine - INFO - Epoch(train) [62][220/314] lr: 1.6912e-01 eta: 4:42:59 time: 0.3207 data_time: 0.0489 memory: 9706 grad_norm: 1.0400 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.5163 loss: 0.5163 2022/08/05 14:31:07 - mmengine - INFO - Epoch(train) [62][240/314] lr: 1.6906e-01 eta: 4:42:54 time: 0.3125 data_time: 0.0486 memory: 9706 grad_norm: 1.0697 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.5334 loss: 0.5334 2022/08/05 14:31:13 - mmengine - INFO - Epoch(train) [62][260/314] lr: 1.6900e-01 eta: 4:42:48 time: 0.3116 data_time: 0.0505 memory: 9706 grad_norm: 1.0077 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.4842 loss: 0.4842 2022/08/05 14:31:19 - mmengine - INFO - Epoch(train) [62][280/314] lr: 1.6894e-01 eta: 4:42:43 time: 0.3138 data_time: 0.0490 memory: 9706 grad_norm: 1.0325 top1_acc: 0.6875 top5_acc: 1.0000 loss_cls: 0.5488 loss: 0.5488 2022/08/05 14:31:26 - mmengine - INFO - Epoch(train) [62][300/314] lr: 1.6888e-01 eta: 4:42:37 time: 0.3083 data_time: 0.0505 memory: 9706 grad_norm: 1.0768 top1_acc: 0.7500 top5_acc: 1.0000 loss_cls: 0.5351 loss: 0.5351 2022/08/05 14:31:30 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_ntu60_xsub_keypoint_20220805_124409 2022/08/05 14:31:30 - mmengine - INFO - Epoch(train) [62][314/314] lr: 1.6884e-01 eta: 4:42:37 time: 0.2974 data_time: 0.0440 memory: 9706 grad_norm: 1.1784 top1_acc: 0.2500 top5_acc: 0.7500 loss_cls: 0.5653 loss: 0.5653 2022/08/05 14:31:30 - mmengine - INFO - Saving checkpoint at 62 epochs 2022/08/05 14:31:38 - mmengine - INFO - Epoch(train) [63][20/314] lr: 1.6878e-01 eta: 4:42:17 time: 0.3434 data_time: 0.0843 memory: 9706 grad_norm: 1.1143 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.5264 loss: 0.5264 2022/08/05 14:31:44 - mmengine - INFO - Epoch(train) [63][40/314] lr: 1.6872e-01 eta: 4:42:11 time: 0.3110 data_time: 0.0516 memory: 9706 grad_norm: 1.1187 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.5101 loss: 0.5101 2022/08/05 14:31:50 - mmengine - INFO - Epoch(train) [63][60/314] lr: 1.6866e-01 eta: 4:42:05 time: 0.3112 data_time: 0.0525 memory: 9706 grad_norm: 1.0249 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.5462 loss: 0.5462 2022/08/05 14:31:56 - mmengine - INFO - Epoch(train) [63][80/314] lr: 1.6860e-01 eta: 4:42:00 time: 0.3055 data_time: 0.0473 memory: 9706 grad_norm: 1.0040 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.4065 loss: 0.4065 2022/08/05 14:32:02 - mmengine - INFO - Epoch(train) [63][100/314] lr: 1.6854e-01 eta: 4:41:54 time: 0.3100 data_time: 0.0503 memory: 9706 grad_norm: 1.0530 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.5814 loss: 0.5814 2022/08/05 14:32:09 - mmengine - INFO - Epoch(train) [63][120/314] lr: 1.6847e-01 eta: 4:41:48 time: 0.3131 data_time: 0.0488 memory: 9706 grad_norm: 1.0034 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.4673 loss: 0.4673 2022/08/05 14:32:15 - mmengine - INFO - Epoch(train) [63][140/314] lr: 1.6841e-01 eta: 4:41:43 time: 0.3092 data_time: 0.0500 memory: 9706 grad_norm: 1.0032 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.4722 loss: 0.4722 2022/08/05 14:32:21 - mmengine - INFO - Epoch(train) [63][160/314] lr: 1.6835e-01 eta: 4:41:37 time: 0.3084 data_time: 0.0474 memory: 9706 grad_norm: 0.9617 top1_acc: 0.8750 top5_acc: 0.9375 loss_cls: 0.4199 loss: 0.4199 2022/08/05 14:32:27 - mmengine - INFO - Epoch(train) [63][180/314] lr: 1.6829e-01 eta: 4:41:31 time: 0.3096 data_time: 0.0492 memory: 9706 grad_norm: 1.0756 top1_acc: 0.6875 top5_acc: 0.9375 loss_cls: 0.4717 loss: 0.4717 2022/08/05 14:32:34 - mmengine - INFO - Epoch(train) [63][200/314] lr: 1.6823e-01 eta: 4:41:26 time: 0.3206 data_time: 0.0497 memory: 9706 grad_norm: 1.0157 top1_acc: 0.6250 top5_acc: 0.9375 loss_cls: 0.4545 loss: 0.4545 2022/08/05 14:32:40 - mmengine - INFO - Epoch(train) [63][220/314] lr: 1.6817e-01 eta: 4:41:20 time: 0.3088 data_time: 0.0524 memory: 9706 grad_norm: 1.1388 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.4754 loss: 0.4754 2022/08/05 14:32:46 - mmengine - INFO - Epoch(train) [63][240/314] lr: 1.6811e-01 eta: 4:41:15 time: 0.3083 data_time: 0.0497 memory: 9706 grad_norm: 1.0625 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.4760 loss: 0.4760 2022/08/05 14:32:52 - mmengine - INFO - Epoch(train) [63][260/314] lr: 1.6805e-01 eta: 4:41:09 time: 0.3140 data_time: 0.0502 memory: 9706 grad_norm: 1.0399 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.4372 loss: 0.4372 2022/08/05 14:32:58 - mmengine - INFO - Epoch(train) [63][280/314] lr: 1.6799e-01 eta: 4:41:03 time: 0.3083 data_time: 0.0486 memory: 9706 grad_norm: 1.0209 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.4532 loss: 0.4532 2022/08/05 14:33:05 - mmengine - INFO - Epoch(train) [63][300/314] lr: 1.6793e-01 eta: 4:40:58 time: 0.3108 data_time: 0.0503 memory: 9706 grad_norm: 1.0656 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.5189 loss: 0.5189 2022/08/05 14:33:09 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_ntu60_xsub_keypoint_20220805_124409 2022/08/05 14:33:09 - mmengine - INFO - Epoch(train) [63][314/314] lr: 1.6788e-01 eta: 4:40:58 time: 0.3325 data_time: 0.0535 memory: 9706 grad_norm: 1.0729 top1_acc: 0.5000 top5_acc: 0.5000 loss_cls: 0.5860 loss: 0.5860 2022/08/05 14:33:09 - mmengine - INFO - Saving checkpoint at 63 epochs 2022/08/05 14:33:18 - mmengine - INFO - Epoch(train) [64][20/314] lr: 1.6782e-01 eta: 4:40:39 time: 0.3589 data_time: 0.1045 memory: 9706 grad_norm: 1.0008 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.3783 loss: 0.3783 2022/08/05 14:33:24 - mmengine - INFO - Epoch(train) [64][40/314] lr: 1.6776e-01 eta: 4:40:33 time: 0.3092 data_time: 0.0555 memory: 9706 grad_norm: 1.0585 top1_acc: 0.8125 top5_acc: 0.9375 loss_cls: 0.4109 loss: 0.4109 2022/08/05 14:33:30 - mmengine - INFO - Epoch(train) [64][60/314] lr: 1.6770e-01 eta: 4:40:28 time: 0.3238 data_time: 0.0655 memory: 9706 grad_norm: 0.9893 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.4951 loss: 0.4951 2022/08/05 14:33:37 - mmengine - INFO - Epoch(train) [64][80/314] lr: 1.6764e-01 eta: 4:40:22 time: 0.3064 data_time: 0.0493 memory: 9706 grad_norm: 1.0345 top1_acc: 0.6875 top5_acc: 1.0000 loss_cls: 0.5672 loss: 0.5672 2022/08/05 14:33:43 - mmengine - INFO - Epoch(train) [64][100/314] lr: 1.6758e-01 eta: 4:40:16 time: 0.3093 data_time: 0.0519 memory: 9706 grad_norm: 1.0415 top1_acc: 0.8125 top5_acc: 0.9375 loss_cls: 0.5260 loss: 0.5260 2022/08/05 14:33:49 - mmengine - INFO - Epoch(train) [64][120/314] lr: 1.6751e-01 eta: 4:40:11 time: 0.3165 data_time: 0.0491 memory: 9706 grad_norm: 1.0097 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.4649 loss: 0.4649 2022/08/05 14:33:55 - mmengine - INFO - Epoch(train) [64][140/314] lr: 1.6745e-01 eta: 4:40:06 time: 0.3130 data_time: 0.0546 memory: 9706 grad_norm: 1.0178 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.4823 loss: 0.4823 2022/08/05 14:34:02 - mmengine - INFO - Epoch(train) [64][160/314] lr: 1.6739e-01 eta: 4:40:00 time: 0.3092 data_time: 0.0544 memory: 9706 grad_norm: 1.0304 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.4029 loss: 0.4029 2022/08/05 14:34:08 - mmengine - INFO - Epoch(train) [64][180/314] lr: 1.6733e-01 eta: 4:39:54 time: 0.3156 data_time: 0.0647 memory: 9706 grad_norm: 1.0493 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.4944 loss: 0.4944 2022/08/05 14:34:14 - mmengine - INFO - Epoch(train) [64][200/314] lr: 1.6727e-01 eta: 4:39:49 time: 0.3201 data_time: 0.0524 memory: 9706 grad_norm: 0.9798 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.3655 loss: 0.3655 2022/08/05 14:34:20 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_ntu60_xsub_keypoint_20220805_124409 2022/08/05 14:34:20 - mmengine - INFO - Epoch(train) [64][220/314] lr: 1.6721e-01 eta: 4:39:44 time: 0.3092 data_time: 0.0522 memory: 9706 grad_norm: 1.0447 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.4459 loss: 0.4459 2022/08/05 14:34:27 - mmengine - INFO - Epoch(train) [64][240/314] lr: 1.6715e-01 eta: 4:39:38 time: 0.3065 data_time: 0.0485 memory: 9706 grad_norm: 1.0431 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.4811 loss: 0.4811 2022/08/05 14:34:33 - mmengine - INFO - Epoch(train) [64][260/314] lr: 1.6708e-01 eta: 4:39:33 time: 0.3204 data_time: 0.0514 memory: 9706 grad_norm: 1.0530 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.4811 loss: 0.4811 2022/08/05 14:34:39 - mmengine - INFO - Epoch(train) [64][280/314] lr: 1.6702e-01 eta: 4:39:27 time: 0.3149 data_time: 0.0570 memory: 9706 grad_norm: 1.0429 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.4657 loss: 0.4657 2022/08/05 14:34:45 - mmengine - INFO - Epoch(train) [64][300/314] lr: 1.6696e-01 eta: 4:39:21 time: 0.3078 data_time: 0.0517 memory: 9706 grad_norm: 1.0142 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.4899 loss: 0.4899 2022/08/05 14:34:50 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_ntu60_xsub_keypoint_20220805_124409 2022/08/05 14:34:50 - mmengine - INFO - Epoch(train) [64][314/314] lr: 1.6692e-01 eta: 4:39:21 time: 0.3013 data_time: 0.0480 memory: 9706 grad_norm: 1.1771 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.4951 loss: 0.4951 2022/08/05 14:34:50 - mmengine - INFO - Saving checkpoint at 64 epochs 2022/08/05 14:34:58 - mmengine - INFO - Epoch(train) [65][20/314] lr: 1.6685e-01 eta: 4:39:02 time: 0.3459 data_time: 0.0880 memory: 9706 grad_norm: 1.0375 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.5507 loss: 0.5507 2022/08/05 14:35:04 - mmengine - INFO - Epoch(train) [65][40/314] lr: 1.6679e-01 eta: 4:38:56 time: 0.3065 data_time: 0.0492 memory: 9706 grad_norm: 0.9765 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.4155 loss: 0.4155 2022/08/05 14:35:10 - mmengine - INFO - Epoch(train) [65][60/314] lr: 1.6673e-01 eta: 4:38:51 time: 0.3246 data_time: 0.0554 memory: 9706 grad_norm: 1.0323 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.4452 loss: 0.4452 2022/08/05 14:35:16 - mmengine - INFO - Epoch(train) [65][80/314] lr: 1.6667e-01 eta: 4:38:45 time: 0.3087 data_time: 0.0501 memory: 9706 grad_norm: 1.0673 top1_acc: 0.8750 top5_acc: 0.9375 loss_cls: 0.5162 loss: 0.5162 2022/08/05 14:35:23 - mmengine - INFO - Epoch(train) [65][100/314] lr: 1.6661e-01 eta: 4:38:39 time: 0.3093 data_time: 0.0517 memory: 9706 grad_norm: 1.0301 top1_acc: 0.8125 top5_acc: 0.9375 loss_cls: 0.4694 loss: 0.4694 2022/08/05 14:35:29 - mmengine - INFO - Epoch(train) [65][120/314] lr: 1.6654e-01 eta: 4:38:34 time: 0.3218 data_time: 0.0524 memory: 9706 grad_norm: 1.0478 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.4962 loss: 0.4962 2022/08/05 14:35:35 - mmengine - INFO - Epoch(train) [65][140/314] lr: 1.6648e-01 eta: 4:38:29 time: 0.3124 data_time: 0.0588 memory: 9706 grad_norm: 1.0030 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.4448 loss: 0.4448 2022/08/05 14:35:42 - mmengine - INFO - Epoch(train) [65][160/314] lr: 1.6642e-01 eta: 4:38:24 time: 0.3318 data_time: 0.0504 memory: 9706 grad_norm: 1.0615 top1_acc: 0.7500 top5_acc: 1.0000 loss_cls: 0.5082 loss: 0.5082 2022/08/05 14:35:48 - mmengine - INFO - Epoch(train) [65][180/314] lr: 1.6636e-01 eta: 4:38:19 time: 0.3093 data_time: 0.0497 memory: 9706 grad_norm: 0.9805 top1_acc: 0.7500 top5_acc: 1.0000 loss_cls: 0.5054 loss: 0.5054 2022/08/05 14:35:54 - mmengine - INFO - Epoch(train) [65][200/314] lr: 1.6629e-01 eta: 4:38:13 time: 0.3060 data_time: 0.0472 memory: 9706 grad_norm: 1.0082 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.3838 loss: 0.3838 2022/08/05 14:36:02 - mmengine - INFO - Epoch(train) [65][220/314] lr: 1.6623e-01 eta: 4:38:10 time: 0.3622 data_time: 0.0589 memory: 9706 grad_norm: 1.1039 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.4674 loss: 0.4674 2022/08/05 14:36:08 - mmengine - INFO - Epoch(train) [65][240/314] lr: 1.6617e-01 eta: 4:38:04 time: 0.3083 data_time: 0.0516 memory: 9706 grad_norm: 1.0966 top1_acc: 0.6875 top5_acc: 1.0000 loss_cls: 0.4433 loss: 0.4433 2022/08/05 14:36:14 - mmengine - INFO - Epoch(train) [65][260/314] lr: 1.6611e-01 eta: 4:37:58 time: 0.3083 data_time: 0.0492 memory: 9706 grad_norm: 1.0269 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.5547 loss: 0.5547 2022/08/05 14:36:20 - mmengine - INFO - Epoch(train) [65][280/314] lr: 1.6604e-01 eta: 4:37:54 time: 0.3291 data_time: 0.0489 memory: 9706 grad_norm: 1.0710 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.5779 loss: 0.5779 2022/08/05 14:36:27 - mmengine - INFO - Epoch(train) [65][300/314] lr: 1.6598e-01 eta: 4:37:48 time: 0.3117 data_time: 0.0557 memory: 9706 grad_norm: 1.1347 top1_acc: 0.6250 top5_acc: 1.0000 loss_cls: 0.4788 loss: 0.4788 2022/08/05 14:36:31 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_ntu60_xsub_keypoint_20220805_124409 2022/08/05 14:36:31 - mmengine - INFO - Epoch(train) [65][314/314] lr: 1.6594e-01 eta: 4:37:48 time: 0.3016 data_time: 0.0555 memory: 9706 grad_norm: 1.0585 top1_acc: 0.7500 top5_acc: 1.0000 loss_cls: 0.5497 loss: 0.5497 2022/08/05 14:36:31 - mmengine - INFO - Saving checkpoint at 65 epochs 2022/08/05 14:36:39 - mmengine - INFO - Epoch(train) [66][20/314] lr: 1.6588e-01 eta: 4:37:29 time: 0.3450 data_time: 0.0838 memory: 9706 grad_norm: 0.9806 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.4978 loss: 0.4978 2022/08/05 14:36:45 - mmengine - INFO - Epoch(train) [66][40/314] lr: 1.6581e-01 eta: 4:37:23 time: 0.3101 data_time: 0.0486 memory: 9706 grad_norm: 1.0218 top1_acc: 0.8750 top5_acc: 0.9375 loss_cls: 0.4864 loss: 0.4864 2022/08/05 14:36:51 - mmengine - INFO - Epoch(train) [66][60/314] lr: 1.6575e-01 eta: 4:37:17 time: 0.3105 data_time: 0.0516 memory: 9706 grad_norm: 0.9971 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.4650 loss: 0.4650 2022/08/05 14:36:57 - mmengine - INFO - Epoch(train) [66][80/314] lr: 1.6569e-01 eta: 4:37:11 time: 0.3082 data_time: 0.0486 memory: 9706 grad_norm: 1.0007 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.4377 loss: 0.4377 2022/08/05 14:37:03 - mmengine - INFO - Epoch(train) [66][100/314] lr: 1.6562e-01 eta: 4:37:06 time: 0.3084 data_time: 0.0502 memory: 9706 grad_norm: 1.0233 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.4363 loss: 0.4363 2022/08/05 14:37:10 - mmengine - INFO - Epoch(train) [66][120/314] lr: 1.6556e-01 eta: 4:37:00 time: 0.3091 data_time: 0.0489 memory: 9706 grad_norm: 1.0941 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.3490 loss: 0.3490 2022/08/05 14:37:16 - mmengine - INFO - Epoch(train) [66][140/314] lr: 1.6550e-01 eta: 4:36:54 time: 0.3079 data_time: 0.0509 memory: 9706 grad_norm: 1.0304 top1_acc: 0.5625 top5_acc: 1.0000 loss_cls: 0.4895 loss: 0.4895 2022/08/05 14:37:22 - mmengine - INFO - Epoch(train) [66][160/314] lr: 1.6543e-01 eta: 4:36:48 time: 0.3099 data_time: 0.0474 memory: 9706 grad_norm: 1.0120 top1_acc: 0.7500 top5_acc: 0.9375 loss_cls: 0.5227 loss: 0.5227 2022/08/05 14:37:28 - mmengine - INFO - Epoch(train) [66][180/314] lr: 1.6537e-01 eta: 4:36:43 time: 0.3079 data_time: 0.0508 memory: 9706 grad_norm: 1.0460 top1_acc: 0.6875 top5_acc: 0.9375 loss_cls: 0.4796 loss: 0.4796 2022/08/05 14:37:35 - mmengine - INFO - Epoch(train) [66][200/314] lr: 1.6531e-01 eta: 4:36:37 time: 0.3202 data_time: 0.0573 memory: 9706 grad_norm: 1.0192 top1_acc: 0.7500 top5_acc: 1.0000 loss_cls: 0.4446 loss: 0.4446 2022/08/05 14:37:41 - mmengine - INFO - Epoch(train) [66][220/314] lr: 1.6525e-01 eta: 4:36:32 time: 0.3105 data_time: 0.0518 memory: 9706 grad_norm: 0.9535 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.4620 loss: 0.4620 2022/08/05 14:37:47 - mmengine - INFO - Epoch(train) [66][240/314] lr: 1.6518e-01 eta: 4:36:26 time: 0.3080 data_time: 0.0488 memory: 9706 grad_norm: 1.0113 top1_acc: 0.8125 top5_acc: 0.9375 loss_cls: 0.4473 loss: 0.4473 2022/08/05 14:37:53 - mmengine - INFO - Epoch(train) [66][260/314] lr: 1.6512e-01 eta: 4:36:21 time: 0.3208 data_time: 0.0521 memory: 9706 grad_norm: 1.0160 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.4061 loss: 0.4061 2022/08/05 14:38:00 - mmengine - INFO - Epoch(train) [66][280/314] lr: 1.6506e-01 eta: 4:36:15 time: 0.3173 data_time: 0.0474 memory: 9706 grad_norm: 1.1204 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.4423 loss: 0.4423 2022/08/05 14:38:06 - mmengine - INFO - Epoch(train) [66][300/314] lr: 1.6499e-01 eta: 4:36:10 time: 0.3103 data_time: 0.0558 memory: 9706 grad_norm: 1.1012 top1_acc: 0.9375 top5_acc: 0.9375 loss_cls: 0.5544 loss: 0.5544 2022/08/05 14:38:10 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_ntu60_xsub_keypoint_20220805_124409 2022/08/05 14:38:10 - mmengine - INFO - Epoch(train) [66][314/314] lr: 1.6495e-01 eta: 4:36:10 time: 0.3003 data_time: 0.0503 memory: 9706 grad_norm: 1.0994 top1_acc: 0.5000 top5_acc: 1.0000 loss_cls: 0.5751 loss: 0.5751 2022/08/05 14:38:10 - mmengine - INFO - Saving checkpoint at 66 epochs 2022/08/05 14:38:18 - mmengine - INFO - Epoch(train) [67][20/314] lr: 1.6488e-01 eta: 4:35:51 time: 0.3524 data_time: 0.1009 memory: 9706 grad_norm: 1.0848 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.6325 loss: 0.6325 2022/08/05 14:38:24 - mmengine - INFO - Epoch(train) [67][40/314] lr: 1.6482e-01 eta: 4:35:45 time: 0.3154 data_time: 0.0596 memory: 9706 grad_norm: 1.0034 top1_acc: 0.8750 top5_acc: 0.9375 loss_cls: 0.4288 loss: 0.4288 2022/08/05 14:38:31 - mmengine - INFO - Epoch(train) [67][60/314] lr: 1.6476e-01 eta: 4:35:40 time: 0.3229 data_time: 0.0627 memory: 9706 grad_norm: 0.9782 top1_acc: 0.7500 top5_acc: 1.0000 loss_cls: 0.4686 loss: 0.4686 2022/08/05 14:38:37 - mmengine - INFO - Epoch(train) [67][80/314] lr: 1.6469e-01 eta: 4:35:35 time: 0.3060 data_time: 0.0488 memory: 9706 grad_norm: 1.0666 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.4429 loss: 0.4429 2022/08/05 14:38:43 - mmengine - INFO - Epoch(train) [67][100/314] lr: 1.6463e-01 eta: 4:35:29 time: 0.3114 data_time: 0.0536 memory: 9706 grad_norm: 1.0579 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.4390 loss: 0.4390 2022/08/05 14:38:49 - mmengine - INFO - Epoch(train) [67][120/314] lr: 1.6457e-01 eta: 4:35:23 time: 0.3104 data_time: 0.0536 memory: 9706 grad_norm: 1.0755 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.3915 loss: 0.3915 2022/08/05 14:38:56 - mmengine - INFO - Epoch(train) [67][140/314] lr: 1.6450e-01 eta: 4:35:17 time: 0.3063 data_time: 0.0496 memory: 9706 grad_norm: 1.0732 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.5793 loss: 0.5793 2022/08/05 14:39:02 - mmengine - INFO - Epoch(train) [67][160/314] lr: 1.6444e-01 eta: 4:35:12 time: 0.3100 data_time: 0.0492 memory: 9706 grad_norm: 0.9742 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.3929 loss: 0.3929 2022/08/05 14:39:08 - mmengine - INFO - Epoch(train) [67][180/314] lr: 1.6438e-01 eta: 4:35:06 time: 0.3093 data_time: 0.0499 memory: 9706 grad_norm: 1.0147 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.4965 loss: 0.4965 2022/08/05 14:39:14 - mmengine - INFO - Epoch(train) [67][200/314] lr: 1.6431e-01 eta: 4:35:00 time: 0.3107 data_time: 0.0488 memory: 9706 grad_norm: 1.0190 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.4485 loss: 0.4485 2022/08/05 14:39:20 - mmengine - INFO - Epoch(train) [67][220/314] lr: 1.6425e-01 eta: 4:34:55 time: 0.3131 data_time: 0.0546 memory: 9706 grad_norm: 1.0789 top1_acc: 0.8125 top5_acc: 0.9375 loss_cls: 0.4128 loss: 0.4128 2022/08/05 14:39:27 - mmengine - INFO - Epoch(train) [67][240/314] lr: 1.6418e-01 eta: 4:34:49 time: 0.3058 data_time: 0.0475 memory: 9706 grad_norm: 1.0204 top1_acc: 0.8125 top5_acc: 0.9375 loss_cls: 0.4707 loss: 0.4707 2022/08/05 14:39:33 - mmengine - INFO - Epoch(train) [67][260/314] lr: 1.6412e-01 eta: 4:34:43 time: 0.3172 data_time: 0.0506 memory: 9706 grad_norm: 1.0167 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.4543 loss: 0.4543 2022/08/05 14:39:38 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_ntu60_xsub_keypoint_20220805_124409 2022/08/05 14:39:39 - mmengine - INFO - Epoch(train) [67][280/314] lr: 1.6406e-01 eta: 4:34:38 time: 0.3118 data_time: 0.0499 memory: 9706 grad_norm: 1.0654 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.4711 loss: 0.4711 2022/08/05 14:39:45 - mmengine - INFO - Epoch(train) [67][300/314] lr: 1.6399e-01 eta: 4:34:32 time: 0.3107 data_time: 0.0521 memory: 9706 grad_norm: 1.0303 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.5401 loss: 0.5401 2022/08/05 14:39:49 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_ntu60_xsub_keypoint_20220805_124409 2022/08/05 14:39:49 - mmengine - INFO - Epoch(train) [67][314/314] lr: 1.6395e-01 eta: 4:34:32 time: 0.2927 data_time: 0.0467 memory: 9706 grad_norm: 1.1144 top1_acc: 0.5000 top5_acc: 1.0000 loss_cls: 0.5128 loss: 0.5128 2022/08/05 14:39:49 - mmengine - INFO - Saving checkpoint at 67 epochs 2022/08/05 14:39:57 - mmengine - INFO - Epoch(train) [68][20/314] lr: 1.6388e-01 eta: 4:34:13 time: 0.3490 data_time: 0.0886 memory: 9706 grad_norm: 1.0908 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.4907 loss: 0.4907 2022/08/05 14:40:03 - mmengine - INFO - Epoch(train) [68][40/314] lr: 1.6382e-01 eta: 4:34:07 time: 0.3080 data_time: 0.0485 memory: 9706 grad_norm: 1.0095 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.4888 loss: 0.4888 2022/08/05 14:40:10 - mmengine - INFO - Epoch(train) [68][60/314] lr: 1.6375e-01 eta: 4:34:02 time: 0.3221 data_time: 0.0523 memory: 9706 grad_norm: 1.0200 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.4719 loss: 0.4719 2022/08/05 14:40:16 - mmengine - INFO - Epoch(train) [68][80/314] lr: 1.6369e-01 eta: 4:33:57 time: 0.3088 data_time: 0.0480 memory: 9706 grad_norm: 1.0228 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.4170 loss: 0.4170 2022/08/05 14:40:22 - mmengine - INFO - Epoch(train) [68][100/314] lr: 1.6363e-01 eta: 4:33:51 time: 0.3114 data_time: 0.0517 memory: 9706 grad_norm: 1.0653 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.4510 loss: 0.4510 2022/08/05 14:40:28 - mmengine - INFO - Epoch(train) [68][120/314] lr: 1.6356e-01 eta: 4:33:45 time: 0.3090 data_time: 0.0512 memory: 9706 grad_norm: 1.0365 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.4118 loss: 0.4118 2022/08/05 14:40:35 - mmengine - INFO - Epoch(train) [68][140/314] lr: 1.6350e-01 eta: 4:33:41 time: 0.3412 data_time: 0.0525 memory: 9706 grad_norm: 1.0927 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.4410 loss: 0.4410 2022/08/05 14:40:41 - mmengine - INFO - Epoch(train) [68][160/314] lr: 1.6343e-01 eta: 4:33:35 time: 0.3093 data_time: 0.0514 memory: 9706 grad_norm: 1.0186 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.4065 loss: 0.4065 2022/08/05 14:40:48 - mmengine - INFO - Epoch(train) [68][180/314] lr: 1.6337e-01 eta: 4:33:30 time: 0.3127 data_time: 0.0528 memory: 9706 grad_norm: 1.0415 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.4230 loss: 0.4230 2022/08/05 14:40:54 - mmengine - INFO - Epoch(train) [68][200/314] lr: 1.6330e-01 eta: 4:33:24 time: 0.3135 data_time: 0.0505 memory: 9706 grad_norm: 1.0465 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.4863 loss: 0.4863 2022/08/05 14:41:01 - mmengine - INFO - Epoch(train) [68][220/314] lr: 1.6324e-01 eta: 4:33:19 time: 0.3267 data_time: 0.0521 memory: 9706 grad_norm: 1.0847 top1_acc: 0.8750 top5_acc: 0.9375 loss_cls: 0.4923 loss: 0.4923 2022/08/05 14:41:07 - mmengine - INFO - Epoch(train) [68][240/314] lr: 1.6317e-01 eta: 4:33:13 time: 0.3060 data_time: 0.0478 memory: 9706 grad_norm: 1.0022 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.5558 loss: 0.5558 2022/08/05 14:41:13 - mmengine - INFO - Epoch(train) [68][260/314] lr: 1.6311e-01 eta: 4:33:08 time: 0.3144 data_time: 0.0563 memory: 9706 grad_norm: 1.0559 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.5029 loss: 0.5029 2022/08/05 14:41:19 - mmengine - INFO - Epoch(train) [68][280/314] lr: 1.6305e-01 eta: 4:33:02 time: 0.3133 data_time: 0.0519 memory: 9706 grad_norm: 1.0628 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.4164 loss: 0.4164 2022/08/05 14:41:25 - mmengine - INFO - Epoch(train) [68][300/314] lr: 1.6298e-01 eta: 4:32:57 time: 0.3071 data_time: 0.0501 memory: 9706 grad_norm: 1.1126 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.5496 loss: 0.5496 2022/08/05 14:41:30 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_ntu60_xsub_keypoint_20220805_124409 2022/08/05 14:41:30 - mmengine - INFO - Epoch(train) [68][314/314] lr: 1.6294e-01 eta: 4:32:57 time: 0.3257 data_time: 0.0458 memory: 9706 grad_norm: 1.2020 top1_acc: 0.7500 top5_acc: 1.0000 loss_cls: 0.5028 loss: 0.5028 2022/08/05 14:41:30 - mmengine - INFO - Saving checkpoint at 68 epochs 2022/08/05 14:41:38 - mmengine - INFO - Epoch(train) [69][20/314] lr: 1.6287e-01 eta: 4:32:38 time: 0.3538 data_time: 0.0901 memory: 9706 grad_norm: 1.1594 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.5668 loss: 0.5668 2022/08/05 14:41:44 - mmengine - INFO - Epoch(train) [69][40/314] lr: 1.6281e-01 eta: 4:32:32 time: 0.3094 data_time: 0.0486 memory: 9706 grad_norm: 1.0038 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.4044 loss: 0.4044 2022/08/05 14:41:51 - mmengine - INFO - Epoch(train) [69][60/314] lr: 1.6274e-01 eta: 4:32:27 time: 0.3160 data_time: 0.0535 memory: 9706 grad_norm: 0.9990 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.4544 loss: 0.4544 2022/08/05 14:41:57 - mmengine - INFO - Epoch(train) [69][80/314] lr: 1.6268e-01 eta: 4:32:21 time: 0.3065 data_time: 0.0496 memory: 9706 grad_norm: 1.0777 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.5098 loss: 0.5098 2022/08/05 14:42:03 - mmengine - INFO - Epoch(train) [69][100/314] lr: 1.6261e-01 eta: 4:32:15 time: 0.3093 data_time: 0.0507 memory: 9706 grad_norm: 1.0585 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.5482 loss: 0.5482 2022/08/05 14:42:09 - mmengine - INFO - Epoch(train) [69][120/314] lr: 1.6255e-01 eta: 4:32:10 time: 0.3124 data_time: 0.0511 memory: 9706 grad_norm: 1.0823 top1_acc: 0.8750 top5_acc: 0.9375 loss_cls: 0.5542 loss: 0.5542 2022/08/05 14:42:15 - mmengine - INFO - Epoch(train) [69][140/314] lr: 1.6248e-01 eta: 4:32:04 time: 0.3089 data_time: 0.0499 memory: 9706 grad_norm: 1.0831 top1_acc: 0.9375 top5_acc: 0.9375 loss_cls: 0.5180 loss: 0.5180 2022/08/05 14:42:22 - mmengine - INFO - Epoch(train) [69][160/314] lr: 1.6242e-01 eta: 4:31:58 time: 0.3081 data_time: 0.0466 memory: 9706 grad_norm: 1.0110 top1_acc: 0.8125 top5_acc: 0.9375 loss_cls: 0.4232 loss: 0.4232 2022/08/05 14:42:28 - mmengine - INFO - Epoch(train) [69][180/314] lr: 1.6235e-01 eta: 4:31:52 time: 0.3055 data_time: 0.0480 memory: 9706 grad_norm: 1.0661 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.4816 loss: 0.4816 2022/08/05 14:42:34 - mmengine - INFO - Epoch(train) [69][200/314] lr: 1.6229e-01 eta: 4:31:47 time: 0.3138 data_time: 0.0497 memory: 9706 grad_norm: 1.0557 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.4016 loss: 0.4016 2022/08/05 14:42:40 - mmengine - INFO - Epoch(train) [69][220/314] lr: 1.6222e-01 eta: 4:31:41 time: 0.3084 data_time: 0.0498 memory: 9706 grad_norm: 1.0670 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.4317 loss: 0.4317 2022/08/05 14:42:46 - mmengine - INFO - Epoch(train) [69][240/314] lr: 1.6215e-01 eta: 4:31:35 time: 0.3050 data_time: 0.0469 memory: 9706 grad_norm: 1.2232 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.4927 loss: 0.4927 2022/08/05 14:42:53 - mmengine - INFO - Epoch(train) [69][260/314] lr: 1.6209e-01 eta: 4:31:30 time: 0.3185 data_time: 0.0516 memory: 9706 grad_norm: 1.1281 top1_acc: 0.7500 top5_acc: 1.0000 loss_cls: 0.4989 loss: 0.4989 2022/08/05 14:42:59 - mmengine - INFO - Epoch(train) [69][280/314] lr: 1.6202e-01 eta: 4:31:24 time: 0.3068 data_time: 0.0481 memory: 9706 grad_norm: 1.0755 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.4940 loss: 0.4940 2022/08/05 14:43:05 - mmengine - INFO - Epoch(train) [69][300/314] lr: 1.6196e-01 eta: 4:31:18 time: 0.3078 data_time: 0.0515 memory: 9706 grad_norm: 1.1039 top1_acc: 0.8125 top5_acc: 0.9375 loss_cls: 0.4401 loss: 0.4401 2022/08/05 14:43:09 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_ntu60_xsub_keypoint_20220805_124409 2022/08/05 14:43:09 - mmengine - INFO - Epoch(train) [69][314/314] lr: 1.6191e-01 eta: 4:31:18 time: 0.3026 data_time: 0.0444 memory: 9706 grad_norm: 1.1862 top1_acc: 0.7500 top5_acc: 0.7500 loss_cls: 0.5160 loss: 0.5160 2022/08/05 14:43:09 - mmengine - INFO - Saving checkpoint at 69 epochs 2022/08/05 14:43:17 - mmengine - INFO - Epoch(train) [70][20/314] lr: 1.6185e-01 eta: 4:31:00 time: 0.3560 data_time: 0.0922 memory: 9706 grad_norm: 1.1438 top1_acc: 0.7500 top5_acc: 1.0000 loss_cls: 0.5268 loss: 0.5268 2022/08/05 14:43:23 - mmengine - INFO - Epoch(train) [70][40/314] lr: 1.6178e-01 eta: 4:30:54 time: 0.3061 data_time: 0.0476 memory: 9706 grad_norm: 1.0536 top1_acc: 0.8750 top5_acc: 0.9375 loss_cls: 0.5140 loss: 0.5140 2022/08/05 14:43:30 - mmengine - INFO - Epoch(train) [70][60/314] lr: 1.6172e-01 eta: 4:30:49 time: 0.3171 data_time: 0.0519 memory: 9706 grad_norm: 1.0193 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.4990 loss: 0.4990 2022/08/05 14:43:36 - mmengine - INFO - Epoch(train) [70][80/314] lr: 1.6165e-01 eta: 4:30:43 time: 0.3093 data_time: 0.0494 memory: 9706 grad_norm: 1.0285 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.4149 loss: 0.4149 2022/08/05 14:43:42 - mmengine - INFO - Epoch(train) [70][100/314] lr: 1.6158e-01 eta: 4:30:37 time: 0.3138 data_time: 0.0493 memory: 9706 grad_norm: 1.0222 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.4755 loss: 0.4755 2022/08/05 14:43:48 - mmengine - INFO - Epoch(train) [70][120/314] lr: 1.6152e-01 eta: 4:30:31 time: 0.3069 data_time: 0.0479 memory: 9706 grad_norm: 1.0620 top1_acc: 0.6250 top5_acc: 1.0000 loss_cls: 0.4580 loss: 0.4580 2022/08/05 14:43:55 - mmengine - INFO - Epoch(train) [70][140/314] lr: 1.6145e-01 eta: 4:30:26 time: 0.3207 data_time: 0.0535 memory: 9706 grad_norm: 1.0279 top1_acc: 0.8125 top5_acc: 0.9375 loss_cls: 0.5715 loss: 0.5715 2022/08/05 14:44:01 - mmengine - INFO - Epoch(train) [70][160/314] lr: 1.6139e-01 eta: 4:30:20 time: 0.3059 data_time: 0.0473 memory: 9706 grad_norm: 1.0329 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.4238 loss: 0.4238 2022/08/05 14:44:07 - mmengine - INFO - Epoch(train) [70][180/314] lr: 1.6132e-01 eta: 4:30:14 time: 0.3079 data_time: 0.0491 memory: 9706 grad_norm: 1.0294 top1_acc: 0.6875 top5_acc: 0.9375 loss_cls: 0.3968 loss: 0.3968 2022/08/05 14:44:14 - mmengine - INFO - Epoch(train) [70][200/314] lr: 1.6126e-01 eta: 4:30:09 time: 0.3202 data_time: 0.0493 memory: 9706 grad_norm: 1.0994 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.5130 loss: 0.5130 2022/08/05 14:44:20 - mmengine - INFO - Epoch(train) [70][220/314] lr: 1.6119e-01 eta: 4:30:03 time: 0.3074 data_time: 0.0500 memory: 9706 grad_norm: 1.0281 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.3776 loss: 0.3776 2022/08/05 14:44:26 - mmengine - INFO - Epoch(train) [70][240/314] lr: 1.6112e-01 eta: 4:29:58 time: 0.3086 data_time: 0.0502 memory: 9706 grad_norm: 1.0664 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.3945 loss: 0.3945 2022/08/05 14:44:32 - mmengine - INFO - Epoch(train) [70][260/314] lr: 1.6106e-01 eta: 4:29:52 time: 0.3159 data_time: 0.0516 memory: 9706 grad_norm: 1.0219 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.4812 loss: 0.4812 2022/08/05 14:44:38 - mmengine - INFO - Epoch(train) [70][280/314] lr: 1.6099e-01 eta: 4:29:46 time: 0.3076 data_time: 0.0494 memory: 9706 grad_norm: 1.0207 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.4444 loss: 0.4444 2022/08/05 14:44:45 - mmengine - INFO - Epoch(train) [70][300/314] lr: 1.6093e-01 eta: 4:29:42 time: 0.3319 data_time: 0.0497 memory: 9706 grad_norm: 1.0711 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.5041 loss: 0.5041 2022/08/05 14:44:49 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_ntu60_xsub_keypoint_20220805_124409 2022/08/05 14:44:49 - mmengine - INFO - Epoch(train) [70][314/314] lr: 1.6088e-01 eta: 4:29:42 time: 0.3086 data_time: 0.0439 memory: 9706 grad_norm: 1.0738 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.4754 loss: 0.4754 2022/08/05 14:44:49 - mmengine - INFO - Saving checkpoint at 70 epochs 2022/08/05 14:44:57 - mmengine - INFO - Epoch(val) [70][20/129] eta: 0:00:35 time: 0.3257 data_time: 0.1740 memory: 1867 2022/08/05 14:45:03 - mmengine - INFO - Epoch(val) [70][40/129] eta: 0:00:22 time: 0.2526 data_time: 0.0967 memory: 1867 2022/08/05 14:45:08 - mmengine - INFO - Epoch(val) [70][60/129] eta: 0:00:17 time: 0.2485 data_time: 0.0932 memory: 1867 2022/08/05 14:45:13 - mmengine - INFO - Epoch(val) [70][80/129] eta: 0:00:13 time: 0.2687 data_time: 0.0872 memory: 1867 2022/08/05 14:45:18 - mmengine - INFO - Epoch(val) [70][100/129] eta: 0:00:06 time: 0.2321 data_time: 0.0780 memory: 1867 2022/08/05 14:45:22 - mmengine - INFO - Epoch(val) [70][120/129] eta: 0:00:01 time: 0.2132 data_time: 0.0632 memory: 1867 2022/08/05 14:45:25 - mmengine - INFO - Epoch(val) [70][129/129] acc/top1: 0.7787 acc/top5: 0.9801 acc/mean1: 0.7784 2022/08/05 14:45:33 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_ntu60_xsub_keypoint_20220805_124409 2022/08/05 14:45:33 - mmengine - INFO - Epoch(train) [71][20/314] lr: 1.6081e-01 eta: 4:29:26 time: 0.3968 data_time: 0.1234 memory: 9706 grad_norm: 1.0039 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.3604 loss: 0.3604 2022/08/05 14:45:39 - mmengine - INFO - Epoch(train) [71][40/314] lr: 1.6075e-01 eta: 4:29:20 time: 0.3134 data_time: 0.0576 memory: 9706 grad_norm: 1.0066 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.4253 loss: 0.4253 2022/08/05 14:45:45 - mmengine - INFO - Epoch(train) [71][60/314] lr: 1.6068e-01 eta: 4:29:14 time: 0.3127 data_time: 0.0541 memory: 9706 grad_norm: 1.0501 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.5084 loss: 0.5084 2022/08/05 14:45:52 - mmengine - INFO - Epoch(train) [71][80/314] lr: 1.6061e-01 eta: 4:29:10 time: 0.3295 data_time: 0.0480 memory: 9706 grad_norm: 1.0261 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.4814 loss: 0.4814 2022/08/05 14:45:58 - mmengine - INFO - Epoch(train) [71][100/314] lr: 1.6055e-01 eta: 4:29:04 time: 0.3142 data_time: 0.0537 memory: 9706 grad_norm: 0.9711 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.4310 loss: 0.4310 2022/08/05 14:46:04 - mmengine - INFO - Epoch(train) [71][120/314] lr: 1.6048e-01 eta: 4:28:58 time: 0.3094 data_time: 0.0494 memory: 9706 grad_norm: 1.0892 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.5005 loss: 0.5005 2022/08/05 14:46:10 - mmengine - INFO - Epoch(train) [71][140/314] lr: 1.6042e-01 eta: 4:28:53 time: 0.3103 data_time: 0.0502 memory: 9706 grad_norm: 1.0483 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.4516 loss: 0.4516 2022/08/05 14:46:17 - mmengine - INFO - Epoch(train) [71][160/314] lr: 1.6035e-01 eta: 4:28:47 time: 0.3054 data_time: 0.0475 memory: 9706 grad_norm: 1.0201 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.4368 loss: 0.4368 2022/08/05 14:46:23 - mmengine - INFO - Epoch(train) [71][180/314] lr: 1.6028e-01 eta: 4:28:41 time: 0.3157 data_time: 0.0529 memory: 9706 grad_norm: 1.0810 top1_acc: 0.8125 top5_acc: 0.9375 loss_cls: 0.4551 loss: 0.4551 2022/08/05 14:46:29 - mmengine - INFO - Epoch(train) [71][200/314] lr: 1.6022e-01 eta: 4:28:35 time: 0.3069 data_time: 0.0482 memory: 9706 grad_norm: 1.1495 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.4166 loss: 0.4166 2022/08/05 14:46:35 - mmengine - INFO - Epoch(train) [71][220/314] lr: 1.6015e-01 eta: 4:28:30 time: 0.3123 data_time: 0.0513 memory: 9706 grad_norm: 1.0377 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.3807 loss: 0.3807 2022/08/05 14:46:41 - mmengine - INFO - Epoch(train) [71][240/314] lr: 1.6008e-01 eta: 4:28:24 time: 0.3102 data_time: 0.0499 memory: 9706 grad_norm: 1.0230 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.4753 loss: 0.4753 2022/08/05 14:46:48 - mmengine - INFO - Epoch(train) [71][260/314] lr: 1.6002e-01 eta: 4:28:18 time: 0.3098 data_time: 0.0484 memory: 9706 grad_norm: 1.0662 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.4646 loss: 0.4646 2022/08/05 14:46:54 - mmengine - INFO - Epoch(train) [71][280/314] lr: 1.5995e-01 eta: 4:28:13 time: 0.3112 data_time: 0.0503 memory: 9706 grad_norm: 1.0187 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.3622 loss: 0.3622 2022/08/05 14:47:00 - mmengine - INFO - Epoch(train) [71][300/314] lr: 1.5988e-01 eta: 4:28:07 time: 0.3122 data_time: 0.0517 memory: 9706 grad_norm: 1.1102 top1_acc: 0.7500 top5_acc: 0.9375 loss_cls: 0.5316 loss: 0.5316 2022/08/05 14:47:04 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_ntu60_xsub_keypoint_20220805_124409 2022/08/05 14:47:04 - mmengine - INFO - Epoch(train) [71][314/314] lr: 1.5984e-01 eta: 4:28:07 time: 0.2961 data_time: 0.0455 memory: 9706 grad_norm: 1.1192 top1_acc: 0.5000 top5_acc: 0.7500 loss_cls: 0.5705 loss: 0.5705 2022/08/05 14:47:04 - mmengine - INFO - Saving checkpoint at 71 epochs 2022/08/05 14:47:13 - mmengine - INFO - Epoch(train) [72][20/314] lr: 1.5977e-01 eta: 4:27:51 time: 0.3936 data_time: 0.0959 memory: 9706 grad_norm: 1.0656 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.5628 loss: 0.5628 2022/08/05 14:47:19 - mmengine - INFO - Epoch(train) [72][40/314] lr: 1.5970e-01 eta: 4:27:45 time: 0.3076 data_time: 0.0496 memory: 9706 grad_norm: 0.9952 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.4598 loss: 0.4598 2022/08/05 14:47:25 - mmengine - INFO - Epoch(train) [72][60/314] lr: 1.5964e-01 eta: 4:27:40 time: 0.3152 data_time: 0.0519 memory: 9706 grad_norm: 0.9533 top1_acc: 0.7500 top5_acc: 0.9375 loss_cls: 0.4516 loss: 0.4516 2022/08/05 14:47:32 - mmengine - INFO - Epoch(train) [72][80/314] lr: 1.5957e-01 eta: 4:27:34 time: 0.3132 data_time: 0.0520 memory: 9706 grad_norm: 1.0654 top1_acc: 0.7500 top5_acc: 1.0000 loss_cls: 0.4063 loss: 0.4063 2022/08/05 14:47:38 - mmengine - INFO - Epoch(train) [72][100/314] lr: 1.5950e-01 eta: 4:27:28 time: 0.3093 data_time: 0.0514 memory: 9706 grad_norm: 1.0978 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.4855 loss: 0.4855 2022/08/05 14:47:44 - mmengine - INFO - Epoch(train) [72][120/314] lr: 1.5943e-01 eta: 4:27:23 time: 0.3181 data_time: 0.0520 memory: 9706 grad_norm: 1.0563 top1_acc: 0.7500 top5_acc: 1.0000 loss_cls: 0.4347 loss: 0.4347 2022/08/05 14:47:50 - mmengine - INFO - Epoch(train) [72][140/314] lr: 1.5937e-01 eta: 4:27:17 time: 0.3143 data_time: 0.0532 memory: 9706 grad_norm: 1.0691 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.5073 loss: 0.5073 2022/08/05 14:47:57 - mmengine - INFO - Epoch(train) [72][160/314] lr: 1.5930e-01 eta: 4:27:12 time: 0.3131 data_time: 0.0522 memory: 9706 grad_norm: 1.0834 top1_acc: 0.6875 top5_acc: 0.9375 loss_cls: 0.5260 loss: 0.5260 2022/08/05 14:48:03 - mmengine - INFO - Epoch(train) [72][180/314] lr: 1.5923e-01 eta: 4:27:06 time: 0.3174 data_time: 0.0541 memory: 9706 grad_norm: 1.0707 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.4449 loss: 0.4449 2022/08/05 14:48:09 - mmengine - INFO - Epoch(train) [72][200/314] lr: 1.5917e-01 eta: 4:27:01 time: 0.3159 data_time: 0.0554 memory: 9706 grad_norm: 1.1330 top1_acc: 0.7500 top5_acc: 1.0000 loss_cls: 0.4360 loss: 0.4360 2022/08/05 14:48:16 - mmengine - INFO - Epoch(train) [72][220/314] lr: 1.5910e-01 eta: 4:26:55 time: 0.3102 data_time: 0.0507 memory: 9706 grad_norm: 1.0662 top1_acc: 0.7500 top5_acc: 1.0000 loss_cls: 0.4541 loss: 0.4541 2022/08/05 14:48:22 - mmengine - INFO - Epoch(train) [72][240/314] lr: 1.5903e-01 eta: 4:26:49 time: 0.3088 data_time: 0.0486 memory: 9706 grad_norm: 1.0516 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.4287 loss: 0.4287 2022/08/05 14:48:28 - mmengine - INFO - Epoch(train) [72][260/314] lr: 1.5896e-01 eta: 4:26:44 time: 0.3087 data_time: 0.0504 memory: 9706 grad_norm: 0.9739 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.4543 loss: 0.4543 2022/08/05 14:48:34 - mmengine - INFO - Epoch(train) [72][280/314] lr: 1.5890e-01 eta: 4:26:38 time: 0.3118 data_time: 0.0504 memory: 9706 grad_norm: 1.0822 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.5373 loss: 0.5373 2022/08/05 14:48:41 - mmengine - INFO - Epoch(train) [72][300/314] lr: 1.5883e-01 eta: 4:26:33 time: 0.3226 data_time: 0.0526 memory: 9706 grad_norm: 1.0541 top1_acc: 0.8750 top5_acc: 0.9375 loss_cls: 0.4225 loss: 0.4225 2022/08/05 14:48:45 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_ntu60_xsub_keypoint_20220805_124409 2022/08/05 14:48:45 - mmengine - INFO - Epoch(train) [72][314/314] lr: 1.5878e-01 eta: 4:26:33 time: 0.3040 data_time: 0.0463 memory: 9706 grad_norm: 1.1086 top1_acc: 0.5000 top5_acc: 0.7500 loss_cls: 0.5638 loss: 0.5638 2022/08/05 14:48:45 - mmengine - INFO - Saving checkpoint at 72 epochs 2022/08/05 14:48:53 - mmengine - INFO - Epoch(train) [73][20/314] lr: 1.5871e-01 eta: 4:26:15 time: 0.3492 data_time: 0.0826 memory: 9706 grad_norm: 1.1060 top1_acc: 0.7500 top5_acc: 1.0000 loss_cls: 0.5319 loss: 0.5319 2022/08/05 14:48:59 - mmengine - INFO - Epoch(train) [73][40/314] lr: 1.5865e-01 eta: 4:26:09 time: 0.3109 data_time: 0.0500 memory: 9706 grad_norm: 1.0569 top1_acc: 0.7500 top5_acc: 1.0000 loss_cls: 0.5139 loss: 0.5139 2022/08/05 14:49:05 - mmengine - INFO - Epoch(train) [73][60/314] lr: 1.5858e-01 eta: 4:26:04 time: 0.3199 data_time: 0.0538 memory: 9706 grad_norm: 0.9759 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.3952 loss: 0.3952 2022/08/05 14:49:11 - mmengine - INFO - Epoch(train) [73][80/314] lr: 1.5851e-01 eta: 4:25:58 time: 0.3088 data_time: 0.0525 memory: 9706 grad_norm: 1.0176 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.4428 loss: 0.4428 2022/08/05 14:49:18 - mmengine - INFO - Epoch(train) [73][100/314] lr: 1.5844e-01 eta: 4:25:53 time: 0.3143 data_time: 0.0561 memory: 9706 grad_norm: 0.9577 top1_acc: 0.7500 top5_acc: 1.0000 loss_cls: 0.3799 loss: 0.3799 2022/08/05 14:49:24 - mmengine - INFO - Epoch(train) [73][120/314] lr: 1.5838e-01 eta: 4:25:47 time: 0.3146 data_time: 0.0534 memory: 9706 grad_norm: 0.9967 top1_acc: 0.8125 top5_acc: 0.9375 loss_cls: 0.3825 loss: 0.3825 2022/08/05 14:49:30 - mmengine - INFO - Epoch(train) [73][140/314] lr: 1.5831e-01 eta: 4:25:41 time: 0.3089 data_time: 0.0489 memory: 9706 grad_norm: 1.0404 top1_acc: 0.6875 top5_acc: 0.9375 loss_cls: 0.5046 loss: 0.5046 2022/08/05 14:49:36 - mmengine - INFO - Epoch(train) [73][160/314] lr: 1.5824e-01 eta: 4:25:35 time: 0.3069 data_time: 0.0479 memory: 9706 grad_norm: 1.0618 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.4408 loss: 0.4408 2022/08/05 14:49:42 - mmengine - INFO - Epoch(train) [73][180/314] lr: 1.5817e-01 eta: 4:25:30 time: 0.3121 data_time: 0.0520 memory: 9706 grad_norm: 1.0552 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.4130 loss: 0.4130 2022/08/05 14:49:49 - mmengine - INFO - Epoch(train) [73][200/314] lr: 1.5811e-01 eta: 4:25:24 time: 0.3050 data_time: 0.0480 memory: 9706 grad_norm: 1.0212 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.4319 loss: 0.4319 2022/08/05 14:49:55 - mmengine - INFO - Epoch(train) [73][220/314] lr: 1.5804e-01 eta: 4:25:18 time: 0.3150 data_time: 0.0571 memory: 9706 grad_norm: 1.0716 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.3890 loss: 0.3890 2022/08/05 14:50:02 - mmengine - INFO - Epoch(train) [73][240/314] lr: 1.5797e-01 eta: 4:25:14 time: 0.3493 data_time: 0.0500 memory: 9706 grad_norm: 1.1362 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.4301 loss: 0.4301 2022/08/05 14:50:08 - mmengine - INFO - Epoch(train) [73][260/314] lr: 1.5790e-01 eta: 4:25:08 time: 0.3077 data_time: 0.0482 memory: 9706 grad_norm: 1.0249 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.4344 loss: 0.4344 2022/08/05 14:50:14 - mmengine - INFO - Epoch(train) [73][280/314] lr: 1.5783e-01 eta: 4:25:02 time: 0.3027 data_time: 0.0465 memory: 9706 grad_norm: 1.0602 top1_acc: 0.7500 top5_acc: 1.0000 loss_cls: 0.4348 loss: 0.4348 2022/08/05 14:50:20 - mmengine - INFO - Epoch(train) [73][300/314] lr: 1.5777e-01 eta: 4:24:57 time: 0.3106 data_time: 0.0513 memory: 9706 grad_norm: 1.0382 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.5055 loss: 0.5055 2022/08/05 14:50:24 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_ntu60_xsub_keypoint_20220805_124409 2022/08/05 14:50:24 - mmengine - INFO - Epoch(train) [73][314/314] lr: 1.5772e-01 eta: 4:24:57 time: 0.2938 data_time: 0.0467 memory: 9706 grad_norm: 1.0865 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.4266 loss: 0.4266 2022/08/05 14:50:24 - mmengine - INFO - Saving checkpoint at 73 epochs 2022/08/05 14:50:32 - mmengine - INFO - Epoch(train) [74][20/314] lr: 1.5765e-01 eta: 4:24:39 time: 0.3507 data_time: 0.0897 memory: 9706 grad_norm: 1.1244 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.4034 loss: 0.4034 2022/08/05 14:50:38 - mmengine - INFO - Epoch(train) [74][40/314] lr: 1.5758e-01 eta: 4:24:33 time: 0.3076 data_time: 0.0505 memory: 9706 grad_norm: 1.0099 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.4823 loss: 0.4823 2022/08/05 14:50:45 - mmengine - INFO - Epoch(train) [74][60/314] lr: 1.5751e-01 eta: 4:24:28 time: 0.3157 data_time: 0.0543 memory: 9706 grad_norm: 1.0474 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.4498 loss: 0.4498 2022/08/05 14:50:50 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_ntu60_xsub_keypoint_20220805_124409 2022/08/05 14:50:51 - mmengine - INFO - Epoch(train) [74][80/314] lr: 1.5745e-01 eta: 4:24:22 time: 0.3067 data_time: 0.0473 memory: 9706 grad_norm: 1.0825 top1_acc: 0.7500 top5_acc: 1.0000 loss_cls: 0.5129 loss: 0.5129 2022/08/05 14:50:57 - mmengine - INFO - Epoch(train) [74][100/314] lr: 1.5738e-01 eta: 4:24:16 time: 0.3079 data_time: 0.0508 memory: 9706 grad_norm: 1.0635 top1_acc: 0.9375 top5_acc: 0.9375 loss_cls: 0.4903 loss: 0.4903 2022/08/05 14:51:05 - mmengine - INFO - Epoch(train) [74][120/314] lr: 1.5731e-01 eta: 4:24:14 time: 0.3908 data_time: 0.0504 memory: 9706 grad_norm: 1.0139 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.4300 loss: 0.4300 2022/08/05 14:51:11 - mmengine - INFO - Epoch(train) [74][140/314] lr: 1.5724e-01 eta: 4:24:08 time: 0.3090 data_time: 0.0514 memory: 9706 grad_norm: 1.1079 top1_acc: 0.7500 top5_acc: 0.9375 loss_cls: 0.3859 loss: 0.3859 2022/08/05 14:51:17 - mmengine - INFO - Epoch(train) [74][160/314] lr: 1.5717e-01 eta: 4:24:02 time: 0.3092 data_time: 0.0497 memory: 9706 grad_norm: 1.0720 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.4048 loss: 0.4048 2022/08/05 14:51:24 - mmengine - INFO - Epoch(train) [74][180/314] lr: 1.5710e-01 eta: 4:23:58 time: 0.3397 data_time: 0.0547 memory: 9706 grad_norm: 1.1082 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.4082 loss: 0.4082 2022/08/05 14:51:30 - mmengine - INFO - Epoch(train) [74][200/314] lr: 1.5704e-01 eta: 4:23:52 time: 0.3044 data_time: 0.0470 memory: 9706 grad_norm: 1.0635 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.4177 loss: 0.4177 2022/08/05 14:51:36 - mmengine - INFO - Epoch(train) [74][220/314] lr: 1.5697e-01 eta: 4:23:46 time: 0.3080 data_time: 0.0516 memory: 9706 grad_norm: 1.0394 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.4045 loss: 0.4045 2022/08/05 14:51:44 - mmengine - INFO - Epoch(train) [74][240/314] lr: 1.5690e-01 eta: 4:23:44 time: 0.3867 data_time: 0.0581 memory: 9706 grad_norm: 1.0041 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.3640 loss: 0.3640 2022/08/05 14:51:50 - mmengine - INFO - Epoch(train) [74][260/314] lr: 1.5683e-01 eta: 4:23:38 time: 0.3102 data_time: 0.0504 memory: 9706 grad_norm: 1.1661 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.4580 loss: 0.4580 2022/08/05 14:51:56 - mmengine - INFO - Epoch(train) [74][280/314] lr: 1.5676e-01 eta: 4:23:32 time: 0.3068 data_time: 0.0483 memory: 9706 grad_norm: 1.0787 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.4528 loss: 0.4528 2022/08/05 14:52:03 - mmengine - INFO - Epoch(train) [74][300/314] lr: 1.5669e-01 eta: 4:23:27 time: 0.3297 data_time: 0.0507 memory: 9706 grad_norm: 1.1101 top1_acc: 0.8750 top5_acc: 0.9375 loss_cls: 0.4629 loss: 0.4629 2022/08/05 14:52:07 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_ntu60_xsub_keypoint_20220805_124409 2022/08/05 14:52:07 - mmengine - INFO - Epoch(train) [74][314/314] lr: 1.5664e-01 eta: 4:23:27 time: 0.2950 data_time: 0.0452 memory: 9706 grad_norm: 1.1517 top1_acc: 0.7500 top5_acc: 1.0000 loss_cls: 0.4879 loss: 0.4879 2022/08/05 14:52:07 - mmengine - INFO - Saving checkpoint at 74 epochs 2022/08/05 14:52:15 - mmengine - INFO - Epoch(train) [75][20/314] lr: 1.5658e-01 eta: 4:23:09 time: 0.3456 data_time: 0.0888 memory: 9706 grad_norm: 1.0294 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.3980 loss: 0.3980 2022/08/05 14:52:22 - mmengine - INFO - Epoch(train) [75][40/314] lr: 1.5651e-01 eta: 4:23:05 time: 0.3534 data_time: 0.0510 memory: 9706 grad_norm: 1.0618 top1_acc: 0.6875 top5_acc: 1.0000 loss_cls: 0.4516 loss: 0.4516 2022/08/05 14:52:28 - mmengine - INFO - Epoch(train) [75][60/314] lr: 1.5644e-01 eta: 4:23:00 time: 0.3070 data_time: 0.0498 memory: 9706 grad_norm: 1.0346 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.4613 loss: 0.4613 2022/08/05 14:52:34 - mmengine - INFO - Epoch(train) [75][80/314] lr: 1.5637e-01 eta: 4:22:54 time: 0.3090 data_time: 0.0518 memory: 9706 grad_norm: 1.0275 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.4570 loss: 0.4570 2022/08/05 14:52:41 - mmengine - INFO - Epoch(train) [75][100/314] lr: 1.5630e-01 eta: 4:22:49 time: 0.3386 data_time: 0.0584 memory: 9706 grad_norm: 1.0317 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.5113 loss: 0.5113 2022/08/05 14:52:47 - mmengine - INFO - Epoch(train) [75][120/314] lr: 1.5623e-01 eta: 4:22:43 time: 0.3078 data_time: 0.0505 memory: 9706 grad_norm: 1.0961 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.5015 loss: 0.5015 2022/08/05 14:52:53 - mmengine - INFO - Epoch(train) [75][140/314] lr: 1.5616e-01 eta: 4:22:38 time: 0.3082 data_time: 0.0519 memory: 9706 grad_norm: 1.0043 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.3580 loss: 0.3580 2022/08/05 14:53:00 - mmengine - INFO - Epoch(train) [75][160/314] lr: 1.5609e-01 eta: 4:22:32 time: 0.3077 data_time: 0.0496 memory: 9706 grad_norm: 1.0217 top1_acc: 0.8125 top5_acc: 0.9375 loss_cls: 0.5644 loss: 0.5644 2022/08/05 14:53:06 - mmengine - INFO - Epoch(train) [75][180/314] lr: 1.5602e-01 eta: 4:22:26 time: 0.3146 data_time: 0.0552 memory: 9706 grad_norm: 1.0301 top1_acc: 0.8125 top5_acc: 0.9375 loss_cls: 0.4068 loss: 0.4068 2022/08/05 14:53:12 - mmengine - INFO - Epoch(train) [75][200/314] lr: 1.5595e-01 eta: 4:22:20 time: 0.3059 data_time: 0.0470 memory: 9706 grad_norm: 1.1386 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.5450 loss: 0.5450 2022/08/05 14:53:18 - mmengine - INFO - Epoch(train) [75][220/314] lr: 1.5589e-01 eta: 4:22:14 time: 0.3074 data_time: 0.0503 memory: 9706 grad_norm: 1.0618 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.3872 loss: 0.3872 2022/08/05 14:53:25 - mmengine - INFO - Epoch(train) [75][240/314] lr: 1.5582e-01 eta: 4:22:09 time: 0.3207 data_time: 0.0483 memory: 9706 grad_norm: 1.0934 top1_acc: 0.8125 top5_acc: 0.9375 loss_cls: 0.4509 loss: 0.4509 2022/08/05 14:53:31 - mmengine - INFO - Epoch(train) [75][260/314] lr: 1.5575e-01 eta: 4:22:03 time: 0.3098 data_time: 0.0506 memory: 9706 grad_norm: 0.9946 top1_acc: 0.7500 top5_acc: 1.0000 loss_cls: 0.4063 loss: 0.4063 2022/08/05 14:53:37 - mmengine - INFO - Epoch(train) [75][280/314] lr: 1.5568e-01 eta: 4:21:57 time: 0.3095 data_time: 0.0491 memory: 9706 grad_norm: 1.0338 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.4210 loss: 0.4210 2022/08/05 14:53:44 - mmengine - INFO - Epoch(train) [75][300/314] lr: 1.5561e-01 eta: 4:21:53 time: 0.3508 data_time: 0.0555 memory: 9706 grad_norm: 1.0806 top1_acc: 0.7500 top5_acc: 1.0000 loss_cls: 0.4438 loss: 0.4438 2022/08/05 14:53:48 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_ntu60_xsub_keypoint_20220805_124409 2022/08/05 14:53:48 - mmengine - INFO - Epoch(train) [75][314/314] lr: 1.5556e-01 eta: 4:21:53 time: 0.2966 data_time: 0.0468 memory: 9706 grad_norm: 1.1891 top1_acc: 0.7500 top5_acc: 1.0000 loss_cls: 0.4836 loss: 0.4836 2022/08/05 14:53:48 - mmengine - INFO - Saving checkpoint at 75 epochs 2022/08/05 14:53:56 - mmengine - INFO - Epoch(train) [76][20/314] lr: 1.5549e-01 eta: 4:21:36 time: 0.3471 data_time: 0.0850 memory: 9706 grad_norm: 1.0672 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.3904 loss: 0.3904 2022/08/05 14:54:03 - mmengine - INFO - Epoch(train) [76][40/314] lr: 1.5542e-01 eta: 4:21:31 time: 0.3341 data_time: 0.0520 memory: 9706 grad_norm: 1.0571 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.4177 loss: 0.4177 2022/08/05 14:54:09 - mmengine - INFO - Epoch(train) [76][60/314] lr: 1.5535e-01 eta: 4:21:25 time: 0.3099 data_time: 0.0528 memory: 9706 grad_norm: 1.0406 top1_acc: 0.7500 top5_acc: 1.0000 loss_cls: 0.4296 loss: 0.4296 2022/08/05 14:54:15 - mmengine - INFO - Epoch(train) [76][80/314] lr: 1.5528e-01 eta: 4:21:20 time: 0.3099 data_time: 0.0499 memory: 9706 grad_norm: 1.0803 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.3990 loss: 0.3990 2022/08/05 14:54:21 - mmengine - INFO - Epoch(train) [76][100/314] lr: 1.5521e-01 eta: 4:21:14 time: 0.3206 data_time: 0.0528 memory: 9706 grad_norm: 0.9985 top1_acc: 0.6875 top5_acc: 1.0000 loss_cls: 0.4275 loss: 0.4275 2022/08/05 14:54:28 - mmengine - INFO - Epoch(train) [76][120/314] lr: 1.5514e-01 eta: 4:21:08 time: 0.3089 data_time: 0.0504 memory: 9706 grad_norm: 1.0017 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.4519 loss: 0.4519 2022/08/05 14:54:34 - mmengine - INFO - Epoch(train) [76][140/314] lr: 1.5507e-01 eta: 4:21:03 time: 0.3091 data_time: 0.0513 memory: 9706 grad_norm: 0.9975 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.3859 loss: 0.3859 2022/08/05 14:54:40 - mmengine - INFO - Epoch(train) [76][160/314] lr: 1.5500e-01 eta: 4:20:57 time: 0.3129 data_time: 0.0506 memory: 9706 grad_norm: 1.0323 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.4213 loss: 0.4213 2022/08/05 14:54:46 - mmengine - INFO - Epoch(train) [76][180/314] lr: 1.5494e-01 eta: 4:20:52 time: 0.3170 data_time: 0.0504 memory: 9706 grad_norm: 1.1093 top1_acc: 0.8125 top5_acc: 0.9375 loss_cls: 0.4391 loss: 0.4391 2022/08/05 14:54:53 - mmengine - INFO - Epoch(train) [76][200/314] lr: 1.5487e-01 eta: 4:20:46 time: 0.3093 data_time: 0.0476 memory: 9706 grad_norm: 1.0638 top1_acc: 0.8125 top5_acc: 0.9375 loss_cls: 0.5423 loss: 0.5423 2022/08/05 14:54:59 - mmengine - INFO - Epoch(train) [76][220/314] lr: 1.5480e-01 eta: 4:20:40 time: 0.3119 data_time: 0.0498 memory: 9706 grad_norm: 1.0705 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.4257 loss: 0.4257 2022/08/05 14:55:05 - mmengine - INFO - Epoch(train) [76][240/314] lr: 1.5473e-01 eta: 4:20:35 time: 0.3206 data_time: 0.0504 memory: 9706 grad_norm: 1.0758 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.4208 loss: 0.4208 2022/08/05 14:55:11 - mmengine - INFO - Epoch(train) [76][260/314] lr: 1.5466e-01 eta: 4:20:29 time: 0.3096 data_time: 0.0505 memory: 9706 grad_norm: 1.1266 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.5204 loss: 0.5204 2022/08/05 14:55:18 - mmengine - INFO - Epoch(train) [76][280/314] lr: 1.5459e-01 eta: 4:20:23 time: 0.3066 data_time: 0.0470 memory: 9706 grad_norm: 1.0426 top1_acc: 0.7500 top5_acc: 0.9375 loss_cls: 0.4937 loss: 0.4937 2022/08/05 14:55:24 - mmengine - INFO - Epoch(train) [76][300/314] lr: 1.5452e-01 eta: 4:20:18 time: 0.3197 data_time: 0.0514 memory: 9706 grad_norm: 1.0783 top1_acc: 0.7500 top5_acc: 0.9375 loss_cls: 0.4658 loss: 0.4658 2022/08/05 14:55:28 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_ntu60_xsub_keypoint_20220805_124409 2022/08/05 14:55:28 - mmengine - INFO - Epoch(train) [76][314/314] lr: 1.5447e-01 eta: 4:20:18 time: 0.2971 data_time: 0.0478 memory: 9706 grad_norm: 1.2272 top1_acc: 0.7500 top5_acc: 1.0000 loss_cls: 0.5108 loss: 0.5108 2022/08/05 14:55:28 - mmengine - INFO - Saving checkpoint at 76 epochs 2022/08/05 14:55:36 - mmengine - INFO - Epoch(train) [77][20/314] lr: 1.5440e-01 eta: 4:20:00 time: 0.3521 data_time: 0.0911 memory: 9706 grad_norm: 1.0747 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.5435 loss: 0.5435 2022/08/05 14:55:42 - mmengine - INFO - Epoch(train) [77][40/314] lr: 1.5433e-01 eta: 4:19:55 time: 0.3187 data_time: 0.0530 memory: 9706 grad_norm: 1.0545 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.4561 loss: 0.4561 2022/08/05 14:55:48 - mmengine - INFO - Epoch(train) [77][60/314] lr: 1.5426e-01 eta: 4:19:49 time: 0.3060 data_time: 0.0500 memory: 9706 grad_norm: 1.0767 top1_acc: 0.7500 top5_acc: 1.0000 loss_cls: 0.4228 loss: 0.4228 2022/08/05 14:55:55 - mmengine - INFO - Epoch(train) [77][80/314] lr: 1.5419e-01 eta: 4:19:43 time: 0.3093 data_time: 0.0497 memory: 9706 grad_norm: 1.0904 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.4181 loss: 0.4181 2022/08/05 14:56:01 - mmengine - INFO - Epoch(train) [77][100/314] lr: 1.5412e-01 eta: 4:19:38 time: 0.3161 data_time: 0.0519 memory: 9706 grad_norm: 1.0691 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.4589 loss: 0.4589 2022/08/05 14:56:07 - mmengine - INFO - Epoch(train) [77][120/314] lr: 1.5405e-01 eta: 4:19:32 time: 0.3056 data_time: 0.0480 memory: 9706 grad_norm: 0.9980 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.4146 loss: 0.4146 2022/08/05 14:56:12 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_ntu60_xsub_keypoint_20220805_124409 2022/08/05 14:56:13 - mmengine - INFO - Epoch(train) [77][140/314] lr: 1.5398e-01 eta: 4:19:26 time: 0.3073 data_time: 0.0491 memory: 9706 grad_norm: 1.0581 top1_acc: 0.7500 top5_acc: 0.9375 loss_cls: 0.5149 loss: 0.5149 2022/08/05 14:56:19 - mmengine - INFO - Epoch(train) [77][160/314] lr: 1.5391e-01 eta: 4:19:20 time: 0.3056 data_time: 0.0471 memory: 9706 grad_norm: 1.0411 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.4565 loss: 0.4565 2022/08/05 14:56:26 - mmengine - INFO - Epoch(train) [77][180/314] lr: 1.5384e-01 eta: 4:19:15 time: 0.3179 data_time: 0.0493 memory: 9706 grad_norm: 1.0691 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.4783 loss: 0.4783 2022/08/05 14:56:32 - mmengine - INFO - Epoch(train) [77][200/314] lr: 1.5377e-01 eta: 4:19:09 time: 0.3074 data_time: 0.0493 memory: 9706 grad_norm: 1.1123 top1_acc: 0.6875 top5_acc: 1.0000 loss_cls: 0.4253 loss: 0.4253 2022/08/05 14:56:38 - mmengine - INFO - Epoch(train) [77][220/314] lr: 1.5370e-01 eta: 4:19:03 time: 0.3082 data_time: 0.0501 memory: 9706 grad_norm: 1.0277 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.4095 loss: 0.4095 2022/08/05 14:56:44 - mmengine - INFO - Epoch(train) [77][240/314] lr: 1.5363e-01 eta: 4:18:57 time: 0.3120 data_time: 0.0487 memory: 9706 grad_norm: 1.0696 top1_acc: 0.8750 top5_acc: 0.9375 loss_cls: 0.3957 loss: 0.3957 2022/08/05 14:56:50 - mmengine - INFO - Epoch(train) [77][260/314] lr: 1.5356e-01 eta: 4:18:51 time: 0.3084 data_time: 0.0497 memory: 9706 grad_norm: 0.9970 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.4103 loss: 0.4103 2022/08/05 14:56:57 - mmengine - INFO - Epoch(train) [77][280/314] lr: 1.5348e-01 eta: 4:18:46 time: 0.3104 data_time: 0.0516 memory: 9706 grad_norm: 1.0785 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.4642 loss: 0.4642 2022/08/05 14:57:03 - mmengine - INFO - Epoch(train) [77][300/314] lr: 1.5341e-01 eta: 4:18:41 time: 0.3290 data_time: 0.0558 memory: 9706 grad_norm: 1.0104 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.3439 loss: 0.3439 2022/08/05 14:57:07 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_ntu60_xsub_keypoint_20220805_124409 2022/08/05 14:57:07 - mmengine - INFO - Epoch(train) [77][314/314] lr: 1.5336e-01 eta: 4:18:41 time: 0.2915 data_time: 0.0450 memory: 9706 grad_norm: 1.0615 top1_acc: 0.7500 top5_acc: 1.0000 loss_cls: 0.4359 loss: 0.4359 2022/08/05 14:57:07 - mmengine - INFO - Saving checkpoint at 77 epochs 2022/08/05 14:57:15 - mmengine - INFO - Epoch(train) [78][20/314] lr: 1.5329e-01 eta: 4:18:23 time: 0.3538 data_time: 0.0953 memory: 9706 grad_norm: 1.2685 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.5751 loss: 0.5751 2022/08/05 14:57:22 - mmengine - INFO - Epoch(train) [78][40/314] lr: 1.5322e-01 eta: 4:18:18 time: 0.3136 data_time: 0.0499 memory: 9706 grad_norm: 1.0514 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.4193 loss: 0.4193 2022/08/05 14:57:28 - mmengine - INFO - Epoch(train) [78][60/314] lr: 1.5315e-01 eta: 4:18:12 time: 0.3135 data_time: 0.0564 memory: 9706 grad_norm: 1.0265 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.4463 loss: 0.4463 2022/08/05 14:57:34 - mmengine - INFO - Epoch(train) [78][80/314] lr: 1.5308e-01 eta: 4:18:06 time: 0.3073 data_time: 0.0479 memory: 9706 grad_norm: 1.0530 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.3661 loss: 0.3661 2022/08/05 14:57:40 - mmengine - INFO - Epoch(train) [78][100/314] lr: 1.5301e-01 eta: 4:18:01 time: 0.3120 data_time: 0.0520 memory: 9706 grad_norm: 1.0638 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.4645 loss: 0.4645 2022/08/05 14:57:47 - mmengine - INFO - Epoch(train) [78][120/314] lr: 1.5294e-01 eta: 4:17:55 time: 0.3109 data_time: 0.0498 memory: 9706 grad_norm: 1.0865 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.4638 loss: 0.4638 2022/08/05 14:57:53 - mmengine - INFO - Epoch(train) [78][140/314] lr: 1.5287e-01 eta: 4:17:49 time: 0.3124 data_time: 0.0502 memory: 9706 grad_norm: 1.0343 top1_acc: 0.7500 top5_acc: 1.0000 loss_cls: 0.4383 loss: 0.4383 2022/08/05 14:57:59 - mmengine - INFO - Epoch(train) [78][160/314] lr: 1.5280e-01 eta: 4:17:43 time: 0.3082 data_time: 0.0492 memory: 9706 grad_norm: 1.1517 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.4845 loss: 0.4845 2022/08/05 14:58:05 - mmengine - INFO - Epoch(train) [78][180/314] lr: 1.5273e-01 eta: 4:17:38 time: 0.3136 data_time: 0.0496 memory: 9706 grad_norm: 1.1200 top1_acc: 0.7500 top5_acc: 0.9375 loss_cls: 0.5661 loss: 0.5661 2022/08/05 14:58:11 - mmengine - INFO - Epoch(train) [78][200/314] lr: 1.5266e-01 eta: 4:17:32 time: 0.3051 data_time: 0.0455 memory: 9706 grad_norm: 1.0412 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.4537 loss: 0.4537 2022/08/05 14:58:18 - mmengine - INFO - Epoch(train) [78][220/314] lr: 1.5259e-01 eta: 4:17:26 time: 0.3119 data_time: 0.0518 memory: 9706 grad_norm: 0.9882 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.3942 loss: 0.3942 2022/08/05 14:58:24 - mmengine - INFO - Epoch(train) [78][240/314] lr: 1.5252e-01 eta: 4:17:20 time: 0.3123 data_time: 0.0499 memory: 9706 grad_norm: 1.0950 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.5785 loss: 0.5785 2022/08/05 14:58:30 - mmengine - INFO - Epoch(train) [78][260/314] lr: 1.5245e-01 eta: 4:17:15 time: 0.3087 data_time: 0.0516 memory: 9706 grad_norm: 1.0613 top1_acc: 0.6875 top5_acc: 1.0000 loss_cls: 0.5298 loss: 0.5298 2022/08/05 14:58:36 - mmengine - INFO - Epoch(train) [78][280/314] lr: 1.5237e-01 eta: 4:17:09 time: 0.3088 data_time: 0.0486 memory: 9706 grad_norm: 1.0679 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.4087 loss: 0.4087 2022/08/05 14:58:42 - mmengine - INFO - Epoch(train) [78][300/314] lr: 1.5230e-01 eta: 4:17:03 time: 0.3102 data_time: 0.0529 memory: 9706 grad_norm: 1.0624 top1_acc: 0.8750 top5_acc: 0.9375 loss_cls: 0.4337 loss: 0.4337 2022/08/05 14:58:46 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_ntu60_xsub_keypoint_20220805_124409 2022/08/05 14:58:46 - mmengine - INFO - Epoch(train) [78][314/314] lr: 1.5225e-01 eta: 4:17:03 time: 0.2929 data_time: 0.0478 memory: 9706 grad_norm: 1.2483 top1_acc: 0.5000 top5_acc: 1.0000 loss_cls: 0.5174 loss: 0.5174 2022/08/05 14:58:46 - mmengine - INFO - Saving checkpoint at 78 epochs 2022/08/05 14:58:54 - mmengine - INFO - Epoch(train) [79][20/314] lr: 1.5218e-01 eta: 4:16:46 time: 0.3461 data_time: 0.0882 memory: 9706 grad_norm: 1.1260 top1_acc: 0.7500 top5_acc: 0.9375 loss_cls: 0.5235 loss: 0.5235 2022/08/05 14:59:01 - mmengine - INFO - Epoch(train) [79][40/314] lr: 1.5211e-01 eta: 4:16:40 time: 0.3157 data_time: 0.0488 memory: 9706 grad_norm: 1.0614 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.3965 loss: 0.3965 2022/08/05 14:59:07 - mmengine - INFO - Epoch(train) [79][60/314] lr: 1.5204e-01 eta: 4:16:34 time: 0.3113 data_time: 0.0484 memory: 9706 grad_norm: 1.0304 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.4318 loss: 0.4318 2022/08/05 14:59:13 - mmengine - INFO - Epoch(train) [79][80/314] lr: 1.5197e-01 eta: 4:16:29 time: 0.3104 data_time: 0.0489 memory: 9706 grad_norm: 1.0004 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.4197 loss: 0.4197 2022/08/05 14:59:19 - mmengine - INFO - Epoch(train) [79][100/314] lr: 1.5190e-01 eta: 4:16:23 time: 0.3083 data_time: 0.0507 memory: 9706 grad_norm: 1.0284 top1_acc: 0.8750 top5_acc: 0.9375 loss_cls: 0.4977 loss: 0.4977 2022/08/05 14:59:26 - mmengine - INFO - Epoch(train) [79][120/314] lr: 1.5183e-01 eta: 4:16:17 time: 0.3146 data_time: 0.0518 memory: 9706 grad_norm: 0.9762 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.3252 loss: 0.3252 2022/08/05 14:59:32 - mmengine - INFO - Epoch(train) [79][140/314] lr: 1.5175e-01 eta: 4:16:12 time: 0.3162 data_time: 0.0565 memory: 9706 grad_norm: 1.0585 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.3704 loss: 0.3704 2022/08/05 14:59:38 - mmengine - INFO - Epoch(train) [79][160/314] lr: 1.5168e-01 eta: 4:16:06 time: 0.3116 data_time: 0.0523 memory: 9706 grad_norm: 1.0522 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.5298 loss: 0.5298 2022/08/05 14:59:45 - mmengine - INFO - Epoch(train) [79][180/314] lr: 1.5161e-01 eta: 4:16:01 time: 0.3275 data_time: 0.0603 memory: 9706 grad_norm: 1.1050 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.4253 loss: 0.4253 2022/08/05 14:59:51 - mmengine - INFO - Epoch(train) [79][200/314] lr: 1.5154e-01 eta: 4:15:55 time: 0.3080 data_time: 0.0492 memory: 9706 grad_norm: 0.9948 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.3658 loss: 0.3658 2022/08/05 14:59:57 - mmengine - INFO - Epoch(train) [79][220/314] lr: 1.5147e-01 eta: 4:15:49 time: 0.3112 data_time: 0.0531 memory: 9706 grad_norm: 0.9475 top1_acc: 0.8125 top5_acc: 0.9375 loss_cls: 0.3732 loss: 0.3732 2022/08/05 15:00:03 - mmengine - INFO - Epoch(train) [79][240/314] lr: 1.5140e-01 eta: 4:15:44 time: 0.3163 data_time: 0.0498 memory: 9706 grad_norm: 1.0812 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.4104 loss: 0.4104 2022/08/05 15:00:10 - mmengine - INFO - Epoch(train) [79][260/314] lr: 1.5133e-01 eta: 4:15:38 time: 0.3071 data_time: 0.0525 memory: 9706 grad_norm: 1.0689 top1_acc: 0.5625 top5_acc: 0.9375 loss_cls: 0.4690 loss: 0.4690 2022/08/05 15:00:16 - mmengine - INFO - Epoch(train) [79][280/314] lr: 1.5125e-01 eta: 4:15:32 time: 0.3076 data_time: 0.0469 memory: 9706 grad_norm: 1.1181 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.4396 loss: 0.4396 2022/08/05 15:00:22 - mmengine - INFO - Epoch(train) [79][300/314] lr: 1.5118e-01 eta: 4:15:26 time: 0.3104 data_time: 0.0521 memory: 9706 grad_norm: 1.0715 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.4988 loss: 0.4988 2022/08/05 15:00:26 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_ntu60_xsub_keypoint_20220805_124409 2022/08/05 15:00:26 - mmengine - INFO - Epoch(train) [79][314/314] lr: 1.5113e-01 eta: 4:15:26 time: 0.2960 data_time: 0.0464 memory: 9706 grad_norm: 1.0822 top1_acc: 0.7500 top5_acc: 1.0000 loss_cls: 0.5268 loss: 0.5268 2022/08/05 15:00:26 - mmengine - INFO - Saving checkpoint at 79 epochs 2022/08/05 15:00:34 - mmengine - INFO - Epoch(train) [80][20/314] lr: 1.5106e-01 eta: 4:15:09 time: 0.3557 data_time: 0.1027 memory: 9706 grad_norm: 1.0768 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.5136 loss: 0.5136 2022/08/05 15:00:40 - mmengine - INFO - Epoch(train) [80][40/314] lr: 1.5099e-01 eta: 4:15:04 time: 0.3093 data_time: 0.0499 memory: 9706 grad_norm: 1.0206 top1_acc: 0.6250 top5_acc: 0.9375 loss_cls: 0.4526 loss: 0.4526 2022/08/05 15:00:46 - mmengine - INFO - Epoch(train) [80][60/314] lr: 1.5092e-01 eta: 4:14:58 time: 0.3125 data_time: 0.0504 memory: 9706 grad_norm: 1.0013 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.3725 loss: 0.3725 2022/08/05 15:00:53 - mmengine - INFO - Epoch(train) [80][80/314] lr: 1.5085e-01 eta: 4:14:53 time: 0.3196 data_time: 0.0599 memory: 9706 grad_norm: 1.0359 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.3548 loss: 0.3548 2022/08/05 15:00:59 - mmengine - INFO - Epoch(train) [80][100/314] lr: 1.5077e-01 eta: 4:14:47 time: 0.3130 data_time: 0.0540 memory: 9706 grad_norm: 1.0886 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.5332 loss: 0.5332 2022/08/05 15:01:05 - mmengine - INFO - Epoch(train) [80][120/314] lr: 1.5070e-01 eta: 4:14:41 time: 0.3146 data_time: 0.0495 memory: 9706 grad_norm: 1.1051 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.4195 loss: 0.4195 2022/08/05 15:01:12 - mmengine - INFO - Epoch(train) [80][140/314] lr: 1.5063e-01 eta: 4:14:36 time: 0.3202 data_time: 0.0603 memory: 9706 grad_norm: 1.0331 top1_acc: 0.6875 top5_acc: 1.0000 loss_cls: 0.4018 loss: 0.4018 2022/08/05 15:01:18 - mmengine - INFO - Epoch(train) [80][160/314] lr: 1.5056e-01 eta: 4:14:30 time: 0.3091 data_time: 0.0502 memory: 9706 grad_norm: 1.0989 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.5030 loss: 0.5030 2022/08/05 15:01:24 - mmengine - INFO - Epoch(train) [80][180/314] lr: 1.5049e-01 eta: 4:14:24 time: 0.3097 data_time: 0.0515 memory: 9706 grad_norm: 1.0487 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.4516 loss: 0.4516 2022/08/05 15:01:28 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_ntu60_xsub_keypoint_20220805_124409 2022/08/05 15:01:30 - mmengine - INFO - Epoch(train) [80][200/314] lr: 1.5041e-01 eta: 4:14:18 time: 0.3058 data_time: 0.0477 memory: 9706 grad_norm: 1.0511 top1_acc: 0.8750 top5_acc: 0.9375 loss_cls: 0.3905 loss: 0.3905 2022/08/05 15:01:36 - mmengine - INFO - Epoch(train) [80][220/314] lr: 1.5034e-01 eta: 4:14:13 time: 0.3130 data_time: 0.0503 memory: 9706 grad_norm: 1.0181 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.3767 loss: 0.3767 2022/08/05 15:01:43 - mmengine - INFO - Epoch(train) [80][240/314] lr: 1.5027e-01 eta: 4:14:07 time: 0.3157 data_time: 0.0523 memory: 9706 grad_norm: 1.0540 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.4516 loss: 0.4516 2022/08/05 15:01:49 - mmengine - INFO - Epoch(train) [80][260/314] lr: 1.5020e-01 eta: 4:14:01 time: 0.3107 data_time: 0.0540 memory: 9706 grad_norm: 1.0588 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.4796 loss: 0.4796 2022/08/05 15:01:55 - mmengine - INFO - Epoch(train) [80][280/314] lr: 1.5013e-01 eta: 4:13:56 time: 0.3108 data_time: 0.0499 memory: 9706 grad_norm: 1.0391 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.4379 loss: 0.4379 2022/08/05 15:02:02 - mmengine - INFO - Epoch(train) [80][300/314] lr: 1.5005e-01 eta: 4:13:50 time: 0.3212 data_time: 0.0618 memory: 9706 grad_norm: 1.0943 top1_acc: 0.7500 top5_acc: 0.9375 loss_cls: 0.4618 loss: 0.4618 2022/08/05 15:02:06 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_ntu60_xsub_keypoint_20220805_124409 2022/08/05 15:02:06 - mmengine - INFO - Epoch(train) [80][314/314] lr: 1.5000e-01 eta: 4:13:50 time: 0.2975 data_time: 0.0482 memory: 9706 grad_norm: 1.2267 top1_acc: 0.7500 top5_acc: 1.0000 loss_cls: 0.5103 loss: 0.5103 2022/08/05 15:02:06 - mmengine - INFO - Saving checkpoint at 80 epochs 2022/08/05 15:02:13 - mmengine - INFO - Epoch(val) [80][20/129] eta: 0:00:35 time: 0.3213 data_time: 0.1666 memory: 1867 2022/08/05 15:02:18 - mmengine - INFO - Epoch(val) [80][40/129] eta: 0:00:21 time: 0.2469 data_time: 0.0895 memory: 1867 2022/08/05 15:02:23 - mmengine - INFO - Epoch(val) [80][60/129] eta: 0:00:16 time: 0.2462 data_time: 0.0866 memory: 1867 2022/08/05 15:02:28 - mmengine - INFO - Epoch(val) [80][80/129] eta: 0:00:12 time: 0.2490 data_time: 0.0882 memory: 1867 2022/08/05 15:02:33 - mmengine - INFO - Epoch(val) [80][100/129] eta: 0:00:07 time: 0.2446 data_time: 0.0888 memory: 1867 2022/08/05 15:02:37 - mmengine - INFO - Epoch(val) [80][120/129] eta: 0:00:01 time: 0.2106 data_time: 0.0614 memory: 1867 2022/08/05 15:02:39 - mmengine - INFO - Epoch(val) [80][129/129] acc/top1: 0.7896 acc/top5: 0.9776 acc/mean1: 0.7894 2022/08/05 15:02:47 - mmengine - INFO - Epoch(train) [81][20/314] lr: 1.4993e-01 eta: 4:13:35 time: 0.3755 data_time: 0.0933 memory: 9706 grad_norm: 1.0496 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.4206 loss: 0.4206 2022/08/05 15:02:53 - mmengine - INFO - Epoch(train) [81][40/314] lr: 1.4986e-01 eta: 4:13:29 time: 0.3101 data_time: 0.0503 memory: 9706 grad_norm: 1.0321 top1_acc: 0.7500 top5_acc: 1.0000 loss_cls: 0.4021 loss: 0.4021 2022/08/05 15:03:00 - mmengine - INFO - Epoch(train) [81][60/314] lr: 1.4979e-01 eta: 4:13:23 time: 0.3104 data_time: 0.0551 memory: 9706 grad_norm: 1.0406 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.3960 loss: 0.3960 2022/08/05 15:03:06 - mmengine - INFO - Epoch(train) [81][80/314] lr: 1.4971e-01 eta: 4:13:17 time: 0.3106 data_time: 0.0510 memory: 9706 grad_norm: 1.0585 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.4121 loss: 0.4121 2022/08/05 15:03:12 - mmengine - INFO - Epoch(train) [81][100/314] lr: 1.4964e-01 eta: 4:13:12 time: 0.3271 data_time: 0.0534 memory: 9706 grad_norm: 1.0731 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.4196 loss: 0.4196 2022/08/05 15:03:18 - mmengine - INFO - Epoch(train) [81][120/314] lr: 1.4957e-01 eta: 4:13:06 time: 0.3080 data_time: 0.0501 memory: 9706 grad_norm: 1.0553 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.4871 loss: 0.4871 2022/08/05 15:03:25 - mmengine - INFO - Epoch(train) [81][140/314] lr: 1.4950e-01 eta: 4:13:01 time: 0.3136 data_time: 0.0526 memory: 9706 grad_norm: 1.0578 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.4891 loss: 0.4891 2022/08/05 15:03:32 - mmengine - INFO - Epoch(train) [81][160/314] lr: 1.4942e-01 eta: 4:12:56 time: 0.3490 data_time: 0.0516 memory: 9706 grad_norm: 0.9935 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.4054 loss: 0.4054 2022/08/05 15:03:38 - mmengine - INFO - Epoch(train) [81][180/314] lr: 1.4935e-01 eta: 4:12:51 time: 0.3095 data_time: 0.0542 memory: 9706 grad_norm: 1.1520 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.4605 loss: 0.4605 2022/08/05 15:03:44 - mmengine - INFO - Epoch(train) [81][200/314] lr: 1.4928e-01 eta: 4:12:45 time: 0.3104 data_time: 0.0518 memory: 9706 grad_norm: 1.0441 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.3825 loss: 0.3825 2022/08/05 15:03:50 - mmengine - INFO - Epoch(train) [81][220/314] lr: 1.4921e-01 eta: 4:12:39 time: 0.3086 data_time: 0.0510 memory: 9706 grad_norm: 1.0517 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.4823 loss: 0.4823 2022/08/05 15:03:57 - mmengine - INFO - Epoch(train) [81][240/314] lr: 1.4913e-01 eta: 4:12:34 time: 0.3365 data_time: 0.0490 memory: 9706 grad_norm: 1.0619 top1_acc: 0.9375 top5_acc: 0.9375 loss_cls: 0.5025 loss: 0.5025 2022/08/05 15:04:03 - mmengine - INFO - Epoch(train) [81][260/314] lr: 1.4906e-01 eta: 4:12:28 time: 0.3101 data_time: 0.0527 memory: 9706 grad_norm: 1.0277 top1_acc: 0.8750 top5_acc: 0.9375 loss_cls: 0.4106 loss: 0.4106 2022/08/05 15:04:09 - mmengine - INFO - Epoch(train) [81][280/314] lr: 1.4899e-01 eta: 4:12:23 time: 0.3072 data_time: 0.0487 memory: 9706 grad_norm: 1.0688 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.4623 loss: 0.4623 2022/08/05 15:04:16 - mmengine - INFO - Epoch(train) [81][300/314] lr: 1.4892e-01 eta: 4:12:17 time: 0.3244 data_time: 0.0522 memory: 9706 grad_norm: 1.1199 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.4966 loss: 0.4966 2022/08/05 15:04:20 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_ntu60_xsub_keypoint_20220805_124409 2022/08/05 15:04:20 - mmengine - INFO - Epoch(train) [81][314/314] lr: 1.4887e-01 eta: 4:12:17 time: 0.2918 data_time: 0.0452 memory: 9706 grad_norm: 1.1584 top1_acc: 0.5000 top5_acc: 1.0000 loss_cls: 0.3903 loss: 0.3903 2022/08/05 15:04:20 - mmengine - INFO - Saving checkpoint at 81 epochs 2022/08/05 15:04:28 - mmengine - INFO - Epoch(train) [82][20/314] lr: 1.4879e-01 eta: 4:12:01 time: 0.3513 data_time: 0.0847 memory: 9706 grad_norm: 1.0890 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.4943 loss: 0.4943 2022/08/05 15:04:36 - mmengine - INFO - Epoch(train) [82][40/314] lr: 1.4872e-01 eta: 4:11:58 time: 0.3901 data_time: 0.0494 memory: 9706 grad_norm: 1.1436 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.4389 loss: 0.4389 2022/08/05 15:04:42 - mmengine - INFO - Epoch(train) [82][60/314] lr: 1.4865e-01 eta: 4:11:52 time: 0.3088 data_time: 0.0507 memory: 9706 grad_norm: 1.0998 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.4401 loss: 0.4401 2022/08/05 15:04:48 - mmengine - INFO - Epoch(train) [82][80/314] lr: 1.4857e-01 eta: 4:11:46 time: 0.3066 data_time: 0.0471 memory: 9706 grad_norm: 1.0412 top1_acc: 0.8750 top5_acc: 0.9375 loss_cls: 0.4472 loss: 0.4472 2022/08/05 15:04:55 - mmengine - INFO - Epoch(train) [82][100/314] lr: 1.4850e-01 eta: 4:11:41 time: 0.3341 data_time: 0.0552 memory: 9706 grad_norm: 0.9935 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.4059 loss: 0.4059 2022/08/05 15:05:01 - mmengine - INFO - Epoch(train) [82][120/314] lr: 1.4843e-01 eta: 4:11:35 time: 0.3072 data_time: 0.0467 memory: 9706 grad_norm: 1.0920 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.3797 loss: 0.3797 2022/08/05 15:05:07 - mmengine - INFO - Epoch(train) [82][140/314] lr: 1.4836e-01 eta: 4:11:30 time: 0.3080 data_time: 0.0501 memory: 9706 grad_norm: 1.1120 top1_acc: 0.8750 top5_acc: 0.9375 loss_cls: 0.4773 loss: 0.4773 2022/08/05 15:05:14 - mmengine - INFO - Epoch(train) [82][160/314] lr: 1.4828e-01 eta: 4:11:24 time: 0.3262 data_time: 0.0490 memory: 9706 grad_norm: 1.0578 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.4650 loss: 0.4650 2022/08/05 15:05:20 - mmengine - INFO - Epoch(train) [82][180/314] lr: 1.4821e-01 eta: 4:11:19 time: 0.3096 data_time: 0.0526 memory: 9706 grad_norm: 1.1259 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.4608 loss: 0.4608 2022/08/05 15:05:26 - mmengine - INFO - Epoch(train) [82][200/314] lr: 1.4814e-01 eta: 4:11:13 time: 0.3105 data_time: 0.0479 memory: 9706 grad_norm: 1.0564 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.4875 loss: 0.4875 2022/08/05 15:05:33 - mmengine - INFO - Epoch(train) [82][220/314] lr: 1.4806e-01 eta: 4:11:09 time: 0.3654 data_time: 0.0577 memory: 9706 grad_norm: 1.0122 top1_acc: 0.7500 top5_acc: 1.0000 loss_cls: 0.3886 loss: 0.3886 2022/08/05 15:05:39 - mmengine - INFO - Epoch(train) [82][240/314] lr: 1.4799e-01 eta: 4:11:03 time: 0.3089 data_time: 0.0491 memory: 9706 grad_norm: 1.0763 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.3775 loss: 0.3775 2022/08/05 15:05:46 - mmengine - INFO - Epoch(train) [82][260/314] lr: 1.4792e-01 eta: 4:10:57 time: 0.3062 data_time: 0.0488 memory: 9706 grad_norm: 1.0800 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.4161 loss: 0.4161 2022/08/05 15:05:52 - mmengine - INFO - Epoch(train) [82][280/314] lr: 1.4784e-01 eta: 4:10:53 time: 0.3392 data_time: 0.0561 memory: 9706 grad_norm: 1.1898 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.4854 loss: 0.4854 2022/08/05 15:05:59 - mmengine - INFO - Epoch(train) [82][300/314] lr: 1.4777e-01 eta: 4:10:47 time: 0.3086 data_time: 0.0518 memory: 9706 grad_norm: 1.0664 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.3756 loss: 0.3756 2022/08/05 15:06:03 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_ntu60_xsub_keypoint_20220805_124409 2022/08/05 15:06:03 - mmengine - INFO - Epoch(train) [82][314/314] lr: 1.4772e-01 eta: 4:10:47 time: 0.2994 data_time: 0.0454 memory: 9706 grad_norm: 1.1602 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.3832 loss: 0.3832 2022/08/05 15:06:03 - mmengine - INFO - Saving checkpoint at 82 epochs 2022/08/05 15:06:11 - mmengine - INFO - Epoch(train) [83][20/314] lr: 1.4765e-01 eta: 4:10:30 time: 0.3449 data_time: 0.0865 memory: 9706 grad_norm: 1.0930 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.4960 loss: 0.4960 2022/08/05 15:06:17 - mmengine - INFO - Epoch(train) [83][40/314] lr: 1.4757e-01 eta: 4:10:24 time: 0.3101 data_time: 0.0531 memory: 9706 grad_norm: 1.0992 top1_acc: 0.6875 top5_acc: 1.0000 loss_cls: 0.4783 loss: 0.4783 2022/08/05 15:06:23 - mmengine - INFO - Epoch(train) [83][60/314] lr: 1.4750e-01 eta: 4:10:18 time: 0.3109 data_time: 0.0503 memory: 9706 grad_norm: 1.0168 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.4756 loss: 0.4756 2022/08/05 15:06:29 - mmengine - INFO - Epoch(train) [83][80/314] lr: 1.4743e-01 eta: 4:10:13 time: 0.3087 data_time: 0.0488 memory: 9706 grad_norm: 1.0325 top1_acc: 0.8125 top5_acc: 0.9375 loss_cls: 0.5204 loss: 0.5204 2022/08/05 15:06:35 - mmengine - INFO - Epoch(train) [83][100/314] lr: 1.4735e-01 eta: 4:10:07 time: 0.3062 data_time: 0.0490 memory: 9706 grad_norm: 0.9997 top1_acc: 0.9375 top5_acc: 0.9375 loss_cls: 0.4269 loss: 0.4269 2022/08/05 15:06:42 - mmengine - INFO - Epoch(train) [83][120/314] lr: 1.4728e-01 eta: 4:10:02 time: 0.3285 data_time: 0.0500 memory: 9706 grad_norm: 1.0015 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.4274 loss: 0.4274 2022/08/05 15:06:48 - mmengine - INFO - Epoch(train) [83][140/314] lr: 1.4721e-01 eta: 4:09:56 time: 0.3063 data_time: 0.0505 memory: 9706 grad_norm: 1.0323 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.3782 loss: 0.3782 2022/08/05 15:06:54 - mmengine - INFO - Epoch(train) [83][160/314] lr: 1.4713e-01 eta: 4:09:50 time: 0.3065 data_time: 0.0472 memory: 9706 grad_norm: 1.0764 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.4227 loss: 0.4227 2022/08/05 15:07:00 - mmengine - INFO - Epoch(train) [83][180/314] lr: 1.4706e-01 eta: 4:09:44 time: 0.3061 data_time: 0.0497 memory: 9706 grad_norm: 1.0230 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.3257 loss: 0.3257 2022/08/05 15:07:07 - mmengine - INFO - Epoch(train) [83][200/314] lr: 1.4699e-01 eta: 4:09:38 time: 0.3186 data_time: 0.0491 memory: 9706 grad_norm: 1.0413 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.3885 loss: 0.3885 2022/08/05 15:07:13 - mmengine - INFO - Epoch(train) [83][220/314] lr: 1.4691e-01 eta: 4:09:33 time: 0.3146 data_time: 0.0505 memory: 9706 grad_norm: 1.0841 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.4216 loss: 0.4216 2022/08/05 15:07:19 - mmengine - INFO - Epoch(train) [83][240/314] lr: 1.4684e-01 eta: 4:09:27 time: 0.3065 data_time: 0.0465 memory: 9706 grad_norm: 1.1279 top1_acc: 0.6875 top5_acc: 1.0000 loss_cls: 0.4824 loss: 0.4824 2022/08/05 15:07:23 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_ntu60_xsub_keypoint_20220805_124409 2022/08/05 15:07:25 - mmengine - INFO - Epoch(train) [83][260/314] lr: 1.4676e-01 eta: 4:09:21 time: 0.3103 data_time: 0.0496 memory: 9706 grad_norm: 1.1315 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.5961 loss: 0.5961 2022/08/05 15:07:32 - mmengine - INFO - Epoch(train) [83][280/314] lr: 1.4669e-01 eta: 4:09:15 time: 0.3161 data_time: 0.0480 memory: 9706 grad_norm: 1.0638 top1_acc: 0.7500 top5_acc: 1.0000 loss_cls: 0.4797 loss: 0.4797 2022/08/05 15:07:38 - mmengine - INFO - Epoch(train) [83][300/314] lr: 1.4662e-01 eta: 4:09:09 time: 0.3061 data_time: 0.0489 memory: 9706 grad_norm: 1.0803 top1_acc: 0.7500 top5_acc: 1.0000 loss_cls: 0.4245 loss: 0.4245 2022/08/05 15:07:42 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_ntu60_xsub_keypoint_20220805_124409 2022/08/05 15:07:42 - mmengine - INFO - Epoch(train) [83][314/314] lr: 1.4657e-01 eta: 4:09:09 time: 0.3040 data_time: 0.0466 memory: 9706 grad_norm: 1.1075 top1_acc: 0.7500 top5_acc: 1.0000 loss_cls: 0.5123 loss: 0.5123 2022/08/05 15:07:42 - mmengine - INFO - Saving checkpoint at 83 epochs 2022/08/05 15:07:50 - mmengine - INFO - Epoch(train) [84][20/314] lr: 1.4649e-01 eta: 4:08:53 time: 0.3476 data_time: 0.0909 memory: 9706 grad_norm: 1.0829 top1_acc: 0.7500 top5_acc: 1.0000 loss_cls: 0.4452 loss: 0.4452 2022/08/05 15:07:56 - mmengine - INFO - Epoch(train) [84][40/314] lr: 1.4642e-01 eta: 4:08:47 time: 0.3046 data_time: 0.0468 memory: 9706 grad_norm: 1.1067 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.4704 loss: 0.4704 2022/08/05 15:08:02 - mmengine - INFO - Epoch(train) [84][60/314] lr: 1.4634e-01 eta: 4:08:41 time: 0.3089 data_time: 0.0497 memory: 9706 grad_norm: 1.0096 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.3883 loss: 0.3883 2022/08/05 15:08:08 - mmengine - INFO - Epoch(train) [84][80/314] lr: 1.4627e-01 eta: 4:08:35 time: 0.3064 data_time: 0.0480 memory: 9706 grad_norm: 1.0235 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.5519 loss: 0.5519 2022/08/05 15:08:15 - mmengine - INFO - Epoch(train) [84][100/314] lr: 1.4620e-01 eta: 4:08:30 time: 0.3282 data_time: 0.0498 memory: 9706 grad_norm: 1.0592 top1_acc: 0.6875 top5_acc: 1.0000 loss_cls: 0.4216 loss: 0.4216 2022/08/05 15:08:21 - mmengine - INFO - Epoch(train) [84][120/314] lr: 1.4612e-01 eta: 4:08:24 time: 0.3082 data_time: 0.0497 memory: 9706 grad_norm: 1.0641 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.4183 loss: 0.4183 2022/08/05 15:08:27 - mmengine - INFO - Epoch(train) [84][140/314] lr: 1.4605e-01 eta: 4:08:18 time: 0.3155 data_time: 0.0489 memory: 9706 grad_norm: 1.0533 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.4307 loss: 0.4307 2022/08/05 15:08:34 - mmengine - INFO - Epoch(train) [84][160/314] lr: 1.4597e-01 eta: 4:08:13 time: 0.3150 data_time: 0.0488 memory: 9706 grad_norm: 1.1072 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.4374 loss: 0.4374 2022/08/05 15:08:40 - mmengine - INFO - Epoch(train) [84][180/314] lr: 1.4590e-01 eta: 4:08:07 time: 0.3147 data_time: 0.0492 memory: 9706 grad_norm: 1.0803 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.4515 loss: 0.4515 2022/08/05 15:08:46 - mmengine - INFO - Epoch(train) [84][200/314] lr: 1.4583e-01 eta: 4:08:02 time: 0.3169 data_time: 0.0487 memory: 9706 grad_norm: 1.0964 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.4243 loss: 0.4243 2022/08/05 15:08:53 - mmengine - INFO - Epoch(train) [84][220/314] lr: 1.4575e-01 eta: 4:07:56 time: 0.3115 data_time: 0.0510 memory: 9706 grad_norm: 1.0780 top1_acc: 0.8750 top5_acc: 0.9375 loss_cls: 0.4866 loss: 0.4866 2022/08/05 15:08:59 - mmengine - INFO - Epoch(train) [84][240/314] lr: 1.4568e-01 eta: 4:07:50 time: 0.3054 data_time: 0.0464 memory: 9706 grad_norm: 1.1934 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.3378 loss: 0.3378 2022/08/05 15:09:05 - mmengine - INFO - Epoch(train) [84][260/314] lr: 1.4560e-01 eta: 4:07:44 time: 0.3157 data_time: 0.0513 memory: 9706 grad_norm: 1.0320 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.4618 loss: 0.4618 2022/08/05 15:09:11 - mmengine - INFO - Epoch(train) [84][280/314] lr: 1.4553e-01 eta: 4:07:38 time: 0.3078 data_time: 0.0485 memory: 9706 grad_norm: 1.0386 top1_acc: 0.7500 top5_acc: 0.8750 loss_cls: 0.4334 loss: 0.4334 2022/08/05 15:09:17 - mmengine - INFO - Epoch(train) [84][300/314] lr: 1.4545e-01 eta: 4:07:33 time: 0.3093 data_time: 0.0521 memory: 9706 grad_norm: 1.0862 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.4050 loss: 0.4050 2022/08/05 15:09:22 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_ntu60_xsub_keypoint_20220805_124409 2022/08/05 15:09:22 - mmengine - INFO - Epoch(train) [84][314/314] lr: 1.4540e-01 eta: 4:07:33 time: 0.3083 data_time: 0.0429 memory: 9706 grad_norm: 1.1131 top1_acc: 0.5000 top5_acc: 1.0000 loss_cls: 0.4075 loss: 0.4075 2022/08/05 15:09:22 - mmengine - INFO - Saving checkpoint at 84 epochs 2022/08/05 15:09:30 - mmengine - INFO - Epoch(train) [85][20/314] lr: 1.4533e-01 eta: 4:07:16 time: 0.3557 data_time: 0.0958 memory: 9706 grad_norm: 1.1406 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.4605 loss: 0.4605 2022/08/05 15:09:36 - mmengine - INFO - Epoch(train) [85][40/314] lr: 1.4525e-01 eta: 4:07:10 time: 0.3080 data_time: 0.0482 memory: 9706 grad_norm: 1.0798 top1_acc: 0.8125 top5_acc: 0.9375 loss_cls: 0.5062 loss: 0.5062 2022/08/05 15:09:42 - mmengine - INFO - Epoch(train) [85][60/314] lr: 1.4518e-01 eta: 4:07:05 time: 0.3138 data_time: 0.0525 memory: 9706 grad_norm: 0.9857 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.3375 loss: 0.3375 2022/08/05 15:09:48 - mmengine - INFO - Epoch(train) [85][80/314] lr: 1.4511e-01 eta: 4:06:59 time: 0.3078 data_time: 0.0488 memory: 9706 grad_norm: 1.0701 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.3564 loss: 0.3564 2022/08/05 15:09:55 - mmengine - INFO - Epoch(train) [85][100/314] lr: 1.4503e-01 eta: 4:06:53 time: 0.3071 data_time: 0.0493 memory: 9706 grad_norm: 1.0710 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.3592 loss: 0.3592 2022/08/05 15:10:01 - mmengine - INFO - Epoch(train) [85][120/314] lr: 1.4496e-01 eta: 4:06:47 time: 0.3074 data_time: 0.0480 memory: 9706 grad_norm: 1.0598 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.4999 loss: 0.4999 2022/08/05 15:10:07 - mmengine - INFO - Epoch(train) [85][140/314] lr: 1.4488e-01 eta: 4:06:42 time: 0.3173 data_time: 0.0525 memory: 9706 grad_norm: 0.9839 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.3976 loss: 0.3976 2022/08/05 15:10:13 - mmengine - INFO - Epoch(train) [85][160/314] lr: 1.4481e-01 eta: 4:06:36 time: 0.3061 data_time: 0.0462 memory: 9706 grad_norm: 1.0572 top1_acc: 0.8750 top5_acc: 0.9375 loss_cls: 0.3872 loss: 0.3872 2022/08/05 15:10:19 - mmengine - INFO - Epoch(train) [85][180/314] lr: 1.4473e-01 eta: 4:06:30 time: 0.3081 data_time: 0.0492 memory: 9706 grad_norm: 1.0506 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.4039 loss: 0.4039 2022/08/05 15:10:26 - mmengine - INFO - Epoch(train) [85][200/314] lr: 1.4466e-01 eta: 4:06:24 time: 0.3142 data_time: 0.0481 memory: 9706 grad_norm: 1.0984 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.4127 loss: 0.4127 2022/08/05 15:10:32 - mmengine - INFO - Epoch(train) [85][220/314] lr: 1.4458e-01 eta: 4:06:18 time: 0.3064 data_time: 0.0497 memory: 9706 grad_norm: 1.0645 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.3736 loss: 0.3736 2022/08/05 15:10:38 - mmengine - INFO - Epoch(train) [85][240/314] lr: 1.4451e-01 eta: 4:06:12 time: 0.3065 data_time: 0.0472 memory: 9706 grad_norm: 1.0928 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.4851 loss: 0.4851 2022/08/05 15:10:44 - mmengine - INFO - Epoch(train) [85][260/314] lr: 1.4443e-01 eta: 4:06:07 time: 0.3167 data_time: 0.0532 memory: 9706 grad_norm: 1.0866 top1_acc: 0.8750 top5_acc: 0.9375 loss_cls: 0.4051 loss: 0.4051 2022/08/05 15:10:50 - mmengine - INFO - Epoch(train) [85][280/314] lr: 1.4436e-01 eta: 4:06:01 time: 0.3089 data_time: 0.0498 memory: 9706 grad_norm: 1.0181 top1_acc: 0.7500 top5_acc: 0.9375 loss_cls: 0.3546 loss: 0.3546 2022/08/05 15:10:57 - mmengine - INFO - Epoch(train) [85][300/314] lr: 1.4428e-01 eta: 4:05:55 time: 0.3095 data_time: 0.0520 memory: 9706 grad_norm: 1.0493 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.3941 loss: 0.3941 2022/08/05 15:11:01 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_ntu60_xsub_keypoint_20220805_124409 2022/08/05 15:11:01 - mmengine - INFO - Epoch(train) [85][314/314] lr: 1.4423e-01 eta: 4:05:55 time: 0.2924 data_time: 0.0467 memory: 9706 grad_norm: 1.1342 top1_acc: 0.5000 top5_acc: 1.0000 loss_cls: 0.3658 loss: 0.3658 2022/08/05 15:11:01 - mmengine - INFO - Saving checkpoint at 85 epochs 2022/08/05 15:11:09 - mmengine - INFO - Epoch(train) [86][20/314] lr: 1.4416e-01 eta: 4:05:38 time: 0.3435 data_time: 0.0850 memory: 9706 grad_norm: 1.0561 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.3515 loss: 0.3515 2022/08/05 15:11:15 - mmengine - INFO - Epoch(train) [86][40/314] lr: 1.4408e-01 eta: 4:05:33 time: 0.3101 data_time: 0.0537 memory: 9706 grad_norm: 1.0589 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.4049 loss: 0.4049 2022/08/05 15:11:21 - mmengine - INFO - Epoch(train) [86][60/314] lr: 1.4401e-01 eta: 4:05:27 time: 0.3113 data_time: 0.0541 memory: 9706 grad_norm: 1.0663 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.4417 loss: 0.4417 2022/08/05 15:11:27 - mmengine - INFO - Epoch(train) [86][80/314] lr: 1.4393e-01 eta: 4:05:21 time: 0.3086 data_time: 0.0483 memory: 9706 grad_norm: 1.0466 top1_acc: 0.7500 top5_acc: 0.9375 loss_cls: 0.3591 loss: 0.3591 2022/08/05 15:11:33 - mmengine - INFO - Epoch(train) [86][100/314] lr: 1.4386e-01 eta: 4:05:15 time: 0.3100 data_time: 0.0495 memory: 9706 grad_norm: 1.0336 top1_acc: 0.6875 top5_acc: 1.0000 loss_cls: 0.3419 loss: 0.3419 2022/08/05 15:11:40 - mmengine - INFO - Epoch(train) [86][120/314] lr: 1.4378e-01 eta: 4:05:09 time: 0.3076 data_time: 0.0465 memory: 9706 grad_norm: 1.0674 top1_acc: 0.9375 top5_acc: 0.9375 loss_cls: 0.3964 loss: 0.3964 2022/08/05 15:11:46 - mmengine - INFO - Epoch(train) [86][140/314] lr: 1.4371e-01 eta: 4:05:03 time: 0.3090 data_time: 0.0483 memory: 9706 grad_norm: 1.0745 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.4388 loss: 0.4388 2022/08/05 15:11:52 - mmengine - INFO - Epoch(train) [86][160/314] lr: 1.4363e-01 eta: 4:04:58 time: 0.3076 data_time: 0.0480 memory: 9706 grad_norm: 1.0106 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.3910 loss: 0.3910 2022/08/05 15:11:58 - mmengine - INFO - Epoch(train) [86][180/314] lr: 1.4356e-01 eta: 4:04:52 time: 0.3079 data_time: 0.0496 memory: 9706 grad_norm: 1.1501 top1_acc: 0.6875 top5_acc: 0.9375 loss_cls: 0.5025 loss: 0.5025 2022/08/05 15:12:04 - mmengine - INFO - Epoch(train) [86][200/314] lr: 1.4348e-01 eta: 4:04:46 time: 0.3124 data_time: 0.0522 memory: 9706 grad_norm: 1.0757 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.4058 loss: 0.4058 2022/08/05 15:12:10 - mmengine - INFO - Epoch(train) [86][220/314] lr: 1.4341e-01 eta: 4:04:40 time: 0.3100 data_time: 0.0506 memory: 9706 grad_norm: 1.0390 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.3791 loss: 0.3791 2022/08/05 15:12:17 - mmengine - INFO - Epoch(train) [86][240/314] lr: 1.4333e-01 eta: 4:04:34 time: 0.3093 data_time: 0.0494 memory: 9706 grad_norm: 1.1368 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.4190 loss: 0.4190 2022/08/05 15:12:23 - mmengine - INFO - Epoch(train) [86][260/314] lr: 1.4326e-01 eta: 4:04:29 time: 0.3198 data_time: 0.0493 memory: 9706 grad_norm: 1.1149 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.3866 loss: 0.3866 2022/08/05 15:12:29 - mmengine - INFO - Epoch(train) [86][280/314] lr: 1.4318e-01 eta: 4:04:23 time: 0.3072 data_time: 0.0477 memory: 9706 grad_norm: 1.1148 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.5055 loss: 0.5055 2022/08/05 15:12:35 - mmengine - INFO - Epoch(train) [86][300/314] lr: 1.4311e-01 eta: 4:04:17 time: 0.3110 data_time: 0.0509 memory: 9706 grad_norm: 1.0109 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.3553 loss: 0.3553 2022/08/05 15:12:38 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_ntu60_xsub_keypoint_20220805_124409 2022/08/05 15:12:39 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_ntu60_xsub_keypoint_20220805_124409 2022/08/05 15:12:39 - mmengine - INFO - Epoch(train) [86][314/314] lr: 1.4305e-01 eta: 4:04:17 time: 0.2899 data_time: 0.0440 memory: 9706 grad_norm: 1.2298 top1_acc: 0.2500 top5_acc: 1.0000 loss_cls: 0.4173 loss: 0.4173 2022/08/05 15:12:39 - mmengine - INFO - Saving checkpoint at 86 epochs 2022/08/05 15:12:47 - mmengine - INFO - Epoch(train) [87][20/314] lr: 1.4298e-01 eta: 4:04:01 time: 0.3433 data_time: 0.0859 memory: 9706 grad_norm: 1.1915 top1_acc: 0.6250 top5_acc: 0.8125 loss_cls: 0.4355 loss: 0.4355 2022/08/05 15:12:54 - mmengine - INFO - Epoch(train) [87][40/314] lr: 1.4290e-01 eta: 4:03:56 time: 0.3359 data_time: 0.0495 memory: 9706 grad_norm: 0.9728 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.3903 loss: 0.3903 2022/08/05 15:13:00 - mmengine - INFO - Epoch(train) [87][60/314] lr: 1.4283e-01 eta: 4:03:50 time: 0.3064 data_time: 0.0502 memory: 9706 grad_norm: 1.0451 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.3801 loss: 0.3801 2022/08/05 15:13:06 - mmengine - INFO - Epoch(train) [87][80/314] lr: 1.4275e-01 eta: 4:03:44 time: 0.3068 data_time: 0.0478 memory: 9706 grad_norm: 1.0030 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.3965 loss: 0.3965 2022/08/05 15:13:13 - mmengine - INFO - Epoch(train) [87][100/314] lr: 1.4268e-01 eta: 4:03:39 time: 0.3252 data_time: 0.0549 memory: 9706 grad_norm: 1.0347 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.4317 loss: 0.4317 2022/08/05 15:13:19 - mmengine - INFO - Epoch(train) [87][120/314] lr: 1.4260e-01 eta: 4:03:33 time: 0.3072 data_time: 0.0478 memory: 9706 grad_norm: 1.0166 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.3980 loss: 0.3980 2022/08/05 15:13:25 - mmengine - INFO - Epoch(train) [87][140/314] lr: 1.4253e-01 eta: 4:03:27 time: 0.3218 data_time: 0.0488 memory: 9706 grad_norm: 1.0334 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.3174 loss: 0.3174 2022/08/05 15:13:32 - mmengine - INFO - Epoch(train) [87][160/314] lr: 1.4245e-01 eta: 4:03:22 time: 0.3085 data_time: 0.0511 memory: 9706 grad_norm: 1.1594 top1_acc: 0.8125 top5_acc: 0.9375 loss_cls: 0.4987 loss: 0.4987 2022/08/05 15:13:38 - mmengine - INFO - Epoch(train) [87][180/314] lr: 1.4238e-01 eta: 4:03:16 time: 0.3125 data_time: 0.0505 memory: 9706 grad_norm: 1.1336 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.5695 loss: 0.5695 2022/08/05 15:13:44 - mmengine - INFO - Epoch(train) [87][200/314] lr: 1.4230e-01 eta: 4:03:10 time: 0.3232 data_time: 0.0476 memory: 9706 grad_norm: 1.1172 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.4873 loss: 0.4873 2022/08/05 15:13:50 - mmengine - INFO - Epoch(train) [87][220/314] lr: 1.4223e-01 eta: 4:03:05 time: 0.3072 data_time: 0.0494 memory: 9706 grad_norm: 1.0707 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.4769 loss: 0.4769 2022/08/05 15:13:57 - mmengine - INFO - Epoch(train) [87][240/314] lr: 1.4215e-01 eta: 4:02:59 time: 0.3158 data_time: 0.0482 memory: 9706 grad_norm: 1.0462 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.3777 loss: 0.3777 2022/08/05 15:14:03 - mmengine - INFO - Epoch(train) [87][260/314] lr: 1.4207e-01 eta: 4:02:53 time: 0.3081 data_time: 0.0474 memory: 9706 grad_norm: 1.0820 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.3877 loss: 0.3877 2022/08/05 15:14:09 - mmengine - INFO - Epoch(train) [87][280/314] lr: 1.4200e-01 eta: 4:02:47 time: 0.3072 data_time: 0.0486 memory: 9706 grad_norm: 1.0345 top1_acc: 0.7500 top5_acc: 1.0000 loss_cls: 0.3920 loss: 0.3920 2022/08/05 15:14:15 - mmengine - INFO - Epoch(train) [87][300/314] lr: 1.4192e-01 eta: 4:02:42 time: 0.3194 data_time: 0.0517 memory: 9706 grad_norm: 1.1004 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.4367 loss: 0.4367 2022/08/05 15:14:19 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_ntu60_xsub_keypoint_20220805_124409 2022/08/05 15:14:19 - mmengine - INFO - Epoch(train) [87][314/314] lr: 1.4187e-01 eta: 4:02:42 time: 0.2902 data_time: 0.0449 memory: 9706 grad_norm: 1.1181 top1_acc: 0.5000 top5_acc: 1.0000 loss_cls: 0.4767 loss: 0.4767 2022/08/05 15:14:19 - mmengine - INFO - Saving checkpoint at 87 epochs 2022/08/05 15:14:28 - mmengine - INFO - Epoch(train) [88][20/314] lr: 1.4179e-01 eta: 4:02:25 time: 0.3461 data_time: 0.0892 memory: 9706 grad_norm: 1.0759 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.4127 loss: 0.4127 2022/08/05 15:14:34 - mmengine - INFO - Epoch(train) [88][40/314] lr: 1.4172e-01 eta: 4:02:20 time: 0.3158 data_time: 0.0516 memory: 9706 grad_norm: 1.0884 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.3501 loss: 0.3501 2022/08/05 15:14:40 - mmengine - INFO - Epoch(train) [88][60/314] lr: 1.4164e-01 eta: 4:02:14 time: 0.3112 data_time: 0.0554 memory: 9706 grad_norm: 1.0007 top1_acc: 0.7500 top5_acc: 1.0000 loss_cls: 0.3657 loss: 0.3657 2022/08/05 15:14:46 - mmengine - INFO - Epoch(train) [88][80/314] lr: 1.4157e-01 eta: 4:02:08 time: 0.3054 data_time: 0.0463 memory: 9706 grad_norm: 1.0545 top1_acc: 0.8125 top5_acc: 0.9375 loss_cls: 0.5066 loss: 0.5066 2022/08/05 15:14:53 - mmengine - INFO - Epoch(train) [88][100/314] lr: 1.4149e-01 eta: 4:02:03 time: 0.3379 data_time: 0.0522 memory: 9706 grad_norm: 1.0469 top1_acc: 0.7500 top5_acc: 0.9375 loss_cls: 0.4628 loss: 0.4628 2022/08/05 15:14:59 - mmengine - INFO - Epoch(train) [88][120/314] lr: 1.4141e-01 eta: 4:01:57 time: 0.3059 data_time: 0.0478 memory: 9706 grad_norm: 1.0689 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.3575 loss: 0.3575 2022/08/05 15:15:05 - mmengine - INFO - Epoch(train) [88][140/314] lr: 1.4134e-01 eta: 4:01:52 time: 0.3131 data_time: 0.0543 memory: 9706 grad_norm: 1.0979 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.4133 loss: 0.4133 2022/08/05 15:15:12 - mmengine - INFO - Epoch(train) [88][160/314] lr: 1.4126e-01 eta: 4:01:46 time: 0.3078 data_time: 0.0486 memory: 9706 grad_norm: 1.0637 top1_acc: 0.7500 top5_acc: 1.0000 loss_cls: 0.4611 loss: 0.4611 2022/08/05 15:15:18 - mmengine - INFO - Epoch(train) [88][180/314] lr: 1.4119e-01 eta: 4:01:41 time: 0.3391 data_time: 0.0538 memory: 9706 grad_norm: 1.1728 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.4355 loss: 0.4355 2022/08/05 15:15:25 - mmengine - INFO - Epoch(train) [88][200/314] lr: 1.4111e-01 eta: 4:01:35 time: 0.3096 data_time: 0.0486 memory: 9706 grad_norm: 1.0935 top1_acc: 0.5625 top5_acc: 0.8750 loss_cls: 0.4399 loss: 0.4399 2022/08/05 15:15:31 - mmengine - INFO - Epoch(train) [88][220/314] lr: 1.4104e-01 eta: 4:01:29 time: 0.3091 data_time: 0.0522 memory: 9706 grad_norm: 1.1403 top1_acc: 0.7500 top5_acc: 1.0000 loss_cls: 0.4471 loss: 0.4471 2022/08/05 15:15:37 - mmengine - INFO - Epoch(train) [88][240/314] lr: 1.4096e-01 eta: 4:01:24 time: 0.3178 data_time: 0.0505 memory: 9706 grad_norm: 1.0618 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.3674 loss: 0.3674 2022/08/05 15:15:43 - mmengine - INFO - Epoch(train) [88][260/314] lr: 1.4088e-01 eta: 4:01:18 time: 0.3081 data_time: 0.0492 memory: 9706 grad_norm: 1.1259 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.5073 loss: 0.5073 2022/08/05 15:15:49 - mmengine - INFO - Epoch(train) [88][280/314] lr: 1.4081e-01 eta: 4:01:12 time: 0.3075 data_time: 0.0485 memory: 9706 grad_norm: 1.0205 top1_acc: 0.9375 top5_acc: 0.9375 loss_cls: 0.5328 loss: 0.5328 2022/08/05 15:15:56 - mmengine - INFO - Epoch(train) [88][300/314] lr: 1.4073e-01 eta: 4:01:06 time: 0.3155 data_time: 0.0505 memory: 9706 grad_norm: 1.1635 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.4146 loss: 0.4146 2022/08/05 15:16:00 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_ntu60_xsub_keypoint_20220805_124409 2022/08/05 15:16:00 - mmengine - INFO - Epoch(train) [88][314/314] lr: 1.4068e-01 eta: 4:01:06 time: 0.2897 data_time: 0.0433 memory: 9706 grad_norm: 1.1750 top1_acc: 0.7500 top5_acc: 1.0000 loss_cls: 0.3979 loss: 0.3979 2022/08/05 15:16:00 - mmengine - INFO - Saving checkpoint at 88 epochs 2022/08/05 15:16:08 - mmengine - INFO - Epoch(train) [89][20/314] lr: 1.4060e-01 eta: 4:00:50 time: 0.3519 data_time: 0.0910 memory: 9706 grad_norm: 1.1595 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.4823 loss: 0.4823 2022/08/05 15:16:14 - mmengine - INFO - Epoch(train) [89][40/314] lr: 1.4053e-01 eta: 4:00:45 time: 0.3207 data_time: 0.0513 memory: 9706 grad_norm: 1.0456 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.3489 loss: 0.3489 2022/08/05 15:16:20 - mmengine - INFO - Epoch(train) [89][60/314] lr: 1.4045e-01 eta: 4:00:39 time: 0.3081 data_time: 0.0527 memory: 9706 grad_norm: 1.0443 top1_acc: 0.7500 top5_acc: 1.0000 loss_cls: 0.4114 loss: 0.4114 2022/08/05 15:16:26 - mmengine - INFO - Epoch(train) [89][80/314] lr: 1.4037e-01 eta: 4:00:33 time: 0.3067 data_time: 0.0466 memory: 9706 grad_norm: 1.0127 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.3823 loss: 0.3823 2022/08/05 15:16:33 - mmengine - INFO - Epoch(train) [89][100/314] lr: 1.4030e-01 eta: 4:00:28 time: 0.3247 data_time: 0.0551 memory: 9706 grad_norm: 1.0788 top1_acc: 0.9375 top5_acc: 0.9375 loss_cls: 0.3398 loss: 0.3398 2022/08/05 15:16:39 - mmengine - INFO - Epoch(train) [89][120/314] lr: 1.4022e-01 eta: 4:00:22 time: 0.3038 data_time: 0.0471 memory: 9706 grad_norm: 1.0557 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.4572 loss: 0.4572 2022/08/05 15:16:45 - mmengine - INFO - Epoch(train) [89][140/314] lr: 1.4014e-01 eta: 4:00:16 time: 0.3105 data_time: 0.0491 memory: 9706 grad_norm: 1.0437 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.3724 loss: 0.3724 2022/08/05 15:16:51 - mmengine - INFO - Epoch(train) [89][160/314] lr: 1.4007e-01 eta: 4:00:10 time: 0.3077 data_time: 0.0489 memory: 9706 grad_norm: 1.0823 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.4932 loss: 0.4932 2022/08/05 15:16:58 - mmengine - INFO - Epoch(train) [89][180/314] lr: 1.3999e-01 eta: 4:00:05 time: 0.3243 data_time: 0.0540 memory: 9706 grad_norm: 1.0791 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.4199 loss: 0.4199 2022/08/05 15:17:04 - mmengine - INFO - Epoch(train) [89][200/314] lr: 1.3991e-01 eta: 3:59:59 time: 0.3122 data_time: 0.0526 memory: 9706 grad_norm: 1.0784 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.3951 loss: 0.3951 2022/08/05 15:17:10 - mmengine - INFO - Epoch(train) [89][220/314] lr: 1.3984e-01 eta: 3:59:53 time: 0.3083 data_time: 0.0514 memory: 9706 grad_norm: 1.0920 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.3970 loss: 0.3970 2022/08/05 15:17:17 - mmengine - INFO - Epoch(train) [89][240/314] lr: 1.3976e-01 eta: 3:59:48 time: 0.3230 data_time: 0.0499 memory: 9706 grad_norm: 1.1565 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.4194 loss: 0.4194 2022/08/05 15:17:23 - mmengine - INFO - Epoch(train) [89][260/314] lr: 1.3968e-01 eta: 3:59:42 time: 0.3082 data_time: 0.0517 memory: 9706 grad_norm: 1.0709 top1_acc: 0.6875 top5_acc: 0.9375 loss_cls: 0.5262 loss: 0.5262 2022/08/05 15:17:29 - mmengine - INFO - Epoch(train) [89][280/314] lr: 1.3961e-01 eta: 3:59:36 time: 0.3077 data_time: 0.0493 memory: 9706 grad_norm: 1.0977 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.5097 loss: 0.5097 2022/08/05 15:17:35 - mmengine - INFO - Epoch(train) [89][300/314] lr: 1.3953e-01 eta: 3:59:30 time: 0.3144 data_time: 0.0505 memory: 9706 grad_norm: 1.1373 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.4785 loss: 0.4785 2022/08/05 15:17:39 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_ntu60_xsub_keypoint_20220805_124409 2022/08/05 15:17:39 - mmengine - INFO - Epoch(train) [89][314/314] lr: 1.3948e-01 eta: 3:59:30 time: 0.2911 data_time: 0.0434 memory: 9706 grad_norm: 1.1008 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.3890 loss: 0.3890 2022/08/05 15:17:39 - mmengine - INFO - Saving checkpoint at 89 epochs 2022/08/05 15:17:47 - mmengine - INFO - Epoch(train) [90][20/314] lr: 1.3940e-01 eta: 3:59:14 time: 0.3486 data_time: 0.0859 memory: 9706 grad_norm: 1.0645 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.4187 loss: 0.4187 2022/08/05 15:17:54 - mmengine - INFO - Epoch(train) [90][40/314] lr: 1.3932e-01 eta: 3:59:09 time: 0.3365 data_time: 0.0525 memory: 9706 grad_norm: 1.0787 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.4334 loss: 0.4334 2022/08/05 15:17:58 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_ntu60_xsub_keypoint_20220805_124409 2022/08/05 15:18:00 - mmengine - INFO - Epoch(train) [90][60/314] lr: 1.3925e-01 eta: 3:59:04 time: 0.3141 data_time: 0.0586 memory: 9706 grad_norm: 1.1397 top1_acc: 0.6875 top5_acc: 1.0000 loss_cls: 0.4971 loss: 0.4971 2022/08/05 15:18:06 - mmengine - INFO - Epoch(train) [90][80/314] lr: 1.3917e-01 eta: 3:58:58 time: 0.3077 data_time: 0.0496 memory: 9706 grad_norm: 1.1299 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.3570 loss: 0.3570 2022/08/05 15:18:13 - mmengine - INFO - Epoch(train) [90][100/314] lr: 1.3909e-01 eta: 3:58:52 time: 0.3154 data_time: 0.0533 memory: 9706 grad_norm: 1.0643 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.3598 loss: 0.3598 2022/08/05 15:18:19 - mmengine - INFO - Epoch(train) [90][120/314] lr: 1.3902e-01 eta: 3:58:46 time: 0.3083 data_time: 0.0504 memory: 9706 grad_norm: 1.0457 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.3505 loss: 0.3505 2022/08/05 15:18:25 - mmengine - INFO - Epoch(train) [90][140/314] lr: 1.3894e-01 eta: 3:58:40 time: 0.3064 data_time: 0.0493 memory: 9706 grad_norm: 1.0205 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.3701 loss: 0.3701 2022/08/05 15:18:31 - mmengine - INFO - Epoch(train) [90][160/314] lr: 1.3886e-01 eta: 3:58:34 time: 0.3087 data_time: 0.0485 memory: 9706 grad_norm: 1.0289 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.3600 loss: 0.3600 2022/08/05 15:18:38 - mmengine - INFO - Epoch(train) [90][180/314] lr: 1.3879e-01 eta: 3:58:30 time: 0.3360 data_time: 0.0546 memory: 9706 grad_norm: 1.0004 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.4375 loss: 0.4375 2022/08/05 15:18:44 - mmengine - INFO - Epoch(train) [90][200/314] lr: 1.3871e-01 eta: 3:58:24 time: 0.3079 data_time: 0.0479 memory: 9706 grad_norm: 0.9757 top1_acc: 0.8125 top5_acc: 0.9375 loss_cls: 0.3386 loss: 0.3386 2022/08/05 15:18:50 - mmengine - INFO - Epoch(train) [90][220/314] lr: 1.3863e-01 eta: 3:58:18 time: 0.3115 data_time: 0.0542 memory: 9706 grad_norm: 1.1014 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.3335 loss: 0.3335 2022/08/05 15:18:57 - mmengine - INFO - Epoch(train) [90][240/314] lr: 1.3856e-01 eta: 3:58:13 time: 0.3410 data_time: 0.0495 memory: 9706 grad_norm: 1.1435 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.4385 loss: 0.4385 2022/08/05 15:19:03 - mmengine - INFO - Epoch(train) [90][260/314] lr: 1.3848e-01 eta: 3:58:07 time: 0.3109 data_time: 0.0536 memory: 9706 grad_norm: 1.1228 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.4254 loss: 0.4254 2022/08/05 15:19:09 - mmengine - INFO - Epoch(train) [90][280/314] lr: 1.3840e-01 eta: 3:58:01 time: 0.3070 data_time: 0.0484 memory: 9706 grad_norm: 1.1126 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.3133 loss: 0.3133 2022/08/05 15:19:16 - mmengine - INFO - Epoch(train) [90][300/314] lr: 1.3833e-01 eta: 3:57:56 time: 0.3206 data_time: 0.0511 memory: 9706 grad_norm: 1.1151 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.3849 loss: 0.3849 2022/08/05 15:19:20 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_ntu60_xsub_keypoint_20220805_124409 2022/08/05 15:19:20 - mmengine - INFO - Epoch(train) [90][314/314] lr: 1.3827e-01 eta: 3:57:56 time: 0.2910 data_time: 0.0443 memory: 9706 grad_norm: 1.1388 top1_acc: 0.7500 top5_acc: 1.0000 loss_cls: 0.4255 loss: 0.4255 2022/08/05 15:19:20 - mmengine - INFO - Saving checkpoint at 90 epochs 2022/08/05 15:19:28 - mmengine - INFO - Epoch(val) [90][20/129] eta: 0:00:36 time: 0.3378 data_time: 0.1833 memory: 1867 2022/08/05 15:19:33 - mmengine - INFO - Epoch(val) [90][40/129] eta: 0:00:23 time: 0.2636 data_time: 0.0997 memory: 1867 2022/08/05 15:19:38 - mmengine - INFO - Epoch(val) [90][60/129] eta: 0:00:17 time: 0.2533 data_time: 0.0946 memory: 1867 2022/08/05 15:19:43 - mmengine - INFO - Epoch(val) [90][80/129] eta: 0:00:12 time: 0.2553 data_time: 0.0946 memory: 1867 2022/08/05 15:19:48 - mmengine - INFO - Epoch(val) [90][100/129] eta: 0:00:06 time: 0.2408 data_time: 0.0846 memory: 1867 2022/08/05 15:19:52 - mmengine - INFO - Epoch(val) [90][120/129] eta: 0:00:01 time: 0.2113 data_time: 0.0625 memory: 1867 2022/08/05 15:19:55 - mmengine - INFO - Epoch(val) [90][129/129] acc/top1: 0.8032 acc/top5: 0.9776 acc/mean1: 0.8028 2022/08/05 15:19:55 - mmengine - INFO - The previous best checkpoint /mnt/lustre/daiwenxun/X/mmaction2/work_dirs/slowonly_r50_u48_240e_8xb16_ntu60_xsub_keypoint/best_acc/top1_epoch_31.pth is removed 2022/08/05 15:19:56 - mmengine - INFO - The best checkpoint with 0.8032 acc/top1 at 91 epoch is saved to best_acc/top1_epoch_91.pth. 2022/08/05 15:20:03 - mmengine - INFO - Epoch(train) [91][20/314] lr: 1.3820e-01 eta: 3:57:40 time: 0.3420 data_time: 0.0815 memory: 9706 grad_norm: 1.0662 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.3801 loss: 0.3801 2022/08/05 15:20:09 - mmengine - INFO - Epoch(train) [91][40/314] lr: 1.3812e-01 eta: 3:57:34 time: 0.3079 data_time: 0.0490 memory: 9706 grad_norm: 1.0805 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.4100 loss: 0.4100 2022/08/05 15:20:15 - mmengine - INFO - Epoch(train) [91][60/314] lr: 1.3804e-01 eta: 3:57:28 time: 0.3164 data_time: 0.0529 memory: 9706 grad_norm: 1.0693 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.3421 loss: 0.3421 2022/08/05 15:20:21 - mmengine - INFO - Epoch(train) [91][80/314] lr: 1.3796e-01 eta: 3:57:22 time: 0.3073 data_time: 0.0493 memory: 9706 grad_norm: 1.1108 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.4246 loss: 0.4246 2022/08/05 15:20:28 - mmengine - INFO - Epoch(train) [91][100/314] lr: 1.3789e-01 eta: 3:57:17 time: 0.3222 data_time: 0.0490 memory: 9706 grad_norm: 1.0545 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.4523 loss: 0.4523 2022/08/05 15:20:34 - mmengine - INFO - Epoch(train) [91][120/314] lr: 1.3781e-01 eta: 3:57:11 time: 0.3144 data_time: 0.0487 memory: 9706 grad_norm: 1.1117 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.4282 loss: 0.4282 2022/08/05 15:20:40 - mmengine - INFO - Epoch(train) [91][140/314] lr: 1.3773e-01 eta: 3:57:05 time: 0.3087 data_time: 0.0527 memory: 9706 grad_norm: 1.0714 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.4445 loss: 0.4445 2022/08/05 15:20:46 - mmengine - INFO - Epoch(train) [91][160/314] lr: 1.3766e-01 eta: 3:56:59 time: 0.3055 data_time: 0.0464 memory: 9706 grad_norm: 1.1526 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.3553 loss: 0.3553 2022/08/05 15:20:53 - mmengine - INFO - Epoch(train) [91][180/314] lr: 1.3758e-01 eta: 3:56:54 time: 0.3114 data_time: 0.0508 memory: 9706 grad_norm: 1.0937 top1_acc: 0.7500 top5_acc: 1.0000 loss_cls: 0.3679 loss: 0.3679 2022/08/05 15:20:59 - mmengine - INFO - Epoch(train) [91][200/314] lr: 1.3750e-01 eta: 3:56:48 time: 0.3119 data_time: 0.0482 memory: 9706 grad_norm: 1.1049 top1_acc: 0.7500 top5_acc: 0.9375 loss_cls: 0.4038 loss: 0.4038 2022/08/05 15:21:05 - mmengine - INFO - Epoch(train) [91][220/314] lr: 1.3742e-01 eta: 3:56:42 time: 0.3126 data_time: 0.0506 memory: 9706 grad_norm: 1.0897 top1_acc: 0.7500 top5_acc: 0.9375 loss_cls: 0.4327 loss: 0.4327 2022/08/05 15:21:11 - mmengine - INFO - Epoch(train) [91][240/314] lr: 1.3735e-01 eta: 3:56:36 time: 0.3075 data_time: 0.0475 memory: 9706 grad_norm: 1.1023 top1_acc: 0.8125 top5_acc: 0.8750 loss_cls: 0.3855 loss: 0.3855 2022/08/05 15:21:17 - mmengine - INFO - Epoch(train) [91][260/314] lr: 1.3727e-01 eta: 3:56:31 time: 0.3161 data_time: 0.0497 memory: 9706 grad_norm: 1.0845 top1_acc: 0.8125 top5_acc: 0.9375 loss_cls: 0.4187 loss: 0.4187 2022/08/05 15:21:24 - mmengine - INFO - Epoch(train) [91][280/314] lr: 1.3719e-01 eta: 3:56:25 time: 0.3091 data_time: 0.0518 memory: 9706 grad_norm: 1.0450 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.4290 loss: 0.4290 2022/08/05 15:21:30 - mmengine - INFO - Epoch(train) [91][300/314] lr: 1.3711e-01 eta: 3:56:19 time: 0.3083 data_time: 0.0518 memory: 9706 grad_norm: 1.1225 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.4638 loss: 0.4638 2022/08/05 15:21:34 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_ntu60_xsub_keypoint_20220805_124409 2022/08/05 15:21:34 - mmengine - INFO - Epoch(train) [91][314/314] lr: 1.3706e-01 eta: 3:56:19 time: 0.3210 data_time: 0.0487 memory: 9706 grad_norm: 1.1915 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.4194 loss: 0.4194 2022/08/05 15:21:35 - mmengine - INFO - Saving checkpoint at 91 epochs 2022/08/05 15:21:42 - mmengine - INFO - Epoch(train) [92][20/314] lr: 1.3698e-01 eta: 3:56:03 time: 0.3473 data_time: 0.0869 memory: 9706 grad_norm: 1.1101 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.3667 loss: 0.3667 2022/08/05 15:21:49 - mmengine - INFO - Epoch(train) [92][40/314] lr: 1.3690e-01 eta: 3:55:57 time: 0.3073 data_time: 0.0485 memory: 9706 grad_norm: 1.1167 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.4144 loss: 0.4144 2022/08/05 15:21:55 - mmengine - INFO - Epoch(train) [92][60/314] lr: 1.3683e-01 eta: 3:55:52 time: 0.3184 data_time: 0.0537 memory: 9706 grad_norm: 1.1922 top1_acc: 0.9375 top5_acc: 0.9375 loss_cls: 0.4297 loss: 0.4297 2022/08/05 15:22:01 - mmengine - INFO - Epoch(train) [92][80/314] lr: 1.3675e-01 eta: 3:55:46 time: 0.3069 data_time: 0.0476 memory: 9706 grad_norm: 1.0790 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.3628 loss: 0.3628 2022/08/05 15:22:07 - mmengine - INFO - Epoch(train) [92][100/314] lr: 1.3667e-01 eta: 3:55:40 time: 0.3136 data_time: 0.0498 memory: 9706 grad_norm: 1.0285 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.4206 loss: 0.4206 2022/08/05 15:22:14 - mmengine - INFO - Epoch(train) [92][120/314] lr: 1.3659e-01 eta: 3:55:35 time: 0.3226 data_time: 0.0511 memory: 9706 grad_norm: 1.0565 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.4566 loss: 0.4566 2022/08/05 15:22:20 - mmengine - INFO - Epoch(train) [92][140/314] lr: 1.3652e-01 eta: 3:55:29 time: 0.3134 data_time: 0.0582 memory: 9706 grad_norm: 1.0801 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.4527 loss: 0.4527 2022/08/05 15:22:26 - mmengine - INFO - Epoch(train) [92][160/314] lr: 1.3644e-01 eta: 3:55:23 time: 0.3088 data_time: 0.0501 memory: 9706 grad_norm: 1.0690 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.4297 loss: 0.4297 2022/08/05 15:22:32 - mmengine - INFO - Epoch(train) [92][180/314] lr: 1.3636e-01 eta: 3:55:17 time: 0.3074 data_time: 0.0511 memory: 9706 grad_norm: 1.0549 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.2779 loss: 0.2779 2022/08/05 15:22:39 - mmengine - INFO - Epoch(train) [92][200/314] lr: 1.3628e-01 eta: 3:55:12 time: 0.3207 data_time: 0.0487 memory: 9706 grad_norm: 1.1222 top1_acc: 0.8750 top5_acc: 0.9375 loss_cls: 0.4803 loss: 0.4803 2022/08/05 15:22:45 - mmengine - INFO - Epoch(train) [92][220/314] lr: 1.3621e-01 eta: 3:55:06 time: 0.3099 data_time: 0.0514 memory: 9706 grad_norm: 1.0703 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.4095 loss: 0.4095 2022/08/05 15:22:51 - mmengine - INFO - Epoch(train) [92][240/314] lr: 1.3613e-01 eta: 3:55:00 time: 0.3128 data_time: 0.0484 memory: 9706 grad_norm: 1.0885 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.3546 loss: 0.3546 2022/08/05 15:22:57 - mmengine - INFO - Epoch(train) [92][260/314] lr: 1.3605e-01 eta: 3:54:54 time: 0.3152 data_time: 0.0545 memory: 9706 grad_norm: 1.0473 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.3557 loss: 0.3557 2022/08/05 15:23:04 - mmengine - INFO - Epoch(train) [92][280/314] lr: 1.3597e-01 eta: 3:54:49 time: 0.3089 data_time: 0.0475 memory: 9706 grad_norm: 1.0614 top1_acc: 0.7500 top5_acc: 0.9375 loss_cls: 0.4530 loss: 0.4530 2022/08/05 15:23:10 - mmengine - INFO - Epoch(train) [92][300/314] lr: 1.3590e-01 eta: 3:54:43 time: 0.3124 data_time: 0.0520 memory: 9706 grad_norm: 1.0236 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.4290 loss: 0.4290 2022/08/05 15:23:14 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_ntu60_xsub_keypoint_20220805_124409 2022/08/05 15:23:14 - mmengine - INFO - Epoch(train) [92][314/314] lr: 1.3584e-01 eta: 3:54:43 time: 0.3022 data_time: 0.0481 memory: 9706 grad_norm: 1.0721 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.3591 loss: 0.3591 2022/08/05 15:23:14 - mmengine - INFO - Saving checkpoint at 92 epochs 2022/08/05 15:23:22 - mmengine - INFO - Epoch(train) [93][20/314] lr: 1.3576e-01 eta: 3:54:27 time: 0.3475 data_time: 0.0824 memory: 9706 grad_norm: 1.1047 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.4717 loss: 0.4717 2022/08/05 15:23:28 - mmengine - INFO - Epoch(train) [93][40/314] lr: 1.3568e-01 eta: 3:54:21 time: 0.3061 data_time: 0.0485 memory: 9706 grad_norm: 1.0906 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.4552 loss: 0.4552 2022/08/05 15:23:35 - mmengine - INFO - Epoch(train) [93][60/314] lr: 1.3561e-01 eta: 3:54:16 time: 0.3209 data_time: 0.0519 memory: 9706 grad_norm: 1.1346 top1_acc: 0.6875 top5_acc: 1.0000 loss_cls: 0.4762 loss: 0.4762 2022/08/05 15:23:41 - mmengine - INFO - Epoch(train) [93][80/314] lr: 1.3553e-01 eta: 3:54:10 time: 0.3114 data_time: 0.0509 memory: 9706 grad_norm: 1.1692 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.4027 loss: 0.4027 2022/08/05 15:23:47 - mmengine - INFO - Epoch(train) [93][100/314] lr: 1.3545e-01 eta: 3:54:04 time: 0.3122 data_time: 0.0509 memory: 9706 grad_norm: 1.1488 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.4276 loss: 0.4276 2022/08/05 15:23:51 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_ntu60_xsub_keypoint_20220805_124409 2022/08/05 15:23:53 - mmengine - INFO - Epoch(train) [93][120/314] lr: 1.3537e-01 eta: 3:53:58 time: 0.3166 data_time: 0.0500 memory: 9706 grad_norm: 1.1200 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.5303 loss: 0.5303 2022/08/05 15:24:00 - mmengine - INFO - Epoch(train) [93][140/314] lr: 1.3530e-01 eta: 3:53:53 time: 0.3089 data_time: 0.0522 memory: 9706 grad_norm: 1.1241 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.3945 loss: 0.3945 2022/08/05 15:24:06 - mmengine - INFO - Epoch(train) [93][160/314] lr: 1.3522e-01 eta: 3:53:47 time: 0.3099 data_time: 0.0495 memory: 9706 grad_norm: 1.0731 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.4356 loss: 0.4356 2022/08/05 15:24:12 - mmengine - INFO - Epoch(train) [93][180/314] lr: 1.3514e-01 eta: 3:53:41 time: 0.3076 data_time: 0.0522 memory: 9706 grad_norm: 1.0285 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.3752 loss: 0.3752 2022/08/05 15:24:18 - mmengine - INFO - Epoch(train) [93][200/314] lr: 1.3506e-01 eta: 3:53:35 time: 0.3079 data_time: 0.0478 memory: 9706 grad_norm: 1.0803 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.3738 loss: 0.3738 2022/08/05 15:24:24 - mmengine - INFO - Epoch(train) [93][220/314] lr: 1.3498e-01 eta: 3:53:29 time: 0.3122 data_time: 0.0498 memory: 9706 grad_norm: 1.0873 top1_acc: 0.6875 top5_acc: 0.9375 loss_cls: 0.4591 loss: 0.4591 2022/08/05 15:24:31 - mmengine - INFO - Epoch(train) [93][240/314] lr: 1.3490e-01 eta: 3:53:23 time: 0.3048 data_time: 0.0468 memory: 9706 grad_norm: 1.0947 top1_acc: 0.7500 top5_acc: 0.9375 loss_cls: 0.3937 loss: 0.3937 2022/08/05 15:24:37 - mmengine - INFO - Epoch(train) [93][260/314] lr: 1.3483e-01 eta: 3:53:17 time: 0.3113 data_time: 0.0490 memory: 9706 grad_norm: 1.0205 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.3989 loss: 0.3989 2022/08/05 15:24:43 - mmengine - INFO - Epoch(train) [93][280/314] lr: 1.3475e-01 eta: 3:53:12 time: 0.3094 data_time: 0.0485 memory: 9706 grad_norm: 1.0084 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.3533 loss: 0.3533 2022/08/05 15:24:49 - mmengine - INFO - Epoch(train) [93][300/314] lr: 1.3467e-01 eta: 3:53:06 time: 0.3070 data_time: 0.0500 memory: 9706 grad_norm: 1.0362 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.3537 loss: 0.3537 2022/08/05 15:24:53 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_ntu60_xsub_keypoint_20220805_124409 2022/08/05 15:24:53 - mmengine - INFO - Epoch(train) [93][314/314] lr: 1.3462e-01 eta: 3:53:06 time: 0.2968 data_time: 0.0439 memory: 9706 grad_norm: 1.1537 top1_acc: 0.5000 top5_acc: 1.0000 loss_cls: 0.4210 loss: 0.4210 2022/08/05 15:24:53 - mmengine - INFO - Saving checkpoint at 93 epochs 2022/08/05 15:25:01 - mmengine - INFO - Epoch(train) [94][20/314] lr: 1.3454e-01 eta: 3:52:50 time: 0.3582 data_time: 0.0921 memory: 9706 grad_norm: 1.1484 top1_acc: 0.6875 top5_acc: 1.0000 loss_cls: 0.4104 loss: 0.4104 2022/08/05 15:25:08 - mmengine - INFO - Epoch(train) [94][40/314] lr: 1.3446e-01 eta: 3:52:45 time: 0.3119 data_time: 0.0492 memory: 9706 grad_norm: 1.1144 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.3901 loss: 0.3901 2022/08/05 15:25:14 - mmengine - INFO - Epoch(train) [94][60/314] lr: 1.3438e-01 eta: 3:52:40 time: 0.3343 data_time: 0.0518 memory: 9706 grad_norm: 1.0986 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.3739 loss: 0.3739 2022/08/05 15:25:21 - mmengine - INFO - Epoch(train) [94][80/314] lr: 1.3430e-01 eta: 3:52:34 time: 0.3110 data_time: 0.0491 memory: 9706 grad_norm: 1.1398 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.3601 loss: 0.3601 2022/08/05 15:25:27 - mmengine - INFO - Epoch(train) [94][100/314] lr: 1.3422e-01 eta: 3:52:28 time: 0.3093 data_time: 0.0515 memory: 9706 grad_norm: 1.0562 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.3457 loss: 0.3457 2022/08/05 15:25:33 - mmengine - INFO - Epoch(train) [94][120/314] lr: 1.3415e-01 eta: 3:52:22 time: 0.3091 data_time: 0.0479 memory: 9706 grad_norm: 1.0893 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.4687 loss: 0.4687 2022/08/05 15:25:40 - mmengine - INFO - Epoch(train) [94][140/314] lr: 1.3407e-01 eta: 3:52:17 time: 0.3283 data_time: 0.0486 memory: 9706 grad_norm: 1.0276 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.3908 loss: 0.3908 2022/08/05 15:25:46 - mmengine - INFO - Epoch(train) [94][160/314] lr: 1.3399e-01 eta: 3:52:11 time: 0.3053 data_time: 0.0476 memory: 9706 grad_norm: 1.1124 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.3662 loss: 0.3662 2022/08/05 15:25:52 - mmengine - INFO - Epoch(train) [94][180/314] lr: 1.3391e-01 eta: 3:52:05 time: 0.3097 data_time: 0.0512 memory: 9706 grad_norm: 1.0558 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.3255 loss: 0.3255 2022/08/05 15:25:58 - mmengine - INFO - Epoch(train) [94][200/314] lr: 1.3383e-01 eta: 3:51:59 time: 0.3106 data_time: 0.0480 memory: 9706 grad_norm: 1.0356 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.3745 loss: 0.3745 2022/08/05 15:26:04 - mmengine - INFO - Epoch(train) [94][220/314] lr: 1.3375e-01 eta: 3:51:53 time: 0.3149 data_time: 0.0559 memory: 9706 grad_norm: 1.1157 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.4160 loss: 0.4160 2022/08/05 15:26:10 - mmengine - INFO - Epoch(train) [94][240/314] lr: 1.3368e-01 eta: 3:51:48 time: 0.3071 data_time: 0.0486 memory: 9706 grad_norm: 1.1276 top1_acc: 0.6250 top5_acc: 0.9375 loss_cls: 0.4866 loss: 0.4866 2022/08/05 15:26:17 - mmengine - INFO - Epoch(train) [94][260/314] lr: 1.3360e-01 eta: 3:51:42 time: 0.3217 data_time: 0.0503 memory: 9706 grad_norm: 1.0966 top1_acc: 0.6875 top5_acc: 1.0000 loss_cls: 0.4495 loss: 0.4495 2022/08/05 15:26:23 - mmengine - INFO - Epoch(train) [94][280/314] lr: 1.3352e-01 eta: 3:51:36 time: 0.3066 data_time: 0.0468 memory: 9706 grad_norm: 1.0870 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.3469 loss: 0.3469 2022/08/05 15:26:29 - mmengine - INFO - Epoch(train) [94][300/314] lr: 1.3344e-01 eta: 3:51:30 time: 0.3121 data_time: 0.0543 memory: 9706 grad_norm: 1.0927 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.3854 loss: 0.3854 2022/08/05 15:26:33 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_ntu60_xsub_keypoint_20220805_124409 2022/08/05 15:26:33 - mmengine - INFO - Epoch(train) [94][314/314] lr: 1.3338e-01 eta: 3:51:30 time: 0.2972 data_time: 0.0481 memory: 9706 grad_norm: 1.1875 top1_acc: 0.5000 top5_acc: 1.0000 loss_cls: 0.4578 loss: 0.4578 2022/08/05 15:26:33 - mmengine - INFO - Saving checkpoint at 94 epochs 2022/08/05 15:26:41 - mmengine - INFO - Epoch(train) [95][20/314] lr: 1.3331e-01 eta: 3:51:15 time: 0.3433 data_time: 0.0855 memory: 9706 grad_norm: 1.1115 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.4844 loss: 0.4844 2022/08/05 15:26:47 - mmengine - INFO - Epoch(train) [95][40/314] lr: 1.3323e-01 eta: 3:51:09 time: 0.3070 data_time: 0.0490 memory: 9706 grad_norm: 1.0597 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.3674 loss: 0.3674 2022/08/05 15:26:54 - mmengine - INFO - Epoch(train) [95][60/314] lr: 1.3315e-01 eta: 3:51:03 time: 0.3268 data_time: 0.0522 memory: 9706 grad_norm: 1.1087 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.4549 loss: 0.4549 2022/08/05 15:27:00 - mmengine - INFO - Epoch(train) [95][80/314] lr: 1.3307e-01 eta: 3:50:57 time: 0.3037 data_time: 0.0445 memory: 9706 grad_norm: 1.0648 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.3572 loss: 0.3572 2022/08/05 15:27:06 - mmengine - INFO - Epoch(train) [95][100/314] lr: 1.3299e-01 eta: 3:50:52 time: 0.3130 data_time: 0.0511 memory: 9706 grad_norm: 1.0432 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.3958 loss: 0.3958 2022/08/05 15:27:12 - mmengine - INFO - Epoch(train) [95][120/314] lr: 1.3291e-01 eta: 3:50:46 time: 0.3070 data_time: 0.0479 memory: 9706 grad_norm: 1.0629 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.3660 loss: 0.3660 2022/08/05 15:27:19 - mmengine - INFO - Epoch(train) [95][140/314] lr: 1.3283e-01 eta: 3:50:40 time: 0.3219 data_time: 0.0556 memory: 9706 grad_norm: 1.1179 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.3772 loss: 0.3772 2022/08/05 15:27:25 - mmengine - INFO - Epoch(train) [95][160/314] lr: 1.3276e-01 eta: 3:50:34 time: 0.3092 data_time: 0.0515 memory: 9706 grad_norm: 1.0943 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.4143 loss: 0.4143 2022/08/05 15:27:31 - mmengine - INFO - Epoch(train) [95][180/314] lr: 1.3268e-01 eta: 3:50:29 time: 0.3125 data_time: 0.0524 memory: 9706 grad_norm: 1.1444 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.4269 loss: 0.4269 2022/08/05 15:27:38 - mmengine - INFO - Epoch(train) [95][200/314] lr: 1.3260e-01 eta: 3:50:23 time: 0.3153 data_time: 0.0484 memory: 9706 grad_norm: 1.0860 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.4124 loss: 0.4124 2022/08/05 15:27:44 - mmengine - INFO - Epoch(train) [95][220/314] lr: 1.3252e-01 eta: 3:50:17 time: 0.3111 data_time: 0.0519 memory: 9706 grad_norm: 1.0575 top1_acc: 0.8750 top5_acc: 0.9375 loss_cls: 0.3970 loss: 0.3970 2022/08/05 15:27:50 - mmengine - INFO - Epoch(train) [95][240/314] lr: 1.3244e-01 eta: 3:50:11 time: 0.3061 data_time: 0.0469 memory: 9706 grad_norm: 1.0426 top1_acc: 0.7500 top5_acc: 1.0000 loss_cls: 0.3824 loss: 0.3824 2022/08/05 15:27:56 - mmengine - INFO - Epoch(train) [95][260/314] lr: 1.3236e-01 eta: 3:50:06 time: 0.3216 data_time: 0.0508 memory: 9706 grad_norm: 1.1135 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.3275 loss: 0.3275 2022/08/05 15:28:03 - mmengine - INFO - Epoch(train) [95][280/314] lr: 1.3228e-01 eta: 3:50:00 time: 0.3083 data_time: 0.0487 memory: 9706 grad_norm: 1.1277 top1_acc: 0.8125 top5_acc: 0.9375 loss_cls: 0.4291 loss: 0.4291 2022/08/05 15:28:09 - mmengine - INFO - Epoch(train) [95][300/314] lr: 1.3220e-01 eta: 3:49:54 time: 0.3087 data_time: 0.0507 memory: 9706 grad_norm: 1.0206 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.3560 loss: 0.3560 2022/08/05 15:28:13 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_ntu60_xsub_keypoint_20220805_124409 2022/08/05 15:28:13 - mmengine - INFO - Epoch(train) [95][314/314] lr: 1.3215e-01 eta: 3:49:54 time: 0.2898 data_time: 0.0439 memory: 9706 grad_norm: 1.0955 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.3593 loss: 0.3593 2022/08/05 15:28:13 - mmengine - INFO - Saving checkpoint at 95 epochs 2022/08/05 15:28:21 - mmengine - INFO - Epoch(train) [96][20/314] lr: 1.3207e-01 eta: 3:49:39 time: 0.3539 data_time: 0.0918 memory: 9706 grad_norm: 1.0416 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.4162 loss: 0.4162 2022/08/05 15:28:27 - mmengine - INFO - Epoch(train) [96][40/314] lr: 1.3199e-01 eta: 3:49:33 time: 0.3143 data_time: 0.0520 memory: 9706 grad_norm: 1.0624 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.3740 loss: 0.3740 2022/08/05 15:28:33 - mmengine - INFO - Epoch(train) [96][60/314] lr: 1.3191e-01 eta: 3:49:27 time: 0.3136 data_time: 0.0523 memory: 9706 grad_norm: 1.0383 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.3435 loss: 0.3435 2022/08/05 15:28:40 - mmengine - INFO - Epoch(train) [96][80/314] lr: 1.3183e-01 eta: 3:49:22 time: 0.3131 data_time: 0.0483 memory: 9706 grad_norm: 1.0965 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.4562 loss: 0.4562 2022/08/05 15:28:46 - mmengine - INFO - Epoch(train) [96][100/314] lr: 1.3175e-01 eta: 3:49:16 time: 0.3142 data_time: 0.0496 memory: 9706 grad_norm: 1.0669 top1_acc: 0.7500 top5_acc: 0.9375 loss_cls: 0.4369 loss: 0.4369 2022/08/05 15:28:52 - mmengine - INFO - Epoch(train) [96][120/314] lr: 1.3167e-01 eta: 3:49:10 time: 0.3097 data_time: 0.0494 memory: 9706 grad_norm: 1.1292 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.3666 loss: 0.3666 2022/08/05 15:28:58 - mmengine - INFO - Epoch(train) [96][140/314] lr: 1.3159e-01 eta: 3:49:04 time: 0.3160 data_time: 0.0502 memory: 9706 grad_norm: 1.0967 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.3169 loss: 0.3169 2022/08/05 15:29:04 - mmengine - INFO - Epoch(train) [96][160/314] lr: 1.3152e-01 eta: 3:48:59 time: 0.3080 data_time: 0.0477 memory: 9706 grad_norm: 1.1248 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.3648 loss: 0.3648 2022/08/05 15:29:08 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_ntu60_xsub_keypoint_20220805_124409 2022/08/05 15:29:11 - mmengine - INFO - Epoch(train) [96][180/314] lr: 1.3144e-01 eta: 3:48:53 time: 0.3099 data_time: 0.0504 memory: 9706 grad_norm: 1.1355 top1_acc: 0.6875 top5_acc: 0.8750 loss_cls: 0.4956 loss: 0.4956 2022/08/05 15:29:17 - mmengine - INFO - Epoch(train) [96][200/314] lr: 1.3136e-01 eta: 3:48:48 time: 0.3329 data_time: 0.0488 memory: 9706 grad_norm: 1.0779 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.4284 loss: 0.4284 2022/08/05 15:29:24 - mmengine - INFO - Epoch(train) [96][220/314] lr: 1.3128e-01 eta: 3:48:42 time: 0.3084 data_time: 0.0499 memory: 9706 grad_norm: 1.0622 top1_acc: 0.8750 top5_acc: 0.9375 loss_cls: 0.4802 loss: 0.4802 2022/08/05 15:29:30 - mmengine - INFO - Epoch(train) [96][240/314] lr: 1.3120e-01 eta: 3:48:36 time: 0.3126 data_time: 0.0516 memory: 9706 grad_norm: 1.0678 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.3490 loss: 0.3490 2022/08/05 15:29:36 - mmengine - INFO - Epoch(train) [96][260/314] lr: 1.3112e-01 eta: 3:48:30 time: 0.3139 data_time: 0.0510 memory: 9706 grad_norm: 1.0768 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.4047 loss: 0.4047 2022/08/05 15:29:42 - mmengine - INFO - Epoch(train) [96][280/314] lr: 1.3104e-01 eta: 3:48:24 time: 0.3118 data_time: 0.0467 memory: 9706 grad_norm: 1.1122 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.4339 loss: 0.4339 2022/08/05 15:29:48 - mmengine - INFO - Epoch(train) [96][300/314] lr: 1.3096e-01 eta: 3:48:18 time: 0.3090 data_time: 0.0519 memory: 9706 grad_norm: 1.0929 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.3548 loss: 0.3548 2022/08/05 15:29:53 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_ntu60_xsub_keypoint_20220805_124409 2022/08/05 15:29:53 - mmengine - INFO - Epoch(train) [96][314/314] lr: 1.3091e-01 eta: 3:48:18 time: 0.2970 data_time: 0.0501 memory: 9706 grad_norm: 1.2106 top1_acc: 0.7500 top5_acc: 1.0000 loss_cls: 0.3460 loss: 0.3460 2022/08/05 15:29:53 - mmengine - INFO - Saving checkpoint at 96 epochs 2022/08/05 15:30:00 - mmengine - INFO - Epoch(train) [97][20/314] lr: 1.3083e-01 eta: 3:48:03 time: 0.3451 data_time: 0.0837 memory: 9706 grad_norm: 1.2680 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.4534 loss: 0.4534 2022/08/05 15:30:07 - mmengine - INFO - Epoch(train) [97][40/314] lr: 1.3075e-01 eta: 3:47:57 time: 0.3084 data_time: 0.0505 memory: 9706 grad_norm: 1.0562 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.4104 loss: 0.4104 2022/08/05 15:30:13 - mmengine - INFO - Epoch(train) [97][60/314] lr: 1.3067e-01 eta: 3:47:51 time: 0.3069 data_time: 0.0507 memory: 9706 grad_norm: 1.1242 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.4511 loss: 0.4511 2022/08/05 15:30:19 - mmengine - INFO - Epoch(train) [97][80/314] lr: 1.3059e-01 eta: 3:47:46 time: 0.3130 data_time: 0.0473 memory: 9706 grad_norm: 1.1620 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.4413 loss: 0.4413 2022/08/05 15:30:25 - mmengine - INFO - Epoch(train) [97][100/314] lr: 1.3051e-01 eta: 3:47:40 time: 0.3123 data_time: 0.0527 memory: 9706 grad_norm: 1.0766 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.4845 loss: 0.4845 2022/08/05 15:30:31 - mmengine - INFO - Epoch(train) [97][120/314] lr: 1.3043e-01 eta: 3:47:34 time: 0.3073 data_time: 0.0474 memory: 9706 grad_norm: 1.0411 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.3652 loss: 0.3652 2022/08/05 15:30:38 - mmengine - INFO - Epoch(train) [97][140/314] lr: 1.3035e-01 eta: 3:47:28 time: 0.3132 data_time: 0.0508 memory: 9706 grad_norm: 1.1188 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.3766 loss: 0.3766 2022/08/05 15:30:44 - mmengine - INFO - Epoch(train) [97][160/314] lr: 1.3027e-01 eta: 3:47:22 time: 0.3104 data_time: 0.0513 memory: 9706 grad_norm: 1.0213 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.3774 loss: 0.3774 2022/08/05 15:30:50 - mmengine - INFO - Epoch(train) [97][180/314] lr: 1.3019e-01 eta: 3:47:16 time: 0.3082 data_time: 0.0489 memory: 9706 grad_norm: 1.1218 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.3465 loss: 0.3465 2022/08/05 15:30:56 - mmengine - INFO - Epoch(train) [97][200/314] lr: 1.3011e-01 eta: 3:47:11 time: 0.3141 data_time: 0.0478 memory: 9706 grad_norm: 1.0680 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.4300 loss: 0.4300 2022/08/05 15:31:03 - mmengine - INFO - Epoch(train) [97][220/314] lr: 1.3003e-01 eta: 3:47:05 time: 0.3115 data_time: 0.0522 memory: 9706 grad_norm: 1.1017 top1_acc: 0.8125 top5_acc: 0.9375 loss_cls: 0.3336 loss: 0.3336 2022/08/05 15:31:09 - mmengine - INFO - Epoch(train) [97][240/314] lr: 1.2995e-01 eta: 3:47:00 time: 0.3317 data_time: 0.0505 memory: 9706 grad_norm: 1.0132 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.3355 loss: 0.3355 2022/08/05 15:31:15 - mmengine - INFO - Epoch(train) [97][260/314] lr: 1.2987e-01 eta: 3:46:54 time: 0.3144 data_time: 0.0516 memory: 9706 grad_norm: 1.1131 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.4300 loss: 0.4300 2022/08/05 15:31:22 - mmengine - INFO - Epoch(train) [97][280/314] lr: 1.2979e-01 eta: 3:46:48 time: 0.3075 data_time: 0.0484 memory: 9706 grad_norm: 1.0540 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.4164 loss: 0.4164 2022/08/05 15:31:28 - mmengine - INFO - Epoch(train) [97][300/314] lr: 1.2971e-01 eta: 3:46:42 time: 0.3093 data_time: 0.0498 memory: 9706 grad_norm: 1.0711 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.3233 loss: 0.3233 2022/08/05 15:31:32 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_ntu60_xsub_keypoint_20220805_124409 2022/08/05 15:31:32 - mmengine - INFO - Epoch(train) [97][314/314] lr: 1.2966e-01 eta: 3:46:42 time: 0.2892 data_time: 0.0432 memory: 9706 grad_norm: 1.2030 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.4279 loss: 0.4279 2022/08/05 15:31:32 - mmengine - INFO - Saving checkpoint at 97 epochs 2022/08/05 15:31:40 - mmengine - INFO - Epoch(train) [98][20/314] lr: 1.2958e-01 eta: 3:46:27 time: 0.3444 data_time: 0.0819 memory: 9706 grad_norm: 1.1159 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.3748 loss: 0.3748 2022/08/05 15:31:47 - mmengine - INFO - Epoch(train) [98][40/314] lr: 1.2950e-01 eta: 3:46:22 time: 0.3381 data_time: 0.0499 memory: 9706 grad_norm: 1.1258 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.3989 loss: 0.3989 2022/08/05 15:31:53 - mmengine - INFO - Epoch(train) [98][60/314] lr: 1.2942e-01 eta: 3:46:16 time: 0.3103 data_time: 0.0508 memory: 9706 grad_norm: 1.1035 top1_acc: 0.7500 top5_acc: 1.0000 loss_cls: 0.4213 loss: 0.4213 2022/08/05 15:31:59 - mmengine - INFO - Epoch(train) [98][80/314] lr: 1.2934e-01 eta: 3:46:10 time: 0.3093 data_time: 0.0506 memory: 9706 grad_norm: 1.0796 top1_acc: 0.5625 top5_acc: 0.8750 loss_cls: 0.3903 loss: 0.3903 2022/08/05 15:32:05 - mmengine - INFO - Epoch(train) [98][100/314] lr: 1.2926e-01 eta: 3:46:04 time: 0.3131 data_time: 0.0541 memory: 9706 grad_norm: 1.1371 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.4601 loss: 0.4601 2022/08/05 15:32:11 - mmengine - INFO - Epoch(train) [98][120/314] lr: 1.2918e-01 eta: 3:45:58 time: 0.3059 data_time: 0.0476 memory: 9706 grad_norm: 1.1228 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.4044 loss: 0.4044 2022/08/05 15:32:18 - mmengine - INFO - Epoch(train) [98][140/314] lr: 1.2910e-01 eta: 3:45:53 time: 0.3101 data_time: 0.0520 memory: 9706 grad_norm: 1.0814 top1_acc: 0.7500 top5_acc: 1.0000 loss_cls: 0.3623 loss: 0.3623 2022/08/05 15:32:24 - mmengine - INFO - Epoch(train) [98][160/314] lr: 1.2902e-01 eta: 3:45:47 time: 0.3197 data_time: 0.0487 memory: 9706 grad_norm: 1.0556 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.4109 loss: 0.4109 2022/08/05 15:32:30 - mmengine - INFO - Epoch(train) [98][180/314] lr: 1.2894e-01 eta: 3:45:41 time: 0.3171 data_time: 0.0572 memory: 9706 grad_norm: 1.0489 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.3785 loss: 0.3785 2022/08/05 15:32:36 - mmengine - INFO - Epoch(train) [98][200/314] lr: 1.2886e-01 eta: 3:45:35 time: 0.3066 data_time: 0.0483 memory: 9706 grad_norm: 1.0570 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.2846 loss: 0.2846 2022/08/05 15:32:43 - mmengine - INFO - Epoch(train) [98][220/314] lr: 1.2878e-01 eta: 3:45:30 time: 0.3115 data_time: 0.0522 memory: 9706 grad_norm: 1.0736 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.3483 loss: 0.3483 2022/08/05 15:32:49 - mmengine - INFO - Epoch(train) [98][240/314] lr: 1.2870e-01 eta: 3:45:24 time: 0.3313 data_time: 0.0482 memory: 9706 grad_norm: 1.1486 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.4028 loss: 0.4028 2022/08/05 15:32:55 - mmengine - INFO - Epoch(train) [98][260/314] lr: 1.2862e-01 eta: 3:45:18 time: 0.3072 data_time: 0.0496 memory: 9706 grad_norm: 1.0975 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.4170 loss: 0.4170 2022/08/05 15:33:02 - mmengine - INFO - Epoch(train) [98][280/314] lr: 1.2854e-01 eta: 3:45:13 time: 0.3079 data_time: 0.0480 memory: 9706 grad_norm: 1.1910 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.4167 loss: 0.4167 2022/08/05 15:33:08 - mmengine - INFO - Epoch(train) [98][300/314] lr: 1.2846e-01 eta: 3:45:07 time: 0.3151 data_time: 0.0494 memory: 9706 grad_norm: 1.0466 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.4843 loss: 0.4843 2022/08/05 15:33:12 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_ntu60_xsub_keypoint_20220805_124409 2022/08/05 15:33:12 - mmengine - INFO - Epoch(train) [98][314/314] lr: 1.2841e-01 eta: 3:45:07 time: 0.2941 data_time: 0.0453 memory: 9706 grad_norm: 1.0256 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.3064 loss: 0.3064 2022/08/05 15:33:12 - mmengine - INFO - Saving checkpoint at 98 epochs 2022/08/05 15:33:20 - mmengine - INFO - Epoch(train) [99][20/314] lr: 1.2833e-01 eta: 3:44:52 time: 0.3444 data_time: 0.0838 memory: 9706 grad_norm: 1.1200 top1_acc: 0.9375 top5_acc: 0.9375 loss_cls: 0.3392 loss: 0.3392 2022/08/05 15:33:26 - mmengine - INFO - Epoch(train) [99][40/314] lr: 1.2825e-01 eta: 3:44:46 time: 0.3104 data_time: 0.0498 memory: 9706 grad_norm: 1.1495 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.4714 loss: 0.4714 2022/08/05 15:33:33 - mmengine - INFO - Epoch(train) [99][60/314] lr: 1.2817e-01 eta: 3:44:40 time: 0.3105 data_time: 0.0531 memory: 9706 grad_norm: 1.0808 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.3650 loss: 0.3650 2022/08/05 15:33:39 - mmengine - INFO - Epoch(train) [99][80/314] lr: 1.2809e-01 eta: 3:44:34 time: 0.3153 data_time: 0.0480 memory: 9706 grad_norm: 1.1221 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.3476 loss: 0.3476 2022/08/05 15:33:45 - mmengine - INFO - Epoch(train) [99][100/314] lr: 1.2801e-01 eta: 3:44:29 time: 0.3230 data_time: 0.0505 memory: 9706 grad_norm: 1.0470 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.3840 loss: 0.3840 2022/08/05 15:33:51 - mmengine - INFO - Epoch(train) [99][120/314] lr: 1.2793e-01 eta: 3:44:23 time: 0.3068 data_time: 0.0486 memory: 9706 grad_norm: 1.0730 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.4308 loss: 0.4308 2022/08/05 15:33:58 - mmengine - INFO - Epoch(train) [99][140/314] lr: 1.2785e-01 eta: 3:44:17 time: 0.3113 data_time: 0.0518 memory: 9706 grad_norm: 1.0948 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.3984 loss: 0.3984 2022/08/05 15:34:04 - mmengine - INFO - Epoch(train) [99][160/314] lr: 1.2777e-01 eta: 3:44:11 time: 0.3137 data_time: 0.0474 memory: 9706 grad_norm: 1.0671 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.4268 loss: 0.4268 2022/08/05 15:34:10 - mmengine - INFO - Epoch(train) [99][180/314] lr: 1.2769e-01 eta: 3:44:06 time: 0.3110 data_time: 0.0547 memory: 9706 grad_norm: 1.1191 top1_acc: 0.8750 top5_acc: 0.9375 loss_cls: 0.3800 loss: 0.3800 2022/08/05 15:34:17 - mmengine - INFO - Epoch(train) [99][200/314] lr: 1.2761e-01 eta: 3:44:00 time: 0.3304 data_time: 0.0534 memory: 9706 grad_norm: 1.0816 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.4157 loss: 0.4157 2022/08/05 15:34:23 - mmengine - INFO - Epoch(train) [99][220/314] lr: 1.2752e-01 eta: 3:43:54 time: 0.3068 data_time: 0.0494 memory: 9706 grad_norm: 1.0952 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.4060 loss: 0.4060 2022/08/05 15:34:25 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_ntu60_xsub_keypoint_20220805_124409 2022/08/05 15:34:29 - mmengine - INFO - Epoch(train) [99][240/314] lr: 1.2744e-01 eta: 3:43:48 time: 0.3072 data_time: 0.0469 memory: 9706 grad_norm: 1.1357 top1_acc: 0.6875 top5_acc: 1.0000 loss_cls: 0.3124 loss: 0.3124 2022/08/05 15:34:35 - mmengine - INFO - Epoch(train) [99][260/314] lr: 1.2736e-01 eta: 3:43:43 time: 0.3103 data_time: 0.0521 memory: 9706 grad_norm: 1.1161 top1_acc: 0.8125 top5_acc: 0.9375 loss_cls: 0.4200 loss: 0.4200 2022/08/05 15:34:42 - mmengine - INFO - Epoch(train) [99][280/314] lr: 1.2728e-01 eta: 3:43:37 time: 0.3124 data_time: 0.0485 memory: 9706 grad_norm: 1.0560 top1_acc: 0.7500 top5_acc: 1.0000 loss_cls: 0.3886 loss: 0.3886 2022/08/05 15:34:48 - mmengine - INFO - Epoch(train) [99][300/314] lr: 1.2720e-01 eta: 3:43:31 time: 0.3087 data_time: 0.0508 memory: 9706 grad_norm: 1.0791 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.3868 loss: 0.3868 2022/08/05 15:34:52 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_ntu60_xsub_keypoint_20220805_124409 2022/08/05 15:34:52 - mmengine - INFO - Epoch(train) [99][314/314] lr: 1.2715e-01 eta: 3:43:31 time: 0.2912 data_time: 0.0451 memory: 9706 grad_norm: 1.2043 top1_acc: 0.7500 top5_acc: 1.0000 loss_cls: 0.4603 loss: 0.4603 2022/08/05 15:34:52 - mmengine - INFO - Saving checkpoint at 99 epochs 2022/08/05 15:35:00 - mmengine - INFO - Epoch(train) [100][20/314] lr: 1.2707e-01 eta: 3:43:16 time: 0.3497 data_time: 0.0903 memory: 9706 grad_norm: 1.2039 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.4971 loss: 0.4971 2022/08/05 15:35:06 - mmengine - INFO - Epoch(train) [100][40/314] lr: 1.2699e-01 eta: 3:43:10 time: 0.3131 data_time: 0.0512 memory: 9706 grad_norm: 1.1579 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.4086 loss: 0.4086 2022/08/05 15:35:12 - mmengine - INFO - Epoch(train) [100][60/314] lr: 1.2691e-01 eta: 3:43:04 time: 0.3122 data_time: 0.0579 memory: 9706 grad_norm: 1.1540 top1_acc: 0.6875 top5_acc: 1.0000 loss_cls: 0.4014 loss: 0.4014 2022/08/05 15:35:18 - mmengine - INFO - Epoch(train) [100][80/314] lr: 1.2683e-01 eta: 3:42:58 time: 0.3104 data_time: 0.0518 memory: 9706 grad_norm: 1.0186 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.3590 loss: 0.3590 2022/08/05 15:35:25 - mmengine - INFO - Epoch(train) [100][100/314] lr: 1.2675e-01 eta: 3:42:53 time: 0.3182 data_time: 0.0566 memory: 9706 grad_norm: 1.0228 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.3365 loss: 0.3365 2022/08/05 15:35:31 - mmengine - INFO - Epoch(train) [100][120/314] lr: 1.2667e-01 eta: 3:42:47 time: 0.3118 data_time: 0.0527 memory: 9706 grad_norm: 1.0851 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.4320 loss: 0.4320 2022/08/05 15:35:37 - mmengine - INFO - Epoch(train) [100][140/314] lr: 1.2659e-01 eta: 3:42:41 time: 0.3117 data_time: 0.0510 memory: 9706 grad_norm: 1.0566 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.3177 loss: 0.3177 2022/08/05 15:35:43 - mmengine - INFO - Epoch(train) [100][160/314] lr: 1.2651e-01 eta: 3:42:35 time: 0.3101 data_time: 0.0485 memory: 9706 grad_norm: 1.0710 top1_acc: 0.9375 top5_acc: 0.9375 loss_cls: 0.3386 loss: 0.3386 2022/08/05 15:35:50 - mmengine - INFO - Epoch(train) [100][180/314] lr: 1.2643e-01 eta: 3:42:30 time: 0.3301 data_time: 0.0497 memory: 9706 grad_norm: 1.1627 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.3375 loss: 0.3375 2022/08/05 15:35:56 - mmengine - INFO - Epoch(train) [100][200/314] lr: 1.2634e-01 eta: 3:42:24 time: 0.3096 data_time: 0.0477 memory: 9706 grad_norm: 1.0735 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.3581 loss: 0.3581 2022/08/05 15:36:02 - mmengine - INFO - Epoch(train) [100][220/314] lr: 1.2626e-01 eta: 3:42:19 time: 0.3132 data_time: 0.0491 memory: 9706 grad_norm: 1.0954 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.3870 loss: 0.3870 2022/08/05 15:36:09 - mmengine - INFO - Epoch(train) [100][240/314] lr: 1.2618e-01 eta: 3:42:13 time: 0.3064 data_time: 0.0480 memory: 9706 grad_norm: 1.1639 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.5101 loss: 0.5101 2022/08/05 15:36:15 - mmengine - INFO - Epoch(train) [100][260/314] lr: 1.2610e-01 eta: 3:42:07 time: 0.3147 data_time: 0.0515 memory: 9706 grad_norm: 1.0694 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.4380 loss: 0.4380 2022/08/05 15:36:21 - mmengine - INFO - Epoch(train) [100][280/314] lr: 1.2602e-01 eta: 3:42:01 time: 0.3067 data_time: 0.0492 memory: 9706 grad_norm: 1.1164 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.4096 loss: 0.4096 2022/08/05 15:36:27 - mmengine - INFO - Epoch(train) [100][300/314] lr: 1.2594e-01 eta: 3:41:55 time: 0.3081 data_time: 0.0518 memory: 9706 grad_norm: 1.1608 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.3899 loss: 0.3899 2022/08/05 15:36:31 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_ntu60_xsub_keypoint_20220805_124409 2022/08/05 15:36:31 - mmengine - INFO - Epoch(train) [100][314/314] lr: 1.2589e-01 eta: 3:41:55 time: 0.2907 data_time: 0.0437 memory: 9706 grad_norm: 1.1803 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.4040 loss: 0.4040 2022/08/05 15:36:31 - mmengine - INFO - Saving checkpoint at 100 epochs 2022/08/05 15:36:39 - mmengine - INFO - Epoch(val) [100][20/129] eta: 0:00:35 time: 0.3291 data_time: 0.1732 memory: 1867 2022/08/05 15:36:44 - mmengine - INFO - Epoch(val) [100][40/129] eta: 0:00:22 time: 0.2481 data_time: 0.0896 memory: 1867 2022/08/05 15:36:49 - mmengine - INFO - Epoch(val) [100][60/129] eta: 0:00:16 time: 0.2464 data_time: 0.0885 memory: 1867 2022/08/05 15:36:54 - mmengine - INFO - Epoch(val) [100][80/129] eta: 0:00:12 time: 0.2556 data_time: 0.0947 memory: 1867 2022/08/05 15:36:59 - mmengine - INFO - Epoch(val) [100][100/129] eta: 0:00:07 time: 0.2425 data_time: 0.0866 memory: 1867 2022/08/05 15:37:03 - mmengine - INFO - Epoch(val) [100][120/129] eta: 0:00:01 time: 0.2096 data_time: 0.0622 memory: 1867 2022/08/05 15:37:05 - mmengine - INFO - Epoch(val) [100][129/129] acc/top1: 0.8429 acc/top5: 0.9846 acc/mean1: 0.8428 2022/08/05 15:37:05 - mmengine - INFO - The previous best checkpoint /mnt/lustre/daiwenxun/X/mmaction2/work_dirs/slowonly_r50_u48_240e_8xb16_ntu60_xsub_keypoint/best_acc/top1_epoch_91.pth is removed 2022/08/05 15:37:06 - mmengine - INFO - The best checkpoint with 0.8429 acc/top1 at 101 epoch is saved to best_acc/top1_epoch_101.pth. 2022/08/05 15:37:13 - mmengine - INFO - Epoch(train) [101][20/314] lr: 1.2581e-01 eta: 3:41:40 time: 0.3467 data_time: 0.0879 memory: 9706 grad_norm: 1.1580 top1_acc: 0.6250 top5_acc: 1.0000 loss_cls: 0.3598 loss: 0.3598 2022/08/05 15:37:20 - mmengine - INFO - Epoch(train) [101][40/314] lr: 1.2572e-01 eta: 3:41:34 time: 0.3122 data_time: 0.0497 memory: 9706 grad_norm: 1.0818 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.3899 loss: 0.3899 2022/08/05 15:37:26 - mmengine - INFO - Epoch(train) [101][60/314] lr: 1.2564e-01 eta: 3:41:29 time: 0.3188 data_time: 0.0524 memory: 9706 grad_norm: 1.0763 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.3860 loss: 0.3860 2022/08/05 15:37:32 - mmengine - INFO - Epoch(train) [101][80/314] lr: 1.2556e-01 eta: 3:41:23 time: 0.3073 data_time: 0.0480 memory: 9706 grad_norm: 1.1052 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.3577 loss: 0.3577 2022/08/05 15:37:38 - mmengine - INFO - Epoch(train) [101][100/314] lr: 1.2548e-01 eta: 3:41:17 time: 0.3124 data_time: 0.0500 memory: 9706 grad_norm: 1.1705 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.4793 loss: 0.4793 2022/08/05 15:37:45 - mmengine - INFO - Epoch(train) [101][120/314] lr: 1.2540e-01 eta: 3:41:11 time: 0.3118 data_time: 0.0525 memory: 9706 grad_norm: 1.1097 top1_acc: 0.8750 top5_acc: 0.9375 loss_cls: 0.4457 loss: 0.4457 2022/08/05 15:37:51 - mmengine - INFO - Epoch(train) [101][140/314] lr: 1.2532e-01 eta: 3:41:05 time: 0.3148 data_time: 0.0516 memory: 9706 grad_norm: 1.1692 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.3523 loss: 0.3523 2022/08/05 15:37:57 - mmengine - INFO - Epoch(train) [101][160/314] lr: 1.2524e-01 eta: 3:40:59 time: 0.3070 data_time: 0.0518 memory: 9706 grad_norm: 1.0766 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.4338 loss: 0.4338 2022/08/05 15:38:03 - mmengine - INFO - Epoch(train) [101][180/314] lr: 1.2516e-01 eta: 3:40:54 time: 0.3082 data_time: 0.0493 memory: 9706 grad_norm: 1.0454 top1_acc: 0.6875 top5_acc: 1.0000 loss_cls: 0.3570 loss: 0.3570 2022/08/05 15:38:10 - mmengine - INFO - Epoch(train) [101][200/314] lr: 1.2508e-01 eta: 3:40:48 time: 0.3177 data_time: 0.0503 memory: 9706 grad_norm: 1.0512 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.3533 loss: 0.3533 2022/08/05 15:38:16 - mmengine - INFO - Epoch(train) [101][220/314] lr: 1.2500e-01 eta: 3:40:42 time: 0.3078 data_time: 0.0494 memory: 9706 grad_norm: 1.0805 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.3278 loss: 0.3278 2022/08/05 15:38:22 - mmengine - INFO - Epoch(train) [101][240/314] lr: 1.2492e-01 eta: 3:40:36 time: 0.3127 data_time: 0.0572 memory: 9706 grad_norm: 1.0431 top1_acc: 0.7500 top5_acc: 1.0000 loss_cls: 0.3373 loss: 0.3373 2022/08/05 15:38:29 - mmengine - INFO - Epoch(train) [101][260/314] lr: 1.2484e-01 eta: 3:40:31 time: 0.3309 data_time: 0.0563 memory: 9706 grad_norm: 1.0181 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.3621 loss: 0.3621 2022/08/05 15:38:35 - mmengine - INFO - Epoch(train) [101][280/314] lr: 1.2476e-01 eta: 3:40:25 time: 0.3124 data_time: 0.0560 memory: 9706 grad_norm: 1.0514 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.3453 loss: 0.3453 2022/08/05 15:38:41 - mmengine - INFO - Epoch(train) [101][300/314] lr: 1.2468e-01 eta: 3:40:19 time: 0.3125 data_time: 0.0614 memory: 9706 grad_norm: 1.1497 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.4197 loss: 0.4197 2022/08/05 15:38:45 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_ntu60_xsub_keypoint_20220805_124409 2022/08/05 15:38:45 - mmengine - INFO - Epoch(train) [101][314/314] lr: 1.2462e-01 eta: 3:40:19 time: 0.2981 data_time: 0.0517 memory: 9706 grad_norm: 1.1835 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.3397 loss: 0.3397 2022/08/05 15:38:45 - mmengine - INFO - Saving checkpoint at 101 epochs 2022/08/05 15:38:53 - mmengine - INFO - Epoch(train) [102][20/314] lr: 1.2454e-01 eta: 3:40:04 time: 0.3440 data_time: 0.0838 memory: 9706 grad_norm: 1.1411 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.3943 loss: 0.3943 2022/08/05 15:38:59 - mmengine - INFO - Epoch(train) [102][40/314] lr: 1.2446e-01 eta: 3:39:58 time: 0.3085 data_time: 0.0487 memory: 9706 grad_norm: 1.0112 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.3454 loss: 0.3454 2022/08/05 15:39:06 - mmengine - INFO - Epoch(train) [102][60/314] lr: 1.2438e-01 eta: 3:39:53 time: 0.3414 data_time: 0.0641 memory: 9706 grad_norm: 1.0883 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.3962 loss: 0.3962 2022/08/05 15:39:12 - mmengine - INFO - Epoch(train) [102][80/314] lr: 1.2430e-01 eta: 3:39:48 time: 0.3122 data_time: 0.0585 memory: 9706 grad_norm: 1.1368 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.3256 loss: 0.3256 2022/08/05 15:39:18 - mmengine - INFO - Epoch(train) [102][100/314] lr: 1.2422e-01 eta: 3:39:42 time: 0.3106 data_time: 0.0523 memory: 9706 grad_norm: 1.0652 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.3008 loss: 0.3008 2022/08/05 15:39:25 - mmengine - INFO - Epoch(train) [102][120/314] lr: 1.2413e-01 eta: 3:39:36 time: 0.3285 data_time: 0.0633 memory: 9706 grad_norm: 1.0860 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.3340 loss: 0.3340 2022/08/05 15:39:31 - mmengine - INFO - Epoch(train) [102][140/314] lr: 1.2405e-01 eta: 3:39:31 time: 0.3122 data_time: 0.0587 memory: 9706 grad_norm: 1.1255 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.4209 loss: 0.4209 2022/08/05 15:39:38 - mmengine - INFO - Epoch(train) [102][160/314] lr: 1.2397e-01 eta: 3:39:25 time: 0.3124 data_time: 0.0616 memory: 9706 grad_norm: 1.0694 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.2680 loss: 0.2680 2022/08/05 15:39:44 - mmengine - INFO - Epoch(train) [102][180/314] lr: 1.2389e-01 eta: 3:39:19 time: 0.3140 data_time: 0.0636 memory: 9706 grad_norm: 1.1002 top1_acc: 0.8750 top5_acc: 0.9375 loss_cls: 0.4332 loss: 0.4332 2022/08/05 15:39:50 - mmengine - INFO - Epoch(train) [102][200/314] lr: 1.2381e-01 eta: 3:39:13 time: 0.3173 data_time: 0.0597 memory: 9706 grad_norm: 1.1548 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.4078 loss: 0.4078 2022/08/05 15:39:56 - mmengine - INFO - Epoch(train) [102][220/314] lr: 1.2373e-01 eta: 3:39:08 time: 0.3085 data_time: 0.0491 memory: 9706 grad_norm: 1.0771 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.4545 loss: 0.4545 2022/08/05 15:40:03 - mmengine - INFO - Epoch(train) [102][240/314] lr: 1.2365e-01 eta: 3:39:02 time: 0.3096 data_time: 0.0520 memory: 9706 grad_norm: 1.1084 top1_acc: 0.7500 top5_acc: 1.0000 loss_cls: 0.4442 loss: 0.4442 2022/08/05 15:40:09 - mmengine - INFO - Epoch(train) [102][260/314] lr: 1.2357e-01 eta: 3:38:56 time: 0.3212 data_time: 0.0674 memory: 9706 grad_norm: 1.0816 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.3668 loss: 0.3668 2022/08/05 15:40:15 - mmengine - INFO - Epoch(train) [102][280/314] lr: 1.2349e-01 eta: 3:38:50 time: 0.3120 data_time: 0.0566 memory: 9706 grad_norm: 1.0917 top1_acc: 0.9375 top5_acc: 0.9375 loss_cls: 0.4045 loss: 0.4045 2022/08/05 15:40:17 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_ntu60_xsub_keypoint_20220805_124409 2022/08/05 15:40:21 - mmengine - INFO - Epoch(train) [102][300/314] lr: 1.2341e-01 eta: 3:38:44 time: 0.3106 data_time: 0.0532 memory: 9706 grad_norm: 1.0457 top1_acc: 0.8750 top5_acc: 0.9375 loss_cls: 0.3780 loss: 0.3780 2022/08/05 15:40:26 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_ntu60_xsub_keypoint_20220805_124409 2022/08/05 15:40:26 - mmengine - INFO - Epoch(train) [102][314/314] lr: 1.2335e-01 eta: 3:38:44 time: 0.3421 data_time: 0.0594 memory: 9706 grad_norm: 1.0758 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.3447 loss: 0.3447 2022/08/05 15:40:26 - mmengine - INFO - Saving checkpoint at 102 epochs 2022/08/05 15:40:34 - mmengine - INFO - Epoch(train) [103][20/314] lr: 1.2327e-01 eta: 3:38:30 time: 0.3505 data_time: 0.1029 memory: 9706 grad_norm: 1.0583 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.3439 loss: 0.3439 2022/08/05 15:40:41 - mmengine - INFO - Epoch(train) [103][40/314] lr: 1.2319e-01 eta: 3:38:24 time: 0.3152 data_time: 0.0615 memory: 9706 grad_norm: 1.1430 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.4435 loss: 0.4435 2022/08/05 15:40:47 - mmengine - INFO - Epoch(train) [103][60/314] lr: 1.2311e-01 eta: 3:38:18 time: 0.3175 data_time: 0.0634 memory: 9706 grad_norm: 1.0039 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.3741 loss: 0.3741 2022/08/05 15:40:53 - mmengine - INFO - Epoch(train) [103][80/314] lr: 1.2302e-01 eta: 3:38:13 time: 0.3141 data_time: 0.0640 memory: 9706 grad_norm: 1.1409 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.3740 loss: 0.3740 2022/08/05 15:41:00 - mmengine - INFO - Epoch(train) [103][100/314] lr: 1.2294e-01 eta: 3:38:07 time: 0.3180 data_time: 0.0678 memory: 9706 grad_norm: 1.1261 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.3275 loss: 0.3275 2022/08/05 15:41:06 - mmengine - INFO - Epoch(train) [103][120/314] lr: 1.2286e-01 eta: 3:38:02 time: 0.3303 data_time: 0.0663 memory: 9706 grad_norm: 1.1429 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.3987 loss: 0.3987 2022/08/05 15:41:13 - mmengine - INFO - Epoch(train) [103][140/314] lr: 1.2278e-01 eta: 3:37:56 time: 0.3110 data_time: 0.0521 memory: 9706 grad_norm: 1.1045 top1_acc: 0.6875 top5_acc: 1.0000 loss_cls: 0.4057 loss: 0.4057 2022/08/05 15:41:19 - mmengine - INFO - Epoch(train) [103][160/314] lr: 1.2270e-01 eta: 3:37:50 time: 0.3106 data_time: 0.0588 memory: 9706 grad_norm: 1.0646 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.4099 loss: 0.4099 2022/08/05 15:41:25 - mmengine - INFO - Epoch(train) [103][180/314] lr: 1.2262e-01 eta: 3:37:44 time: 0.3156 data_time: 0.0510 memory: 9706 grad_norm: 1.1185 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.3979 loss: 0.3979 2022/08/05 15:41:31 - mmengine - INFO - Epoch(train) [103][200/314] lr: 1.2254e-01 eta: 3:37:39 time: 0.3137 data_time: 0.0593 memory: 9706 grad_norm: 1.0951 top1_acc: 0.8125 top5_acc: 0.9375 loss_cls: 0.3178 loss: 0.3178 2022/08/05 15:41:38 - mmengine - INFO - Epoch(train) [103][220/314] lr: 1.2246e-01 eta: 3:37:33 time: 0.3164 data_time: 0.0652 memory: 9706 grad_norm: 1.1464 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.3900 loss: 0.3900 2022/08/05 15:41:44 - mmengine - INFO - Epoch(train) [103][240/314] lr: 1.2237e-01 eta: 3:37:27 time: 0.3091 data_time: 0.0549 memory: 9706 grad_norm: 1.1696 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.3816 loss: 0.3816 2022/08/05 15:41:51 - mmengine - INFO - Epoch(train) [103][260/314] lr: 1.2229e-01 eta: 3:37:22 time: 0.3359 data_time: 0.0641 memory: 9706 grad_norm: 1.0594 top1_acc: 0.7500 top5_acc: 1.0000 loss_cls: 0.5079 loss: 0.5079 2022/08/05 15:41:57 - mmengine - INFO - Epoch(train) [103][280/314] lr: 1.2221e-01 eta: 3:37:16 time: 0.3165 data_time: 0.0634 memory: 9706 grad_norm: 1.1000 top1_acc: 0.8750 top5_acc: 0.9375 loss_cls: 0.3644 loss: 0.3644 2022/08/05 15:42:03 - mmengine - INFO - Epoch(train) [103][300/314] lr: 1.2213e-01 eta: 3:37:10 time: 0.3109 data_time: 0.0549 memory: 9706 grad_norm: 1.1781 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.4529 loss: 0.4529 2022/08/05 15:42:07 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_ntu60_xsub_keypoint_20220805_124409 2022/08/05 15:42:07 - mmengine - INFO - Epoch(train) [103][314/314] lr: 1.2207e-01 eta: 3:37:10 time: 0.3018 data_time: 0.0579 memory: 9706 grad_norm: 1.2283 top1_acc: 0.7500 top5_acc: 1.0000 loss_cls: 0.4606 loss: 0.4606 2022/08/05 15:42:07 - mmengine - INFO - Saving checkpoint at 103 epochs 2022/08/05 15:42:15 - mmengine - INFO - Epoch(train) [104][20/314] lr: 1.2199e-01 eta: 3:36:55 time: 0.3416 data_time: 0.0886 memory: 9706 grad_norm: 1.0882 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.3230 loss: 0.3230 2022/08/05 15:42:22 - mmengine - INFO - Epoch(train) [104][40/314] lr: 1.2191e-01 eta: 3:36:50 time: 0.3111 data_time: 0.0602 memory: 9706 grad_norm: 1.1544 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.3289 loss: 0.3289 2022/08/05 15:42:28 - mmengine - INFO - Epoch(train) [104][60/314] lr: 1.2183e-01 eta: 3:36:44 time: 0.3251 data_time: 0.0627 memory: 9706 grad_norm: 1.0890 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.3941 loss: 0.3941 2022/08/05 15:42:34 - mmengine - INFO - Epoch(train) [104][80/314] lr: 1.2175e-01 eta: 3:36:38 time: 0.3065 data_time: 0.0488 memory: 9706 grad_norm: 1.1137 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.3952 loss: 0.3952 2022/08/05 15:42:40 - mmengine - INFO - Epoch(train) [104][100/314] lr: 1.2167e-01 eta: 3:36:32 time: 0.3076 data_time: 0.0501 memory: 9706 grad_norm: 1.0951 top1_acc: 0.8750 top5_acc: 0.9375 loss_cls: 0.3585 loss: 0.3585 2022/08/05 15:42:47 - mmengine - INFO - Epoch(train) [104][120/314] lr: 1.2159e-01 eta: 3:36:27 time: 0.3181 data_time: 0.0572 memory: 9706 grad_norm: 1.0639 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.3359 loss: 0.3359 2022/08/05 15:42:53 - mmengine - INFO - Epoch(train) [104][140/314] lr: 1.2150e-01 eta: 3:36:21 time: 0.3152 data_time: 0.0665 memory: 9706 grad_norm: 1.1383 top1_acc: 0.8750 top5_acc: 0.9375 loss_cls: 0.3923 loss: 0.3923 2022/08/05 15:42:59 - mmengine - INFO - Epoch(train) [104][160/314] lr: 1.2142e-01 eta: 3:36:15 time: 0.3175 data_time: 0.0638 memory: 9706 grad_norm: 1.1157 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.3676 loss: 0.3676 2022/08/05 15:43:06 - mmengine - INFO - Epoch(train) [104][180/314] lr: 1.2134e-01 eta: 3:36:10 time: 0.3285 data_time: 0.0675 memory: 9706 grad_norm: 1.2299 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.3534 loss: 0.3534 2022/08/05 15:43:12 - mmengine - INFO - Epoch(train) [104][200/314] lr: 1.2126e-01 eta: 3:36:04 time: 0.3129 data_time: 0.0632 memory: 9706 grad_norm: 1.1257 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.4414 loss: 0.4414 2022/08/05 15:43:19 - mmengine - INFO - Epoch(train) [104][220/314] lr: 1.2118e-01 eta: 3:35:58 time: 0.3143 data_time: 0.0655 memory: 9706 grad_norm: 1.1332 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.3749 loss: 0.3749 2022/08/05 15:43:25 - mmengine - INFO - Epoch(train) [104][240/314] lr: 1.2110e-01 eta: 3:35:53 time: 0.3243 data_time: 0.0638 memory: 9706 grad_norm: 1.0634 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.3633 loss: 0.3633 2022/08/05 15:43:31 - mmengine - INFO - Epoch(train) [104][260/314] lr: 1.2102e-01 eta: 3:35:47 time: 0.3096 data_time: 0.0555 memory: 9706 grad_norm: 1.0584 top1_acc: 0.7500 top5_acc: 1.0000 loss_cls: 0.3308 loss: 0.3308 2022/08/05 15:43:37 - mmengine - INFO - Epoch(train) [104][280/314] lr: 1.2093e-01 eta: 3:35:41 time: 0.3066 data_time: 0.0495 memory: 9706 grad_norm: 1.0497 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.3159 loss: 0.3159 2022/08/05 15:43:44 - mmengine - INFO - Epoch(train) [104][300/314] lr: 1.2085e-01 eta: 3:35:35 time: 0.3131 data_time: 0.0647 memory: 9706 grad_norm: 1.1106 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.3848 loss: 0.3848 2022/08/05 15:43:48 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_ntu60_xsub_keypoint_20220805_124409 2022/08/05 15:43:48 - mmengine - INFO - Epoch(train) [104][314/314] lr: 1.2080e-01 eta: 3:35:35 time: 0.2977 data_time: 0.0582 memory: 9706 grad_norm: 1.2114 top1_acc: 0.7500 top5_acc: 1.0000 loss_cls: 0.4008 loss: 0.4008 2022/08/05 15:43:48 - mmengine - INFO - Saving checkpoint at 104 epochs 2022/08/05 15:43:56 - mmengine - INFO - Epoch(train) [105][20/314] lr: 1.2071e-01 eta: 3:35:21 time: 0.3588 data_time: 0.1056 memory: 9706 grad_norm: 1.1271 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.3518 loss: 0.3518 2022/08/05 15:44:02 - mmengine - INFO - Epoch(train) [105][40/314] lr: 1.2063e-01 eta: 3:35:15 time: 0.3135 data_time: 0.0631 memory: 9706 grad_norm: 1.1252 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.3585 loss: 0.3585 2022/08/05 15:44:09 - mmengine - INFO - Epoch(train) [105][60/314] lr: 1.2055e-01 eta: 3:35:10 time: 0.3296 data_time: 0.0661 memory: 9706 grad_norm: 1.1191 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.3423 loss: 0.3423 2022/08/05 15:44:15 - mmengine - INFO - Epoch(train) [105][80/314] lr: 1.2047e-01 eta: 3:35:04 time: 0.3143 data_time: 0.0623 memory: 9706 grad_norm: 1.0644 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.4517 loss: 0.4517 2022/08/05 15:44:22 - mmengine - INFO - Epoch(train) [105][100/314] lr: 1.2039e-01 eta: 3:34:58 time: 0.3179 data_time: 0.0663 memory: 9706 grad_norm: 1.1185 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.3678 loss: 0.3678 2022/08/05 15:44:28 - mmengine - INFO - Epoch(train) [105][120/314] lr: 1.2031e-01 eta: 3:34:53 time: 0.3202 data_time: 0.0636 memory: 9706 grad_norm: 1.1700 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.2734 loss: 0.2734 2022/08/05 15:44:34 - mmengine - INFO - Epoch(train) [105][140/314] lr: 1.2022e-01 eta: 3:34:47 time: 0.3156 data_time: 0.0674 memory: 9706 grad_norm: 1.1339 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.3995 loss: 0.3995 2022/08/05 15:44:41 - mmengine - INFO - Epoch(train) [105][160/314] lr: 1.2014e-01 eta: 3:34:41 time: 0.3139 data_time: 0.0552 memory: 9706 grad_norm: 1.0713 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.3806 loss: 0.3806 2022/08/05 15:44:47 - mmengine - INFO - Epoch(train) [105][180/314] lr: 1.2006e-01 eta: 3:34:36 time: 0.3234 data_time: 0.0613 memory: 9706 grad_norm: 1.0735 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.3196 loss: 0.3196 2022/08/05 15:44:53 - mmengine - INFO - Epoch(train) [105][200/314] lr: 1.1998e-01 eta: 3:34:30 time: 0.3155 data_time: 0.0630 memory: 9706 grad_norm: 1.1506 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.3860 loss: 0.3860 2022/08/05 15:45:00 - mmengine - INFO - Epoch(train) [105][220/314] lr: 1.1990e-01 eta: 3:34:24 time: 0.3175 data_time: 0.0645 memory: 9706 grad_norm: 1.1093 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.3964 loss: 0.3964 2022/08/05 15:45:06 - mmengine - INFO - Epoch(train) [105][240/314] lr: 1.1982e-01 eta: 3:34:19 time: 0.3266 data_time: 0.0629 memory: 9706 grad_norm: 1.1958 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.3695 loss: 0.3695 2022/08/05 15:45:13 - mmengine - INFO - Epoch(train) [105][260/314] lr: 1.1973e-01 eta: 3:34:13 time: 0.3090 data_time: 0.0523 memory: 9706 grad_norm: 1.2093 top1_acc: 0.8125 top5_acc: 0.9375 loss_cls: 0.4603 loss: 0.4603 2022/08/05 15:45:19 - mmengine - INFO - Epoch(train) [105][280/314] lr: 1.1965e-01 eta: 3:34:07 time: 0.3134 data_time: 0.0610 memory: 9706 grad_norm: 1.1438 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.4441 loss: 0.4441 2022/08/05 15:45:25 - mmengine - INFO - Epoch(train) [105][300/314] lr: 1.1957e-01 eta: 3:34:01 time: 0.3150 data_time: 0.0641 memory: 9706 grad_norm: 1.1187 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.4273 loss: 0.4273 2022/08/05 15:45:29 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_ntu60_xsub_keypoint_20220805_124409 2022/08/05 15:45:29 - mmengine - INFO - Epoch(train) [105][314/314] lr: 1.1951e-01 eta: 3:34:01 time: 0.2999 data_time: 0.0601 memory: 9706 grad_norm: 1.2318 top1_acc: 0.7500 top5_acc: 1.0000 loss_cls: 0.4550 loss: 0.4550 2022/08/05 15:45:29 - mmengine - INFO - Saving checkpoint at 105 epochs 2022/08/05 15:45:37 - mmengine - INFO - Epoch(train) [106][20/314] lr: 1.1943e-01 eta: 3:33:47 time: 0.3546 data_time: 0.0996 memory: 9706 grad_norm: 1.0924 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.4092 loss: 0.4092 2022/08/05 15:45:40 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_ntu60_xsub_keypoint_20220805_124409 2022/08/05 15:45:44 - mmengine - INFO - Epoch(train) [106][40/314] lr: 1.1935e-01 eta: 3:33:41 time: 0.3142 data_time: 0.0509 memory: 9706 grad_norm: 1.0031 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.4170 loss: 0.4170 2022/08/05 15:45:50 - mmengine - INFO - Epoch(train) [106][60/314] lr: 1.1927e-01 eta: 3:33:36 time: 0.3314 data_time: 0.0631 memory: 9706 grad_norm: 1.0924 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.3546 loss: 0.3546 2022/08/05 15:45:57 - mmengine - INFO - Epoch(train) [106][80/314] lr: 1.1919e-01 eta: 3:33:30 time: 0.3188 data_time: 0.0640 memory: 9706 grad_norm: 1.1054 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.3985 loss: 0.3985 2022/08/05 15:46:03 - mmengine - INFO - Epoch(train) [106][100/314] lr: 1.1910e-01 eta: 3:33:24 time: 0.3130 data_time: 0.0592 memory: 9706 grad_norm: 1.1497 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.3127 loss: 0.3127 2022/08/05 15:46:10 - mmengine - INFO - Epoch(train) [106][120/314] lr: 1.1902e-01 eta: 3:33:19 time: 0.3352 data_time: 0.0568 memory: 9706 grad_norm: 1.0969 top1_acc: 0.7500 top5_acc: 1.0000 loss_cls: 0.3776 loss: 0.3776 2022/08/05 15:46:16 - mmengine - INFO - Epoch(train) [106][140/314] lr: 1.1894e-01 eta: 3:33:13 time: 0.3177 data_time: 0.0643 memory: 9706 grad_norm: 1.0983 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.3276 loss: 0.3276 2022/08/05 15:46:22 - mmengine - INFO - Epoch(train) [106][160/314] lr: 1.1886e-01 eta: 3:33:08 time: 0.3145 data_time: 0.0646 memory: 9706 grad_norm: 1.1591 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.3984 loss: 0.3984 2022/08/05 15:46:29 - mmengine - INFO - Epoch(train) [106][180/314] lr: 1.1878e-01 eta: 3:33:02 time: 0.3193 data_time: 0.0675 memory: 9706 grad_norm: 1.0965 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.3847 loss: 0.3847 2022/08/05 15:46:35 - mmengine - INFO - Epoch(train) [106][200/314] lr: 1.1869e-01 eta: 3:32:56 time: 0.3055 data_time: 0.0471 memory: 9706 grad_norm: 1.1161 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.3987 loss: 0.3987 2022/08/05 15:46:41 - mmengine - INFO - Epoch(train) [106][220/314] lr: 1.1861e-01 eta: 3:32:50 time: 0.3168 data_time: 0.0659 memory: 9706 grad_norm: 1.0925 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.3102 loss: 0.3102 2022/08/05 15:46:48 - mmengine - INFO - Epoch(train) [106][240/314] lr: 1.1853e-01 eta: 3:32:45 time: 0.3230 data_time: 0.0601 memory: 9706 grad_norm: 1.1076 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.3955 loss: 0.3955 2022/08/05 15:46:54 - mmengine - INFO - Epoch(train) [106][260/314] lr: 1.1845e-01 eta: 3:32:39 time: 0.3083 data_time: 0.0511 memory: 9706 grad_norm: 1.0677 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.3249 loss: 0.3249 2022/08/05 15:47:00 - mmengine - INFO - Epoch(train) [106][280/314] lr: 1.1837e-01 eta: 3:32:33 time: 0.3112 data_time: 0.0538 memory: 9706 grad_norm: 1.1733 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.5044 loss: 0.5044 2022/08/05 15:47:07 - mmengine - INFO - Epoch(train) [106][300/314] lr: 1.1829e-01 eta: 3:32:28 time: 0.3328 data_time: 0.0659 memory: 9706 grad_norm: 1.0907 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.4124 loss: 0.4124 2022/08/05 15:47:11 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_ntu60_xsub_keypoint_20220805_124409 2022/08/05 15:47:11 - mmengine - INFO - Epoch(train) [106][314/314] lr: 1.1823e-01 eta: 3:32:28 time: 0.3133 data_time: 0.0586 memory: 9706 grad_norm: 1.2406 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.4348 loss: 0.4348 2022/08/05 15:47:11 - mmengine - INFO - Saving checkpoint at 106 epochs 2022/08/05 15:47:19 - mmengine - INFO - Epoch(train) [107][20/314] lr: 1.1815e-01 eta: 3:32:13 time: 0.3511 data_time: 0.0983 memory: 9706 grad_norm: 1.1777 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.4132 loss: 0.4132 2022/08/05 15:47:25 - mmengine - INFO - Epoch(train) [107][40/314] lr: 1.1806e-01 eta: 3:32:08 time: 0.3144 data_time: 0.0635 memory: 9706 grad_norm: 1.1139 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.4318 loss: 0.4318 2022/08/05 15:47:31 - mmengine - INFO - Epoch(train) [107][60/314] lr: 1.1798e-01 eta: 3:32:02 time: 0.3169 data_time: 0.0672 memory: 9706 grad_norm: 1.0173 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.3913 loss: 0.3913 2022/08/05 15:47:38 - mmengine - INFO - Epoch(train) [107][80/314] lr: 1.1790e-01 eta: 3:31:56 time: 0.3149 data_time: 0.0637 memory: 9706 grad_norm: 1.0921 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.3151 loss: 0.3151 2022/08/05 15:47:44 - mmengine - INFO - Epoch(train) [107][100/314] lr: 1.1782e-01 eta: 3:31:50 time: 0.3156 data_time: 0.0648 memory: 9706 grad_norm: 1.0955 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.3665 loss: 0.3665 2022/08/05 15:47:50 - mmengine - INFO - Epoch(train) [107][120/314] lr: 1.1774e-01 eta: 3:31:45 time: 0.3196 data_time: 0.0643 memory: 9706 grad_norm: 1.1690 top1_acc: 0.8125 top5_acc: 0.9375 loss_cls: 0.3765 loss: 0.3765 2022/08/05 15:47:57 - mmengine - INFO - Epoch(train) [107][140/314] lr: 1.1765e-01 eta: 3:31:39 time: 0.3150 data_time: 0.0644 memory: 9706 grad_norm: 1.1229 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.4108 loss: 0.4108 2022/08/05 15:48:03 - mmengine - INFO - Epoch(train) [107][160/314] lr: 1.1757e-01 eta: 3:31:33 time: 0.3122 data_time: 0.0590 memory: 9706 grad_norm: 1.0992 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.3570 loss: 0.3570 2022/08/05 15:48:09 - mmengine - INFO - Epoch(train) [107][180/314] lr: 1.1749e-01 eta: 3:31:28 time: 0.3257 data_time: 0.0567 memory: 9706 grad_norm: 1.1438 top1_acc: 0.9375 top5_acc: 0.9375 loss_cls: 0.4478 loss: 0.4478 2022/08/05 15:48:15 - mmengine - INFO - Epoch(train) [107][200/314] lr: 1.1741e-01 eta: 3:31:22 time: 0.3055 data_time: 0.0482 memory: 9706 grad_norm: 1.1393 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.3757 loss: 0.3757 2022/08/05 15:48:22 - mmengine - INFO - Epoch(train) [107][220/314] lr: 1.1733e-01 eta: 3:31:16 time: 0.3142 data_time: 0.0665 memory: 9706 grad_norm: 1.1131 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.3486 loss: 0.3486 2022/08/05 15:48:28 - mmengine - INFO - Epoch(train) [107][240/314] lr: 1.1724e-01 eta: 3:31:10 time: 0.3193 data_time: 0.0669 memory: 9706 grad_norm: 1.1459 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.3724 loss: 0.3724 2022/08/05 15:48:34 - mmengine - INFO - Epoch(train) [107][260/314] lr: 1.1716e-01 eta: 3:31:05 time: 0.3150 data_time: 0.0656 memory: 9706 grad_norm: 1.1100 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.2971 loss: 0.2971 2022/08/05 15:48:41 - mmengine - INFO - Epoch(train) [107][280/314] lr: 1.1708e-01 eta: 3:30:59 time: 0.3121 data_time: 0.0630 memory: 9706 grad_norm: 1.1031 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.3945 loss: 0.3945 2022/08/05 15:48:47 - mmengine - INFO - Epoch(train) [107][300/314] lr: 1.1700e-01 eta: 3:30:53 time: 0.3208 data_time: 0.0663 memory: 9706 grad_norm: 1.0305 top1_acc: 0.7500 top5_acc: 1.0000 loss_cls: 0.2985 loss: 0.2985 2022/08/05 15:48:51 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_ntu60_xsub_keypoint_20220805_124409 2022/08/05 15:48:51 - mmengine - INFO - Epoch(train) [107][314/314] lr: 1.1694e-01 eta: 3:30:53 time: 0.3036 data_time: 0.0602 memory: 9706 grad_norm: 1.1878 top1_acc: 0.5000 top5_acc: 1.0000 loss_cls: 0.4024 loss: 0.4024 2022/08/05 15:48:51 - mmengine - INFO - Saving checkpoint at 107 epochs 2022/08/05 15:48:59 - mmengine - INFO - Epoch(train) [108][20/314] lr: 1.1686e-01 eta: 3:30:39 time: 0.3505 data_time: 0.0958 memory: 9706 grad_norm: 1.1322 top1_acc: 0.7500 top5_acc: 1.0000 loss_cls: 0.3580 loss: 0.3580 2022/08/05 15:49:06 - mmengine - INFO - Epoch(train) [108][40/314] lr: 1.1677e-01 eta: 3:30:33 time: 0.3188 data_time: 0.0653 memory: 9706 grad_norm: 1.0802 top1_acc: 0.7500 top5_acc: 1.0000 loss_cls: 0.2901 loss: 0.2901 2022/08/05 15:49:12 - mmengine - INFO - Epoch(train) [108][60/314] lr: 1.1669e-01 eta: 3:30:27 time: 0.3146 data_time: 0.0648 memory: 9706 grad_norm: 1.0533 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.3728 loss: 0.3728 2022/08/05 15:49:18 - mmengine - INFO - Epoch(train) [108][80/314] lr: 1.1661e-01 eta: 3:30:21 time: 0.3133 data_time: 0.0621 memory: 9706 grad_norm: 1.0115 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.2965 loss: 0.2965 2022/08/05 15:49:25 - mmengine - INFO - Epoch(train) [108][100/314] lr: 1.1653e-01 eta: 3:30:16 time: 0.3165 data_time: 0.0654 memory: 9706 grad_norm: 1.0867 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.3933 loss: 0.3933 2022/08/05 15:49:31 - mmengine - INFO - Epoch(train) [108][120/314] lr: 1.1645e-01 eta: 3:30:10 time: 0.3288 data_time: 0.0634 memory: 9706 grad_norm: 1.0793 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.2783 loss: 0.2783 2022/08/05 15:49:38 - mmengine - INFO - Epoch(train) [108][140/314] lr: 1.1636e-01 eta: 3:30:05 time: 0.3173 data_time: 0.0661 memory: 9706 grad_norm: 1.1590 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.3188 loss: 0.3188 2022/08/05 15:49:44 - mmengine - INFO - Epoch(train) [108][160/314] lr: 1.1628e-01 eta: 3:29:59 time: 0.3149 data_time: 0.0630 memory: 9706 grad_norm: 1.0716 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.3597 loss: 0.3597 2022/08/05 15:49:50 - mmengine - INFO - Epoch(train) [108][180/314] lr: 1.1620e-01 eta: 3:29:53 time: 0.3264 data_time: 0.0643 memory: 9706 grad_norm: 1.1507 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.2789 loss: 0.2789 2022/08/05 15:49:57 - mmengine - INFO - Epoch(train) [108][200/314] lr: 1.1612e-01 eta: 3:29:48 time: 0.3153 data_time: 0.0620 memory: 9706 grad_norm: 1.0728 top1_acc: 0.7500 top5_acc: 1.0000 loss_cls: 0.3549 loss: 0.3549 2022/08/05 15:50:03 - mmengine - INFO - Epoch(train) [108][220/314] lr: 1.1603e-01 eta: 3:29:42 time: 0.3164 data_time: 0.0662 memory: 9706 grad_norm: 1.0934 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.3809 loss: 0.3809 2022/08/05 15:50:09 - mmengine - INFO - Epoch(train) [108][240/314] lr: 1.1595e-01 eta: 3:29:36 time: 0.3220 data_time: 0.0649 memory: 9706 grad_norm: 1.0740 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.3218 loss: 0.3218 2022/08/05 15:50:16 - mmengine - INFO - Epoch(train) [108][260/314] lr: 1.1587e-01 eta: 3:29:31 time: 0.3180 data_time: 0.0649 memory: 9706 grad_norm: 1.0422 top1_acc: 0.6875 top5_acc: 0.9375 loss_cls: 0.3706 loss: 0.3706 2022/08/05 15:50:22 - mmengine - INFO - Epoch(train) [108][280/314] lr: 1.1579e-01 eta: 3:29:25 time: 0.3144 data_time: 0.0613 memory: 9706 grad_norm: 1.0523 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.3607 loss: 0.3607 2022/08/05 15:50:28 - mmengine - INFO - Epoch(train) [108][300/314] lr: 1.1571e-01 eta: 3:29:19 time: 0.3154 data_time: 0.0641 memory: 9706 grad_norm: 1.0989 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.3446 loss: 0.3446 2022/08/05 15:50:32 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_ntu60_xsub_keypoint_20220805_124409 2022/08/05 15:50:32 - mmengine - INFO - Epoch(train) [108][314/314] lr: 1.1565e-01 eta: 3:29:19 time: 0.2968 data_time: 0.0580 memory: 9706 grad_norm: 1.1681 top1_acc: 0.7500 top5_acc: 1.0000 loss_cls: 0.3631 loss: 0.3631 2022/08/05 15:50:33 - mmengine - INFO - Saving checkpoint at 108 epochs 2022/08/05 15:50:41 - mmengine - INFO - Epoch(train) [109][20/314] lr: 1.1557e-01 eta: 3:29:05 time: 0.3512 data_time: 0.1004 memory: 9706 grad_norm: 1.1151 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.3300 loss: 0.3300 2022/08/05 15:50:47 - mmengine - INFO - Epoch(train) [109][40/314] lr: 1.1548e-01 eta: 3:28:59 time: 0.3239 data_time: 0.0663 memory: 9706 grad_norm: 1.0752 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.3651 loss: 0.3651 2022/08/05 15:50:54 - mmengine - INFO - Epoch(train) [109][60/314] lr: 1.1540e-01 eta: 3:28:54 time: 0.3168 data_time: 0.0668 memory: 9706 grad_norm: 1.1118 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.3685 loss: 0.3685 2022/08/05 15:51:00 - mmengine - INFO - Epoch(train) [109][80/314] lr: 1.1532e-01 eta: 3:28:48 time: 0.3149 data_time: 0.0629 memory: 9706 grad_norm: 1.1439 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.3542 loss: 0.3542 2022/08/05 15:51:02 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_ntu60_xsub_keypoint_20220805_124409 2022/08/05 15:51:06 - mmengine - INFO - Epoch(train) [109][100/314] lr: 1.1524e-01 eta: 3:28:42 time: 0.3231 data_time: 0.0667 memory: 9706 grad_norm: 1.1580 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.4037 loss: 0.4037 2022/08/05 15:51:13 - mmengine - INFO - Epoch(train) [109][120/314] lr: 1.1515e-01 eta: 3:28:36 time: 0.3148 data_time: 0.0633 memory: 9706 grad_norm: 1.1259 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.3206 loss: 0.3206 2022/08/05 15:51:19 - mmengine - INFO - Epoch(train) [109][140/314] lr: 1.1507e-01 eta: 3:28:31 time: 0.3177 data_time: 0.0663 memory: 9706 grad_norm: 1.0904 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.4405 loss: 0.4405 2022/08/05 15:51:25 - mmengine - INFO - Epoch(train) [109][160/314] lr: 1.1499e-01 eta: 3:28:25 time: 0.3180 data_time: 0.0635 memory: 9706 grad_norm: 1.1296 top1_acc: 0.9375 top5_acc: 0.9375 loss_cls: 0.3817 loss: 0.3817 2022/08/05 15:51:32 - mmengine - INFO - Epoch(train) [109][180/314] lr: 1.1491e-01 eta: 3:28:20 time: 0.3218 data_time: 0.0654 memory: 9706 grad_norm: 1.1169 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.3458 loss: 0.3458 2022/08/05 15:51:38 - mmengine - INFO - Epoch(train) [109][200/314] lr: 1.1482e-01 eta: 3:28:14 time: 0.3166 data_time: 0.0626 memory: 9706 grad_norm: 1.2046 top1_acc: 0.8125 top5_acc: 0.9375 loss_cls: 0.3808 loss: 0.3808 2022/08/05 15:51:44 - mmengine - INFO - Epoch(train) [109][220/314] lr: 1.1474e-01 eta: 3:28:08 time: 0.3195 data_time: 0.0662 memory: 9706 grad_norm: 1.1621 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.3116 loss: 0.3116 2022/08/05 15:51:51 - mmengine - INFO - Epoch(train) [109][240/314] lr: 1.1466e-01 eta: 3:28:03 time: 0.3285 data_time: 0.0641 memory: 9706 grad_norm: 1.1072 top1_acc: 0.6875 top5_acc: 1.0000 loss_cls: 0.3853 loss: 0.3853 2022/08/05 15:51:57 - mmengine - INFO - Epoch(train) [109][260/314] lr: 1.1458e-01 eta: 3:27:57 time: 0.3167 data_time: 0.0664 memory: 9706 grad_norm: 1.1006 top1_acc: 0.6875 top5_acc: 0.9375 loss_cls: 0.4174 loss: 0.4174 2022/08/05 15:52:04 - mmengine - INFO - Epoch(train) [109][280/314] lr: 1.1449e-01 eta: 3:27:51 time: 0.3153 data_time: 0.0634 memory: 9706 grad_norm: 1.2215 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.3680 loss: 0.3680 2022/08/05 15:52:10 - mmengine - INFO - Epoch(train) [109][300/314] lr: 1.1441e-01 eta: 3:27:46 time: 0.3207 data_time: 0.0675 memory: 9706 grad_norm: 1.0774 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.4142 loss: 0.4142 2022/08/05 15:52:14 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_ntu60_xsub_keypoint_20220805_124409 2022/08/05 15:52:14 - mmengine - INFO - Epoch(train) [109][314/314] lr: 1.1435e-01 eta: 3:27:46 time: 0.2956 data_time: 0.0588 memory: 9706 grad_norm: 1.1970 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.3715 loss: 0.3715 2022/08/05 15:52:14 - mmengine - INFO - Saving checkpoint at 109 epochs 2022/08/05 15:52:22 - mmengine - INFO - Epoch(train) [110][20/314] lr: 1.1427e-01 eta: 3:27:31 time: 0.3507 data_time: 0.0906 memory: 9706 grad_norm: 1.2349 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.5017 loss: 0.5017 2022/08/05 15:52:29 - mmengine - INFO - Epoch(train) [110][40/314] lr: 1.1419e-01 eta: 3:27:26 time: 0.3160 data_time: 0.0628 memory: 9706 grad_norm: 1.1812 top1_acc: 0.8750 top5_acc: 0.9375 loss_cls: 0.4420 loss: 0.4420 2022/08/05 15:52:35 - mmengine - INFO - Epoch(train) [110][60/314] lr: 1.1411e-01 eta: 3:27:20 time: 0.3157 data_time: 0.0658 memory: 9706 grad_norm: 1.1519 top1_acc: 0.8125 top5_acc: 0.9375 loss_cls: 0.3748 loss: 0.3748 2022/08/05 15:52:41 - mmengine - INFO - Epoch(train) [110][80/314] lr: 1.1402e-01 eta: 3:27:14 time: 0.3138 data_time: 0.0626 memory: 9706 grad_norm: 1.0927 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.4015 loss: 0.4015 2022/08/05 15:52:48 - mmengine - INFO - Epoch(train) [110][100/314] lr: 1.1394e-01 eta: 3:27:09 time: 0.3264 data_time: 0.0634 memory: 9706 grad_norm: 1.0699 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.3297 loss: 0.3297 2022/08/05 15:52:54 - mmengine - INFO - Epoch(train) [110][120/314] lr: 1.1386e-01 eta: 3:27:03 time: 0.3139 data_time: 0.0622 memory: 9706 grad_norm: 1.1073 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.5077 loss: 0.5077 2022/08/05 15:53:00 - mmengine - INFO - Epoch(train) [110][140/314] lr: 1.1378e-01 eta: 3:26:57 time: 0.3187 data_time: 0.0664 memory: 9706 grad_norm: 1.0943 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.3666 loss: 0.3666 2022/08/05 15:53:07 - mmengine - INFO - Epoch(train) [110][160/314] lr: 1.1369e-01 eta: 3:26:51 time: 0.3223 data_time: 0.0657 memory: 9706 grad_norm: 1.1276 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.3195 loss: 0.3195 2022/08/05 15:53:13 - mmengine - INFO - Epoch(train) [110][180/314] lr: 1.1361e-01 eta: 3:26:46 time: 0.3148 data_time: 0.0680 memory: 9706 grad_norm: 1.1074 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.3033 loss: 0.3033 2022/08/05 15:53:19 - mmengine - INFO - Epoch(train) [110][200/314] lr: 1.1353e-01 eta: 3:26:40 time: 0.3121 data_time: 0.0586 memory: 9706 grad_norm: 1.0954 top1_acc: 0.7500 top5_acc: 0.9375 loss_cls: 0.3268 loss: 0.3268 2022/08/05 15:53:26 - mmengine - INFO - Epoch(train) [110][220/314] lr: 1.1345e-01 eta: 3:26:34 time: 0.3213 data_time: 0.0656 memory: 9706 grad_norm: 1.1240 top1_acc: 0.6875 top5_acc: 1.0000 loss_cls: 0.3769 loss: 0.3769 2022/08/05 15:53:32 - mmengine - INFO - Epoch(train) [110][240/314] lr: 1.1336e-01 eta: 3:26:28 time: 0.3141 data_time: 0.0555 memory: 9706 grad_norm: 1.0969 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.3876 loss: 0.3876 2022/08/05 15:53:38 - mmengine - INFO - Epoch(train) [110][260/314] lr: 1.1328e-01 eta: 3:26:22 time: 0.3083 data_time: 0.0500 memory: 9706 grad_norm: 1.1050 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.3237 loss: 0.3237 2022/08/05 15:53:44 - mmengine - INFO - Epoch(train) [110][280/314] lr: 1.1320e-01 eta: 3:26:17 time: 0.3064 data_time: 0.0477 memory: 9706 grad_norm: 1.1534 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.2967 loss: 0.2967 2022/08/05 15:53:51 - mmengine - INFO - Epoch(train) [110][300/314] lr: 1.1311e-01 eta: 3:26:11 time: 0.3210 data_time: 0.0513 memory: 9706 grad_norm: 1.1841 top1_acc: 0.8750 top5_acc: 0.9375 loss_cls: 0.3993 loss: 0.3993 2022/08/05 15:53:55 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_ntu60_xsub_keypoint_20220805_124409 2022/08/05 15:53:55 - mmengine - INFO - Epoch(train) [110][314/314] lr: 1.1306e-01 eta: 3:26:11 time: 0.2936 data_time: 0.0516 memory: 9706 grad_norm: 1.3088 top1_acc: 0.7500 top5_acc: 1.0000 loss_cls: 0.3920 loss: 0.3920 2022/08/05 15:53:55 - mmengine - INFO - Saving checkpoint at 110 epochs 2022/08/05 15:54:02 - mmengine - INFO - Epoch(val) [110][20/129] eta: 0:00:32 time: 0.2975 data_time: 0.1658 memory: 1867 2022/08/05 15:54:06 - mmengine - INFO - Epoch(val) [110][40/129] eta: 0:00:18 time: 0.2027 data_time: 0.0694 memory: 1867 2022/08/05 15:54:10 - mmengine - INFO - Epoch(val) [110][60/129] eta: 0:00:14 time: 0.2040 data_time: 0.0742 memory: 1867 2022/08/05 15:54:14 - mmengine - INFO - Epoch(val) [110][80/129] eta: 0:00:10 time: 0.2107 data_time: 0.0745 memory: 1867 2022/08/05 15:54:19 - mmengine - INFO - Epoch(val) [110][100/129] eta: 0:00:06 time: 0.2095 data_time: 0.0694 memory: 1867 2022/08/05 15:54:22 - mmengine - INFO - Epoch(val) [110][120/129] eta: 0:00:01 time: 0.1908 data_time: 0.0611 memory: 1867 2022/08/05 15:54:26 - mmengine - INFO - Epoch(val) [110][129/129] acc/top1: 0.8414 acc/top5: 0.9838 acc/mean1: 0.8411 2022/08/05 15:54:34 - mmengine - INFO - Epoch(train) [111][20/314] lr: 1.1297e-01 eta: 3:25:57 time: 0.3751 data_time: 0.1015 memory: 9706 grad_norm: 1.2283 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.3635 loss: 0.3635 2022/08/05 15:54:40 - mmengine - INFO - Epoch(train) [111][40/314] lr: 1.1289e-01 eta: 3:25:51 time: 0.3102 data_time: 0.0561 memory: 9706 grad_norm: 1.1942 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.4156 loss: 0.4156 2022/08/05 15:54:47 - mmengine - INFO - Epoch(train) [111][60/314] lr: 1.1281e-01 eta: 3:25:46 time: 0.3185 data_time: 0.0571 memory: 9706 grad_norm: 1.1388 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.3066 loss: 0.3066 2022/08/05 15:54:53 - mmengine - INFO - Epoch(train) [111][80/314] lr: 1.1273e-01 eta: 3:25:40 time: 0.3078 data_time: 0.0501 memory: 9706 grad_norm: 1.0562 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.3574 loss: 0.3574 2022/08/05 15:54:59 - mmengine - INFO - Epoch(train) [111][100/314] lr: 1.1264e-01 eta: 3:25:34 time: 0.3073 data_time: 0.0507 memory: 9706 grad_norm: 1.0554 top1_acc: 0.8125 top5_acc: 0.9375 loss_cls: 0.3308 loss: 0.3308 2022/08/05 15:55:05 - mmengine - INFO - Epoch(train) [111][120/314] lr: 1.1256e-01 eta: 3:25:28 time: 0.3068 data_time: 0.0480 memory: 9706 grad_norm: 1.1790 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.3234 loss: 0.3234 2022/08/05 15:55:11 - mmengine - INFO - Epoch(train) [111][140/314] lr: 1.1248e-01 eta: 3:25:22 time: 0.3201 data_time: 0.0544 memory: 9706 grad_norm: 1.1572 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.3445 loss: 0.3445 2022/08/05 15:55:18 - mmengine - INFO - Epoch(train) [111][160/314] lr: 1.1240e-01 eta: 3:25:16 time: 0.3081 data_time: 0.0464 memory: 9706 grad_norm: 1.1175 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.3714 loss: 0.3714 2022/08/05 15:55:24 - mmengine - INFO - Epoch(train) [111][180/314] lr: 1.1231e-01 eta: 3:25:10 time: 0.3089 data_time: 0.0511 memory: 9706 grad_norm: 1.1182 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.3316 loss: 0.3316 2022/08/05 15:55:30 - mmengine - INFO - Epoch(train) [111][200/314] lr: 1.1223e-01 eta: 3:25:04 time: 0.3108 data_time: 0.0483 memory: 9706 grad_norm: 1.1042 top1_acc: 0.8125 top5_acc: 0.9375 loss_cls: 0.3554 loss: 0.3554 2022/08/05 15:55:36 - mmengine - INFO - Epoch(train) [111][220/314] lr: 1.1215e-01 eta: 3:24:59 time: 0.3087 data_time: 0.0494 memory: 9706 grad_norm: 1.1141 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.3506 loss: 0.3506 2022/08/05 15:55:42 - mmengine - INFO - Epoch(train) [111][240/314] lr: 1.1206e-01 eta: 3:24:53 time: 0.3092 data_time: 0.0546 memory: 9706 grad_norm: 1.1505 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.3531 loss: 0.3531 2022/08/05 15:55:49 - mmengine - INFO - Epoch(train) [111][260/314] lr: 1.1198e-01 eta: 3:24:47 time: 0.3149 data_time: 0.0512 memory: 9706 grad_norm: 1.1893 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.4288 loss: 0.4288 2022/08/05 15:55:55 - mmengine - INFO - Epoch(train) [111][280/314] lr: 1.1190e-01 eta: 3:24:41 time: 0.3121 data_time: 0.0551 memory: 9706 grad_norm: 1.1495 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.3957 loss: 0.3957 2022/08/05 15:56:01 - mmengine - INFO - Epoch(train) [111][300/314] lr: 1.1182e-01 eta: 3:24:35 time: 0.3081 data_time: 0.0510 memory: 9706 grad_norm: 1.1278 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.3412 loss: 0.3412 2022/08/05 15:56:05 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_ntu60_xsub_keypoint_20220805_124409 2022/08/05 15:56:05 - mmengine - INFO - Epoch(train) [111][314/314] lr: 1.1176e-01 eta: 3:24:35 time: 0.2900 data_time: 0.0433 memory: 9706 grad_norm: 1.2981 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.3458 loss: 0.3458 2022/08/05 15:56:05 - mmengine - INFO - Saving checkpoint at 111 epochs 2022/08/05 15:56:13 - mmengine - INFO - Epoch(train) [112][20/314] lr: 1.1168e-01 eta: 3:24:21 time: 0.3513 data_time: 0.0960 memory: 9706 grad_norm: 1.2087 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.4459 loss: 0.4459 2022/08/05 15:56:19 - mmengine - INFO - Epoch(train) [112][40/314] lr: 1.1159e-01 eta: 3:24:15 time: 0.3119 data_time: 0.0552 memory: 9706 grad_norm: 1.0455 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.3235 loss: 0.3235 2022/08/05 15:56:26 - mmengine - INFO - Epoch(train) [112][60/314] lr: 1.1151e-01 eta: 3:24:09 time: 0.3156 data_time: 0.0592 memory: 9706 grad_norm: 1.1545 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.3171 loss: 0.3171 2022/08/05 15:56:32 - mmengine - INFO - Epoch(train) [112][80/314] lr: 1.1143e-01 eta: 3:24:03 time: 0.3114 data_time: 0.0517 memory: 9706 grad_norm: 1.2213 top1_acc: 0.8750 top5_acc: 0.9375 loss_cls: 0.3755 loss: 0.3755 2022/08/05 15:56:38 - mmengine - INFO - Epoch(train) [112][100/314] lr: 1.1134e-01 eta: 3:23:58 time: 0.3136 data_time: 0.0553 memory: 9706 grad_norm: 1.1655 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.4053 loss: 0.4053 2022/08/05 15:56:45 - mmengine - INFO - Epoch(train) [112][120/314] lr: 1.1126e-01 eta: 3:23:52 time: 0.3119 data_time: 0.0531 memory: 9706 grad_norm: 1.1167 top1_acc: 0.8750 top5_acc: 0.9375 loss_cls: 0.3405 loss: 0.3405 2022/08/05 15:56:51 - mmengine - INFO - Epoch(train) [112][140/314] lr: 1.1118e-01 eta: 3:23:46 time: 0.3127 data_time: 0.0548 memory: 9706 grad_norm: 1.0689 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.3629 loss: 0.3629 2022/08/05 15:56:53 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_ntu60_xsub_keypoint_20220805_124409 2022/08/05 15:56:57 - mmengine - INFO - Epoch(train) [112][160/314] lr: 1.1110e-01 eta: 3:23:40 time: 0.3128 data_time: 0.0498 memory: 9706 grad_norm: 1.1042 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.3016 loss: 0.3016 2022/08/05 15:57:03 - mmengine - INFO - Epoch(train) [112][180/314] lr: 1.1101e-01 eta: 3:23:34 time: 0.3081 data_time: 0.0499 memory: 9706 grad_norm: 1.2111 top1_acc: 0.8125 top5_acc: 0.9375 loss_cls: 0.3313 loss: 0.3313 2022/08/05 15:57:09 - mmengine - INFO - Epoch(train) [112][200/314] lr: 1.1093e-01 eta: 3:23:28 time: 0.3121 data_time: 0.0480 memory: 9706 grad_norm: 1.1532 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.3689 loss: 0.3689 2022/08/05 15:57:16 - mmengine - INFO - Epoch(train) [112][220/314] lr: 1.1085e-01 eta: 3:23:22 time: 0.3079 data_time: 0.0497 memory: 9706 grad_norm: 1.1030 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.3252 loss: 0.3252 2022/08/05 15:57:22 - mmengine - INFO - Epoch(train) [112][240/314] lr: 1.1076e-01 eta: 3:23:17 time: 0.3148 data_time: 0.0501 memory: 9706 grad_norm: 1.1514 top1_acc: 0.7500 top5_acc: 0.9375 loss_cls: 0.3767 loss: 0.3767 2022/08/05 15:57:28 - mmengine - INFO - Epoch(train) [112][260/314] lr: 1.1068e-01 eta: 3:23:11 time: 0.3110 data_time: 0.0509 memory: 9706 grad_norm: 1.0576 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.3403 loss: 0.3403 2022/08/05 15:57:34 - mmengine - INFO - Epoch(train) [112][280/314] lr: 1.1060e-01 eta: 3:23:05 time: 0.3068 data_time: 0.0484 memory: 9706 grad_norm: 1.1411 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.3594 loss: 0.3594 2022/08/05 15:57:40 - mmengine - INFO - Epoch(train) [112][300/314] lr: 1.1052e-01 eta: 3:22:59 time: 0.3093 data_time: 0.0519 memory: 9706 grad_norm: 1.1218 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.2623 loss: 0.2623 2022/08/05 15:57:44 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_ntu60_xsub_keypoint_20220805_124409 2022/08/05 15:57:44 - mmengine - INFO - Epoch(train) [112][314/314] lr: 1.1046e-01 eta: 3:22:59 time: 0.2909 data_time: 0.0437 memory: 9706 grad_norm: 1.2049 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.3596 loss: 0.3596 2022/08/05 15:57:45 - mmengine - INFO - Saving checkpoint at 112 epochs 2022/08/05 15:57:52 - mmengine - INFO - Epoch(train) [113][20/314] lr: 1.1037e-01 eta: 3:22:45 time: 0.3402 data_time: 0.0839 memory: 9706 grad_norm: 1.1728 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.3427 loss: 0.3427 2022/08/05 15:57:59 - mmengine - INFO - Epoch(train) [113][40/314] lr: 1.1029e-01 eta: 3:22:39 time: 0.3182 data_time: 0.0479 memory: 9706 grad_norm: 1.0556 top1_acc: 0.7500 top5_acc: 0.9375 loss_cls: 0.3171 loss: 0.3171 2022/08/05 15:58:05 - mmengine - INFO - Epoch(train) [113][60/314] lr: 1.1021e-01 eta: 3:22:33 time: 0.3097 data_time: 0.0513 memory: 9706 grad_norm: 1.1315 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.3799 loss: 0.3799 2022/08/05 15:58:11 - mmengine - INFO - Epoch(train) [113][80/314] lr: 1.1013e-01 eta: 3:22:27 time: 0.3094 data_time: 0.0488 memory: 9706 grad_norm: 1.0655 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.3661 loss: 0.3661 2022/08/05 15:58:17 - mmengine - INFO - Epoch(train) [113][100/314] lr: 1.1004e-01 eta: 3:22:21 time: 0.3151 data_time: 0.0519 memory: 9706 grad_norm: 1.1084 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.2926 loss: 0.2926 2022/08/05 15:58:24 - mmengine - INFO - Epoch(train) [113][120/314] lr: 1.0996e-01 eta: 3:22:15 time: 0.3058 data_time: 0.0480 memory: 9706 grad_norm: 1.1764 top1_acc: 0.7500 top5_acc: 1.0000 loss_cls: 0.3802 loss: 0.3802 2022/08/05 15:58:30 - mmengine - INFO - Epoch(train) [113][140/314] lr: 1.0988e-01 eta: 3:22:10 time: 0.3145 data_time: 0.0559 memory: 9706 grad_norm: 1.1197 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.3468 loss: 0.3468 2022/08/05 15:58:36 - mmengine - INFO - Epoch(train) [113][160/314] lr: 1.0979e-01 eta: 3:22:04 time: 0.3155 data_time: 0.0585 memory: 9706 grad_norm: 1.1316 top1_acc: 0.8125 top5_acc: 0.9375 loss_cls: 0.3701 loss: 0.3701 2022/08/05 15:58:42 - mmengine - INFO - Epoch(train) [113][180/314] lr: 1.0971e-01 eta: 3:21:58 time: 0.3089 data_time: 0.0512 memory: 9706 grad_norm: 1.1507 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.3192 loss: 0.3192 2022/08/05 15:58:49 - mmengine - INFO - Epoch(train) [113][200/314] lr: 1.0963e-01 eta: 3:21:52 time: 0.3078 data_time: 0.0488 memory: 9706 grad_norm: 1.1044 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.3700 loss: 0.3700 2022/08/05 15:58:55 - mmengine - INFO - Epoch(train) [113][220/314] lr: 1.0954e-01 eta: 3:21:46 time: 0.3080 data_time: 0.0522 memory: 9706 grad_norm: 1.0781 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.2908 loss: 0.2908 2022/08/05 15:59:01 - mmengine - INFO - Epoch(train) [113][240/314] lr: 1.0946e-01 eta: 3:21:40 time: 0.3129 data_time: 0.0496 memory: 9706 grad_norm: 1.1826 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.3671 loss: 0.3671 2022/08/05 15:59:07 - mmengine - INFO - Epoch(train) [113][260/314] lr: 1.0938e-01 eta: 3:21:34 time: 0.3099 data_time: 0.0499 memory: 9706 grad_norm: 1.0745 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.2830 loss: 0.2830 2022/08/05 15:59:13 - mmengine - INFO - Epoch(train) [113][280/314] lr: 1.0930e-01 eta: 3:21:28 time: 0.3072 data_time: 0.0487 memory: 9706 grad_norm: 1.1268 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.3151 loss: 0.3151 2022/08/05 15:59:20 - mmengine - INFO - Epoch(train) [113][300/314] lr: 1.0921e-01 eta: 3:21:22 time: 0.3149 data_time: 0.0513 memory: 9706 grad_norm: 1.1505 top1_acc: 0.7500 top5_acc: 1.0000 loss_cls: 0.4365 loss: 0.4365 2022/08/05 15:59:24 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_ntu60_xsub_keypoint_20220805_124409 2022/08/05 15:59:24 - mmengine - INFO - Epoch(train) [113][314/314] lr: 1.0915e-01 eta: 3:21:22 time: 0.2887 data_time: 0.0428 memory: 9706 grad_norm: 1.1952 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.3603 loss: 0.3603 2022/08/05 15:59:24 - mmengine - INFO - Saving checkpoint at 113 epochs 2022/08/05 15:59:32 - mmengine - INFO - Epoch(train) [114][20/314] lr: 1.0907e-01 eta: 3:21:09 time: 0.3559 data_time: 0.0918 memory: 9706 grad_norm: 1.2142 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.5001 loss: 0.5001 2022/08/05 15:59:38 - mmengine - INFO - Epoch(train) [114][40/314] lr: 1.0899e-01 eta: 3:21:03 time: 0.3156 data_time: 0.0501 memory: 9706 grad_norm: 1.0766 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.3852 loss: 0.3852 2022/08/05 15:59:44 - mmengine - INFO - Epoch(train) [114][60/314] lr: 1.0891e-01 eta: 3:20:57 time: 0.3091 data_time: 0.0511 memory: 9706 grad_norm: 1.0479 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.2946 loss: 0.2946 2022/08/05 15:59:50 - mmengine - INFO - Epoch(train) [114][80/314] lr: 1.0882e-01 eta: 3:20:51 time: 0.3103 data_time: 0.0510 memory: 9706 grad_norm: 1.0624 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.2818 loss: 0.2818 2022/08/05 15:59:57 - mmengine - INFO - Epoch(train) [114][100/314] lr: 1.0874e-01 eta: 3:20:45 time: 0.3213 data_time: 0.0575 memory: 9706 grad_norm: 1.0187 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.3218 loss: 0.3218 2022/08/05 16:00:03 - mmengine - INFO - Epoch(train) [114][120/314] lr: 1.0866e-01 eta: 3:20:39 time: 0.3093 data_time: 0.0571 memory: 9706 grad_norm: 1.1685 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.3054 loss: 0.3054 2022/08/05 16:00:09 - mmengine - INFO - Epoch(train) [114][140/314] lr: 1.0857e-01 eta: 3:20:34 time: 0.3132 data_time: 0.0575 memory: 9706 grad_norm: 1.1046 top1_acc: 0.7500 top5_acc: 1.0000 loss_cls: 0.3489 loss: 0.3489 2022/08/05 16:00:15 - mmengine - INFO - Epoch(train) [114][160/314] lr: 1.0849e-01 eta: 3:20:28 time: 0.3066 data_time: 0.0494 memory: 9706 grad_norm: 1.0980 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.3692 loss: 0.3692 2022/08/05 16:00:22 - mmengine - INFO - Epoch(train) [114][180/314] lr: 1.0841e-01 eta: 3:20:22 time: 0.3182 data_time: 0.0513 memory: 9706 grad_norm: 1.1562 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.3916 loss: 0.3916 2022/08/05 16:00:28 - mmengine - INFO - Epoch(train) [114][200/314] lr: 1.0832e-01 eta: 3:20:16 time: 0.3161 data_time: 0.0485 memory: 9706 grad_norm: 1.1440 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.3644 loss: 0.3644 2022/08/05 16:00:34 - mmengine - INFO - Epoch(train) [114][220/314] lr: 1.0824e-01 eta: 3:20:10 time: 0.3080 data_time: 0.0491 memory: 9706 grad_norm: 1.2188 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.3293 loss: 0.3293 2022/08/05 16:00:40 - mmengine - INFO - Epoch(train) [114][240/314] lr: 1.0816e-01 eta: 3:20:05 time: 0.3167 data_time: 0.0528 memory: 9706 grad_norm: 1.0343 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.3267 loss: 0.3267 2022/08/05 16:00:47 - mmengine - INFO - Epoch(train) [114][260/314] lr: 1.0807e-01 eta: 3:19:59 time: 0.3126 data_time: 0.0503 memory: 9706 grad_norm: 1.1242 top1_acc: 0.9375 top5_acc: 0.9375 loss_cls: 0.2725 loss: 0.2725 2022/08/05 16:00:53 - mmengine - INFO - Epoch(train) [114][280/314] lr: 1.0799e-01 eta: 3:19:53 time: 0.3057 data_time: 0.0491 memory: 9706 grad_norm: 1.1500 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.3722 loss: 0.3722 2022/08/05 16:00:59 - mmengine - INFO - Epoch(train) [114][300/314] lr: 1.0791e-01 eta: 3:19:47 time: 0.3139 data_time: 0.0502 memory: 9706 grad_norm: 1.0527 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.3110 loss: 0.3110 2022/08/05 16:01:03 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_ntu60_xsub_keypoint_20220805_124409 2022/08/05 16:01:03 - mmengine - INFO - Epoch(train) [114][314/314] lr: 1.0785e-01 eta: 3:19:47 time: 0.2919 data_time: 0.0443 memory: 9706 grad_norm: 1.1698 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.3566 loss: 0.3566 2022/08/05 16:01:03 - mmengine - INFO - Saving checkpoint at 114 epochs 2022/08/05 16:01:11 - mmengine - INFO - Epoch(train) [115][20/314] lr: 1.0777e-01 eta: 3:19:33 time: 0.3431 data_time: 0.0821 memory: 9706 grad_norm: 1.1672 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.2942 loss: 0.2942 2022/08/05 16:01:18 - mmengine - INFO - Epoch(train) [115][40/314] lr: 1.0768e-01 eta: 3:19:27 time: 0.3169 data_time: 0.0500 memory: 9706 grad_norm: 1.1593 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.3672 loss: 0.3672 2022/08/05 16:01:24 - mmengine - INFO - Epoch(train) [115][60/314] lr: 1.0760e-01 eta: 3:19:21 time: 0.3073 data_time: 0.0506 memory: 9706 grad_norm: 1.1874 top1_acc: 0.7500 top5_acc: 1.0000 loss_cls: 0.3460 loss: 0.3460 2022/08/05 16:01:30 - mmengine - INFO - Epoch(train) [115][80/314] lr: 1.0752e-01 eta: 3:19:15 time: 0.3074 data_time: 0.0495 memory: 9706 grad_norm: 1.1812 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.3031 loss: 0.3031 2022/08/05 16:01:36 - mmengine - INFO - Epoch(train) [115][100/314] lr: 1.0743e-01 eta: 3:19:09 time: 0.3102 data_time: 0.0560 memory: 9706 grad_norm: 1.1671 top1_acc: 0.8125 top5_acc: 0.9375 loss_cls: 0.3268 loss: 0.3268 2022/08/05 16:01:42 - mmengine - INFO - Epoch(train) [115][120/314] lr: 1.0735e-01 eta: 3:19:03 time: 0.3159 data_time: 0.0495 memory: 9706 grad_norm: 1.0909 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.3401 loss: 0.3401 2022/08/05 16:01:49 - mmengine - INFO - Epoch(train) [115][140/314] lr: 1.0727e-01 eta: 3:18:58 time: 0.3090 data_time: 0.0502 memory: 9706 grad_norm: 1.1326 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.4299 loss: 0.4299 2022/08/05 16:01:55 - mmengine - INFO - Epoch(train) [115][160/314] lr: 1.0718e-01 eta: 3:18:52 time: 0.3096 data_time: 0.0504 memory: 9706 grad_norm: 1.0840 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.4001 loss: 0.4001 2022/08/05 16:02:01 - mmengine - INFO - Epoch(train) [115][180/314] lr: 1.0710e-01 eta: 3:18:46 time: 0.3154 data_time: 0.0552 memory: 9706 grad_norm: 1.1379 top1_acc: 0.7500 top5_acc: 1.0000 loss_cls: 0.3755 loss: 0.3755 2022/08/05 16:02:07 - mmengine - INFO - Epoch(train) [115][200/314] lr: 1.0702e-01 eta: 3:18:40 time: 0.3085 data_time: 0.0482 memory: 9706 grad_norm: 1.0894 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.3403 loss: 0.3403 2022/08/05 16:02:08 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_ntu60_xsub_keypoint_20220805_124409 2022/08/05 16:02:13 - mmengine - INFO - Epoch(train) [115][220/314] lr: 1.0694e-01 eta: 3:18:34 time: 0.3091 data_time: 0.0492 memory: 9706 grad_norm: 1.1103 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.3248 loss: 0.3248 2022/08/05 16:02:20 - mmengine - INFO - Epoch(train) [115][240/314] lr: 1.0685e-01 eta: 3:18:28 time: 0.3186 data_time: 0.0477 memory: 9706 grad_norm: 1.1700 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.3258 loss: 0.3258 2022/08/05 16:02:26 - mmengine - INFO - Epoch(train) [115][260/314] lr: 1.0677e-01 eta: 3:18:22 time: 0.3073 data_time: 0.0502 memory: 9706 grad_norm: 1.1150 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.3452 loss: 0.3452 2022/08/05 16:02:32 - mmengine - INFO - Epoch(train) [115][280/314] lr: 1.0669e-01 eta: 3:18:16 time: 0.3089 data_time: 0.0495 memory: 9706 grad_norm: 1.1696 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.3729 loss: 0.3729 2022/08/05 16:02:38 - mmengine - INFO - Epoch(train) [115][300/314] lr: 1.0660e-01 eta: 3:18:10 time: 0.3093 data_time: 0.0502 memory: 9706 grad_norm: 1.1976 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.3444 loss: 0.3444 2022/08/05 16:02:42 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_ntu60_xsub_keypoint_20220805_124409 2022/08/05 16:02:42 - mmengine - INFO - Epoch(train) [115][314/314] lr: 1.0654e-01 eta: 3:18:10 time: 0.2935 data_time: 0.0458 memory: 9706 grad_norm: 1.3000 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.3459 loss: 0.3459 2022/08/05 16:02:42 - mmengine - INFO - Saving checkpoint at 115 epochs 2022/08/05 16:02:50 - mmengine - INFO - Epoch(train) [116][20/314] lr: 1.0646e-01 eta: 3:17:57 time: 0.3457 data_time: 0.0884 memory: 9706 grad_norm: 1.1196 top1_acc: 0.9375 top5_acc: 0.9375 loss_cls: 0.3289 loss: 0.3289 2022/08/05 16:02:56 - mmengine - INFO - Epoch(train) [116][40/314] lr: 1.0638e-01 eta: 3:17:51 time: 0.3065 data_time: 0.0492 memory: 9706 grad_norm: 1.1220 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.3326 loss: 0.3326 2022/08/05 16:03:03 - mmengine - INFO - Epoch(train) [116][60/314] lr: 1.0629e-01 eta: 3:17:45 time: 0.3176 data_time: 0.0535 memory: 9706 grad_norm: 1.1662 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.3492 loss: 0.3492 2022/08/05 16:03:09 - mmengine - INFO - Epoch(train) [116][80/314] lr: 1.0621e-01 eta: 3:17:39 time: 0.3115 data_time: 0.0494 memory: 9706 grad_norm: 1.1100 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.3357 loss: 0.3357 2022/08/05 16:03:15 - mmengine - INFO - Epoch(train) [116][100/314] lr: 1.0613e-01 eta: 3:17:33 time: 0.3091 data_time: 0.0521 memory: 9706 grad_norm: 1.0891 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.3040 loss: 0.3040 2022/08/05 16:03:21 - mmengine - INFO - Epoch(train) [116][120/314] lr: 1.0605e-01 eta: 3:17:27 time: 0.3161 data_time: 0.0494 memory: 9706 grad_norm: 1.0658 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.3089 loss: 0.3089 2022/08/05 16:03:28 - mmengine - INFO - Epoch(train) [116][140/314] lr: 1.0596e-01 eta: 3:17:21 time: 0.3077 data_time: 0.0500 memory: 9706 grad_norm: 1.1090 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.3490 loss: 0.3490 2022/08/05 16:03:34 - mmengine - INFO - Epoch(train) [116][160/314] lr: 1.0588e-01 eta: 3:17:15 time: 0.3067 data_time: 0.0485 memory: 9706 grad_norm: 1.1300 top1_acc: 0.7500 top5_acc: 1.0000 loss_cls: 0.3486 loss: 0.3486 2022/08/05 16:03:40 - mmengine - INFO - Epoch(train) [116][180/314] lr: 1.0580e-01 eta: 3:17:10 time: 0.3141 data_time: 0.0513 memory: 9706 grad_norm: 1.1533 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.3348 loss: 0.3348 2022/08/05 16:03:46 - mmengine - INFO - Epoch(train) [116][200/314] lr: 1.0571e-01 eta: 3:17:04 time: 0.3066 data_time: 0.0473 memory: 9706 grad_norm: 1.1304 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.2765 loss: 0.2765 2022/08/05 16:03:52 - mmengine - INFO - Epoch(train) [116][220/314] lr: 1.0563e-01 eta: 3:16:58 time: 0.3085 data_time: 0.0507 memory: 9706 grad_norm: 1.1909 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.3871 loss: 0.3871 2022/08/05 16:03:59 - mmengine - INFO - Epoch(train) [116][240/314] lr: 1.0555e-01 eta: 3:16:52 time: 0.3299 data_time: 0.0502 memory: 9706 grad_norm: 1.1476 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.3447 loss: 0.3447 2022/08/05 16:04:05 - mmengine - INFO - Epoch(train) [116][260/314] lr: 1.0546e-01 eta: 3:16:46 time: 0.3081 data_time: 0.0501 memory: 9706 grad_norm: 1.2363 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.3974 loss: 0.3974 2022/08/05 16:04:11 - mmengine - INFO - Epoch(train) [116][280/314] lr: 1.0538e-01 eta: 3:16:40 time: 0.3068 data_time: 0.0475 memory: 9706 grad_norm: 1.1755 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.3482 loss: 0.3482 2022/08/05 16:04:17 - mmengine - INFO - Epoch(train) [116][300/314] lr: 1.0530e-01 eta: 3:16:34 time: 0.3165 data_time: 0.0526 memory: 9706 grad_norm: 1.1048 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.4150 loss: 0.4150 2022/08/05 16:04:21 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_ntu60_xsub_keypoint_20220805_124409 2022/08/05 16:04:21 - mmengine - INFO - Epoch(train) [116][314/314] lr: 1.0524e-01 eta: 3:16:34 time: 0.2985 data_time: 0.0471 memory: 9706 grad_norm: 1.1074 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.3297 loss: 0.3297 2022/08/05 16:04:22 - mmengine - INFO - Saving checkpoint at 116 epochs 2022/08/05 16:04:30 - mmengine - INFO - Epoch(train) [117][20/314] lr: 1.0515e-01 eta: 3:16:21 time: 0.3519 data_time: 0.0843 memory: 9706 grad_norm: 1.1204 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.3606 loss: 0.3606 2022/08/05 16:04:36 - mmengine - INFO - Epoch(train) [117][40/314] lr: 1.0507e-01 eta: 3:16:15 time: 0.3137 data_time: 0.0532 memory: 9706 grad_norm: 1.1953 top1_acc: 0.8750 top5_acc: 0.9375 loss_cls: 0.3635 loss: 0.3635 2022/08/05 16:04:42 - mmengine - INFO - Epoch(train) [117][60/314] lr: 1.0499e-01 eta: 3:16:09 time: 0.3147 data_time: 0.0521 memory: 9706 grad_norm: 1.1806 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.3616 loss: 0.3616 2022/08/05 16:04:48 - mmengine - INFO - Epoch(train) [117][80/314] lr: 1.0490e-01 eta: 3:16:03 time: 0.3123 data_time: 0.0478 memory: 9706 grad_norm: 1.2132 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.3368 loss: 0.3368 2022/08/05 16:04:55 - mmengine - INFO - Epoch(train) [117][100/314] lr: 1.0482e-01 eta: 3:15:57 time: 0.3096 data_time: 0.0524 memory: 9706 grad_norm: 1.1100 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.3360 loss: 0.3360 2022/08/05 16:05:01 - mmengine - INFO - Epoch(train) [117][120/314] lr: 1.0474e-01 eta: 3:15:52 time: 0.3150 data_time: 0.0492 memory: 9706 grad_norm: 1.1944 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.3792 loss: 0.3792 2022/08/05 16:05:07 - mmengine - INFO - Epoch(train) [117][140/314] lr: 1.0465e-01 eta: 3:15:46 time: 0.3107 data_time: 0.0552 memory: 9706 grad_norm: 1.1069 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.3907 loss: 0.3907 2022/08/05 16:05:13 - mmengine - INFO - Epoch(train) [117][160/314] lr: 1.0457e-01 eta: 3:15:40 time: 0.3065 data_time: 0.0508 memory: 9706 grad_norm: 1.1730 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.2958 loss: 0.2958 2022/08/05 16:05:20 - mmengine - INFO - Epoch(train) [117][180/314] lr: 1.0449e-01 eta: 3:15:34 time: 0.3204 data_time: 0.0563 memory: 9706 grad_norm: 1.0775 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.2965 loss: 0.2965 2022/08/05 16:05:26 - mmengine - INFO - Epoch(train) [117][200/314] lr: 1.0440e-01 eta: 3:15:28 time: 0.3075 data_time: 0.0476 memory: 9706 grad_norm: 1.0802 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.4048 loss: 0.4048 2022/08/05 16:05:32 - mmengine - INFO - Epoch(train) [117][220/314] lr: 1.0432e-01 eta: 3:15:22 time: 0.3096 data_time: 0.0509 memory: 9706 grad_norm: 1.0628 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.2169 loss: 0.2169 2022/08/05 16:05:38 - mmengine - INFO - Epoch(train) [117][240/314] lr: 1.0424e-01 eta: 3:15:16 time: 0.3158 data_time: 0.0513 memory: 9706 grad_norm: 1.0813 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.3468 loss: 0.3468 2022/08/05 16:05:44 - mmengine - INFO - Epoch(train) [117][260/314] lr: 1.0416e-01 eta: 3:15:10 time: 0.3104 data_time: 0.0517 memory: 9706 grad_norm: 1.1209 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.3327 loss: 0.3327 2022/08/05 16:05:51 - mmengine - INFO - Epoch(train) [117][280/314] lr: 1.0407e-01 eta: 3:15:04 time: 0.3081 data_time: 0.0497 memory: 9706 grad_norm: 1.1278 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.3600 loss: 0.3600 2022/08/05 16:05:57 - mmengine - INFO - Epoch(train) [117][300/314] lr: 1.0399e-01 eta: 3:14:59 time: 0.3196 data_time: 0.0488 memory: 9706 grad_norm: 1.1338 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.4060 loss: 0.4060 2022/08/05 16:06:01 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_ntu60_xsub_keypoint_20220805_124409 2022/08/05 16:06:01 - mmengine - INFO - Epoch(train) [117][314/314] lr: 1.0393e-01 eta: 3:14:59 time: 0.3242 data_time: 0.0526 memory: 9706 grad_norm: 1.1846 top1_acc: 0.5000 top5_acc: 1.0000 loss_cls: 0.4218 loss: 0.4218 2022/08/05 16:06:02 - mmengine - INFO - Saving checkpoint at 117 epochs 2022/08/05 16:06:10 - mmengine - INFO - Epoch(train) [118][20/314] lr: 1.0385e-01 eta: 3:14:45 time: 0.3429 data_time: 0.0822 memory: 9706 grad_norm: 1.1014 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.3627 loss: 0.3627 2022/08/05 16:06:16 - mmengine - INFO - Epoch(train) [118][40/314] lr: 1.0376e-01 eta: 3:14:39 time: 0.3079 data_time: 0.0496 memory: 9706 grad_norm: 1.0442 top1_acc: 0.7500 top5_acc: 1.0000 loss_cls: 0.3040 loss: 0.3040 2022/08/05 16:06:22 - mmengine - INFO - Epoch(train) [118][60/314] lr: 1.0368e-01 eta: 3:14:33 time: 0.3121 data_time: 0.0521 memory: 9706 grad_norm: 1.1174 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.2961 loss: 0.2961 2022/08/05 16:06:28 - mmengine - INFO - Epoch(train) [118][80/314] lr: 1.0360e-01 eta: 3:14:27 time: 0.3073 data_time: 0.0503 memory: 9706 grad_norm: 1.1464 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.3291 loss: 0.3291 2022/08/05 16:06:34 - mmengine - INFO - Epoch(train) [118][100/314] lr: 1.0351e-01 eta: 3:14:21 time: 0.3121 data_time: 0.0526 memory: 9706 grad_norm: 1.1148 top1_acc: 0.7500 top5_acc: 1.0000 loss_cls: 0.2712 loss: 0.2712 2022/08/05 16:06:41 - mmengine - INFO - Epoch(train) [118][120/314] lr: 1.0343e-01 eta: 3:14:16 time: 0.3227 data_time: 0.0512 memory: 9706 grad_norm: 1.0664 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.2876 loss: 0.2876 2022/08/05 16:06:47 - mmengine - INFO - Epoch(train) [118][140/314] lr: 1.0335e-01 eta: 3:14:10 time: 0.3108 data_time: 0.0521 memory: 9706 grad_norm: 1.0718 top1_acc: 0.8125 top5_acc: 0.9375 loss_cls: 0.2767 loss: 0.2767 2022/08/05 16:06:53 - mmengine - INFO - Epoch(train) [118][160/314] lr: 1.0326e-01 eta: 3:14:04 time: 0.3168 data_time: 0.0599 memory: 9706 grad_norm: 1.2122 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.3529 loss: 0.3529 2022/08/05 16:07:00 - mmengine - INFO - Epoch(train) [118][180/314] lr: 1.0318e-01 eta: 3:13:58 time: 0.3176 data_time: 0.0549 memory: 9706 grad_norm: 1.1327 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.3712 loss: 0.3712 2022/08/05 16:07:06 - mmengine - INFO - Epoch(train) [118][200/314] lr: 1.0310e-01 eta: 3:13:52 time: 0.3078 data_time: 0.0461 memory: 9706 grad_norm: 1.1505 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.3317 loss: 0.3317 2022/08/05 16:07:12 - mmengine - INFO - Epoch(train) [118][220/314] lr: 1.0301e-01 eta: 3:13:46 time: 0.3076 data_time: 0.0489 memory: 9706 grad_norm: 1.1098 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.3161 loss: 0.3161 2022/08/05 16:07:18 - mmengine - INFO - Epoch(train) [118][240/314] lr: 1.0293e-01 eta: 3:13:40 time: 0.3129 data_time: 0.0483 memory: 9706 grad_norm: 1.1986 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.3492 loss: 0.3492 2022/08/05 16:07:24 - mmengine - INFO - Epoch(train) [118][260/314] lr: 1.0285e-01 eta: 3:13:35 time: 0.3085 data_time: 0.0498 memory: 9706 grad_norm: 1.1125 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.3198 loss: 0.3198 2022/08/05 16:07:25 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_ntu60_xsub_keypoint_20220805_124409 2022/08/05 16:07:31 - mmengine - INFO - Epoch(train) [118][280/314] lr: 1.0276e-01 eta: 3:13:29 time: 0.3064 data_time: 0.0468 memory: 9706 grad_norm: 1.1227 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.3791 loss: 0.3791 2022/08/05 16:07:37 - mmengine - INFO - Epoch(train) [118][300/314] lr: 1.0268e-01 eta: 3:13:23 time: 0.3061 data_time: 0.0496 memory: 9706 grad_norm: 1.1321 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.3245 loss: 0.3245 2022/08/05 16:07:41 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_ntu60_xsub_keypoint_20220805_124409 2022/08/05 16:07:41 - mmengine - INFO - Epoch(train) [118][314/314] lr: 1.0262e-01 eta: 3:13:23 time: 0.3062 data_time: 0.0482 memory: 9706 grad_norm: 1.2080 top1_acc: 0.7500 top5_acc: 1.0000 loss_cls: 0.3349 loss: 0.3349 2022/08/05 16:07:41 - mmengine - INFO - Saving checkpoint at 118 epochs 2022/08/05 16:07:49 - mmengine - INFO - Epoch(train) [119][20/314] lr: 1.0254e-01 eta: 3:13:09 time: 0.3495 data_time: 0.0941 memory: 9706 grad_norm: 1.0472 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.3194 loss: 0.3194 2022/08/05 16:07:55 - mmengine - INFO - Epoch(train) [119][40/314] lr: 1.0246e-01 eta: 3:13:03 time: 0.3067 data_time: 0.0493 memory: 9706 grad_norm: 1.1412 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.3052 loss: 0.3052 2022/08/05 16:08:01 - mmengine - INFO - Epoch(train) [119][60/314] lr: 1.0237e-01 eta: 3:12:57 time: 0.3186 data_time: 0.0522 memory: 9706 grad_norm: 1.1419 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.3261 loss: 0.3261 2022/08/05 16:08:08 - mmengine - INFO - Epoch(train) [119][80/314] lr: 1.0229e-01 eta: 3:12:51 time: 0.3114 data_time: 0.0480 memory: 9706 grad_norm: 1.0488 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.3411 loss: 0.3411 2022/08/05 16:08:14 - mmengine - INFO - Epoch(train) [119][100/314] lr: 1.0221e-01 eta: 3:12:45 time: 0.3101 data_time: 0.0522 memory: 9706 grad_norm: 1.1123 top1_acc: 0.8125 top5_acc: 0.9375 loss_cls: 0.3706 loss: 0.3706 2022/08/05 16:08:20 - mmengine - INFO - Epoch(train) [119][120/314] lr: 1.0212e-01 eta: 3:12:40 time: 0.3132 data_time: 0.0498 memory: 9706 grad_norm: 1.2097 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.3522 loss: 0.3522 2022/08/05 16:08:26 - mmengine - INFO - Epoch(train) [119][140/314] lr: 1.0204e-01 eta: 3:12:34 time: 0.3148 data_time: 0.0548 memory: 9706 grad_norm: 1.1529 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.3187 loss: 0.3187 2022/08/05 16:08:33 - mmengine - INFO - Epoch(train) [119][160/314] lr: 1.0196e-01 eta: 3:12:28 time: 0.3160 data_time: 0.0551 memory: 9706 grad_norm: 1.1719 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.3343 loss: 0.3343 2022/08/05 16:08:39 - mmengine - INFO - Epoch(train) [119][180/314] lr: 1.0187e-01 eta: 3:12:22 time: 0.3180 data_time: 0.0497 memory: 9706 grad_norm: 1.1033 top1_acc: 0.7500 top5_acc: 0.9375 loss_cls: 0.3475 loss: 0.3475 2022/08/05 16:08:45 - mmengine - INFO - Epoch(train) [119][200/314] lr: 1.0179e-01 eta: 3:12:16 time: 0.3083 data_time: 0.0482 memory: 9706 grad_norm: 1.1707 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.3144 loss: 0.3144 2022/08/05 16:08:51 - mmengine - INFO - Epoch(train) [119][220/314] lr: 1.0170e-01 eta: 3:12:10 time: 0.3085 data_time: 0.0497 memory: 9706 grad_norm: 1.0894 top1_acc: 0.8750 top5_acc: 0.9375 loss_cls: 0.3092 loss: 0.3092 2022/08/05 16:08:58 - mmengine - INFO - Epoch(train) [119][240/314] lr: 1.0162e-01 eta: 3:12:04 time: 0.3115 data_time: 0.0477 memory: 9706 grad_norm: 1.1537 top1_acc: 0.6875 top5_acc: 1.0000 loss_cls: 0.3522 loss: 0.3522 2022/08/05 16:09:04 - mmengine - INFO - Epoch(train) [119][260/314] lr: 1.0154e-01 eta: 3:11:59 time: 0.3100 data_time: 0.0520 memory: 9706 grad_norm: 1.2656 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.4049 loss: 0.4049 2022/08/05 16:09:10 - mmengine - INFO - Epoch(train) [119][280/314] lr: 1.0145e-01 eta: 3:11:53 time: 0.3120 data_time: 0.0473 memory: 9706 grad_norm: 1.1706 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.3355 loss: 0.3355 2022/08/05 16:09:16 - mmengine - INFO - Epoch(train) [119][300/314] lr: 1.0137e-01 eta: 3:11:47 time: 0.3084 data_time: 0.0496 memory: 9706 grad_norm: 1.1108 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.2372 loss: 0.2372 2022/08/05 16:09:20 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_ntu60_xsub_keypoint_20220805_124409 2022/08/05 16:09:20 - mmengine - INFO - Epoch(train) [119][314/314] lr: 1.0131e-01 eta: 3:11:47 time: 0.3003 data_time: 0.0464 memory: 9706 grad_norm: 1.2530 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.3780 loss: 0.3780 2022/08/05 16:09:21 - mmengine - INFO - Saving checkpoint at 119 epochs 2022/08/05 16:09:29 - mmengine - INFO - Epoch(train) [120][20/314] lr: 1.0123e-01 eta: 3:11:33 time: 0.3528 data_time: 0.0874 memory: 9706 grad_norm: 1.3110 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.2986 loss: 0.2986 2022/08/05 16:09:35 - mmengine - INFO - Epoch(train) [120][40/314] lr: 1.0115e-01 eta: 3:11:27 time: 0.3065 data_time: 0.0491 memory: 9706 grad_norm: 1.1065 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.3359 loss: 0.3359 2022/08/05 16:09:41 - mmengine - INFO - Epoch(train) [120][60/314] lr: 1.0106e-01 eta: 3:11:21 time: 0.3161 data_time: 0.0538 memory: 9706 grad_norm: 1.0906 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.2793 loss: 0.2793 2022/08/05 16:09:47 - mmengine - INFO - Epoch(train) [120][80/314] lr: 1.0098e-01 eta: 3:11:15 time: 0.3087 data_time: 0.0472 memory: 9706 grad_norm: 1.1834 top1_acc: 0.7500 top5_acc: 1.0000 loss_cls: 0.2651 loss: 0.2651 2022/08/05 16:09:54 - mmengine - INFO - Epoch(train) [120][100/314] lr: 1.0090e-01 eta: 3:11:10 time: 0.3201 data_time: 0.0503 memory: 9706 grad_norm: 1.1176 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.3858 loss: 0.3858 2022/08/05 16:10:00 - mmengine - INFO - Epoch(train) [120][120/314] lr: 1.0081e-01 eta: 3:11:04 time: 0.3085 data_time: 0.0493 memory: 9706 grad_norm: 1.0639 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.2746 loss: 0.2746 2022/08/05 16:10:06 - mmengine - INFO - Epoch(train) [120][140/314] lr: 1.0073e-01 eta: 3:10:58 time: 0.3081 data_time: 0.0521 memory: 9706 grad_norm: 1.1545 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.3204 loss: 0.3204 2022/08/05 16:10:12 - mmengine - INFO - Epoch(train) [120][160/314] lr: 1.0065e-01 eta: 3:10:52 time: 0.3072 data_time: 0.0482 memory: 9706 grad_norm: 1.2494 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.3814 loss: 0.3814 2022/08/05 16:10:18 - mmengine - INFO - Epoch(train) [120][180/314] lr: 1.0056e-01 eta: 3:10:46 time: 0.3160 data_time: 0.0516 memory: 9706 grad_norm: 1.1732 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.3721 loss: 0.3721 2022/08/05 16:10:25 - mmengine - INFO - Epoch(train) [120][200/314] lr: 1.0048e-01 eta: 3:10:40 time: 0.3065 data_time: 0.0478 memory: 9706 grad_norm: 1.1297 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.2876 loss: 0.2876 2022/08/05 16:10:31 - mmengine - INFO - Epoch(train) [120][220/314] lr: 1.0040e-01 eta: 3:10:34 time: 0.3073 data_time: 0.0485 memory: 9706 grad_norm: 1.1208 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.3124 loss: 0.3124 2022/08/05 16:10:37 - mmengine - INFO - Epoch(train) [120][240/314] lr: 1.0031e-01 eta: 3:10:28 time: 0.3070 data_time: 0.0470 memory: 9706 grad_norm: 1.1276 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.3538 loss: 0.3538 2022/08/05 16:10:44 - mmengine - INFO - Epoch(train) [120][260/314] lr: 1.0023e-01 eta: 3:10:23 time: 0.3312 data_time: 0.0510 memory: 9706 grad_norm: 1.1281 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.3607 loss: 0.3607 2022/08/05 16:10:50 - mmengine - INFO - Epoch(train) [120][280/314] lr: 1.0015e-01 eta: 3:10:17 time: 0.3073 data_time: 0.0476 memory: 9706 grad_norm: 1.1339 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.3038 loss: 0.3038 2022/08/05 16:10:56 - mmengine - INFO - Epoch(train) [120][300/314] lr: 1.0006e-01 eta: 3:10:11 time: 0.3075 data_time: 0.0500 memory: 9706 grad_norm: 1.1866 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.3763 loss: 0.3763 2022/08/05 16:11:01 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_ntu60_xsub_keypoint_20220805_124409 2022/08/05 16:11:01 - mmengine - INFO - Epoch(train) [120][314/314] lr: 1.0000e-01 eta: 3:10:11 time: 0.3368 data_time: 0.0483 memory: 9706 grad_norm: 1.2602 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.3060 loss: 0.3060 2022/08/05 16:11:01 - mmengine - INFO - Saving checkpoint at 120 epochs 2022/08/05 16:11:09 - mmengine - INFO - Epoch(val) [120][20/129] eta: 0:00:36 time: 0.3344 data_time: 0.1772 memory: 1867 2022/08/05 16:11:13 - mmengine - INFO - Epoch(val) [120][40/129] eta: 0:00:21 time: 0.2396 data_time: 0.0842 memory: 1867 2022/08/05 16:11:19 - mmengine - INFO - Epoch(val) [120][60/129] eta: 0:00:17 time: 0.2577 data_time: 0.0928 memory: 1867 2022/08/05 16:11:24 - mmengine - INFO - Epoch(val) [120][80/129] eta: 0:00:12 time: 0.2519 data_time: 0.0949 memory: 1867 2022/08/05 16:11:28 - mmengine - INFO - Epoch(val) [120][100/129] eta: 0:00:06 time: 0.2366 data_time: 0.0806 memory: 1867 2022/08/05 16:11:32 - mmengine - INFO - Epoch(val) [120][120/129] eta: 0:00:01 time: 0.2008 data_time: 0.0571 memory: 1867 2022/08/05 16:11:35 - mmengine - INFO - Epoch(val) [120][129/129] acc/top1: 0.8404 acc/top5: 0.9837 acc/mean1: 0.8403 2022/08/05 16:11:42 - mmengine - INFO - Epoch(train) [121][20/314] lr: 9.9921e-02 eta: 3:09:58 time: 0.3738 data_time: 0.0926 memory: 9706 grad_norm: 1.2083 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.3483 loss: 0.3483 2022/08/05 16:11:48 - mmengine - INFO - Epoch(train) [121][40/314] lr: 9.9837e-02 eta: 3:09:52 time: 0.3087 data_time: 0.0480 memory: 9706 grad_norm: 1.2405 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.3975 loss: 0.3975 2022/08/05 16:11:55 - mmengine - INFO - Epoch(train) [121][60/314] lr: 9.9754e-02 eta: 3:09:46 time: 0.3092 data_time: 0.0505 memory: 9706 grad_norm: 1.1159 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.3613 loss: 0.3613 2022/08/05 16:12:01 - mmengine - INFO - Epoch(train) [121][80/314] lr: 9.9671e-02 eta: 3:09:40 time: 0.3119 data_time: 0.0478 memory: 9706 grad_norm: 1.1553 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.3930 loss: 0.3930 2022/08/05 16:12:07 - mmengine - INFO - Epoch(train) [121][100/314] lr: 9.9587e-02 eta: 3:09:34 time: 0.3087 data_time: 0.0505 memory: 9706 grad_norm: 1.1025 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.3332 loss: 0.3332 2022/08/05 16:12:13 - mmengine - INFO - Epoch(train) [121][120/314] lr: 9.9504e-02 eta: 3:09:28 time: 0.3159 data_time: 0.0540 memory: 9706 grad_norm: 1.0833 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.3911 loss: 0.3911 2022/08/05 16:12:20 - mmengine - INFO - Epoch(train) [121][140/314] lr: 9.9421e-02 eta: 3:09:22 time: 0.3144 data_time: 0.0583 memory: 9706 grad_norm: 1.0943 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.2561 loss: 0.2561 2022/08/05 16:12:26 - mmengine - INFO - Epoch(train) [121][160/314] lr: 9.9337e-02 eta: 3:09:17 time: 0.3101 data_time: 0.0574 memory: 9706 grad_norm: 1.1837 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.3319 loss: 0.3319 2022/08/05 16:12:32 - mmengine - INFO - Epoch(train) [121][180/314] lr: 9.9254e-02 eta: 3:09:11 time: 0.3158 data_time: 0.0490 memory: 9706 grad_norm: 1.1696 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.4228 loss: 0.4228 2022/08/05 16:12:38 - mmengine - INFO - Epoch(train) [121][200/314] lr: 9.9170e-02 eta: 3:09:05 time: 0.3101 data_time: 0.0528 memory: 9706 grad_norm: 1.1393 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.3593 loss: 0.3593 2022/08/05 16:12:45 - mmengine - INFO - Epoch(train) [121][220/314] lr: 9.9087e-02 eta: 3:08:59 time: 0.3129 data_time: 0.0578 memory: 9706 grad_norm: 1.1582 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.2816 loss: 0.2816 2022/08/05 16:12:51 - mmengine - INFO - Epoch(train) [121][240/314] lr: 9.9004e-02 eta: 3:08:53 time: 0.3179 data_time: 0.0501 memory: 9706 grad_norm: 1.1658 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.2998 loss: 0.2998 2022/08/05 16:12:57 - mmengine - INFO - Epoch(train) [121][260/314] lr: 9.8920e-02 eta: 3:08:47 time: 0.3084 data_time: 0.0506 memory: 9706 grad_norm: 1.2508 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.3778 loss: 0.3778 2022/08/05 16:13:03 - mmengine - INFO - Epoch(train) [121][280/314] lr: 9.8837e-02 eta: 3:08:41 time: 0.3126 data_time: 0.0482 memory: 9706 grad_norm: 1.1904 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.4002 loss: 0.4002 2022/08/05 16:13:10 - mmengine - INFO - Epoch(train) [121][300/314] lr: 9.8754e-02 eta: 3:08:36 time: 0.3196 data_time: 0.0551 memory: 9706 grad_norm: 1.1630 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.2932 loss: 0.2932 2022/08/05 16:13:14 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_ntu60_xsub_keypoint_20220805_124409 2022/08/05 16:13:14 - mmengine - INFO - Epoch(train) [121][314/314] lr: 9.8695e-02 eta: 3:08:36 time: 0.2913 data_time: 0.0462 memory: 9706 grad_norm: 1.1785 top1_acc: 0.5000 top5_acc: 1.0000 loss_cls: 0.3353 loss: 0.3353 2022/08/05 16:13:14 - mmengine - INFO - Saving checkpoint at 121 epochs 2022/08/05 16:13:17 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_ntu60_xsub_keypoint_20220805_124409 2022/08/05 16:13:22 - mmengine - INFO - Epoch(train) [122][20/314] lr: 9.8612e-02 eta: 3:08:22 time: 0.3460 data_time: 0.0855 memory: 9706 grad_norm: 1.2312 top1_acc: 0.6875 top5_acc: 1.0000 loss_cls: 0.3249 loss: 0.3249 2022/08/05 16:13:28 - mmengine - INFO - Epoch(train) [122][40/314] lr: 9.8528e-02 eta: 3:08:17 time: 0.3296 data_time: 0.0512 memory: 9706 grad_norm: 1.1291 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.2510 loss: 0.2510 2022/08/05 16:13:35 - mmengine - INFO - Epoch(train) [122][60/314] lr: 9.8445e-02 eta: 3:08:11 time: 0.3110 data_time: 0.0503 memory: 9706 grad_norm: 1.2104 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.2453 loss: 0.2453 2022/08/05 16:13:41 - mmengine - INFO - Epoch(train) [122][80/314] lr: 9.8362e-02 eta: 3:08:05 time: 0.3071 data_time: 0.0487 memory: 9706 grad_norm: 1.0753 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.3110 loss: 0.3110 2022/08/05 16:13:47 - mmengine - INFO - Epoch(train) [122][100/314] lr: 9.8278e-02 eta: 3:07:59 time: 0.3086 data_time: 0.0509 memory: 9706 grad_norm: 1.0724 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.3446 loss: 0.3446 2022/08/05 16:13:53 - mmengine - INFO - Epoch(train) [122][120/314] lr: 9.8195e-02 eta: 3:07:53 time: 0.3238 data_time: 0.0494 memory: 9706 grad_norm: 1.0893 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.2884 loss: 0.2884 2022/08/05 16:14:00 - mmengine - INFO - Epoch(train) [122][140/314] lr: 9.8112e-02 eta: 3:07:47 time: 0.3078 data_time: 0.0507 memory: 9706 grad_norm: 1.1419 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.3354 loss: 0.3354 2022/08/05 16:14:06 - mmengine - INFO - Epoch(train) [122][160/314] lr: 9.8028e-02 eta: 3:07:41 time: 0.3069 data_time: 0.0491 memory: 9706 grad_norm: 1.1652 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.3602 loss: 0.3602 2022/08/05 16:14:12 - mmengine - INFO - Epoch(train) [122][180/314] lr: 9.7945e-02 eta: 3:07:35 time: 0.3172 data_time: 0.0502 memory: 9706 grad_norm: 1.1813 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.3087 loss: 0.3087 2022/08/05 16:14:18 - mmengine - INFO - Epoch(train) [122][200/314] lr: 9.7862e-02 eta: 3:07:30 time: 0.3135 data_time: 0.0516 memory: 9706 grad_norm: 1.1361 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.3755 loss: 0.3755 2022/08/05 16:14:24 - mmengine - INFO - Epoch(train) [122][220/314] lr: 9.7778e-02 eta: 3:07:24 time: 0.3082 data_time: 0.0503 memory: 9706 grad_norm: 1.1367 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.1955 loss: 0.1955 2022/08/05 16:14:31 - mmengine - INFO - Epoch(train) [122][240/314] lr: 9.7695e-02 eta: 3:07:18 time: 0.3150 data_time: 0.0489 memory: 9706 grad_norm: 1.2409 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.4450 loss: 0.4450 2022/08/05 16:14:37 - mmengine - INFO - Epoch(train) [122][260/314] lr: 9.7612e-02 eta: 3:07:12 time: 0.3178 data_time: 0.0553 memory: 9706 grad_norm: 1.0910 top1_acc: 0.7500 top5_acc: 1.0000 loss_cls: 0.3018 loss: 0.3018 2022/08/05 16:14:43 - mmengine - INFO - Epoch(train) [122][280/314] lr: 9.7528e-02 eta: 3:07:06 time: 0.3083 data_time: 0.0493 memory: 9706 grad_norm: 1.1630 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.3278 loss: 0.3278 2022/08/05 16:14:50 - mmengine - INFO - Epoch(train) [122][300/314] lr: 9.7445e-02 eta: 3:07:01 time: 0.3261 data_time: 0.0518 memory: 9706 grad_norm: 1.1189 top1_acc: 0.7500 top5_acc: 0.9375 loss_cls: 0.3493 loss: 0.3493 2022/08/05 16:14:54 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_ntu60_xsub_keypoint_20220805_124409 2022/08/05 16:14:54 - mmengine - INFO - Epoch(train) [122][314/314] lr: 9.7386e-02 eta: 3:07:01 time: 0.3079 data_time: 0.0458 memory: 9706 grad_norm: 1.2848 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.3253 loss: 0.3253 2022/08/05 16:14:54 - mmengine - INFO - Saving checkpoint at 122 epochs 2022/08/05 16:15:02 - mmengine - INFO - Epoch(train) [123][20/314] lr: 9.7303e-02 eta: 3:06:47 time: 0.3514 data_time: 0.0820 memory: 9706 grad_norm: 1.2004 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.3225 loss: 0.3225 2022/08/05 16:15:08 - mmengine - INFO - Epoch(train) [123][40/314] lr: 9.7220e-02 eta: 3:06:41 time: 0.3111 data_time: 0.0484 memory: 9706 grad_norm: 1.1250 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.2702 loss: 0.2702 2022/08/05 16:15:14 - mmengine - INFO - Epoch(train) [123][60/314] lr: 9.7136e-02 eta: 3:06:35 time: 0.3086 data_time: 0.0502 memory: 9706 grad_norm: 1.2027 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.3730 loss: 0.3730 2022/08/05 16:15:20 - mmengine - INFO - Epoch(train) [123][80/314] lr: 9.7053e-02 eta: 3:06:29 time: 0.3061 data_time: 0.0474 memory: 9706 grad_norm: 1.2160 top1_acc: 0.6875 top5_acc: 0.9375 loss_cls: 0.4027 loss: 0.4027 2022/08/05 16:15:26 - mmengine - INFO - Epoch(train) [123][100/314] lr: 9.6970e-02 eta: 3:06:23 time: 0.3079 data_time: 0.0509 memory: 9706 grad_norm: 1.1208 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.2783 loss: 0.2783 2022/08/05 16:15:33 - mmengine - INFO - Epoch(train) [123][120/314] lr: 9.6886e-02 eta: 3:06:17 time: 0.3149 data_time: 0.0481 memory: 9706 grad_norm: 1.1456 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.3739 loss: 0.3739 2022/08/05 16:15:39 - mmengine - INFO - Epoch(train) [123][140/314] lr: 9.6803e-02 eta: 3:06:12 time: 0.3100 data_time: 0.0509 memory: 9706 grad_norm: 1.1041 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.3482 loss: 0.3482 2022/08/05 16:15:45 - mmengine - INFO - Epoch(train) [123][160/314] lr: 9.6720e-02 eta: 3:06:06 time: 0.3118 data_time: 0.0497 memory: 9706 grad_norm: 1.2582 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.3285 loss: 0.3285 2022/08/05 16:15:51 - mmengine - INFO - Epoch(train) [123][180/314] lr: 9.6636e-02 eta: 3:06:00 time: 0.3171 data_time: 0.0520 memory: 9706 grad_norm: 1.1328 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.3720 loss: 0.3720 2022/08/05 16:15:58 - mmengine - INFO - Epoch(train) [123][200/314] lr: 9.6553e-02 eta: 3:05:54 time: 0.3074 data_time: 0.0490 memory: 9706 grad_norm: 1.1323 top1_acc: 0.8125 top5_acc: 0.9375 loss_cls: 0.3132 loss: 0.3132 2022/08/05 16:16:04 - mmengine - INFO - Epoch(train) [123][220/314] lr: 9.6470e-02 eta: 3:05:48 time: 0.3086 data_time: 0.0506 memory: 9706 grad_norm: 1.1133 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.2745 loss: 0.2745 2022/08/05 16:16:10 - mmengine - INFO - Epoch(train) [123][240/314] lr: 9.6386e-02 eta: 3:05:42 time: 0.3157 data_time: 0.0511 memory: 9706 grad_norm: 1.1878 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.2645 loss: 0.2645 2022/08/05 16:16:16 - mmengine - INFO - Epoch(train) [123][260/314] lr: 9.6303e-02 eta: 3:05:36 time: 0.3162 data_time: 0.0565 memory: 9706 grad_norm: 1.2275 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.3803 loss: 0.3803 2022/08/05 16:16:23 - mmengine - INFO - Epoch(train) [123][280/314] lr: 9.6220e-02 eta: 3:05:30 time: 0.3097 data_time: 0.0485 memory: 9706 grad_norm: 1.1783 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.3003 loss: 0.3003 2022/08/05 16:16:29 - mmengine - INFO - Epoch(train) [123][300/314] lr: 9.6137e-02 eta: 3:05:25 time: 0.3178 data_time: 0.0514 memory: 9706 grad_norm: 1.1157 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.3766 loss: 0.3766 2022/08/05 16:16:33 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_ntu60_xsub_keypoint_20220805_124409 2022/08/05 16:16:33 - mmengine - INFO - Epoch(train) [123][314/314] lr: 9.6078e-02 eta: 3:05:25 time: 0.2991 data_time: 0.0452 memory: 9706 grad_norm: 1.2744 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.3670 loss: 0.3670 2022/08/05 16:16:33 - mmengine - INFO - Saving checkpoint at 123 epochs 2022/08/05 16:16:41 - mmengine - INFO - Epoch(train) [124][20/314] lr: 9.5995e-02 eta: 3:05:11 time: 0.3543 data_time: 0.0940 memory: 9706 grad_norm: 1.1412 top1_acc: 0.9375 top5_acc: 0.9375 loss_cls: 0.3153 loss: 0.3153 2022/08/05 16:16:47 - mmengine - INFO - Epoch(train) [124][40/314] lr: 9.5912e-02 eta: 3:05:05 time: 0.3062 data_time: 0.0496 memory: 9706 grad_norm: 1.1344 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.3124 loss: 0.3124 2022/08/05 16:16:54 - mmengine - INFO - Epoch(train) [124][60/314] lr: 9.5828e-02 eta: 3:05:00 time: 0.3250 data_time: 0.0518 memory: 9706 grad_norm: 1.1123 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.3229 loss: 0.3229 2022/08/05 16:17:00 - mmengine - INFO - Epoch(train) [124][80/314] lr: 9.5745e-02 eta: 3:04:54 time: 0.3067 data_time: 0.0475 memory: 9706 grad_norm: 1.1257 top1_acc: 0.8750 top5_acc: 0.9375 loss_cls: 0.2679 loss: 0.2679 2022/08/05 16:17:06 - mmengine - INFO - Epoch(train) [124][100/314] lr: 9.5662e-02 eta: 3:04:48 time: 0.3099 data_time: 0.0518 memory: 9706 grad_norm: 1.1297 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.3001 loss: 0.3001 2022/08/05 16:17:12 - mmengine - INFO - Epoch(train) [124][120/314] lr: 9.5578e-02 eta: 3:04:42 time: 0.3137 data_time: 0.0494 memory: 9706 grad_norm: 1.0945 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.2495 loss: 0.2495 2022/08/05 16:17:19 - mmengine - INFO - Epoch(train) [124][140/314] lr: 9.5495e-02 eta: 3:04:36 time: 0.3250 data_time: 0.0480 memory: 9706 grad_norm: 1.2105 top1_acc: 0.8125 top5_acc: 0.9375 loss_cls: 0.2819 loss: 0.2819 2022/08/05 16:17:25 - mmengine - INFO - Epoch(train) [124][160/314] lr: 9.5412e-02 eta: 3:04:30 time: 0.3092 data_time: 0.0481 memory: 9706 grad_norm: 1.2048 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.3394 loss: 0.3394 2022/08/05 16:17:31 - mmengine - INFO - Epoch(train) [124][180/314] lr: 9.5328e-02 eta: 3:04:25 time: 0.3169 data_time: 0.0522 memory: 9706 grad_norm: 1.1647 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.3669 loss: 0.3669 2022/08/05 16:17:38 - mmengine - INFO - Epoch(train) [124][200/314] lr: 9.5245e-02 eta: 3:04:19 time: 0.3081 data_time: 0.0496 memory: 9706 grad_norm: 1.2219 top1_acc: 0.7500 top5_acc: 1.0000 loss_cls: 0.3882 loss: 0.3882 2022/08/05 16:17:44 - mmengine - INFO - Epoch(train) [124][220/314] lr: 9.5162e-02 eta: 3:04:13 time: 0.3088 data_time: 0.0506 memory: 9706 grad_norm: 1.1389 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.2993 loss: 0.2993 2022/08/05 16:17:50 - mmengine - INFO - Epoch(train) [124][240/314] lr: 9.5079e-02 eta: 3:04:07 time: 0.3120 data_time: 0.0509 memory: 9706 grad_norm: 1.1249 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.3393 loss: 0.3393 2022/08/05 16:17:56 - mmengine - INFO - Epoch(train) [124][260/314] lr: 9.4995e-02 eta: 3:04:01 time: 0.3073 data_time: 0.0509 memory: 9706 grad_norm: 1.1893 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.3861 loss: 0.3861 2022/08/05 16:18:02 - mmengine - INFO - Epoch(train) [124][280/314] lr: 9.4912e-02 eta: 3:03:55 time: 0.3090 data_time: 0.0482 memory: 9706 grad_norm: 1.1948 top1_acc: 0.7500 top5_acc: 1.0000 loss_cls: 0.3895 loss: 0.3895 2022/08/05 16:18:09 - mmengine - INFO - Epoch(train) [124][300/314] lr: 9.4829e-02 eta: 3:03:49 time: 0.3142 data_time: 0.0511 memory: 9706 grad_norm: 1.1905 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.3638 loss: 0.3638 2022/08/05 16:18:13 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_ntu60_xsub_keypoint_20220805_124409 2022/08/05 16:18:13 - mmengine - INFO - Epoch(train) [124][314/314] lr: 9.4771e-02 eta: 3:03:49 time: 0.2994 data_time: 0.0464 memory: 9706 grad_norm: 1.2278 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.3406 loss: 0.3406 2022/08/05 16:18:13 - mmengine - INFO - Saving checkpoint at 124 epochs 2022/08/05 16:18:21 - mmengine - INFO - Epoch(train) [125][20/314] lr: 9.4687e-02 eta: 3:03:36 time: 0.3428 data_time: 0.0793 memory: 9706 grad_norm: 1.1028 top1_acc: 0.9375 top5_acc: 0.9375 loss_cls: 0.3331 loss: 0.3331 2022/08/05 16:18:27 - mmengine - INFO - Epoch(train) [125][40/314] lr: 9.4604e-02 eta: 3:03:30 time: 0.3152 data_time: 0.0579 memory: 9706 grad_norm: 1.1784 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.3769 loss: 0.3769 2022/08/05 16:18:33 - mmengine - INFO - Epoch(train) [125][60/314] lr: 9.4521e-02 eta: 3:03:24 time: 0.3137 data_time: 0.0543 memory: 9706 grad_norm: 1.1881 top1_acc: 0.7500 top5_acc: 0.9375 loss_cls: 0.3304 loss: 0.3304 2022/08/05 16:18:34 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_ntu60_xsub_keypoint_20220805_124409 2022/08/05 16:18:39 - mmengine - INFO - Epoch(train) [125][80/314] lr: 9.4438e-02 eta: 3:03:18 time: 0.3081 data_time: 0.0471 memory: 9706 grad_norm: 1.2336 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.3045 loss: 0.3045 2022/08/05 16:18:45 - mmengine - INFO - Epoch(train) [125][100/314] lr: 9.4354e-02 eta: 3:03:12 time: 0.3077 data_time: 0.0511 memory: 9706 grad_norm: 1.1714 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.2358 loss: 0.2358 2022/08/05 16:18:52 - mmengine - INFO - Epoch(train) [125][120/314] lr: 9.4271e-02 eta: 3:03:06 time: 0.3214 data_time: 0.0553 memory: 9706 grad_norm: 1.1662 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.2782 loss: 0.2782 2022/08/05 16:18:58 - mmengine - INFO - Epoch(train) [125][140/314] lr: 9.4188e-02 eta: 3:03:00 time: 0.3090 data_time: 0.0515 memory: 9706 grad_norm: 1.1793 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.2515 loss: 0.2515 2022/08/05 16:19:04 - mmengine - INFO - Epoch(train) [125][160/314] lr: 9.4105e-02 eta: 3:02:54 time: 0.3065 data_time: 0.0482 memory: 9706 grad_norm: 1.1906 top1_acc: 0.7500 top5_acc: 1.0000 loss_cls: 0.3729 loss: 0.3729 2022/08/05 16:19:11 - mmengine - INFO - Epoch(train) [125][180/314] lr: 9.4021e-02 eta: 3:02:49 time: 0.3150 data_time: 0.0505 memory: 9706 grad_norm: 1.1445 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.3879 loss: 0.3879 2022/08/05 16:19:17 - mmengine - INFO - Epoch(train) [125][200/314] lr: 9.3938e-02 eta: 3:02:43 time: 0.3129 data_time: 0.0557 memory: 9706 grad_norm: 1.1530 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.3023 loss: 0.3023 2022/08/05 16:19:23 - mmengine - INFO - Epoch(train) [125][220/314] lr: 9.3855e-02 eta: 3:02:37 time: 0.3162 data_time: 0.0535 memory: 9706 grad_norm: 1.1071 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.2840 loss: 0.2840 2022/08/05 16:19:30 - mmengine - INFO - Epoch(train) [125][240/314] lr: 9.3772e-02 eta: 3:02:31 time: 0.3201 data_time: 0.0524 memory: 9706 grad_norm: 1.1389 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.2665 loss: 0.2665 2022/08/05 16:19:36 - mmengine - INFO - Epoch(train) [125][260/314] lr: 9.3688e-02 eta: 3:02:25 time: 0.3081 data_time: 0.0514 memory: 9706 grad_norm: 1.1068 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.3425 loss: 0.3425 2022/08/05 16:19:42 - mmengine - INFO - Epoch(train) [125][280/314] lr: 9.3605e-02 eta: 3:02:20 time: 0.3179 data_time: 0.0517 memory: 9706 grad_norm: 1.1351 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.3293 loss: 0.3293 2022/08/05 16:19:48 - mmengine - INFO - Epoch(train) [125][300/314] lr: 9.3522e-02 eta: 3:02:14 time: 0.3153 data_time: 0.0531 memory: 9706 grad_norm: 1.2629 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.3169 loss: 0.3169 2022/08/05 16:19:52 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_ntu60_xsub_keypoint_20220805_124409 2022/08/05 16:19:52 - mmengine - INFO - Epoch(train) [125][314/314] lr: 9.3464e-02 eta: 3:02:14 time: 0.3035 data_time: 0.0471 memory: 9706 grad_norm: 1.2451 top1_acc: 0.5000 top5_acc: 0.7500 loss_cls: 0.3791 loss: 0.3791 2022/08/05 16:19:53 - mmengine - INFO - Saving checkpoint at 125 epochs 2022/08/05 16:20:00 - mmengine - INFO - Epoch(train) [126][20/314] lr: 9.3381e-02 eta: 3:02:00 time: 0.3438 data_time: 0.0826 memory: 9706 grad_norm: 1.2081 top1_acc: 0.8750 top5_acc: 0.9375 loss_cls: 0.3252 loss: 0.3252 2022/08/05 16:20:07 - mmengine - INFO - Epoch(train) [126][40/314] lr: 9.3297e-02 eta: 3:01:54 time: 0.3080 data_time: 0.0504 memory: 9706 grad_norm: 1.1528 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.3336 loss: 0.3336 2022/08/05 16:20:13 - mmengine - INFO - Epoch(train) [126][60/314] lr: 9.3214e-02 eta: 3:01:49 time: 0.3177 data_time: 0.0534 memory: 9706 grad_norm: 1.1931 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.3824 loss: 0.3824 2022/08/05 16:20:19 - mmengine - INFO - Epoch(train) [126][80/314] lr: 9.3131e-02 eta: 3:01:43 time: 0.3147 data_time: 0.0520 memory: 9706 grad_norm: 1.1133 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.3195 loss: 0.3195 2022/08/05 16:20:26 - mmengine - INFO - Epoch(train) [126][100/314] lr: 9.3048e-02 eta: 3:01:37 time: 0.3157 data_time: 0.0526 memory: 9706 grad_norm: 1.0911 top1_acc: 0.7500 top5_acc: 1.0000 loss_cls: 0.3160 loss: 0.3160 2022/08/05 16:20:32 - mmengine - INFO - Epoch(train) [126][120/314] lr: 9.2965e-02 eta: 3:01:31 time: 0.3140 data_time: 0.0491 memory: 9706 grad_norm: 1.1644 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.3398 loss: 0.3398 2022/08/05 16:20:38 - mmengine - INFO - Epoch(train) [126][140/314] lr: 9.2882e-02 eta: 3:01:25 time: 0.3073 data_time: 0.0499 memory: 9706 grad_norm: 1.1629 top1_acc: 0.8125 top5_acc: 0.9375 loss_cls: 0.2982 loss: 0.2982 2022/08/05 16:20:44 - mmengine - INFO - Epoch(train) [126][160/314] lr: 9.2798e-02 eta: 3:01:19 time: 0.3128 data_time: 0.0514 memory: 9706 grad_norm: 1.0744 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.2967 loss: 0.2967 2022/08/05 16:20:51 - mmengine - INFO - Epoch(train) [126][180/314] lr: 9.2715e-02 eta: 3:01:13 time: 0.3192 data_time: 0.0517 memory: 9706 grad_norm: 1.1183 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.3485 loss: 0.3485 2022/08/05 16:20:57 - mmengine - INFO - Epoch(train) [126][200/314] lr: 9.2632e-02 eta: 3:01:08 time: 0.3074 data_time: 0.0477 memory: 9706 grad_norm: 1.1644 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.2775 loss: 0.2775 2022/08/05 16:21:03 - mmengine - INFO - Epoch(train) [126][220/314] lr: 9.2549e-02 eta: 3:01:02 time: 0.3090 data_time: 0.0507 memory: 9706 grad_norm: 1.1089 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.2900 loss: 0.2900 2022/08/05 16:21:09 - mmengine - INFO - Epoch(train) [126][240/314] lr: 9.2466e-02 eta: 3:00:56 time: 0.3148 data_time: 0.0481 memory: 9706 grad_norm: 1.2774 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.4343 loss: 0.4343 2022/08/05 16:21:15 - mmengine - INFO - Epoch(train) [126][260/314] lr: 9.2383e-02 eta: 3:00:50 time: 0.3090 data_time: 0.0513 memory: 9706 grad_norm: 1.2573 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.3605 loss: 0.3605 2022/08/05 16:21:22 - mmengine - INFO - Epoch(train) [126][280/314] lr: 9.2300e-02 eta: 3:00:44 time: 0.3083 data_time: 0.0483 memory: 9706 grad_norm: 1.2493 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.3982 loss: 0.3982 2022/08/05 16:21:28 - mmengine - INFO - Epoch(train) [126][300/314] lr: 9.2216e-02 eta: 3:00:38 time: 0.3093 data_time: 0.0526 memory: 9706 grad_norm: 1.2051 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.3285 loss: 0.3285 2022/08/05 16:21:33 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_ntu60_xsub_keypoint_20220805_124409 2022/08/05 16:21:33 - mmengine - INFO - Epoch(train) [126][314/314] lr: 9.2158e-02 eta: 3:00:38 time: 0.3313 data_time: 0.0481 memory: 9706 grad_norm: 1.2098 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.3011 loss: 0.3011 2022/08/05 16:21:33 - mmengine - INFO - Saving checkpoint at 126 epochs 2022/08/05 16:21:41 - mmengine - INFO - Epoch(train) [127][20/314] lr: 9.2075e-02 eta: 3:00:25 time: 0.3457 data_time: 0.0906 memory: 9706 grad_norm: 1.2307 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.3301 loss: 0.3301 2022/08/05 16:21:47 - mmengine - INFO - Epoch(train) [127][40/314] lr: 9.1992e-02 eta: 3:00:19 time: 0.3088 data_time: 0.0499 memory: 9706 grad_norm: 1.1716 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.2981 loss: 0.2981 2022/08/05 16:21:54 - mmengine - INFO - Epoch(train) [127][60/314] lr: 9.1909e-02 eta: 3:00:14 time: 0.3553 data_time: 0.0524 memory: 9706 grad_norm: 1.1201 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.3065 loss: 0.3065 2022/08/05 16:22:00 - mmengine - INFO - Epoch(train) [127][80/314] lr: 9.1826e-02 eta: 3:00:08 time: 0.3077 data_time: 0.0484 memory: 9706 grad_norm: 1.1012 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.3262 loss: 0.3262 2022/08/05 16:22:06 - mmengine - INFO - Epoch(train) [127][100/314] lr: 9.1743e-02 eta: 3:00:02 time: 0.3115 data_time: 0.0526 memory: 9706 grad_norm: 1.2739 top1_acc: 0.7500 top5_acc: 1.0000 loss_cls: 0.3510 loss: 0.3510 2022/08/05 16:22:13 - mmengine - INFO - Epoch(train) [127][120/314] lr: 9.1660e-02 eta: 2:59:56 time: 0.3208 data_time: 0.0495 memory: 9706 grad_norm: 1.2273 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.3398 loss: 0.3398 2022/08/05 16:22:19 - mmengine - INFO - Epoch(train) [127][140/314] lr: 9.1577e-02 eta: 2:59:50 time: 0.3079 data_time: 0.0506 memory: 9706 grad_norm: 1.2732 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.4033 loss: 0.4033 2022/08/05 16:22:25 - mmengine - INFO - Epoch(train) [127][160/314] lr: 9.1493e-02 eta: 2:59:44 time: 0.3078 data_time: 0.0493 memory: 9706 grad_norm: 1.1392 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.3299 loss: 0.3299 2022/08/05 16:22:31 - mmengine - INFO - Epoch(train) [127][180/314] lr: 9.1410e-02 eta: 2:59:38 time: 0.3237 data_time: 0.0602 memory: 9706 grad_norm: 1.1642 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.3495 loss: 0.3495 2022/08/05 16:22:38 - mmengine - INFO - Epoch(train) [127][200/314] lr: 9.1327e-02 eta: 2:59:33 time: 0.3138 data_time: 0.0529 memory: 9706 grad_norm: 1.0679 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.3211 loss: 0.3211 2022/08/05 16:22:44 - mmengine - INFO - Epoch(train) [127][220/314] lr: 9.1244e-02 eta: 2:59:27 time: 0.3084 data_time: 0.0523 memory: 9706 grad_norm: 1.1139 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.3034 loss: 0.3034 2022/08/05 16:22:50 - mmengine - INFO - Epoch(train) [127][240/314] lr: 9.1161e-02 eta: 2:59:21 time: 0.3232 data_time: 0.0531 memory: 9706 grad_norm: 1.2183 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.3275 loss: 0.3275 2022/08/05 16:22:57 - mmengine - INFO - Epoch(train) [127][260/314] lr: 9.1078e-02 eta: 2:59:15 time: 0.3183 data_time: 0.0588 memory: 9706 grad_norm: 1.1841 top1_acc: 0.7500 top5_acc: 1.0000 loss_cls: 0.3637 loss: 0.3637 2022/08/05 16:23:03 - mmengine - INFO - Epoch(train) [127][280/314] lr: 9.0995e-02 eta: 2:59:09 time: 0.3075 data_time: 0.0490 memory: 9706 grad_norm: 1.2153 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.3391 loss: 0.3391 2022/08/05 16:23:09 - mmengine - INFO - Epoch(train) [127][300/314] lr: 9.0912e-02 eta: 2:59:03 time: 0.3172 data_time: 0.0525 memory: 9706 grad_norm: 1.1278 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.3005 loss: 0.3005 2022/08/05 16:23:13 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_ntu60_xsub_keypoint_20220805_124409 2022/08/05 16:23:13 - mmengine - INFO - Epoch(train) [127][314/314] lr: 9.0854e-02 eta: 2:59:03 time: 0.3015 data_time: 0.0458 memory: 9706 grad_norm: 1.3253 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.2683 loss: 0.2683 2022/08/05 16:23:13 - mmengine - INFO - Saving checkpoint at 127 epochs 2022/08/05 16:23:21 - mmengine - INFO - Epoch(train) [128][20/314] lr: 9.0771e-02 eta: 2:58:50 time: 0.3456 data_time: 0.0890 memory: 9706 grad_norm: 1.2327 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.3180 loss: 0.3180 2022/08/05 16:23:27 - mmengine - INFO - Epoch(train) [128][40/314] lr: 9.0688e-02 eta: 2:58:44 time: 0.3056 data_time: 0.0470 memory: 9706 grad_norm: 1.1929 top1_acc: 0.8750 top5_acc: 0.9375 loss_cls: 0.4457 loss: 0.4457 2022/08/05 16:23:33 - mmengine - INFO - Epoch(train) [128][60/314] lr: 9.0605e-02 eta: 2:58:38 time: 0.3129 data_time: 0.0514 memory: 9706 grad_norm: 1.0261 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.2109 loss: 0.2109 2022/08/05 16:23:40 - mmengine - INFO - Epoch(train) [128][80/314] lr: 9.0522e-02 eta: 2:58:32 time: 0.3067 data_time: 0.0467 memory: 9706 grad_norm: 1.1866 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.3433 loss: 0.3433 2022/08/05 16:23:46 - mmengine - INFO - Epoch(train) [128][100/314] lr: 9.0439e-02 eta: 2:58:26 time: 0.3090 data_time: 0.0496 memory: 9706 grad_norm: 1.0929 top1_acc: 0.7500 top5_acc: 1.0000 loss_cls: 0.3202 loss: 0.3202 2022/08/05 16:23:52 - mmengine - INFO - Epoch(train) [128][120/314] lr: 9.0356e-02 eta: 2:58:20 time: 0.3150 data_time: 0.0479 memory: 9706 grad_norm: 1.1822 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.3171 loss: 0.3171 2022/08/05 16:23:53 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_ntu60_xsub_keypoint_20220805_124409 2022/08/05 16:23:58 - mmengine - INFO - Epoch(train) [128][140/314] lr: 9.0273e-02 eta: 2:58:15 time: 0.3161 data_time: 0.0579 memory: 9706 grad_norm: 1.2534 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.2846 loss: 0.2846 2022/08/05 16:24:05 - mmengine - INFO - Epoch(train) [128][160/314] lr: 9.0190e-02 eta: 2:58:09 time: 0.3074 data_time: 0.0477 memory: 9706 grad_norm: 1.1829 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.2989 loss: 0.2989 2022/08/05 16:24:11 - mmengine - INFO - Epoch(train) [128][180/314] lr: 9.0107e-02 eta: 2:58:03 time: 0.3159 data_time: 0.0525 memory: 9706 grad_norm: 1.1877 top1_acc: 0.7500 top5_acc: 0.9375 loss_cls: 0.3600 loss: 0.3600 2022/08/05 16:24:17 - mmengine - INFO - Epoch(train) [128][200/314] lr: 9.0024e-02 eta: 2:57:57 time: 0.3091 data_time: 0.0501 memory: 9706 grad_norm: 1.0475 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.3582 loss: 0.3582 2022/08/05 16:24:23 - mmengine - INFO - Epoch(train) [128][220/314] lr: 8.9941e-02 eta: 2:57:51 time: 0.3093 data_time: 0.0516 memory: 9706 grad_norm: 1.0686 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.2351 loss: 0.2351 2022/08/05 16:24:29 - mmengine - INFO - Epoch(train) [128][240/314] lr: 8.9858e-02 eta: 2:57:45 time: 0.3098 data_time: 0.0483 memory: 9706 grad_norm: 1.0953 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.3532 loss: 0.3532 2022/08/05 16:24:36 - mmengine - INFO - Epoch(train) [128][260/314] lr: 8.9775e-02 eta: 2:57:39 time: 0.3127 data_time: 0.0512 memory: 9706 grad_norm: 1.2176 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.2749 loss: 0.2749 2022/08/05 16:24:42 - mmengine - INFO - Epoch(train) [128][280/314] lr: 8.9692e-02 eta: 2:57:33 time: 0.3104 data_time: 0.0513 memory: 9706 grad_norm: 1.1970 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.4693 loss: 0.4693 2022/08/05 16:24:48 - mmengine - INFO - Epoch(train) [128][300/314] lr: 8.9609e-02 eta: 2:57:27 time: 0.3073 data_time: 0.0513 memory: 9706 grad_norm: 1.1150 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.3438 loss: 0.3438 2022/08/05 16:24:52 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_ntu60_xsub_keypoint_20220805_124409 2022/08/05 16:24:52 - mmengine - INFO - Epoch(train) [128][314/314] lr: 8.9551e-02 eta: 2:57:27 time: 0.2987 data_time: 0.0460 memory: 9706 grad_norm: 1.2354 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.2897 loss: 0.2897 2022/08/05 16:24:52 - mmengine - INFO - Saving checkpoint at 128 epochs 2022/08/05 16:25:00 - mmengine - INFO - Epoch(train) [129][20/314] lr: 8.9468e-02 eta: 2:57:14 time: 0.3540 data_time: 0.0889 memory: 9706 grad_norm: 1.1030 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.2663 loss: 0.2663 2022/08/05 16:25:07 - mmengine - INFO - Epoch(train) [129][40/314] lr: 8.9385e-02 eta: 2:57:08 time: 0.3066 data_time: 0.0486 memory: 9706 grad_norm: 1.1364 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.2513 loss: 0.2513 2022/08/05 16:25:13 - mmengine - INFO - Epoch(train) [129][60/314] lr: 8.9303e-02 eta: 2:57:02 time: 0.3212 data_time: 0.0528 memory: 9706 grad_norm: 1.1952 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.2758 loss: 0.2758 2022/08/05 16:25:19 - mmengine - INFO - Epoch(train) [129][80/314] lr: 8.9220e-02 eta: 2:56:57 time: 0.3101 data_time: 0.0495 memory: 9706 grad_norm: 1.1963 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.3008 loss: 0.3008 2022/08/05 16:25:25 - mmengine - INFO - Epoch(train) [129][100/314] lr: 8.9137e-02 eta: 2:56:51 time: 0.3099 data_time: 0.0510 memory: 9706 grad_norm: 1.1772 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.3340 loss: 0.3340 2022/08/05 16:25:32 - mmengine - INFO - Epoch(train) [129][120/314] lr: 8.9054e-02 eta: 2:56:45 time: 0.3222 data_time: 0.0505 memory: 9706 grad_norm: 1.2133 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.3577 loss: 0.3577 2022/08/05 16:25:38 - mmengine - INFO - Epoch(train) [129][140/314] lr: 8.8971e-02 eta: 2:56:39 time: 0.3129 data_time: 0.0527 memory: 9706 grad_norm: 1.1922 top1_acc: 0.8750 top5_acc: 0.9375 loss_cls: 0.4055 loss: 0.4055 2022/08/05 16:25:44 - mmengine - INFO - Epoch(train) [129][160/314] lr: 8.8888e-02 eta: 2:56:33 time: 0.3069 data_time: 0.0488 memory: 9706 grad_norm: 1.1105 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.3351 loss: 0.3351 2022/08/05 16:25:51 - mmengine - INFO - Epoch(train) [129][180/314] lr: 8.8805e-02 eta: 2:56:27 time: 0.3170 data_time: 0.0553 memory: 9706 grad_norm: 1.1602 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.2812 loss: 0.2812 2022/08/05 16:25:57 - mmengine - INFO - Epoch(train) [129][200/314] lr: 8.8722e-02 eta: 2:56:21 time: 0.3128 data_time: 0.0552 memory: 9706 grad_norm: 1.2113 top1_acc: 0.9375 top5_acc: 0.9375 loss_cls: 0.3402 loss: 0.3402 2022/08/05 16:26:03 - mmengine - INFO - Epoch(train) [129][220/314] lr: 8.8640e-02 eta: 2:56:15 time: 0.3086 data_time: 0.0493 memory: 9706 grad_norm: 1.1778 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.3058 loss: 0.3058 2022/08/05 16:26:09 - mmengine - INFO - Epoch(train) [129][240/314] lr: 8.8557e-02 eta: 2:56:10 time: 0.3151 data_time: 0.0484 memory: 9706 grad_norm: 1.2319 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.3256 loss: 0.3256 2022/08/05 16:26:15 - mmengine - INFO - Epoch(train) [129][260/314] lr: 8.8474e-02 eta: 2:56:04 time: 0.3088 data_time: 0.0516 memory: 9706 grad_norm: 1.2702 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.2773 loss: 0.2773 2022/08/05 16:26:22 - mmengine - INFO - Epoch(train) [129][280/314] lr: 8.8391e-02 eta: 2:55:58 time: 0.3090 data_time: 0.0476 memory: 9706 grad_norm: 1.0481 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.2886 loss: 0.2886 2022/08/05 16:26:28 - mmengine - INFO - Epoch(train) [129][300/314] lr: 8.8308e-02 eta: 2:55:52 time: 0.3078 data_time: 0.0498 memory: 9706 grad_norm: 1.1932 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.3037 loss: 0.3037 2022/08/05 16:26:32 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_ntu60_xsub_keypoint_20220805_124409 2022/08/05 16:26:32 - mmengine - INFO - Epoch(train) [129][314/314] lr: 8.8250e-02 eta: 2:55:52 time: 0.3017 data_time: 0.0485 memory: 9706 grad_norm: 1.3543 top1_acc: 0.7500 top5_acc: 1.0000 loss_cls: 0.3660 loss: 0.3660 2022/08/05 16:26:32 - mmengine - INFO - Saving checkpoint at 129 epochs 2022/08/05 16:26:40 - mmengine - INFO - Epoch(train) [130][20/314] lr: 8.8168e-02 eta: 2:55:39 time: 0.3469 data_time: 0.0848 memory: 9706 grad_norm: 1.2739 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.3092 loss: 0.3092 2022/08/05 16:26:46 - mmengine - INFO - Epoch(train) [130][40/314] lr: 8.8085e-02 eta: 2:55:33 time: 0.3074 data_time: 0.0488 memory: 9706 grad_norm: 1.1620 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.3089 loss: 0.3089 2022/08/05 16:26:52 - mmengine - INFO - Epoch(train) [130][60/314] lr: 8.8002e-02 eta: 2:55:27 time: 0.3139 data_time: 0.0508 memory: 9706 grad_norm: 1.1052 top1_acc: 0.8750 top5_acc: 0.9375 loss_cls: 0.2978 loss: 0.2978 2022/08/05 16:26:59 - mmengine - INFO - Epoch(train) [130][80/314] lr: 8.7919e-02 eta: 2:55:21 time: 0.3084 data_time: 0.0486 memory: 9706 grad_norm: 1.0851 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.3109 loss: 0.3109 2022/08/05 16:27:05 - mmengine - INFO - Epoch(train) [130][100/314] lr: 8.7837e-02 eta: 2:55:15 time: 0.3106 data_time: 0.0505 memory: 9706 grad_norm: 1.1817 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.2529 loss: 0.2529 2022/08/05 16:27:11 - mmengine - INFO - Epoch(train) [130][120/314] lr: 8.7754e-02 eta: 2:55:09 time: 0.3217 data_time: 0.0503 memory: 9706 grad_norm: 1.1450 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.2946 loss: 0.2946 2022/08/05 16:27:17 - mmengine - INFO - Epoch(train) [130][140/314] lr: 8.7671e-02 eta: 2:55:03 time: 0.3069 data_time: 0.0505 memory: 9706 grad_norm: 1.2084 top1_acc: 0.7500 top5_acc: 1.0000 loss_cls: 0.3409 loss: 0.3409 2022/08/05 16:27:24 - mmengine - INFO - Epoch(train) [130][160/314] lr: 8.7588e-02 eta: 2:54:57 time: 0.3131 data_time: 0.0534 memory: 9706 grad_norm: 1.1923 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.2968 loss: 0.2968 2022/08/05 16:27:30 - mmengine - INFO - Epoch(train) [130][180/314] lr: 8.7506e-02 eta: 2:54:52 time: 0.3205 data_time: 0.0553 memory: 9706 grad_norm: 1.0918 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.3208 loss: 0.3208 2022/08/05 16:27:36 - mmengine - INFO - Epoch(train) [130][200/314] lr: 8.7423e-02 eta: 2:54:46 time: 0.3119 data_time: 0.0480 memory: 9706 grad_norm: 1.1980 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.2693 loss: 0.2693 2022/08/05 16:27:42 - mmengine - INFO - Epoch(train) [130][220/314] lr: 8.7340e-02 eta: 2:54:40 time: 0.3107 data_time: 0.0482 memory: 9706 grad_norm: 1.1916 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.3502 loss: 0.3502 2022/08/05 16:27:49 - mmengine - INFO - Epoch(train) [130][240/314] lr: 8.7257e-02 eta: 2:54:34 time: 0.3080 data_time: 0.0485 memory: 9706 grad_norm: 1.1759 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.2875 loss: 0.2875 2022/08/05 16:27:55 - mmengine - INFO - Epoch(train) [130][260/314] lr: 8.7175e-02 eta: 2:54:28 time: 0.3235 data_time: 0.0559 memory: 9706 grad_norm: 1.0825 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.2482 loss: 0.2482 2022/08/05 16:28:01 - mmengine - INFO - Epoch(train) [130][280/314] lr: 8.7092e-02 eta: 2:54:22 time: 0.3069 data_time: 0.0481 memory: 9706 grad_norm: 1.1090 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.2518 loss: 0.2518 2022/08/05 16:28:07 - mmengine - INFO - Epoch(train) [130][300/314] lr: 8.7009e-02 eta: 2:54:16 time: 0.3084 data_time: 0.0501 memory: 9706 grad_norm: 1.1711 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.3509 loss: 0.3509 2022/08/05 16:28:12 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_ntu60_xsub_keypoint_20220805_124409 2022/08/05 16:28:12 - mmengine - INFO - Epoch(train) [130][314/314] lr: 8.6952e-02 eta: 2:54:16 time: 0.3007 data_time: 0.0476 memory: 9706 grad_norm: 1.3036 top1_acc: 0.5000 top5_acc: 1.0000 loss_cls: 0.2969 loss: 0.2969 2022/08/05 16:28:12 - mmengine - INFO - Saving checkpoint at 130 epochs 2022/08/05 16:28:20 - mmengine - INFO - Epoch(val) [130][20/129] eta: 0:00:37 time: 0.3470 data_time: 0.1932 memory: 1867 2022/08/05 16:28:25 - mmengine - INFO - Epoch(val) [130][40/129] eta: 0:00:22 time: 0.2495 data_time: 0.0938 memory: 1867 2022/08/05 16:28:30 - mmengine - INFO - Epoch(val) [130][60/129] eta: 0:00:17 time: 0.2549 data_time: 0.0935 memory: 1867 2022/08/05 16:28:35 - mmengine - INFO - Epoch(val) [130][80/129] eta: 0:00:12 time: 0.2471 data_time: 0.0894 memory: 1867 2022/08/05 16:28:39 - mmengine - INFO - Epoch(val) [130][100/129] eta: 0:00:06 time: 0.2348 data_time: 0.0799 memory: 1867 2022/08/05 16:28:44 - mmengine - INFO - Epoch(val) [130][120/129] eta: 0:00:01 time: 0.2068 data_time: 0.0602 memory: 1867 2022/08/05 16:28:46 - mmengine - INFO - Epoch(val) [130][129/129] acc/top1: 0.8536 acc/top5: 0.9894 acc/mean1: 0.8536 2022/08/05 16:28:46 - mmengine - INFO - The previous best checkpoint /mnt/lustre/daiwenxun/X/mmaction2/work_dirs/slowonly_r50_u48_240e_8xb16_ntu60_xsub_keypoint/best_acc/top1_epoch_101.pth is removed 2022/08/05 16:28:47 - mmengine - INFO - The best checkpoint with 0.8536 acc/top1 at 131 epoch is saved to best_acc/top1_epoch_131.pth. 2022/08/05 16:28:54 - mmengine - INFO - Epoch(train) [131][20/314] lr: 8.6869e-02 eta: 2:54:03 time: 0.3537 data_time: 0.0900 memory: 9706 grad_norm: 1.2041 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.3489 loss: 0.3489 2022/08/05 16:29:00 - mmengine - INFO - Epoch(train) [131][40/314] lr: 8.6786e-02 eta: 2:53:57 time: 0.3168 data_time: 0.0518 memory: 9706 grad_norm: 1.1748 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.3931 loss: 0.3931 2022/08/05 16:29:06 - mmengine - INFO - Epoch(train) [131][60/314] lr: 8.6704e-02 eta: 2:53:51 time: 0.3096 data_time: 0.0528 memory: 9706 grad_norm: 1.1448 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.2636 loss: 0.2636 2022/08/05 16:29:13 - mmengine - INFO - Epoch(train) [131][80/314] lr: 8.6621e-02 eta: 2:53:45 time: 0.3096 data_time: 0.0502 memory: 9706 grad_norm: 1.1935 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.2116 loss: 0.2116 2022/08/05 16:29:19 - mmengine - INFO - Epoch(train) [131][100/314] lr: 8.6538e-02 eta: 2:53:40 time: 0.3097 data_time: 0.0510 memory: 9706 grad_norm: 1.2597 top1_acc: 0.7500 top5_acc: 1.0000 loss_cls: 0.3449 loss: 0.3449 2022/08/05 16:29:25 - mmengine - INFO - Epoch(train) [131][120/314] lr: 8.6456e-02 eta: 2:53:34 time: 0.3141 data_time: 0.0490 memory: 9706 grad_norm: 1.2280 top1_acc: 0.7500 top5_acc: 1.0000 loss_cls: 0.3567 loss: 0.3567 2022/08/05 16:29:31 - mmengine - INFO - Epoch(train) [131][140/314] lr: 8.6373e-02 eta: 2:53:28 time: 0.3194 data_time: 0.0516 memory: 9706 grad_norm: 1.2673 top1_acc: 0.7500 top5_acc: 1.0000 loss_cls: 0.2959 loss: 0.2959 2022/08/05 16:29:38 - mmengine - INFO - Epoch(train) [131][160/314] lr: 8.6291e-02 eta: 2:53:22 time: 0.3098 data_time: 0.0490 memory: 9706 grad_norm: 1.1627 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.2668 loss: 0.2668 2022/08/05 16:29:44 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_ntu60_xsub_keypoint_20220805_124409 2022/08/05 16:29:44 - mmengine - INFO - Epoch(train) [131][180/314] lr: 8.6208e-02 eta: 2:53:16 time: 0.3154 data_time: 0.0492 memory: 9706 grad_norm: 1.1144 top1_acc: 0.9375 top5_acc: 0.9375 loss_cls: 0.2764 loss: 0.2764 2022/08/05 16:29:50 - mmengine - INFO - Epoch(train) [131][200/314] lr: 8.6125e-02 eta: 2:53:10 time: 0.3113 data_time: 0.0499 memory: 9706 grad_norm: 1.1361 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.3344 loss: 0.3344 2022/08/05 16:29:56 - mmengine - INFO - Epoch(train) [131][220/314] lr: 8.6043e-02 eta: 2:53:04 time: 0.3105 data_time: 0.0534 memory: 9706 grad_norm: 1.2473 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.3488 loss: 0.3488 2022/08/05 16:30:03 - mmengine - INFO - Epoch(train) [131][240/314] lr: 8.5960e-02 eta: 2:52:59 time: 0.3151 data_time: 0.0475 memory: 9706 grad_norm: 1.1541 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.3338 loss: 0.3338 2022/08/05 16:30:09 - mmengine - INFO - Epoch(train) [131][260/314] lr: 8.5878e-02 eta: 2:52:53 time: 0.3090 data_time: 0.0533 memory: 9706 grad_norm: 1.2090 top1_acc: 0.9375 top5_acc: 0.9375 loss_cls: 0.3309 loss: 0.3309 2022/08/05 16:30:15 - mmengine - INFO - Epoch(train) [131][280/314] lr: 8.5795e-02 eta: 2:52:47 time: 0.3124 data_time: 0.0503 memory: 9706 grad_norm: 1.2051 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.2800 loss: 0.2800 2022/08/05 16:30:22 - mmengine - INFO - Epoch(train) [131][300/314] lr: 8.5713e-02 eta: 2:52:41 time: 0.3201 data_time: 0.0581 memory: 9706 grad_norm: 1.1894 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.2716 loss: 0.2716 2022/08/05 16:30:25 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_ntu60_xsub_keypoint_20220805_124409 2022/08/05 16:30:25 - mmengine - INFO - Epoch(train) [131][314/314] lr: 8.5655e-02 eta: 2:52:41 time: 0.2902 data_time: 0.0463 memory: 9706 grad_norm: 1.2288 top1_acc: 0.7500 top5_acc: 0.7500 loss_cls: 0.3540 loss: 0.3540 2022/08/05 16:30:26 - mmengine - INFO - Saving checkpoint at 131 epochs 2022/08/05 16:30:33 - mmengine - INFO - Epoch(train) [132][20/314] lr: 8.5572e-02 eta: 2:52:28 time: 0.3480 data_time: 0.0800 memory: 9706 grad_norm: 1.1962 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.3022 loss: 0.3022 2022/08/05 16:30:40 - mmengine - INFO - Epoch(train) [132][40/314] lr: 8.5490e-02 eta: 2:52:22 time: 0.3130 data_time: 0.0491 memory: 9706 grad_norm: 1.1836 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.2772 loss: 0.2772 2022/08/05 16:30:46 - mmengine - INFO - Epoch(train) [132][60/314] lr: 8.5407e-02 eta: 2:52:16 time: 0.3119 data_time: 0.0563 memory: 9706 grad_norm: 1.2175 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.3165 loss: 0.3165 2022/08/05 16:30:52 - mmengine - INFO - Epoch(train) [132][80/314] lr: 8.5325e-02 eta: 2:52:10 time: 0.3112 data_time: 0.0526 memory: 9706 grad_norm: 1.2116 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.2807 loss: 0.2807 2022/08/05 16:30:58 - mmengine - INFO - Epoch(train) [132][100/314] lr: 8.5242e-02 eta: 2:52:04 time: 0.3073 data_time: 0.0491 memory: 9706 grad_norm: 1.2137 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.2710 loss: 0.2710 2022/08/05 16:31:04 - mmengine - INFO - Epoch(train) [132][120/314] lr: 8.5160e-02 eta: 2:51:58 time: 0.3105 data_time: 0.0478 memory: 9706 grad_norm: 1.1630 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.2255 loss: 0.2255 2022/08/05 16:31:11 - mmengine - INFO - Epoch(train) [132][140/314] lr: 8.5078e-02 eta: 2:51:52 time: 0.3094 data_time: 0.0528 memory: 9706 grad_norm: 1.1962 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.3198 loss: 0.3198 2022/08/05 16:31:17 - mmengine - INFO - Epoch(train) [132][160/314] lr: 8.4995e-02 eta: 2:51:46 time: 0.3061 data_time: 0.0475 memory: 9706 grad_norm: 1.2370 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.2800 loss: 0.2800 2022/08/05 16:31:23 - mmengine - INFO - Epoch(train) [132][180/314] lr: 8.4913e-02 eta: 2:51:41 time: 0.3226 data_time: 0.0491 memory: 9706 grad_norm: 1.2312 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.3990 loss: 0.3990 2022/08/05 16:31:29 - mmengine - INFO - Epoch(train) [132][200/314] lr: 8.4830e-02 eta: 2:51:35 time: 0.3130 data_time: 0.0495 memory: 9706 grad_norm: 1.2013 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.2894 loss: 0.2894 2022/08/05 16:31:36 - mmengine - INFO - Epoch(train) [132][220/314] lr: 8.4748e-02 eta: 2:51:29 time: 0.3074 data_time: 0.0505 memory: 9706 grad_norm: 1.1962 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.3194 loss: 0.3194 2022/08/05 16:31:42 - mmengine - INFO - Epoch(train) [132][240/314] lr: 8.4665e-02 eta: 2:51:23 time: 0.3274 data_time: 0.0506 memory: 9706 grad_norm: 1.2481 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.3228 loss: 0.3228 2022/08/05 16:31:48 - mmengine - INFO - Epoch(train) [132][260/314] lr: 8.4583e-02 eta: 2:51:17 time: 0.3072 data_time: 0.0494 memory: 9706 grad_norm: 1.1749 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.3095 loss: 0.3095 2022/08/05 16:31:54 - mmengine - INFO - Epoch(train) [132][280/314] lr: 8.4501e-02 eta: 2:51:11 time: 0.3072 data_time: 0.0484 memory: 9706 grad_norm: 1.1320 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.2784 loss: 0.2784 2022/08/05 16:32:01 - mmengine - INFO - Epoch(train) [132][300/314] lr: 8.4418e-02 eta: 2:51:05 time: 0.3131 data_time: 0.0499 memory: 9706 grad_norm: 1.1089 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.2933 loss: 0.2933 2022/08/05 16:32:05 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_ntu60_xsub_keypoint_20220805_124409 2022/08/05 16:32:05 - mmengine - INFO - Epoch(train) [132][314/314] lr: 8.4361e-02 eta: 2:51:05 time: 0.2972 data_time: 0.0446 memory: 9706 grad_norm: 1.1338 top1_acc: 0.7500 top5_acc: 0.7500 loss_cls: 0.3683 loss: 0.3683 2022/08/05 16:32:05 - mmengine - INFO - Saving checkpoint at 132 epochs 2022/08/05 16:32:13 - mmengine - INFO - Epoch(train) [133][20/314] lr: 8.4278e-02 eta: 2:50:52 time: 0.3461 data_time: 0.0839 memory: 9706 grad_norm: 1.1742 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.3435 loss: 0.3435 2022/08/05 16:32:19 - mmengine - INFO - Epoch(train) [133][40/314] lr: 8.4196e-02 eta: 2:50:46 time: 0.3082 data_time: 0.0504 memory: 9706 grad_norm: 1.2383 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.2853 loss: 0.2853 2022/08/05 16:32:25 - mmengine - INFO - Epoch(train) [133][60/314] lr: 8.4114e-02 eta: 2:50:40 time: 0.3146 data_time: 0.0523 memory: 9706 grad_norm: 1.1816 top1_acc: 0.7500 top5_acc: 0.9375 loss_cls: 0.3621 loss: 0.3621 2022/08/05 16:32:31 - mmengine - INFO - Epoch(train) [133][80/314] lr: 8.4031e-02 eta: 2:50:34 time: 0.3064 data_time: 0.0475 memory: 9706 grad_norm: 1.2094 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.3133 loss: 0.3133 2022/08/05 16:32:38 - mmengine - INFO - Epoch(train) [133][100/314] lr: 8.3949e-02 eta: 2:50:29 time: 0.3108 data_time: 0.0518 memory: 9706 grad_norm: 1.2393 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.2706 loss: 0.2706 2022/08/05 16:32:44 - mmengine - INFO - Epoch(train) [133][120/314] lr: 8.3867e-02 eta: 2:50:23 time: 0.3206 data_time: 0.0481 memory: 9706 grad_norm: 1.0882 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.2606 loss: 0.2606 2022/08/05 16:32:50 - mmengine - INFO - Epoch(train) [133][140/314] lr: 8.3784e-02 eta: 2:50:17 time: 0.3091 data_time: 0.0504 memory: 9706 grad_norm: 1.1575 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.2908 loss: 0.2908 2022/08/05 16:32:56 - mmengine - INFO - Epoch(train) [133][160/314] lr: 8.3702e-02 eta: 2:50:11 time: 0.3055 data_time: 0.0473 memory: 9706 grad_norm: 1.2141 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.2906 loss: 0.2906 2022/08/05 16:33:03 - mmengine - INFO - Epoch(train) [133][180/314] lr: 8.3620e-02 eta: 2:50:05 time: 0.3176 data_time: 0.0513 memory: 9706 grad_norm: 1.1301 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.3138 loss: 0.3138 2022/08/05 16:33:09 - mmengine - INFO - Epoch(train) [133][200/314] lr: 8.3538e-02 eta: 2:49:59 time: 0.3094 data_time: 0.0505 memory: 9706 grad_norm: 1.1633 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.2471 loss: 0.2471 2022/08/05 16:33:15 - mmengine - INFO - Epoch(train) [133][220/314] lr: 8.3455e-02 eta: 2:49:53 time: 0.3191 data_time: 0.0515 memory: 9706 grad_norm: 1.1647 top1_acc: 0.8125 top5_acc: 0.9375 loss_cls: 0.2499 loss: 0.2499 2022/08/05 16:33:22 - mmengine - INFO - Epoch(train) [133][240/314] lr: 8.3373e-02 eta: 2:49:48 time: 0.3185 data_time: 0.0487 memory: 9706 grad_norm: 1.2082 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.2659 loss: 0.2659 2022/08/05 16:33:28 - mmengine - INFO - Epoch(train) [133][260/314] lr: 8.3291e-02 eta: 2:49:42 time: 0.3076 data_time: 0.0497 memory: 9706 grad_norm: 1.1645 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.3220 loss: 0.3220 2022/08/05 16:33:34 - mmengine - INFO - Epoch(train) [133][280/314] lr: 8.3209e-02 eta: 2:49:36 time: 0.3107 data_time: 0.0513 memory: 9706 grad_norm: 1.2006 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.2418 loss: 0.2418 2022/08/05 16:33:40 - mmengine - INFO - Epoch(train) [133][300/314] lr: 8.3127e-02 eta: 2:49:30 time: 0.3207 data_time: 0.0544 memory: 9706 grad_norm: 1.2186 top1_acc: 0.7500 top5_acc: 1.0000 loss_cls: 0.3259 loss: 0.3259 2022/08/05 16:33:44 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_ntu60_xsub_keypoint_20220805_124409 2022/08/05 16:33:44 - mmengine - INFO - Epoch(train) [133][314/314] lr: 8.3069e-02 eta: 2:49:30 time: 0.3018 data_time: 0.0459 memory: 9706 grad_norm: 1.3101 top1_acc: 0.7500 top5_acc: 0.7500 loss_cls: 0.3881 loss: 0.3881 2022/08/05 16:33:44 - mmengine - INFO - Saving checkpoint at 133 epochs 2022/08/05 16:33:52 - mmengine - INFO - Epoch(train) [134][20/314] lr: 8.2987e-02 eta: 2:49:17 time: 0.3426 data_time: 0.0778 memory: 9706 grad_norm: 1.1490 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.2469 loss: 0.2469 2022/08/05 16:33:58 - mmengine - INFO - Epoch(train) [134][40/314] lr: 8.2905e-02 eta: 2:49:11 time: 0.3087 data_time: 0.0483 memory: 9706 grad_norm: 1.2585 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.3251 loss: 0.3251 2022/08/05 16:34:05 - mmengine - INFO - Epoch(train) [134][60/314] lr: 8.2823e-02 eta: 2:49:05 time: 0.3155 data_time: 0.0519 memory: 9706 grad_norm: 1.1551 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.2942 loss: 0.2942 2022/08/05 16:34:11 - mmengine - INFO - Epoch(train) [134][80/314] lr: 8.2741e-02 eta: 2:48:59 time: 0.3059 data_time: 0.0477 memory: 9706 grad_norm: 1.2312 top1_acc: 0.7500 top5_acc: 1.0000 loss_cls: 0.3116 loss: 0.3116 2022/08/05 16:34:17 - mmengine - INFO - Epoch(train) [134][100/314] lr: 8.2658e-02 eta: 2:48:53 time: 0.3081 data_time: 0.0499 memory: 9706 grad_norm: 1.2577 top1_acc: 0.6875 top5_acc: 1.0000 loss_cls: 0.4261 loss: 0.4261 2022/08/05 16:34:23 - mmengine - INFO - Epoch(train) [134][120/314] lr: 8.2576e-02 eta: 2:48:47 time: 0.3126 data_time: 0.0519 memory: 9706 grad_norm: 1.1629 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.2783 loss: 0.2783 2022/08/05 16:34:29 - mmengine - INFO - Epoch(train) [134][140/314] lr: 8.2494e-02 eta: 2:48:41 time: 0.3076 data_time: 0.0492 memory: 9706 grad_norm: 1.1189 top1_acc: 0.7500 top5_acc: 0.9375 loss_cls: 0.3202 loss: 0.3202 2022/08/05 16:34:36 - mmengine - INFO - Epoch(train) [134][160/314] lr: 8.2412e-02 eta: 2:48:35 time: 0.3095 data_time: 0.0500 memory: 9706 grad_norm: 1.1588 top1_acc: 0.7500 top5_acc: 1.0000 loss_cls: 0.3048 loss: 0.3048 2022/08/05 16:34:42 - mmengine - INFO - Epoch(train) [134][180/314] lr: 8.2330e-02 eta: 2:48:29 time: 0.3177 data_time: 0.0521 memory: 9706 grad_norm: 1.1837 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.3367 loss: 0.3367 2022/08/05 16:34:48 - mmengine - INFO - Epoch(train) [134][200/314] lr: 8.2248e-02 eta: 2:48:23 time: 0.3044 data_time: 0.0458 memory: 9706 grad_norm: 1.1878 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.2325 loss: 0.2325 2022/08/05 16:34:54 - mmengine - INFO - Epoch(train) [134][220/314] lr: 8.2166e-02 eta: 2:48:17 time: 0.3075 data_time: 0.0491 memory: 9706 grad_norm: 1.2561 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.3054 loss: 0.3054 2022/08/05 16:35:00 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_ntu60_xsub_keypoint_20220805_124409 2022/08/05 16:35:00 - mmengine - INFO - Epoch(train) [134][240/314] lr: 8.2084e-02 eta: 2:48:12 time: 0.3123 data_time: 0.0488 memory: 9706 grad_norm: 1.1449 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.4038 loss: 0.4038 2022/08/05 16:35:07 - mmengine - INFO - Epoch(train) [134][260/314] lr: 8.2002e-02 eta: 2:48:06 time: 0.3068 data_time: 0.0493 memory: 9706 grad_norm: 1.2064 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.3464 loss: 0.3464 2022/08/05 16:35:13 - mmengine - INFO - Epoch(train) [134][280/314] lr: 8.1920e-02 eta: 2:48:00 time: 0.3078 data_time: 0.0495 memory: 9706 grad_norm: 1.1403 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.2455 loss: 0.2455 2022/08/05 16:35:19 - mmengine - INFO - Epoch(train) [134][300/314] lr: 8.1838e-02 eta: 2:47:54 time: 0.3123 data_time: 0.0558 memory: 9706 grad_norm: 1.2008 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.3223 loss: 0.3223 2022/08/05 16:35:23 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_ntu60_xsub_keypoint_20220805_124409 2022/08/05 16:35:23 - mmengine - INFO - Epoch(train) [134][314/314] lr: 8.1781e-02 eta: 2:47:54 time: 0.3018 data_time: 0.0461 memory: 9706 grad_norm: 1.2468 top1_acc: 0.5000 top5_acc: 1.0000 loss_cls: 0.3727 loss: 0.3727 2022/08/05 16:35:23 - mmengine - INFO - Saving checkpoint at 134 epochs 2022/08/05 16:35:31 - mmengine - INFO - Epoch(train) [135][20/314] lr: 8.1699e-02 eta: 2:47:41 time: 0.3447 data_time: 0.0876 memory: 9706 grad_norm: 1.2128 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.2734 loss: 0.2734 2022/08/05 16:35:37 - mmengine - INFO - Epoch(train) [135][40/314] lr: 8.1617e-02 eta: 2:47:35 time: 0.3092 data_time: 0.0504 memory: 9706 grad_norm: 1.1383 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.2923 loss: 0.2923 2022/08/05 16:35:44 - mmengine - INFO - Epoch(train) [135][60/314] lr: 8.1535e-02 eta: 2:47:29 time: 0.3234 data_time: 0.0540 memory: 9706 grad_norm: 1.1414 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.3455 loss: 0.3455 2022/08/05 16:35:50 - mmengine - INFO - Epoch(train) [135][80/314] lr: 8.1453e-02 eta: 2:47:23 time: 0.3062 data_time: 0.0477 memory: 9706 grad_norm: 1.2072 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.2848 loss: 0.2848 2022/08/05 16:35:56 - mmengine - INFO - Epoch(train) [135][100/314] lr: 8.1371e-02 eta: 2:47:17 time: 0.3089 data_time: 0.0524 memory: 9706 grad_norm: 1.2372 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.3551 loss: 0.3551 2022/08/05 16:36:02 - mmengine - INFO - Epoch(train) [135][120/314] lr: 8.1289e-02 eta: 2:47:11 time: 0.3200 data_time: 0.0484 memory: 9706 grad_norm: 1.1703 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.3466 loss: 0.3466 2022/08/05 16:36:09 - mmengine - INFO - Epoch(train) [135][140/314] lr: 8.1207e-02 eta: 2:47:05 time: 0.3102 data_time: 0.0525 memory: 9706 grad_norm: 1.1678 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.2663 loss: 0.2663 2022/08/05 16:36:15 - mmengine - INFO - Epoch(train) [135][160/314] lr: 8.1125e-02 eta: 2:46:59 time: 0.3066 data_time: 0.0481 memory: 9706 grad_norm: 1.1764 top1_acc: 0.8125 top5_acc: 0.9375 loss_cls: 0.2792 loss: 0.2792 2022/08/05 16:36:21 - mmengine - INFO - Epoch(train) [135][180/314] lr: 8.1043e-02 eta: 2:46:54 time: 0.3209 data_time: 0.0515 memory: 9706 grad_norm: 1.1844 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.3263 loss: 0.3263 2022/08/05 16:36:27 - mmengine - INFO - Epoch(train) [135][200/314] lr: 8.0961e-02 eta: 2:46:48 time: 0.3059 data_time: 0.0473 memory: 9706 grad_norm: 1.2695 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.3189 loss: 0.3189 2022/08/05 16:36:33 - mmengine - INFO - Epoch(train) [135][220/314] lr: 8.0880e-02 eta: 2:46:42 time: 0.3101 data_time: 0.0491 memory: 9706 grad_norm: 1.1853 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.3570 loss: 0.3570 2022/08/05 16:36:40 - mmengine - INFO - Epoch(train) [135][240/314] lr: 8.0798e-02 eta: 2:46:36 time: 0.3093 data_time: 0.0520 memory: 9706 grad_norm: 1.2324 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.3105 loss: 0.3105 2022/08/05 16:36:46 - mmengine - INFO - Epoch(train) [135][260/314] lr: 8.0716e-02 eta: 2:46:30 time: 0.3128 data_time: 0.0530 memory: 9706 grad_norm: 1.2282 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.3037 loss: 0.3037 2022/08/05 16:36:52 - mmengine - INFO - Epoch(train) [135][280/314] lr: 8.0634e-02 eta: 2:46:24 time: 0.3150 data_time: 0.0555 memory: 9706 grad_norm: 1.1411 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.2721 loss: 0.2721 2022/08/05 16:36:58 - mmengine - INFO - Epoch(train) [135][300/314] lr: 8.0552e-02 eta: 2:46:18 time: 0.3063 data_time: 0.0493 memory: 9706 grad_norm: 1.3201 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.2682 loss: 0.2682 2022/08/05 16:37:03 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_ntu60_xsub_keypoint_20220805_124409 2022/08/05 16:37:03 - mmengine - INFO - Epoch(train) [135][314/314] lr: 8.0495e-02 eta: 2:46:18 time: 0.3224 data_time: 0.0507 memory: 9706 grad_norm: 1.3086 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.3516 loss: 0.3516 2022/08/05 16:37:03 - mmengine - INFO - Saving checkpoint at 135 epochs 2022/08/05 16:37:11 - mmengine - INFO - Epoch(train) [136][20/314] lr: 8.0413e-02 eta: 2:46:05 time: 0.3537 data_time: 0.0825 memory: 9706 grad_norm: 1.2083 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.3208 loss: 0.3208 2022/08/05 16:37:17 - mmengine - INFO - Epoch(train) [136][40/314] lr: 8.0332e-02 eta: 2:45:59 time: 0.3075 data_time: 0.0490 memory: 9706 grad_norm: 1.1565 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.3221 loss: 0.3221 2022/08/05 16:37:24 - mmengine - INFO - Epoch(train) [136][60/314] lr: 8.0250e-02 eta: 2:45:54 time: 0.3320 data_time: 0.0509 memory: 9706 grad_norm: 1.2479 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.2401 loss: 0.2401 2022/08/05 16:37:30 - mmengine - INFO - Epoch(train) [136][80/314] lr: 8.0168e-02 eta: 2:45:48 time: 0.3071 data_time: 0.0468 memory: 9706 grad_norm: 1.2402 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.2829 loss: 0.2829 2022/08/05 16:37:37 - mmengine - INFO - Epoch(train) [136][100/314] lr: 8.0086e-02 eta: 2:45:42 time: 0.3272 data_time: 0.0535 memory: 9706 grad_norm: 1.1443 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.2976 loss: 0.2976 2022/08/05 16:37:43 - mmengine - INFO - Epoch(train) [136][120/314] lr: 8.0005e-02 eta: 2:45:36 time: 0.3073 data_time: 0.0472 memory: 9706 grad_norm: 1.1800 top1_acc: 0.8750 top5_acc: 0.9375 loss_cls: 0.2752 loss: 0.2752 2022/08/05 16:37:49 - mmengine - INFO - Epoch(train) [136][140/314] lr: 7.9923e-02 eta: 2:45:30 time: 0.3108 data_time: 0.0548 memory: 9706 grad_norm: 1.2213 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.3445 loss: 0.3445 2022/08/05 16:37:55 - mmengine - INFO - Epoch(train) [136][160/314] lr: 7.9841e-02 eta: 2:45:24 time: 0.3102 data_time: 0.0496 memory: 9706 grad_norm: 1.2299 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.3096 loss: 0.3096 2022/08/05 16:38:01 - mmengine - INFO - Epoch(train) [136][180/314] lr: 7.9760e-02 eta: 2:45:18 time: 0.3134 data_time: 0.0505 memory: 9706 grad_norm: 1.1814 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.2772 loss: 0.2772 2022/08/05 16:38:08 - mmengine - INFO - Epoch(train) [136][200/314] lr: 7.9678e-02 eta: 2:45:12 time: 0.3079 data_time: 0.0519 memory: 9706 grad_norm: 1.1907 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.3302 loss: 0.3302 2022/08/05 16:38:14 - mmengine - INFO - Epoch(train) [136][220/314] lr: 7.9596e-02 eta: 2:45:07 time: 0.3124 data_time: 0.0539 memory: 9706 grad_norm: 1.2536 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.2946 loss: 0.2946 2022/08/05 16:38:20 - mmengine - INFO - Epoch(train) [136][240/314] lr: 7.9515e-02 eta: 2:45:01 time: 0.3090 data_time: 0.0504 memory: 9706 grad_norm: 1.2139 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.2555 loss: 0.2555 2022/08/05 16:38:26 - mmengine - INFO - Epoch(train) [136][260/314] lr: 7.9433e-02 eta: 2:44:55 time: 0.3074 data_time: 0.0485 memory: 9706 grad_norm: 1.1908 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.2959 loss: 0.2959 2022/08/05 16:38:32 - mmengine - INFO - Epoch(train) [136][280/314] lr: 7.9352e-02 eta: 2:44:49 time: 0.3134 data_time: 0.0515 memory: 9706 grad_norm: 1.1687 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.3315 loss: 0.3315 2022/08/05 16:38:39 - mmengine - INFO - Epoch(train) [136][300/314] lr: 7.9270e-02 eta: 2:44:43 time: 0.3057 data_time: 0.0494 memory: 9706 grad_norm: 1.2118 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.2947 loss: 0.2947 2022/08/05 16:38:43 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_ntu60_xsub_keypoint_20220805_124409 2022/08/05 16:38:43 - mmengine - INFO - Epoch(train) [136][314/314] lr: 7.9213e-02 eta: 2:44:43 time: 0.2928 data_time: 0.0475 memory: 9706 grad_norm: 1.1795 top1_acc: 0.5000 top5_acc: 1.0000 loss_cls: 0.2950 loss: 0.2950 2022/08/05 16:38:43 - mmengine - INFO - Saving checkpoint at 136 epochs 2022/08/05 16:38:51 - mmengine - INFO - Epoch(train) [137][20/314] lr: 7.9131e-02 eta: 2:44:30 time: 0.3478 data_time: 0.0885 memory: 9706 grad_norm: 1.1747 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.2606 loss: 0.2606 2022/08/05 16:38:57 - mmengine - INFO - Epoch(train) [137][40/314] lr: 7.9050e-02 eta: 2:44:24 time: 0.3097 data_time: 0.0515 memory: 9706 grad_norm: 1.1290 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.2281 loss: 0.2281 2022/08/05 16:39:04 - mmengine - INFO - Epoch(train) [137][60/314] lr: 7.8968e-02 eta: 2:44:18 time: 0.3388 data_time: 0.0526 memory: 9706 grad_norm: 1.0937 top1_acc: 0.7500 top5_acc: 0.9375 loss_cls: 0.2698 loss: 0.2698 2022/08/05 16:39:10 - mmengine - INFO - Epoch(train) [137][80/314] lr: 7.8887e-02 eta: 2:44:13 time: 0.3118 data_time: 0.0510 memory: 9706 grad_norm: 1.2433 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.2533 loss: 0.2533 2022/08/05 16:39:16 - mmengine - INFO - Epoch(train) [137][100/314] lr: 7.8805e-02 eta: 2:44:07 time: 0.3116 data_time: 0.0536 memory: 9706 grad_norm: 1.1901 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.2607 loss: 0.2607 2022/08/05 16:39:23 - mmengine - INFO - Epoch(train) [137][120/314] lr: 7.8724e-02 eta: 2:44:01 time: 0.3233 data_time: 0.0512 memory: 9706 grad_norm: 1.1744 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.2877 loss: 0.2877 2022/08/05 16:39:29 - mmengine - INFO - Epoch(train) [137][140/314] lr: 7.8642e-02 eta: 2:43:55 time: 0.3108 data_time: 0.0520 memory: 9706 grad_norm: 1.1660 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.2490 loss: 0.2490 2022/08/05 16:39:36 - mmengine - INFO - Epoch(train) [137][160/314] lr: 7.8561e-02 eta: 2:43:49 time: 0.3328 data_time: 0.0479 memory: 9706 grad_norm: 1.2496 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.2433 loss: 0.2433 2022/08/05 16:39:42 - mmengine - INFO - Epoch(train) [137][180/314] lr: 7.8480e-02 eta: 2:43:44 time: 0.3184 data_time: 0.0524 memory: 9706 grad_norm: 1.1158 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.2588 loss: 0.2588 2022/08/05 16:39:48 - mmengine - INFO - Epoch(train) [137][200/314] lr: 7.8398e-02 eta: 2:43:38 time: 0.3070 data_time: 0.0475 memory: 9706 grad_norm: 1.2136 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.3354 loss: 0.3354 2022/08/05 16:39:54 - mmengine - INFO - Epoch(train) [137][220/314] lr: 7.8317e-02 eta: 2:43:32 time: 0.3097 data_time: 0.0511 memory: 9706 grad_norm: 1.2424 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.2722 loss: 0.2722 2022/08/05 16:40:01 - mmengine - INFO - Epoch(train) [137][240/314] lr: 7.8235e-02 eta: 2:43:26 time: 0.3228 data_time: 0.0500 memory: 9706 grad_norm: 1.2223 top1_acc: 0.8125 top5_acc: 0.9375 loss_cls: 0.3405 loss: 0.3405 2022/08/05 16:40:07 - mmengine - INFO - Epoch(train) [137][260/314] lr: 7.8154e-02 eta: 2:43:20 time: 0.3073 data_time: 0.0494 memory: 9706 grad_norm: 1.2064 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.2730 loss: 0.2730 2022/08/05 16:40:13 - mmengine - INFO - Epoch(train) [137][280/314] lr: 7.8073e-02 eta: 2:43:14 time: 0.3082 data_time: 0.0480 memory: 9706 grad_norm: 1.2093 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.3537 loss: 0.3537 2022/08/05 16:40:18 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_ntu60_xsub_keypoint_20220805_124409 2022/08/05 16:40:19 - mmengine - INFO - Epoch(train) [137][300/314] lr: 7.7991e-02 eta: 2:43:08 time: 0.3098 data_time: 0.0533 memory: 9706 grad_norm: 1.2255 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.3306 loss: 0.3306 2022/08/05 16:40:23 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_ntu60_xsub_keypoint_20220805_124409 2022/08/05 16:40:23 - mmengine - INFO - Epoch(train) [137][314/314] lr: 7.7934e-02 eta: 2:43:08 time: 0.3066 data_time: 0.0498 memory: 9706 grad_norm: 1.2948 top1_acc: 0.5000 top5_acc: 0.7500 loss_cls: 0.3587 loss: 0.3587 2022/08/05 16:40:24 - mmengine - INFO - Saving checkpoint at 137 epochs 2022/08/05 16:40:31 - mmengine - INFO - Epoch(train) [138][20/314] lr: 7.7853e-02 eta: 2:42:55 time: 0.3448 data_time: 0.0888 memory: 9706 grad_norm: 1.3778 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.3366 loss: 0.3366 2022/08/05 16:40:38 - mmengine - INFO - Epoch(train) [138][40/314] lr: 7.7772e-02 eta: 2:42:49 time: 0.3065 data_time: 0.0496 memory: 9706 grad_norm: 1.1908 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.2348 loss: 0.2348 2022/08/05 16:40:44 - mmengine - INFO - Epoch(train) [138][60/314] lr: 7.7690e-02 eta: 2:42:43 time: 0.3160 data_time: 0.0516 memory: 9706 grad_norm: 1.1438 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.3260 loss: 0.3260 2022/08/05 16:40:50 - mmengine - INFO - Epoch(train) [138][80/314] lr: 7.7609e-02 eta: 2:42:37 time: 0.3112 data_time: 0.0499 memory: 9706 grad_norm: 1.1421 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.2536 loss: 0.2536 2022/08/05 16:40:56 - mmengine - INFO - Epoch(train) [138][100/314] lr: 7.7528e-02 eta: 2:42:32 time: 0.3082 data_time: 0.0508 memory: 9706 grad_norm: 1.2102 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.3164 loss: 0.3164 2022/08/05 16:41:03 - mmengine - INFO - Epoch(train) [138][120/314] lr: 7.7447e-02 eta: 2:42:26 time: 0.3157 data_time: 0.0502 memory: 9706 grad_norm: 1.2208 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.2550 loss: 0.2550 2022/08/05 16:41:09 - mmengine - INFO - Epoch(train) [138][140/314] lr: 7.7365e-02 eta: 2:42:20 time: 0.3071 data_time: 0.0494 memory: 9706 grad_norm: 1.1910 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.3173 loss: 0.3173 2022/08/05 16:41:15 - mmengine - INFO - Epoch(train) [138][160/314] lr: 7.7284e-02 eta: 2:42:14 time: 0.3101 data_time: 0.0507 memory: 9706 grad_norm: 1.2021 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.3220 loss: 0.3220 2022/08/05 16:41:21 - mmengine - INFO - Epoch(train) [138][180/314] lr: 7.7203e-02 eta: 2:42:08 time: 0.3205 data_time: 0.0570 memory: 9706 grad_norm: 1.2360 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.2750 loss: 0.2750 2022/08/05 16:41:27 - mmengine - INFO - Epoch(train) [138][200/314] lr: 7.7122e-02 eta: 2:42:02 time: 0.3049 data_time: 0.0460 memory: 9706 grad_norm: 1.2304 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.3274 loss: 0.3274 2022/08/05 16:41:34 - mmengine - INFO - Epoch(train) [138][220/314] lr: 7.7041e-02 eta: 2:41:56 time: 0.3099 data_time: 0.0499 memory: 9706 grad_norm: 1.1787 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.3026 loss: 0.3026 2022/08/05 16:41:40 - mmengine - INFO - Epoch(train) [138][240/314] lr: 7.6960e-02 eta: 2:41:50 time: 0.3066 data_time: 0.0479 memory: 9706 grad_norm: 1.2279 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.3237 loss: 0.3237 2022/08/05 16:41:46 - mmengine - INFO - Epoch(train) [138][260/314] lr: 7.6878e-02 eta: 2:41:44 time: 0.3188 data_time: 0.0554 memory: 9706 grad_norm: 1.1923 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.2809 loss: 0.2809 2022/08/05 16:41:52 - mmengine - INFO - Epoch(train) [138][280/314] lr: 7.6797e-02 eta: 2:41:38 time: 0.3089 data_time: 0.0530 memory: 9706 grad_norm: 1.2518 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.3262 loss: 0.3262 2022/08/05 16:41:59 - mmengine - INFO - Epoch(train) [138][300/314] lr: 7.6716e-02 eta: 2:41:32 time: 0.3172 data_time: 0.0590 memory: 9706 grad_norm: 1.1785 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.2551 loss: 0.2551 2022/08/05 16:42:03 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_ntu60_xsub_keypoint_20220805_124409 2022/08/05 16:42:03 - mmengine - INFO - Epoch(train) [138][314/314] lr: 7.6660e-02 eta: 2:41:32 time: 0.3028 data_time: 0.0539 memory: 9706 grad_norm: 1.3205 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.2637 loss: 0.2637 2022/08/05 16:42:03 - mmengine - INFO - Saving checkpoint at 138 epochs 2022/08/05 16:42:11 - mmengine - INFO - Epoch(train) [139][20/314] lr: 7.6578e-02 eta: 2:41:20 time: 0.3554 data_time: 0.0891 memory: 9706 grad_norm: 1.1881 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.3494 loss: 0.3494 2022/08/05 16:42:17 - mmengine - INFO - Epoch(train) [139][40/314] lr: 7.6497e-02 eta: 2:41:14 time: 0.3086 data_time: 0.0503 memory: 9706 grad_norm: 1.1584 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.3257 loss: 0.3257 2022/08/05 16:42:23 - mmengine - INFO - Epoch(train) [139][60/314] lr: 7.6416e-02 eta: 2:41:08 time: 0.3164 data_time: 0.0600 memory: 9706 grad_norm: 1.1127 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.2487 loss: 0.2487 2022/08/05 16:42:29 - mmengine - INFO - Epoch(train) [139][80/314] lr: 7.6335e-02 eta: 2:41:02 time: 0.3064 data_time: 0.0481 memory: 9706 grad_norm: 1.1960 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.2860 loss: 0.2860 2022/08/05 16:42:36 - mmengine - INFO - Epoch(train) [139][100/314] lr: 7.6254e-02 eta: 2:40:56 time: 0.3106 data_time: 0.0512 memory: 9706 grad_norm: 1.2477 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.3257 loss: 0.3257 2022/08/05 16:42:42 - mmengine - INFO - Epoch(train) [139][120/314] lr: 7.6173e-02 eta: 2:40:50 time: 0.3140 data_time: 0.0477 memory: 9706 grad_norm: 1.2403 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.2773 loss: 0.2773 2022/08/05 16:42:48 - mmengine - INFO - Epoch(train) [139][140/314] lr: 7.6092e-02 eta: 2:40:44 time: 0.3110 data_time: 0.0519 memory: 9706 grad_norm: 1.2205 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.3122 loss: 0.3122 2022/08/05 16:42:54 - mmengine - INFO - Epoch(train) [139][160/314] lr: 7.6011e-02 eta: 2:40:38 time: 0.3113 data_time: 0.0501 memory: 9706 grad_norm: 1.2560 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.3002 loss: 0.3002 2022/08/05 16:43:01 - mmengine - INFO - Epoch(train) [139][180/314] lr: 7.5931e-02 eta: 2:40:33 time: 0.3183 data_time: 0.0523 memory: 9706 grad_norm: 1.2068 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.2929 loss: 0.2929 2022/08/05 16:43:07 - mmengine - INFO - Epoch(train) [139][200/314] lr: 7.5850e-02 eta: 2:40:27 time: 0.3106 data_time: 0.0506 memory: 9706 grad_norm: 1.1062 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.2673 loss: 0.2673 2022/08/05 16:43:13 - mmengine - INFO - Epoch(train) [139][220/314] lr: 7.5769e-02 eta: 2:40:21 time: 0.3143 data_time: 0.0555 memory: 9706 grad_norm: 1.1681 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.2334 loss: 0.2334 2022/08/05 16:43:19 - mmengine - INFO - Epoch(train) [139][240/314] lr: 7.5688e-02 eta: 2:40:15 time: 0.3090 data_time: 0.0508 memory: 9706 grad_norm: 1.1889 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.2887 loss: 0.2887 2022/08/05 16:43:26 - mmengine - INFO - Epoch(train) [139][260/314] lr: 7.5607e-02 eta: 2:40:09 time: 0.3272 data_time: 0.0517 memory: 9706 grad_norm: 1.1714 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.3209 loss: 0.3209 2022/08/05 16:43:32 - mmengine - INFO - Epoch(train) [139][280/314] lr: 7.5526e-02 eta: 2:40:03 time: 0.3110 data_time: 0.0512 memory: 9706 grad_norm: 1.2317 top1_acc: 0.8750 top5_acc: 0.9375 loss_cls: 0.2814 loss: 0.2814 2022/08/05 16:43:38 - mmengine - INFO - Epoch(train) [139][300/314] lr: 7.5445e-02 eta: 2:39:57 time: 0.3072 data_time: 0.0505 memory: 9706 grad_norm: 1.2587 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.2949 loss: 0.2949 2022/08/05 16:43:43 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_ntu60_xsub_keypoint_20220805_124409 2022/08/05 16:43:43 - mmengine - INFO - Epoch(train) [139][314/314] lr: 7.5389e-02 eta: 2:39:57 time: 0.3155 data_time: 0.0482 memory: 9706 grad_norm: 1.3855 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.2719 loss: 0.2719 2022/08/05 16:43:43 - mmengine - INFO - Saving checkpoint at 139 epochs 2022/08/05 16:43:51 - mmengine - INFO - Epoch(train) [140][20/314] lr: 7.5308e-02 eta: 2:39:44 time: 0.3467 data_time: 0.0916 memory: 9706 grad_norm: 1.2825 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.4005 loss: 0.4005 2022/08/05 16:43:57 - mmengine - INFO - Epoch(train) [140][40/314] lr: 7.5227e-02 eta: 2:39:39 time: 0.3141 data_time: 0.0532 memory: 9706 grad_norm: 1.2300 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.2770 loss: 0.2770 2022/08/05 16:44:04 - mmengine - INFO - Epoch(train) [140][60/314] lr: 7.5146e-02 eta: 2:39:33 time: 0.3192 data_time: 0.0506 memory: 9706 grad_norm: 1.2618 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.2525 loss: 0.2525 2022/08/05 16:44:10 - mmengine - INFO - Epoch(train) [140][80/314] lr: 7.5066e-02 eta: 2:39:27 time: 0.3048 data_time: 0.0463 memory: 9706 grad_norm: 1.2994 top1_acc: 0.8750 top5_acc: 0.9375 loss_cls: 0.2798 loss: 0.2798 2022/08/05 16:44:16 - mmengine - INFO - Epoch(train) [140][100/314] lr: 7.4985e-02 eta: 2:39:21 time: 0.3084 data_time: 0.0499 memory: 9706 grad_norm: 1.1704 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.3413 loss: 0.3413 2022/08/05 16:44:22 - mmengine - INFO - Epoch(train) [140][120/314] lr: 7.4904e-02 eta: 2:39:15 time: 0.3161 data_time: 0.0510 memory: 9706 grad_norm: 1.2258 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.2857 loss: 0.2857 2022/08/05 16:44:28 - mmengine - INFO - Epoch(train) [140][140/314] lr: 7.4823e-02 eta: 2:39:09 time: 0.3118 data_time: 0.0539 memory: 9706 grad_norm: 1.1811 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.2842 loss: 0.2842 2022/08/05 16:44:35 - mmengine - INFO - Epoch(train) [140][160/314] lr: 7.4743e-02 eta: 2:39:03 time: 0.3058 data_time: 0.0477 memory: 9706 grad_norm: 1.1764 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.2573 loss: 0.2573 2022/08/05 16:44:41 - mmengine - INFO - Epoch(train) [140][180/314] lr: 7.4662e-02 eta: 2:38:57 time: 0.3175 data_time: 0.0512 memory: 9706 grad_norm: 1.1832 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.2359 loss: 0.2359 2022/08/05 16:44:47 - mmengine - INFO - Epoch(train) [140][200/314] lr: 7.4581e-02 eta: 2:38:51 time: 0.3145 data_time: 0.0566 memory: 9706 grad_norm: 1.2166 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.2251 loss: 0.2251 2022/08/05 16:44:53 - mmengine - INFO - Epoch(train) [140][220/314] lr: 7.4501e-02 eta: 2:38:45 time: 0.3075 data_time: 0.0498 memory: 9706 grad_norm: 1.1584 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.2458 loss: 0.2458 2022/08/05 16:45:00 - mmengine - INFO - Epoch(train) [140][240/314] lr: 7.4420e-02 eta: 2:38:39 time: 0.3083 data_time: 0.0496 memory: 9706 grad_norm: 1.1994 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.2415 loss: 0.2415 2022/08/05 16:45:06 - mmengine - INFO - Epoch(train) [140][260/314] lr: 7.4340e-02 eta: 2:38:33 time: 0.3137 data_time: 0.0504 memory: 9706 grad_norm: 1.2619 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.3498 loss: 0.3498 2022/08/05 16:45:12 - mmengine - INFO - Epoch(train) [140][280/314] lr: 7.4259e-02 eta: 2:38:28 time: 0.3089 data_time: 0.0485 memory: 9706 grad_norm: 1.2168 top1_acc: 0.7500 top5_acc: 0.9375 loss_cls: 0.2931 loss: 0.2931 2022/08/05 16:45:18 - mmengine - INFO - Epoch(train) [140][300/314] lr: 7.4179e-02 eta: 2:38:22 time: 0.3070 data_time: 0.0470 memory: 9706 grad_norm: 1.2524 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.2885 loss: 0.2885 2022/08/05 16:45:22 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_ntu60_xsub_keypoint_20220805_124409 2022/08/05 16:45:22 - mmengine - INFO - Epoch(train) [140][314/314] lr: 7.4122e-02 eta: 2:38:22 time: 0.2976 data_time: 0.0456 memory: 9706 grad_norm: 1.3518 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.3484 loss: 0.3484 2022/08/05 16:45:22 - mmengine - INFO - Saving checkpoint at 140 epochs 2022/08/05 16:45:30 - mmengine - INFO - Epoch(val) [140][20/129] eta: 0:00:35 time: 0.3286 data_time: 0.1734 memory: 1867 2022/08/05 16:45:35 - mmengine - INFO - Epoch(val) [140][40/129] eta: 0:00:21 time: 0.2386 data_time: 0.0849 memory: 1867 2022/08/05 16:45:40 - mmengine - INFO - Epoch(val) [140][60/129] eta: 0:00:17 time: 0.2518 data_time: 0.0953 memory: 1867 2022/08/05 16:45:45 - mmengine - INFO - Epoch(val) [140][80/129] eta: 0:00:12 time: 0.2512 data_time: 0.0923 memory: 1867 2022/08/05 16:45:50 - mmengine - INFO - Epoch(val) [140][100/129] eta: 0:00:06 time: 0.2396 data_time: 0.0856 memory: 1867 2022/08/05 16:45:54 - mmengine - INFO - Epoch(val) [140][120/129] eta: 0:00:01 time: 0.2070 data_time: 0.0604 memory: 1867 2022/08/05 16:45:56 - mmengine - INFO - Epoch(val) [140][129/129] acc/top1: 0.8739 acc/top5: 0.9875 acc/mean1: 0.8737 2022/08/05 16:45:56 - mmengine - INFO - The previous best checkpoint /mnt/lustre/daiwenxun/X/mmaction2/work_dirs/slowonly_r50_u48_240e_8xb16_ntu60_xsub_keypoint/best_acc/top1_epoch_131.pth is removed 2022/08/05 16:45:57 - mmengine - INFO - The best checkpoint with 0.8739 acc/top1 at 141 epoch is saved to best_acc/top1_epoch_141.pth. 2022/08/05 16:46:04 - mmengine - INFO - Epoch(train) [141][20/314] lr: 7.4042e-02 eta: 2:38:09 time: 0.3493 data_time: 0.0885 memory: 9706 grad_norm: 1.2236 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.2867 loss: 0.2867 2022/08/05 16:46:10 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_ntu60_xsub_keypoint_20220805_124409 2022/08/05 16:46:10 - mmengine - INFO - Epoch(train) [141][40/314] lr: 7.3961e-02 eta: 2:38:03 time: 0.3076 data_time: 0.0488 memory: 9706 grad_norm: 1.1473 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.2708 loss: 0.2708 2022/08/05 16:46:16 - mmengine - INFO - Epoch(train) [141][60/314] lr: 7.3881e-02 eta: 2:37:57 time: 0.3131 data_time: 0.0520 memory: 9706 grad_norm: 1.2718 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.2383 loss: 0.2383 2022/08/05 16:46:23 - mmengine - INFO - Epoch(train) [141][80/314] lr: 7.3800e-02 eta: 2:37:51 time: 0.3082 data_time: 0.0489 memory: 9706 grad_norm: 1.1821 top1_acc: 0.8125 top5_acc: 0.9375 loss_cls: 0.3169 loss: 0.3169 2022/08/05 16:46:29 - mmengine - INFO - Epoch(train) [141][100/314] lr: 7.3720e-02 eta: 2:37:45 time: 0.3084 data_time: 0.0513 memory: 9706 grad_norm: 1.1647 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.2491 loss: 0.2491 2022/08/05 16:46:35 - mmengine - INFO - Epoch(train) [141][120/314] lr: 7.3639e-02 eta: 2:37:39 time: 0.3272 data_time: 0.0528 memory: 9706 grad_norm: 1.1329 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.3157 loss: 0.3157 2022/08/05 16:46:42 - mmengine - INFO - Epoch(train) [141][140/314] lr: 7.3559e-02 eta: 2:37:33 time: 0.3100 data_time: 0.0497 memory: 9706 grad_norm: 1.2169 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.2162 loss: 0.2162 2022/08/05 16:46:48 - mmengine - INFO - Epoch(train) [141][160/314] lr: 7.3478e-02 eta: 2:37:27 time: 0.3075 data_time: 0.0484 memory: 9706 grad_norm: 1.1331 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.2561 loss: 0.2561 2022/08/05 16:46:54 - mmengine - INFO - Epoch(train) [141][180/314] lr: 7.3398e-02 eta: 2:37:22 time: 0.3182 data_time: 0.0515 memory: 9706 grad_norm: 1.2216 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.2667 loss: 0.2667 2022/08/05 16:47:00 - mmengine - INFO - Epoch(train) [141][200/314] lr: 7.3318e-02 eta: 2:37:16 time: 0.3073 data_time: 0.0476 memory: 9706 grad_norm: 1.2181 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.3061 loss: 0.3061 2022/08/05 16:47:06 - mmengine - INFO - Epoch(train) [141][220/314] lr: 7.3237e-02 eta: 2:37:10 time: 0.3092 data_time: 0.0536 memory: 9706 grad_norm: 1.2053 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.2486 loss: 0.2486 2022/08/05 16:47:13 - mmengine - INFO - Epoch(train) [141][240/314] lr: 7.3157e-02 eta: 2:37:04 time: 0.3195 data_time: 0.0517 memory: 9706 grad_norm: 1.2405 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.2657 loss: 0.2657 2022/08/05 16:47:19 - mmengine - INFO - Epoch(train) [141][260/314] lr: 7.3077e-02 eta: 2:36:58 time: 0.3102 data_time: 0.0523 memory: 9706 grad_norm: 1.2419 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.2595 loss: 0.2595 2022/08/05 16:47:25 - mmengine - INFO - Epoch(train) [141][280/314] lr: 7.2996e-02 eta: 2:36:52 time: 0.3099 data_time: 0.0482 memory: 9706 grad_norm: 1.2466 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.3490 loss: 0.3490 2022/08/05 16:47:32 - mmengine - INFO - Epoch(train) [141][300/314] lr: 7.2916e-02 eta: 2:36:46 time: 0.3146 data_time: 0.0512 memory: 9706 grad_norm: 1.2401 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.3396 loss: 0.3396 2022/08/05 16:47:35 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_ntu60_xsub_keypoint_20220805_124409 2022/08/05 16:47:35 - mmengine - INFO - Epoch(train) [141][314/314] lr: 7.2860e-02 eta: 2:36:46 time: 0.2969 data_time: 0.0445 memory: 9706 grad_norm: 1.3460 top1_acc: 0.7500 top5_acc: 1.0000 loss_cls: 0.3226 loss: 0.3226 2022/08/05 16:47:36 - mmengine - INFO - Saving checkpoint at 141 epochs 2022/08/05 16:47:43 - mmengine - INFO - Epoch(train) [142][20/314] lr: 7.2780e-02 eta: 2:36:34 time: 0.3477 data_time: 0.0891 memory: 9706 grad_norm: 1.2903 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.2327 loss: 0.2327 2022/08/05 16:47:50 - mmengine - INFO - Epoch(train) [142][40/314] lr: 7.2700e-02 eta: 2:36:28 time: 0.3091 data_time: 0.0520 memory: 9706 grad_norm: 1.2671 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.2629 loss: 0.2629 2022/08/05 16:47:56 - mmengine - INFO - Epoch(train) [142][60/314] lr: 7.2619e-02 eta: 2:36:22 time: 0.3160 data_time: 0.0516 memory: 9706 grad_norm: 1.1978 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.2976 loss: 0.2976 2022/08/05 16:48:02 - mmengine - INFO - Epoch(train) [142][80/314] lr: 7.2539e-02 eta: 2:36:16 time: 0.3165 data_time: 0.0527 memory: 9706 grad_norm: 1.2674 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.2748 loss: 0.2748 2022/08/05 16:48:08 - mmengine - INFO - Epoch(train) [142][100/314] lr: 7.2459e-02 eta: 2:36:10 time: 0.3102 data_time: 0.0525 memory: 9706 grad_norm: 1.2418 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.2244 loss: 0.2244 2022/08/05 16:48:15 - mmengine - INFO - Epoch(train) [142][120/314] lr: 7.2379e-02 eta: 2:36:04 time: 0.3176 data_time: 0.0462 memory: 9706 grad_norm: 1.1595 top1_acc: 0.8125 top5_acc: 0.9375 loss_cls: 0.2477 loss: 0.2477 2022/08/05 16:48:21 - mmengine - INFO - Epoch(train) [142][140/314] lr: 7.2299e-02 eta: 2:35:58 time: 0.3119 data_time: 0.0514 memory: 9706 grad_norm: 1.1846 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.2367 loss: 0.2367 2022/08/05 16:48:27 - mmengine - INFO - Epoch(train) [142][160/314] lr: 7.2219e-02 eta: 2:35:52 time: 0.3083 data_time: 0.0493 memory: 9706 grad_norm: 1.2433 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.2927 loss: 0.2927 2022/08/05 16:48:34 - mmengine - INFO - Epoch(train) [142][180/314] lr: 7.2139e-02 eta: 2:35:47 time: 0.3291 data_time: 0.0492 memory: 9706 grad_norm: 1.2762 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.2879 loss: 0.2879 2022/08/05 16:48:40 - mmengine - INFO - Epoch(train) [142][200/314] lr: 7.2058e-02 eta: 2:35:41 time: 0.3065 data_time: 0.0484 memory: 9706 grad_norm: 1.2240 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.2585 loss: 0.2585 2022/08/05 16:48:46 - mmengine - INFO - Epoch(train) [142][220/314] lr: 7.1978e-02 eta: 2:35:35 time: 0.3126 data_time: 0.0528 memory: 9706 grad_norm: 1.2660 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.2652 loss: 0.2652 2022/08/05 16:48:52 - mmengine - INFO - Epoch(train) [142][240/314] lr: 7.1898e-02 eta: 2:35:29 time: 0.3144 data_time: 0.0541 memory: 9706 grad_norm: 1.4112 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.3465 loss: 0.3465 2022/08/05 16:48:59 - mmengine - INFO - Epoch(train) [142][260/314] lr: 7.1818e-02 eta: 2:35:23 time: 0.3092 data_time: 0.0519 memory: 9706 grad_norm: 1.2329 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.2616 loss: 0.2616 2022/08/05 16:49:05 - mmengine - INFO - Epoch(train) [142][280/314] lr: 7.1738e-02 eta: 2:35:17 time: 0.3107 data_time: 0.0495 memory: 9706 grad_norm: 1.2560 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.3174 loss: 0.3174 2022/08/05 16:49:11 - mmengine - INFO - Epoch(train) [142][300/314] lr: 7.1658e-02 eta: 2:35:11 time: 0.3219 data_time: 0.0549 memory: 9706 grad_norm: 1.2870 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.2441 loss: 0.2441 2022/08/05 16:49:16 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_ntu60_xsub_keypoint_20220805_124409 2022/08/05 16:49:16 - mmengine - INFO - Epoch(train) [142][314/314] lr: 7.1602e-02 eta: 2:35:11 time: 0.3257 data_time: 0.0549 memory: 9706 grad_norm: 1.3568 top1_acc: 0.7500 top5_acc: 0.7500 loss_cls: 0.2336 loss: 0.2336 2022/08/05 16:49:16 - mmengine - INFO - Saving checkpoint at 142 epochs 2022/08/05 16:49:24 - mmengine - INFO - Epoch(train) [143][20/314] lr: 7.1523e-02 eta: 2:34:59 time: 0.3515 data_time: 0.0828 memory: 9706 grad_norm: 1.2472 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.2680 loss: 0.2680 2022/08/05 16:49:30 - mmengine - INFO - Epoch(train) [143][40/314] lr: 7.1443e-02 eta: 2:34:53 time: 0.3086 data_time: 0.0512 memory: 9706 grad_norm: 1.2516 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.3184 loss: 0.3184 2022/08/05 16:49:36 - mmengine - INFO - Epoch(train) [143][60/314] lr: 7.1363e-02 eta: 2:34:47 time: 0.3267 data_time: 0.0523 memory: 9706 grad_norm: 1.2227 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.2397 loss: 0.2397 2022/08/05 16:49:43 - mmengine - INFO - Epoch(train) [143][80/314] lr: 7.1283e-02 eta: 2:34:41 time: 0.3077 data_time: 0.0484 memory: 9706 grad_norm: 1.2046 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.1885 loss: 0.1885 2022/08/05 16:49:49 - mmengine - INFO - Epoch(train) [143][100/314] lr: 7.1203e-02 eta: 2:34:35 time: 0.3098 data_time: 0.0517 memory: 9706 grad_norm: 1.2499 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.2523 loss: 0.2523 2022/08/05 16:49:56 - mmengine - INFO - Epoch(train) [143][120/314] lr: 7.1123e-02 eta: 2:34:29 time: 0.3369 data_time: 0.0498 memory: 9706 grad_norm: 1.1192 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.2771 loss: 0.2771 2022/08/05 16:50:02 - mmengine - INFO - Epoch(train) [143][140/314] lr: 7.1043e-02 eta: 2:34:23 time: 0.3095 data_time: 0.0509 memory: 9706 grad_norm: 1.1290 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.2497 loss: 0.2497 2022/08/05 16:50:08 - mmengine - INFO - Epoch(train) [143][160/314] lr: 7.0964e-02 eta: 2:34:17 time: 0.3084 data_time: 0.0502 memory: 9706 grad_norm: 1.2249 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.2069 loss: 0.2069 2022/08/05 16:50:14 - mmengine - INFO - Epoch(train) [143][180/314] lr: 7.0884e-02 eta: 2:34:12 time: 0.3190 data_time: 0.0512 memory: 9706 grad_norm: 1.2535 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.2295 loss: 0.2295 2022/08/05 16:50:21 - mmengine - INFO - Epoch(train) [143][200/314] lr: 7.0804e-02 eta: 2:34:06 time: 0.3115 data_time: 0.0531 memory: 9706 grad_norm: 1.1576 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.2424 loss: 0.2424 2022/08/05 16:50:27 - mmengine - INFO - Epoch(train) [143][220/314] lr: 7.0724e-02 eta: 2:34:00 time: 0.3116 data_time: 0.0514 memory: 9706 grad_norm: 1.2133 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.3031 loss: 0.3031 2022/08/05 16:50:33 - mmengine - INFO - Epoch(train) [143][240/314] lr: 7.0645e-02 eta: 2:33:54 time: 0.3232 data_time: 0.0580 memory: 9706 grad_norm: 1.2353 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.2688 loss: 0.2688 2022/08/05 16:50:40 - mmengine - INFO - Epoch(train) [143][260/314] lr: 7.0565e-02 eta: 2:33:48 time: 0.3164 data_time: 0.0557 memory: 9706 grad_norm: 1.2081 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.2798 loss: 0.2798 2022/08/05 16:50:46 - mmengine - INFO - Epoch(train) [143][280/314] lr: 7.0485e-02 eta: 2:33:42 time: 0.3065 data_time: 0.0468 memory: 9706 grad_norm: 1.2413 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.2318 loss: 0.2318 2022/08/05 16:50:52 - mmengine - INFO - Epoch(train) [143][300/314] lr: 7.0406e-02 eta: 2:33:36 time: 0.3127 data_time: 0.0509 memory: 9706 grad_norm: 1.1810 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.2834 loss: 0.2834 2022/08/05 16:50:56 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_ntu60_xsub_keypoint_20220805_124409 2022/08/05 16:50:56 - mmengine - INFO - Epoch(train) [143][314/314] lr: 7.0350e-02 eta: 2:33:36 time: 0.2964 data_time: 0.0461 memory: 9706 grad_norm: 1.2747 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.2440 loss: 0.2440 2022/08/05 16:50:56 - mmengine - INFO - Saving checkpoint at 143 epochs 2022/08/05 16:51:04 - mmengine - INFO - Epoch(train) [144][20/314] lr: 7.0270e-02 eta: 2:33:24 time: 0.3454 data_time: 0.0821 memory: 9706 grad_norm: 1.2934 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.2819 loss: 0.2819 2022/08/05 16:51:10 - mmengine - INFO - Epoch(train) [144][40/314] lr: 7.0191e-02 eta: 2:33:18 time: 0.3071 data_time: 0.0498 memory: 9706 grad_norm: 1.1435 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.2627 loss: 0.2627 2022/08/05 16:51:17 - mmengine - INFO - Epoch(train) [144][60/314] lr: 7.0111e-02 eta: 2:33:12 time: 0.3218 data_time: 0.0555 memory: 9706 grad_norm: 1.1575 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.2154 loss: 0.2154 2022/08/05 16:51:23 - mmengine - INFO - Epoch(train) [144][80/314] lr: 7.0031e-02 eta: 2:33:06 time: 0.3087 data_time: 0.0514 memory: 9706 grad_norm: 1.2883 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.2718 loss: 0.2718 2022/08/05 16:51:28 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_ntu60_xsub_keypoint_20220805_124409 2022/08/05 16:51:29 - mmengine - INFO - Epoch(train) [144][100/314] lr: 6.9952e-02 eta: 2:33:00 time: 0.3104 data_time: 0.0517 memory: 9706 grad_norm: 1.1666 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.2278 loss: 0.2278 2022/08/05 16:51:35 - mmengine - INFO - Epoch(train) [144][120/314] lr: 6.9872e-02 eta: 2:32:54 time: 0.3121 data_time: 0.0482 memory: 9706 grad_norm: 1.1780 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.1938 loss: 0.1938 2022/08/05 16:51:41 - mmengine - INFO - Epoch(train) [144][140/314] lr: 6.9793e-02 eta: 2:32:48 time: 0.3090 data_time: 0.0494 memory: 9706 grad_norm: 1.1841 top1_acc: 0.8750 top5_acc: 0.9375 loss_cls: 0.2834 loss: 0.2834 2022/08/05 16:51:48 - mmengine - INFO - Epoch(train) [144][160/314] lr: 6.9713e-02 eta: 2:32:42 time: 0.3076 data_time: 0.0489 memory: 9706 grad_norm: 1.2606 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.2404 loss: 0.2404 2022/08/05 16:51:54 - mmengine - INFO - Epoch(train) [144][180/314] lr: 6.9634e-02 eta: 2:32:36 time: 0.3200 data_time: 0.0500 memory: 9706 grad_norm: 1.2952 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.2712 loss: 0.2712 2022/08/05 16:52:00 - mmengine - INFO - Epoch(train) [144][200/314] lr: 6.9555e-02 eta: 2:32:30 time: 0.3070 data_time: 0.0496 memory: 9706 grad_norm: 1.2882 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.2496 loss: 0.2496 2022/08/05 16:52:06 - mmengine - INFO - Epoch(train) [144][220/314] lr: 6.9475e-02 eta: 2:32:24 time: 0.3135 data_time: 0.0546 memory: 9706 grad_norm: 1.2478 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.2940 loss: 0.2940 2022/08/05 16:52:13 - mmengine - INFO - Epoch(train) [144][240/314] lr: 6.9396e-02 eta: 2:32:19 time: 0.3152 data_time: 0.0524 memory: 9706 grad_norm: 1.2218 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.2709 loss: 0.2709 2022/08/05 16:52:19 - mmengine - INFO - Epoch(train) [144][260/314] lr: 6.9316e-02 eta: 2:32:13 time: 0.3088 data_time: 0.0494 memory: 9706 grad_norm: 1.2460 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.3085 loss: 0.3085 2022/08/05 16:52:25 - mmengine - INFO - Epoch(train) [144][280/314] lr: 6.9237e-02 eta: 2:32:07 time: 0.3079 data_time: 0.0497 memory: 9706 grad_norm: 1.3420 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.2262 loss: 0.2262 2022/08/05 16:52:31 - mmengine - INFO - Epoch(train) [144][300/314] lr: 6.9158e-02 eta: 2:32:01 time: 0.3073 data_time: 0.0510 memory: 9706 grad_norm: 1.1911 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.2237 loss: 0.2237 2022/08/05 16:52:35 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_ntu60_xsub_keypoint_20220805_124409 2022/08/05 16:52:35 - mmengine - INFO - Epoch(train) [144][314/314] lr: 6.9102e-02 eta: 2:32:01 time: 0.2991 data_time: 0.0452 memory: 9706 grad_norm: 1.2674 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.2420 loss: 0.2420 2022/08/05 16:52:35 - mmengine - INFO - Saving checkpoint at 144 epochs 2022/08/05 16:52:43 - mmengine - INFO - Epoch(train) [145][20/314] lr: 6.9023e-02 eta: 2:31:48 time: 0.3466 data_time: 0.0848 memory: 9706 grad_norm: 1.2188 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.3054 loss: 0.3054 2022/08/05 16:52:50 - mmengine - INFO - Epoch(train) [145][40/314] lr: 6.8944e-02 eta: 2:31:42 time: 0.3079 data_time: 0.0501 memory: 9706 grad_norm: 1.2462 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.2484 loss: 0.2484 2022/08/05 16:52:56 - mmengine - INFO - Epoch(train) [145][60/314] lr: 6.8864e-02 eta: 2:31:36 time: 0.3148 data_time: 0.0512 memory: 9706 grad_norm: 1.2053 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.2386 loss: 0.2386 2022/08/05 16:53:02 - mmengine - INFO - Epoch(train) [145][80/314] lr: 6.8785e-02 eta: 2:31:30 time: 0.3069 data_time: 0.0477 memory: 9706 grad_norm: 1.2257 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.2179 loss: 0.2179 2022/08/05 16:53:08 - mmengine - INFO - Epoch(train) [145][100/314] lr: 6.8706e-02 eta: 2:31:24 time: 0.3124 data_time: 0.0526 memory: 9706 grad_norm: 1.2085 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.2798 loss: 0.2798 2022/08/05 16:53:14 - mmengine - INFO - Epoch(train) [145][120/314] lr: 6.8627e-02 eta: 2:31:18 time: 0.3127 data_time: 0.0484 memory: 9706 grad_norm: 1.1248 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.2841 loss: 0.2841 2022/08/05 16:53:21 - mmengine - INFO - Epoch(train) [145][140/314] lr: 6.8548e-02 eta: 2:31:13 time: 0.3088 data_time: 0.0502 memory: 9706 grad_norm: 1.1923 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.2591 loss: 0.2591 2022/08/05 16:53:27 - mmengine - INFO - Epoch(train) [145][160/314] lr: 6.8469e-02 eta: 2:31:07 time: 0.3123 data_time: 0.0491 memory: 9706 grad_norm: 1.2268 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.2916 loss: 0.2916 2022/08/05 16:53:33 - mmengine - INFO - Epoch(train) [145][180/314] lr: 6.8389e-02 eta: 2:31:01 time: 0.3140 data_time: 0.0540 memory: 9706 grad_norm: 1.2176 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.2680 loss: 0.2680 2022/08/05 16:53:39 - mmengine - INFO - Epoch(train) [145][200/314] lr: 6.8310e-02 eta: 2:30:55 time: 0.3131 data_time: 0.0549 memory: 9706 grad_norm: 1.2138 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.2766 loss: 0.2766 2022/08/05 16:53:46 - mmengine - INFO - Epoch(train) [145][220/314] lr: 6.8231e-02 eta: 2:30:49 time: 0.3093 data_time: 0.0503 memory: 9706 grad_norm: 1.3277 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.3499 loss: 0.3499 2022/08/05 16:53:52 - mmengine - INFO - Epoch(train) [145][240/314] lr: 6.8152e-02 eta: 2:30:43 time: 0.3167 data_time: 0.0492 memory: 9706 grad_norm: 1.2699 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.3004 loss: 0.3004 2022/08/05 16:53:58 - mmengine - INFO - Epoch(train) [145][260/314] lr: 6.8073e-02 eta: 2:30:37 time: 0.3076 data_time: 0.0496 memory: 9706 grad_norm: 1.1442 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.2223 loss: 0.2223 2022/08/05 16:54:04 - mmengine - INFO - Epoch(train) [145][280/314] lr: 6.7994e-02 eta: 2:30:31 time: 0.3178 data_time: 0.0476 memory: 9706 grad_norm: 1.1328 top1_acc: 0.7500 top5_acc: 1.0000 loss_cls: 0.3288 loss: 0.3288 2022/08/05 16:54:11 - mmengine - INFO - Epoch(train) [145][300/314] lr: 6.7915e-02 eta: 2:30:25 time: 0.3116 data_time: 0.0536 memory: 9706 grad_norm: 1.0784 top1_acc: 0.8750 top5_acc: 0.9375 loss_cls: 0.1980 loss: 0.1980 2022/08/05 16:54:15 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_ntu60_xsub_keypoint_20220805_124409 2022/08/05 16:54:15 - mmengine - INFO - Epoch(train) [145][314/314] lr: 6.7860e-02 eta: 2:30:25 time: 0.3018 data_time: 0.0467 memory: 9706 grad_norm: 1.3329 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.2060 loss: 0.2060 2022/08/05 16:54:15 - mmengine - INFO - Saving checkpoint at 145 epochs 2022/08/05 16:54:23 - mmengine - INFO - Epoch(train) [146][20/314] lr: 6.7781e-02 eta: 2:30:13 time: 0.3460 data_time: 0.0850 memory: 9706 grad_norm: 1.2533 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.2580 loss: 0.2580 2022/08/05 16:54:29 - mmengine - INFO - Epoch(train) [146][40/314] lr: 6.7702e-02 eta: 2:30:07 time: 0.3047 data_time: 0.0470 memory: 9706 grad_norm: 1.2793 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.2398 loss: 0.2398 2022/08/05 16:54:35 - mmengine - INFO - Epoch(train) [146][60/314] lr: 6.7623e-02 eta: 2:30:01 time: 0.3246 data_time: 0.0517 memory: 9706 grad_norm: 1.2306 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.2488 loss: 0.2488 2022/08/05 16:54:42 - mmengine - INFO - Epoch(train) [146][80/314] lr: 6.7544e-02 eta: 2:29:55 time: 0.3058 data_time: 0.0483 memory: 9706 grad_norm: 1.2880 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.3450 loss: 0.3450 2022/08/05 16:54:48 - mmengine - INFO - Epoch(train) [146][100/314] lr: 6.7466e-02 eta: 2:29:49 time: 0.3079 data_time: 0.0508 memory: 9706 grad_norm: 1.3046 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.2755 loss: 0.2755 2022/08/05 16:54:54 - mmengine - INFO - Epoch(train) [146][120/314] lr: 6.7387e-02 eta: 2:29:43 time: 0.3370 data_time: 0.0551 memory: 9706 grad_norm: 1.3132 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.2365 loss: 0.2365 2022/08/05 16:55:01 - mmengine - INFO - Epoch(train) [146][140/314] lr: 6.7308e-02 eta: 2:29:37 time: 0.3134 data_time: 0.0565 memory: 9706 grad_norm: 1.2294 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.2320 loss: 0.2320 2022/08/05 16:55:07 - mmengine - INFO - Epoch(train) [146][160/314] lr: 6.7229e-02 eta: 2:29:32 time: 0.3130 data_time: 0.0545 memory: 9706 grad_norm: 1.2536 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.3211 loss: 0.3211 2022/08/05 16:55:13 - mmengine - INFO - Epoch(train) [146][180/314] lr: 6.7150e-02 eta: 2:29:26 time: 0.3176 data_time: 0.0539 memory: 9706 grad_norm: 1.2662 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.2446 loss: 0.2446 2022/08/05 16:55:20 - mmengine - INFO - Epoch(train) [146][200/314] lr: 6.7072e-02 eta: 2:29:20 time: 0.3090 data_time: 0.0510 memory: 9706 grad_norm: 1.2531 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.2783 loss: 0.2783 2022/08/05 16:55:26 - mmengine - INFO - Epoch(train) [146][220/314] lr: 6.6993e-02 eta: 2:29:14 time: 0.3083 data_time: 0.0499 memory: 9706 grad_norm: 1.2694 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.2317 loss: 0.2317 2022/08/05 16:55:33 - mmengine - INFO - Epoch(train) [146][240/314] lr: 6.6914e-02 eta: 2:29:08 time: 0.3479 data_time: 0.0495 memory: 9706 grad_norm: 1.2185 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.2758 loss: 0.2758 2022/08/05 16:55:39 - mmengine - INFO - Epoch(train) [146][260/314] lr: 6.6836e-02 eta: 2:29:02 time: 0.3069 data_time: 0.0480 memory: 9706 grad_norm: 1.2651 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.2419 loss: 0.2419 2022/08/05 16:55:45 - mmengine - INFO - Epoch(train) [146][280/314] lr: 6.6757e-02 eta: 2:28:56 time: 0.3056 data_time: 0.0481 memory: 9706 grad_norm: 1.2441 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.2427 loss: 0.2427 2022/08/05 16:55:51 - mmengine - INFO - Epoch(train) [146][300/314] lr: 6.6678e-02 eta: 2:28:50 time: 0.3089 data_time: 0.0506 memory: 9706 grad_norm: 1.2356 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.2429 loss: 0.2429 2022/08/05 16:55:56 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_ntu60_xsub_keypoint_20220805_124409 2022/08/05 16:55:56 - mmengine - INFO - Epoch(train) [146][314/314] lr: 6.6623e-02 eta: 2:28:50 time: 0.3242 data_time: 0.0485 memory: 9706 grad_norm: 1.3135 top1_acc: 0.5000 top5_acc: 1.0000 loss_cls: 0.2792 loss: 0.2792 2022/08/05 16:55:56 - mmengine - INFO - Saving checkpoint at 146 epochs 2022/08/05 16:56:04 - mmengine - INFO - Epoch(train) [147][20/314] lr: 6.6545e-02 eta: 2:28:38 time: 0.3451 data_time: 0.0854 memory: 9706 grad_norm: 1.4417 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.2258 loss: 0.2258 2022/08/05 16:56:10 - mmengine - INFO - Epoch(train) [147][40/314] lr: 6.6466e-02 eta: 2:28:32 time: 0.3086 data_time: 0.0494 memory: 9706 grad_norm: 1.3542 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.2333 loss: 0.2333 2022/08/05 16:56:17 - mmengine - INFO - Epoch(train) [147][60/314] lr: 6.6388e-02 eta: 2:28:27 time: 0.3612 data_time: 0.0512 memory: 9706 grad_norm: 1.2814 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.2618 loss: 0.2618 2022/08/05 16:56:23 - mmengine - INFO - Epoch(train) [147][80/314] lr: 6.6309e-02 eta: 2:28:21 time: 0.3101 data_time: 0.0479 memory: 9706 grad_norm: 1.2431 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.2387 loss: 0.2387 2022/08/05 16:56:29 - mmengine - INFO - Epoch(train) [147][100/314] lr: 6.6231e-02 eta: 2:28:15 time: 0.3085 data_time: 0.0496 memory: 9706 grad_norm: 1.2467 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.1846 loss: 0.1846 2022/08/05 16:56:36 - mmengine - INFO - Epoch(train) [147][120/314] lr: 6.6152e-02 eta: 2:28:09 time: 0.3195 data_time: 0.0517 memory: 9706 grad_norm: 1.1737 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.2424 loss: 0.2424 2022/08/05 16:56:42 - mmengine - INFO - Epoch(train) [147][140/314] lr: 6.6074e-02 eta: 2:28:03 time: 0.3068 data_time: 0.0483 memory: 9706 grad_norm: 1.2179 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.2353 loss: 0.2353 2022/08/05 16:56:47 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_ntu60_xsub_keypoint_20220805_124409 2022/08/05 16:56:48 - mmengine - INFO - Epoch(train) [147][160/314] lr: 6.5995e-02 eta: 2:27:57 time: 0.3137 data_time: 0.0534 memory: 9706 grad_norm: 1.2551 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.3164 loss: 0.3164 2022/08/05 16:56:55 - mmengine - INFO - Epoch(train) [147][180/314] lr: 6.5917e-02 eta: 2:27:51 time: 0.3167 data_time: 0.0511 memory: 9706 grad_norm: 1.2040 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.2245 loss: 0.2245 2022/08/05 16:57:01 - mmengine - INFO - Epoch(train) [147][200/314] lr: 6.5838e-02 eta: 2:27:45 time: 0.3089 data_time: 0.0493 memory: 9706 grad_norm: 1.2803 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.2519 loss: 0.2519 2022/08/05 16:57:07 - mmengine - INFO - Epoch(train) [147][220/314] lr: 6.5760e-02 eta: 2:27:39 time: 0.3088 data_time: 0.0502 memory: 9706 grad_norm: 1.2144 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.2210 loss: 0.2210 2022/08/05 16:57:13 - mmengine - INFO - Epoch(train) [147][240/314] lr: 6.5682e-02 eta: 2:27:33 time: 0.3118 data_time: 0.0509 memory: 9706 grad_norm: 1.2385 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.2851 loss: 0.2851 2022/08/05 16:57:19 - mmengine - INFO - Epoch(train) [147][260/314] lr: 6.5603e-02 eta: 2:27:27 time: 0.3102 data_time: 0.0528 memory: 9706 grad_norm: 1.2628 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.2461 loss: 0.2461 2022/08/05 16:57:26 - mmengine - INFO - Epoch(train) [147][280/314] lr: 6.5525e-02 eta: 2:27:21 time: 0.3064 data_time: 0.0471 memory: 9706 grad_norm: 1.3552 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.2577 loss: 0.2577 2022/08/05 16:57:32 - mmengine - INFO - Epoch(train) [147][300/314] lr: 6.5447e-02 eta: 2:27:15 time: 0.3081 data_time: 0.0495 memory: 9706 grad_norm: 1.2215 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.1987 loss: 0.1987 2022/08/05 16:57:36 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_ntu60_xsub_keypoint_20220805_124409 2022/08/05 16:57:36 - mmengine - INFO - Epoch(train) [147][314/314] lr: 6.5392e-02 eta: 2:27:15 time: 0.3086 data_time: 0.0475 memory: 9706 grad_norm: 1.2821 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.2726 loss: 0.2726 2022/08/05 16:57:36 - mmengine - INFO - Saving checkpoint at 147 epochs 2022/08/05 16:57:44 - mmengine - INFO - Epoch(train) [148][20/314] lr: 6.5314e-02 eta: 2:27:03 time: 0.3492 data_time: 0.0881 memory: 9706 grad_norm: 1.1644 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.2906 loss: 0.2906 2022/08/05 16:57:50 - mmengine - INFO - Epoch(train) [148][40/314] lr: 6.5236e-02 eta: 2:26:57 time: 0.3083 data_time: 0.0492 memory: 9706 grad_norm: 1.1364 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.2131 loss: 0.2131 2022/08/05 16:57:57 - mmengine - INFO - Epoch(train) [148][60/314] lr: 6.5158e-02 eta: 2:26:51 time: 0.3149 data_time: 0.0526 memory: 9706 grad_norm: 1.3048 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.2856 loss: 0.2856 2022/08/05 16:58:03 - mmengine - INFO - Epoch(train) [148][80/314] lr: 6.5080e-02 eta: 2:26:45 time: 0.3069 data_time: 0.0478 memory: 9706 grad_norm: 1.3156 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.2886 loss: 0.2886 2022/08/05 16:58:09 - mmengine - INFO - Epoch(train) [148][100/314] lr: 6.5001e-02 eta: 2:26:39 time: 0.3077 data_time: 0.0497 memory: 9706 grad_norm: 1.1170 top1_acc: 0.8125 top5_acc: 0.9375 loss_cls: 0.2408 loss: 0.2408 2022/08/05 16:58:15 - mmengine - INFO - Epoch(train) [148][120/314] lr: 6.4923e-02 eta: 2:26:33 time: 0.3161 data_time: 0.0483 memory: 9706 grad_norm: 1.2100 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.2036 loss: 0.2036 2022/08/05 16:58:21 - mmengine - INFO - Epoch(train) [148][140/314] lr: 6.4845e-02 eta: 2:26:27 time: 0.3051 data_time: 0.0500 memory: 9706 grad_norm: 1.2382 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.2514 loss: 0.2514 2022/08/05 16:58:27 - mmengine - INFO - Epoch(train) [148][160/314] lr: 6.4767e-02 eta: 2:26:21 time: 0.3064 data_time: 0.0482 memory: 9706 grad_norm: 1.2931 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.2757 loss: 0.2757 2022/08/05 16:58:34 - mmengine - INFO - Epoch(train) [148][180/314] lr: 6.4689e-02 eta: 2:26:15 time: 0.3226 data_time: 0.0524 memory: 9706 grad_norm: 1.2850 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.2862 loss: 0.2862 2022/08/05 16:58:40 - mmengine - INFO - Epoch(train) [148][200/314] lr: 6.4611e-02 eta: 2:26:09 time: 0.3061 data_time: 0.0479 memory: 9706 grad_norm: 1.1810 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.2838 loss: 0.2838 2022/08/05 16:58:46 - mmengine - INFO - Epoch(train) [148][220/314] lr: 6.4533e-02 eta: 2:26:04 time: 0.3106 data_time: 0.0514 memory: 9706 grad_norm: 1.3095 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.2975 loss: 0.2975 2022/08/05 16:58:52 - mmengine - INFO - Epoch(train) [148][240/314] lr: 6.4455e-02 eta: 2:25:58 time: 0.3115 data_time: 0.0518 memory: 9706 grad_norm: 1.2183 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.2798 loss: 0.2798 2022/08/05 16:58:59 - mmengine - INFO - Epoch(train) [148][260/314] lr: 6.4377e-02 eta: 2:25:52 time: 0.3131 data_time: 0.0508 memory: 9706 grad_norm: 1.1870 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.2419 loss: 0.2419 2022/08/05 16:59:05 - mmengine - INFO - Epoch(train) [148][280/314] lr: 6.4299e-02 eta: 2:25:46 time: 0.3076 data_time: 0.0485 memory: 9706 grad_norm: 1.1754 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.2433 loss: 0.2433 2022/08/05 16:59:11 - mmengine - INFO - Epoch(train) [148][300/314] lr: 6.4222e-02 eta: 2:25:40 time: 0.3079 data_time: 0.0505 memory: 9706 grad_norm: 1.2542 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.2413 loss: 0.2413 2022/08/05 16:59:16 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_ntu60_xsub_keypoint_20220805_124409 2022/08/05 16:59:16 - mmengine - INFO - Epoch(train) [148][314/314] lr: 6.4167e-02 eta: 2:25:40 time: 0.3250 data_time: 0.0488 memory: 9706 grad_norm: 1.3384 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.2139 loss: 0.2139 2022/08/05 16:59:16 - mmengine - INFO - Saving checkpoint at 148 epochs 2022/08/05 16:59:24 - mmengine - INFO - Epoch(train) [149][20/314] lr: 6.4089e-02 eta: 2:25:27 time: 0.3482 data_time: 0.0868 memory: 9706 grad_norm: 1.1694 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.2150 loss: 0.2150 2022/08/05 16:59:30 - mmengine - INFO - Epoch(train) [149][40/314] lr: 6.4011e-02 eta: 2:25:21 time: 0.3108 data_time: 0.0496 memory: 9706 grad_norm: 1.2912 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.2313 loss: 0.2313 2022/08/05 16:59:36 - mmengine - INFO - Epoch(train) [149][60/314] lr: 6.3934e-02 eta: 2:25:16 time: 0.3141 data_time: 0.0522 memory: 9706 grad_norm: 1.2932 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.2241 loss: 0.2241 2022/08/05 16:59:42 - mmengine - INFO - Epoch(train) [149][80/314] lr: 6.3856e-02 eta: 2:25:10 time: 0.3097 data_time: 0.0481 memory: 9706 grad_norm: 1.1923 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.2206 loss: 0.2206 2022/08/05 16:59:49 - mmengine - INFO - Epoch(train) [149][100/314] lr: 6.3778e-02 eta: 2:25:04 time: 0.3065 data_time: 0.0497 memory: 9706 grad_norm: 1.1070 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.2028 loss: 0.2028 2022/08/05 16:59:55 - mmengine - INFO - Epoch(train) [149][120/314] lr: 6.3701e-02 eta: 2:24:58 time: 0.3132 data_time: 0.0499 memory: 9706 grad_norm: 1.2289 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.1916 loss: 0.1916 2022/08/05 17:00:01 - mmengine - INFO - Epoch(train) [149][140/314] lr: 6.3623e-02 eta: 2:24:52 time: 0.3083 data_time: 0.0498 memory: 9706 grad_norm: 1.3022 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.2542 loss: 0.2542 2022/08/05 17:00:07 - mmengine - INFO - Epoch(train) [149][160/314] lr: 6.3545e-02 eta: 2:24:46 time: 0.3069 data_time: 0.0482 memory: 9706 grad_norm: 1.2302 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.2533 loss: 0.2533 2022/08/05 17:00:14 - mmengine - INFO - Epoch(train) [149][180/314] lr: 6.3468e-02 eta: 2:24:40 time: 0.3276 data_time: 0.0536 memory: 9706 grad_norm: 1.2935 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.2406 loss: 0.2406 2022/08/05 17:00:20 - mmengine - INFO - Epoch(train) [149][200/314] lr: 6.3390e-02 eta: 2:24:34 time: 0.3086 data_time: 0.0478 memory: 9706 grad_norm: 1.2526 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.2478 loss: 0.2478 2022/08/05 17:00:26 - mmengine - INFO - Epoch(train) [149][220/314] lr: 6.3312e-02 eta: 2:24:28 time: 0.3099 data_time: 0.0534 memory: 9706 grad_norm: 1.2781 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.2348 loss: 0.2348 2022/08/05 17:00:32 - mmengine - INFO - Epoch(train) [149][240/314] lr: 6.3235e-02 eta: 2:24:22 time: 0.3108 data_time: 0.0482 memory: 9706 grad_norm: 1.3370 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.3117 loss: 0.3117 2022/08/05 17:00:38 - mmengine - INFO - Epoch(train) [149][260/314] lr: 6.3157e-02 eta: 2:24:16 time: 0.3079 data_time: 0.0493 memory: 9706 grad_norm: 1.3502 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.3038 loss: 0.3038 2022/08/05 17:00:45 - mmengine - INFO - Epoch(train) [149][280/314] lr: 6.3080e-02 eta: 2:24:10 time: 0.3131 data_time: 0.0474 memory: 9706 grad_norm: 1.2559 top1_acc: 0.7500 top5_acc: 1.0000 loss_cls: 0.3196 loss: 0.3196 2022/08/05 17:00:51 - mmengine - INFO - Epoch(train) [149][300/314] lr: 6.3002e-02 eta: 2:24:04 time: 0.3088 data_time: 0.0505 memory: 9706 grad_norm: 1.3012 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.2696 loss: 0.2696 2022/08/05 17:00:55 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_ntu60_xsub_keypoint_20220805_124409 2022/08/05 17:00:55 - mmengine - INFO - Epoch(train) [149][314/314] lr: 6.2948e-02 eta: 2:24:04 time: 0.3104 data_time: 0.0497 memory: 9706 grad_norm: 1.3496 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.2932 loss: 0.2932 2022/08/05 17:00:55 - mmengine - INFO - Saving checkpoint at 149 epochs 2022/08/05 17:01:03 - mmengine - INFO - Epoch(train) [150][20/314] lr: 6.2871e-02 eta: 2:23:52 time: 0.3474 data_time: 0.0835 memory: 9706 grad_norm: 1.2470 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.2499 loss: 0.2499 2022/08/05 17:01:09 - mmengine - INFO - Epoch(train) [150][40/314] lr: 6.2793e-02 eta: 2:23:46 time: 0.3061 data_time: 0.0497 memory: 9706 grad_norm: 1.2333 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.2370 loss: 0.2370 2022/08/05 17:01:16 - mmengine - INFO - Epoch(train) [150][60/314] lr: 6.2716e-02 eta: 2:23:40 time: 0.3346 data_time: 0.0523 memory: 9706 grad_norm: 1.2534 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.1786 loss: 0.1786 2022/08/05 17:01:22 - mmengine - INFO - Epoch(train) [150][80/314] lr: 6.2639e-02 eta: 2:23:34 time: 0.3148 data_time: 0.0465 memory: 9706 grad_norm: 1.2597 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.2453 loss: 0.2453 2022/08/05 17:01:29 - mmengine - INFO - Epoch(train) [150][100/314] lr: 6.2561e-02 eta: 2:23:28 time: 0.3152 data_time: 0.0485 memory: 9706 grad_norm: 1.1834 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.2744 loss: 0.2744 2022/08/05 17:01:35 - mmengine - INFO - Epoch(train) [150][120/314] lr: 6.2484e-02 eta: 2:23:23 time: 0.3135 data_time: 0.0500 memory: 9706 grad_norm: 1.3199 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.2882 loss: 0.2882 2022/08/05 17:01:41 - mmengine - INFO - Epoch(train) [150][140/314] lr: 6.2407e-02 eta: 2:23:17 time: 0.3077 data_time: 0.0500 memory: 9706 grad_norm: 1.3049 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.2614 loss: 0.2614 2022/08/05 17:01:47 - mmengine - INFO - Epoch(train) [150][160/314] lr: 6.2329e-02 eta: 2:23:11 time: 0.3070 data_time: 0.0484 memory: 9706 grad_norm: 1.2664 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.2360 loss: 0.2360 2022/08/05 17:01:54 - mmengine - INFO - Epoch(train) [150][180/314] lr: 6.2252e-02 eta: 2:23:05 time: 0.3456 data_time: 0.0526 memory: 9706 grad_norm: 1.2389 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.2113 loss: 0.2113 2022/08/05 17:02:00 - mmengine - INFO - Epoch(train) [150][200/314] lr: 6.2175e-02 eta: 2:22:59 time: 0.3064 data_time: 0.0487 memory: 9706 grad_norm: 1.2556 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.2648 loss: 0.2648 2022/08/05 17:02:05 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_ntu60_xsub_keypoint_20220805_124409 2022/08/05 17:02:06 - mmengine - INFO - Epoch(train) [150][220/314] lr: 6.2098e-02 eta: 2:22:53 time: 0.3120 data_time: 0.0508 memory: 9706 grad_norm: 1.1933 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.3436 loss: 0.3436 2022/08/05 17:02:13 - mmengine - INFO - Epoch(train) [150][240/314] lr: 6.2021e-02 eta: 2:22:47 time: 0.3186 data_time: 0.0507 memory: 9706 grad_norm: 1.2375 top1_acc: 0.9375 top5_acc: 0.9375 loss_cls: 0.3189 loss: 0.3189 2022/08/05 17:02:19 - mmengine - INFO - Epoch(train) [150][260/314] lr: 6.1944e-02 eta: 2:22:41 time: 0.3081 data_time: 0.0513 memory: 9706 grad_norm: 1.4054 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.2939 loss: 0.2939 2022/08/05 17:02:25 - mmengine - INFO - Epoch(train) [150][280/314] lr: 6.1866e-02 eta: 2:22:35 time: 0.3056 data_time: 0.0475 memory: 9706 grad_norm: 1.2718 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.2928 loss: 0.2928 2022/08/05 17:02:31 - mmengine - INFO - Epoch(train) [150][300/314] lr: 6.1789e-02 eta: 2:22:29 time: 0.3110 data_time: 0.0517 memory: 9706 grad_norm: 1.3675 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.2617 loss: 0.2617 2022/08/05 17:02:36 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_ntu60_xsub_keypoint_20220805_124409 2022/08/05 17:02:36 - mmengine - INFO - Epoch(train) [150][314/314] lr: 6.1736e-02 eta: 2:22:29 time: 0.3109 data_time: 0.0501 memory: 9706 grad_norm: 1.3475 top1_acc: 0.5000 top5_acc: 1.0000 loss_cls: 0.3295 loss: 0.3295 2022/08/05 17:02:36 - mmengine - INFO - Saving checkpoint at 150 epochs 2022/08/05 17:02:43 - mmengine - INFO - Epoch(val) [150][20/129] eta: 0:00:33 time: 0.3089 data_time: 0.1605 memory: 1867 2022/08/05 17:02:48 - mmengine - INFO - Epoch(val) [150][40/129] eta: 0:00:22 time: 0.2491 data_time: 0.0907 memory: 1867 2022/08/05 17:02:53 - mmengine - INFO - Epoch(val) [150][60/129] eta: 0:00:17 time: 0.2500 data_time: 0.0928 memory: 1867 2022/08/05 17:02:58 - mmengine - INFO - Epoch(val) [150][80/129] eta: 0:00:12 time: 0.2556 data_time: 0.0959 memory: 1867 2022/08/05 17:03:03 - mmengine - INFO - Epoch(val) [150][100/129] eta: 0:00:06 time: 0.2302 data_time: 0.0800 memory: 1867 2022/08/05 17:03:07 - mmengine - INFO - Epoch(val) [150][120/129] eta: 0:00:01 time: 0.2026 data_time: 0.0589 memory: 1867 2022/08/05 17:03:09 - mmengine - INFO - Epoch(val) [150][129/129] acc/top1: 0.8678 acc/top5: 0.9877 acc/mean1: 0.8676 2022/08/05 17:03:17 - mmengine - INFO - Epoch(train) [151][20/314] lr: 6.1658e-02 eta: 2:22:17 time: 0.3717 data_time: 0.0858 memory: 9706 grad_norm: 1.2208 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.2228 loss: 0.2228 2022/08/05 17:03:23 - mmengine - INFO - Epoch(train) [151][40/314] lr: 6.1582e-02 eta: 2:22:11 time: 0.3137 data_time: 0.0507 memory: 9706 grad_norm: 1.1974 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.2689 loss: 0.2689 2022/08/05 17:03:29 - mmengine - INFO - Epoch(train) [151][60/314] lr: 6.1505e-02 eta: 2:22:06 time: 0.3118 data_time: 0.0523 memory: 9706 grad_norm: 1.2149 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.2593 loss: 0.2593 2022/08/05 17:03:35 - mmengine - INFO - Epoch(train) [151][80/314] lr: 6.1428e-02 eta: 2:22:00 time: 0.3087 data_time: 0.0479 memory: 9706 grad_norm: 1.3407 top1_acc: 0.7500 top5_acc: 0.9375 loss_cls: 0.3659 loss: 0.3659 2022/08/05 17:03:41 - mmengine - INFO - Epoch(train) [151][100/314] lr: 6.1351e-02 eta: 2:21:54 time: 0.3110 data_time: 0.0512 memory: 9706 grad_norm: 1.2626 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.2379 loss: 0.2379 2022/08/05 17:03:48 - mmengine - INFO - Epoch(train) [151][120/314] lr: 6.1274e-02 eta: 2:21:48 time: 0.3076 data_time: 0.0491 memory: 9706 grad_norm: 1.2348 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.2101 loss: 0.2101 2022/08/05 17:03:54 - mmengine - INFO - Epoch(train) [151][140/314] lr: 6.1197e-02 eta: 2:21:42 time: 0.3207 data_time: 0.0554 memory: 9706 grad_norm: 1.4125 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.2408 loss: 0.2408 2022/08/05 17:04:00 - mmengine - INFO - Epoch(train) [151][160/314] lr: 6.1120e-02 eta: 2:21:36 time: 0.3115 data_time: 0.0511 memory: 9706 grad_norm: 1.2610 top1_acc: 0.8750 top5_acc: 0.9375 loss_cls: 0.2825 loss: 0.2825 2022/08/05 17:04:07 - mmengine - INFO - Epoch(train) [151][180/314] lr: 6.1043e-02 eta: 2:21:30 time: 0.3115 data_time: 0.0533 memory: 9706 grad_norm: 1.2773 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.2211 loss: 0.2211 2022/08/05 17:04:13 - mmengine - INFO - Epoch(train) [151][200/314] lr: 6.0967e-02 eta: 2:21:24 time: 0.3144 data_time: 0.0501 memory: 9706 grad_norm: 1.2417 top1_acc: 0.8750 top5_acc: 0.9375 loss_cls: 0.2533 loss: 0.2533 2022/08/05 17:04:19 - mmengine - INFO - Epoch(train) [151][220/314] lr: 6.0890e-02 eta: 2:21:18 time: 0.3074 data_time: 0.0505 memory: 9706 grad_norm: 1.2496 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.2398 loss: 0.2398 2022/08/05 17:04:25 - mmengine - INFO - Epoch(train) [151][240/314] lr: 6.0813e-02 eta: 2:21:12 time: 0.3105 data_time: 0.0506 memory: 9706 grad_norm: 1.1883 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.2573 loss: 0.2573 2022/08/05 17:04:31 - mmengine - INFO - Epoch(train) [151][260/314] lr: 6.0736e-02 eta: 2:21:06 time: 0.3081 data_time: 0.0514 memory: 9706 grad_norm: 1.2451 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.2361 loss: 0.2361 2022/08/05 17:04:38 - mmengine - INFO - Epoch(train) [151][280/314] lr: 6.0660e-02 eta: 2:21:00 time: 0.3083 data_time: 0.0491 memory: 9706 grad_norm: 1.2595 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.1849 loss: 0.1849 2022/08/05 17:04:44 - mmengine - INFO - Epoch(train) [151][300/314] lr: 6.0583e-02 eta: 2:20:54 time: 0.3328 data_time: 0.0540 memory: 9706 grad_norm: 1.1664 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.2118 loss: 0.2118 2022/08/05 17:04:48 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_ntu60_xsub_keypoint_20220805_124409 2022/08/05 17:04:48 - mmengine - INFO - Epoch(train) [151][314/314] lr: 6.0529e-02 eta: 2:20:54 time: 0.3127 data_time: 0.0446 memory: 9706 grad_norm: 1.2900 top1_acc: 0.7500 top5_acc: 1.0000 loss_cls: 0.1838 loss: 0.1838 2022/08/05 17:04:48 - mmengine - INFO - Saving checkpoint at 151 epochs 2022/08/05 17:04:56 - mmengine - INFO - Epoch(train) [152][20/314] lr: 6.0453e-02 eta: 2:20:42 time: 0.3510 data_time: 0.0899 memory: 9706 grad_norm: 1.2498 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.2348 loss: 0.2348 2022/08/05 17:05:02 - mmengine - INFO - Epoch(train) [152][40/314] lr: 6.0376e-02 eta: 2:20:36 time: 0.3052 data_time: 0.0470 memory: 9706 grad_norm: 1.2743 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.2385 loss: 0.2385 2022/08/05 17:05:09 - mmengine - INFO - Epoch(train) [152][60/314] lr: 6.0300e-02 eta: 2:20:30 time: 0.3127 data_time: 0.0540 memory: 9706 grad_norm: 1.1943 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.1869 loss: 0.1869 2022/08/05 17:05:15 - mmengine - INFO - Epoch(train) [152][80/314] lr: 6.0223e-02 eta: 2:20:24 time: 0.3062 data_time: 0.0488 memory: 9706 grad_norm: 1.2818 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.2508 loss: 0.2508 2022/08/05 17:05:21 - mmengine - INFO - Epoch(train) [152][100/314] lr: 6.0147e-02 eta: 2:20:18 time: 0.3095 data_time: 0.0507 memory: 9706 grad_norm: 1.3726 top1_acc: 0.8750 top5_acc: 0.9375 loss_cls: 0.3241 loss: 0.3241 2022/08/05 17:05:27 - mmengine - INFO - Epoch(train) [152][120/314] lr: 6.0070e-02 eta: 2:20:13 time: 0.3206 data_time: 0.0510 memory: 9706 grad_norm: 1.2719 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.2029 loss: 0.2029 2022/08/05 17:05:34 - mmengine - INFO - Epoch(train) [152][140/314] lr: 5.9994e-02 eta: 2:20:07 time: 0.3097 data_time: 0.0522 memory: 9706 grad_norm: 1.2763 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.2819 loss: 0.2819 2022/08/05 17:05:40 - mmengine - INFO - Epoch(train) [152][160/314] lr: 5.9917e-02 eta: 2:20:01 time: 0.3095 data_time: 0.0504 memory: 9706 grad_norm: 1.1941 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.2229 loss: 0.2229 2022/08/05 17:05:46 - mmengine - INFO - Epoch(train) [152][180/314] lr: 5.9841e-02 eta: 2:19:55 time: 0.3139 data_time: 0.0513 memory: 9706 grad_norm: 1.2805 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.2716 loss: 0.2716 2022/08/05 17:05:52 - mmengine - INFO - Epoch(train) [152][200/314] lr: 5.9765e-02 eta: 2:19:49 time: 0.3053 data_time: 0.0475 memory: 9706 grad_norm: 1.1060 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.2428 loss: 0.2428 2022/08/05 17:05:58 - mmengine - INFO - Epoch(train) [152][220/314] lr: 5.9688e-02 eta: 2:19:43 time: 0.3082 data_time: 0.0499 memory: 9706 grad_norm: 1.2395 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.2638 loss: 0.2638 2022/08/05 17:06:05 - mmengine - INFO - Epoch(train) [152][240/314] lr: 5.9612e-02 eta: 2:19:37 time: 0.3327 data_time: 0.0581 memory: 9706 grad_norm: 1.2532 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.2694 loss: 0.2694 2022/08/05 17:06:11 - mmengine - INFO - Epoch(train) [152][260/314] lr: 5.9536e-02 eta: 2:19:31 time: 0.3088 data_time: 0.0505 memory: 9706 grad_norm: 1.2940 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.2144 loss: 0.2144 2022/08/05 17:06:17 - mmengine - INFO - Epoch(train) [152][280/314] lr: 5.9460e-02 eta: 2:19:25 time: 0.3063 data_time: 0.0481 memory: 9706 grad_norm: 1.3084 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.2932 loss: 0.2932 2022/08/05 17:06:23 - mmengine - INFO - Epoch(train) [152][300/314] lr: 5.9383e-02 eta: 2:19:19 time: 0.3111 data_time: 0.0514 memory: 9706 grad_norm: 1.1842 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.2045 loss: 0.2045 2022/08/05 17:06:27 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_ntu60_xsub_keypoint_20220805_124409 2022/08/05 17:06:27 - mmengine - INFO - Epoch(train) [152][314/314] lr: 5.9330e-02 eta: 2:19:19 time: 0.2936 data_time: 0.0460 memory: 9706 grad_norm: 1.4065 top1_acc: 0.2500 top5_acc: 0.7500 loss_cls: 0.3937 loss: 0.3937 2022/08/05 17:06:27 - mmengine - INFO - Saving checkpoint at 152 epochs 2022/08/05 17:06:35 - mmengine - INFO - Epoch(train) [153][20/314] lr: 5.9254e-02 eta: 2:19:07 time: 0.3398 data_time: 0.0811 memory: 9706 grad_norm: 1.2491 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.1932 loss: 0.1932 2022/08/05 17:06:41 - mmengine - INFO - Epoch(train) [153][40/314] lr: 5.9178e-02 eta: 2:19:01 time: 0.3055 data_time: 0.0468 memory: 9706 grad_norm: 1.1596 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.2154 loss: 0.2154 2022/08/05 17:06:48 - mmengine - INFO - Epoch(train) [153][60/314] lr: 5.9102e-02 eta: 2:18:55 time: 0.3344 data_time: 0.0516 memory: 9706 grad_norm: 1.3062 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.1900 loss: 0.1900 2022/08/05 17:06:54 - mmengine - INFO - Epoch(train) [153][80/314] lr: 5.9026e-02 eta: 2:18:49 time: 0.3113 data_time: 0.0520 memory: 9706 grad_norm: 1.1970 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.2850 loss: 0.2850 2022/08/05 17:07:01 - mmengine - INFO - Epoch(train) [153][100/314] lr: 5.8950e-02 eta: 2:18:43 time: 0.3152 data_time: 0.0559 memory: 9706 grad_norm: 1.2216 top1_acc: 0.9375 top5_acc: 0.9375 loss_cls: 0.2248 loss: 0.2248 2022/08/05 17:07:07 - mmengine - INFO - Epoch(train) [153][120/314] lr: 5.8874e-02 eta: 2:18:37 time: 0.3186 data_time: 0.0535 memory: 9706 grad_norm: 1.3852 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.2977 loss: 0.2977 2022/08/05 17:07:13 - mmengine - INFO - Epoch(train) [153][140/314] lr: 5.8798e-02 eta: 2:18:31 time: 0.3131 data_time: 0.0540 memory: 9706 grad_norm: 1.2623 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.2772 loss: 0.2772 2022/08/05 17:07:19 - mmengine - INFO - Epoch(train) [153][160/314] lr: 5.8722e-02 eta: 2:18:26 time: 0.3113 data_time: 0.0519 memory: 9706 grad_norm: 1.2430 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.2175 loss: 0.2175 2022/08/05 17:07:26 - mmengine - INFO - Epoch(train) [153][180/314] lr: 5.8646e-02 eta: 2:18:20 time: 0.3160 data_time: 0.0535 memory: 9706 grad_norm: 1.2230 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.2039 loss: 0.2039 2022/08/05 17:07:32 - mmengine - INFO - Epoch(train) [153][200/314] lr: 5.8570e-02 eta: 2:18:14 time: 0.3142 data_time: 0.0532 memory: 9706 grad_norm: 1.3025 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.2228 loss: 0.2228 2022/08/05 17:07:38 - mmengine - INFO - Epoch(train) [153][220/314] lr: 5.8494e-02 eta: 2:18:08 time: 0.3106 data_time: 0.0528 memory: 9706 grad_norm: 1.2660 top1_acc: 0.7500 top5_acc: 1.0000 loss_cls: 0.3121 loss: 0.3121 2022/08/05 17:07:45 - mmengine - INFO - Epoch(train) [153][240/314] lr: 5.8418e-02 eta: 2:18:02 time: 0.3292 data_time: 0.0514 memory: 9706 grad_norm: 1.2668 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.2400 loss: 0.2400 2022/08/05 17:07:51 - mmengine - INFO - Epoch(train) [153][260/314] lr: 5.8342e-02 eta: 2:17:56 time: 0.3146 data_time: 0.0552 memory: 9706 grad_norm: 1.2326 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.2672 loss: 0.2672 2022/08/05 17:07:55 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_ntu60_xsub_keypoint_20220805_124409 2022/08/05 17:07:57 - mmengine - INFO - Epoch(train) [153][280/314] lr: 5.8267e-02 eta: 2:17:50 time: 0.3111 data_time: 0.0493 memory: 9706 grad_norm: 1.3360 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.2365 loss: 0.2365 2022/08/05 17:08:04 - mmengine - INFO - Epoch(train) [153][300/314] lr: 5.8191e-02 eta: 2:17:44 time: 0.3133 data_time: 0.0509 memory: 9706 grad_norm: 1.2705 top1_acc: 0.9375 top5_acc: 0.9375 loss_cls: 0.2943 loss: 0.2943 2022/08/05 17:08:08 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_ntu60_xsub_keypoint_20220805_124409 2022/08/05 17:08:08 - mmengine - INFO - Epoch(train) [153][314/314] lr: 5.8138e-02 eta: 2:17:44 time: 0.2967 data_time: 0.0465 memory: 9706 grad_norm: 1.3052 top1_acc: 0.7500 top5_acc: 1.0000 loss_cls: 0.2533 loss: 0.2533 2022/08/05 17:08:08 - mmengine - INFO - Saving checkpoint at 153 epochs 2022/08/05 17:08:16 - mmengine - INFO - Epoch(train) [154][20/314] lr: 5.8062e-02 eta: 2:17:32 time: 0.3565 data_time: 0.0907 memory: 9706 grad_norm: 1.4252 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.3170 loss: 0.3170 2022/08/05 17:08:22 - mmengine - INFO - Epoch(train) [154][40/314] lr: 5.7986e-02 eta: 2:17:26 time: 0.3086 data_time: 0.0491 memory: 9706 grad_norm: 1.1614 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.2747 loss: 0.2747 2022/08/05 17:08:28 - mmengine - INFO - Epoch(train) [154][60/314] lr: 5.7911e-02 eta: 2:17:20 time: 0.3250 data_time: 0.0563 memory: 9706 grad_norm: 1.2509 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.2282 loss: 0.2282 2022/08/05 17:08:35 - mmengine - INFO - Epoch(train) [154][80/314] lr: 5.7835e-02 eta: 2:17:14 time: 0.3080 data_time: 0.0497 memory: 9706 grad_norm: 1.2901 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.2639 loss: 0.2639 2022/08/05 17:08:41 - mmengine - INFO - Epoch(train) [154][100/314] lr: 5.7760e-02 eta: 2:17:08 time: 0.3082 data_time: 0.0502 memory: 9706 grad_norm: 1.1905 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.2210 loss: 0.2210 2022/08/05 17:08:47 - mmengine - INFO - Epoch(train) [154][120/314] lr: 5.7684e-02 eta: 2:17:03 time: 0.3304 data_time: 0.0518 memory: 9706 grad_norm: 1.2669 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.1873 loss: 0.1873 2022/08/05 17:08:54 - mmengine - INFO - Epoch(train) [154][140/314] lr: 5.7608e-02 eta: 2:16:57 time: 0.3151 data_time: 0.0576 memory: 9706 grad_norm: 1.3508 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.2850 loss: 0.2850 2022/08/05 17:09:00 - mmengine - INFO - Epoch(train) [154][160/314] lr: 5.7533e-02 eta: 2:16:51 time: 0.3144 data_time: 0.0538 memory: 9706 grad_norm: 1.2901 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.2693 loss: 0.2693 2022/08/05 17:09:07 - mmengine - INFO - Epoch(train) [154][180/314] lr: 5.7458e-02 eta: 2:16:45 time: 0.3318 data_time: 0.0568 memory: 9706 grad_norm: 1.3043 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.2355 loss: 0.2355 2022/08/05 17:09:13 - mmengine - INFO - Epoch(train) [154][200/314] lr: 5.7382e-02 eta: 2:16:39 time: 0.3089 data_time: 0.0495 memory: 9706 grad_norm: 1.2810 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.2344 loss: 0.2344 2022/08/05 17:09:19 - mmengine - INFO - Epoch(train) [154][220/314] lr: 5.7307e-02 eta: 2:16:33 time: 0.3133 data_time: 0.0532 memory: 9706 grad_norm: 1.2002 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.2281 loss: 0.2281 2022/08/05 17:09:25 - mmengine - INFO - Epoch(train) [154][240/314] lr: 5.7231e-02 eta: 2:16:27 time: 0.3184 data_time: 0.0520 memory: 9706 grad_norm: 1.3000 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.2101 loss: 0.2101 2022/08/05 17:09:32 - mmengine - INFO - Epoch(train) [154][260/314] lr: 5.7156e-02 eta: 2:16:21 time: 0.3094 data_time: 0.0521 memory: 9706 grad_norm: 1.3291 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.2521 loss: 0.2521 2022/08/05 17:09:38 - mmengine - INFO - Epoch(train) [154][280/314] lr: 5.7081e-02 eta: 2:16:16 time: 0.3146 data_time: 0.0487 memory: 9706 grad_norm: 1.3377 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.2600 loss: 0.2600 2022/08/05 17:09:44 - mmengine - INFO - Epoch(train) [154][300/314] lr: 5.7005e-02 eta: 2:16:10 time: 0.3266 data_time: 0.0522 memory: 9706 grad_norm: 1.2750 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.2307 loss: 0.2307 2022/08/05 17:09:48 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_ntu60_xsub_keypoint_20220805_124409 2022/08/05 17:09:48 - mmengine - INFO - Epoch(train) [154][314/314] lr: 5.6953e-02 eta: 2:16:10 time: 0.3052 data_time: 0.0455 memory: 9706 grad_norm: 1.3097 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.2360 loss: 0.2360 2022/08/05 17:09:48 - mmengine - INFO - Saving checkpoint at 154 epochs 2022/08/05 17:09:56 - mmengine - INFO - Epoch(train) [155][20/314] lr: 5.6877e-02 eta: 2:15:58 time: 0.3505 data_time: 0.0845 memory: 9706 grad_norm: 1.2358 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.2442 loss: 0.2442 2022/08/05 17:10:03 - mmengine - INFO - Epoch(train) [155][40/314] lr: 5.6802e-02 eta: 2:15:52 time: 0.3072 data_time: 0.0513 memory: 9706 grad_norm: 1.2090 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.2032 loss: 0.2032 2022/08/05 17:10:09 - mmengine - INFO - Epoch(train) [155][60/314] lr: 5.6727e-02 eta: 2:15:46 time: 0.3281 data_time: 0.0564 memory: 9706 grad_norm: 1.2589 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.2034 loss: 0.2034 2022/08/05 17:10:15 - mmengine - INFO - Epoch(train) [155][80/314] lr: 5.6652e-02 eta: 2:15:40 time: 0.3118 data_time: 0.0551 memory: 9706 grad_norm: 1.3308 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.2931 loss: 0.2931 2022/08/05 17:10:22 - mmengine - INFO - Epoch(train) [155][100/314] lr: 5.6577e-02 eta: 2:15:34 time: 0.3137 data_time: 0.0557 memory: 9706 grad_norm: 1.2598 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.1774 loss: 0.1774 2022/08/05 17:10:28 - mmengine - INFO - Epoch(train) [155][120/314] lr: 5.6502e-02 eta: 2:15:28 time: 0.3320 data_time: 0.0612 memory: 9706 grad_norm: 1.2524 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.2725 loss: 0.2725 2022/08/05 17:10:35 - mmengine - INFO - Epoch(train) [155][140/314] lr: 5.6427e-02 eta: 2:15:22 time: 0.3116 data_time: 0.0535 memory: 9706 grad_norm: 1.3954 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.2809 loss: 0.2809 2022/08/05 17:10:41 - mmengine - INFO - Epoch(train) [155][160/314] lr: 5.6352e-02 eta: 2:15:16 time: 0.3074 data_time: 0.0481 memory: 9706 grad_norm: 1.2266 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.2099 loss: 0.2099 2022/08/05 17:10:47 - mmengine - INFO - Epoch(train) [155][180/314] lr: 5.6277e-02 eta: 2:15:11 time: 0.3189 data_time: 0.0508 memory: 9706 grad_norm: 1.2595 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.2704 loss: 0.2704 2022/08/05 17:10:53 - mmengine - INFO - Epoch(train) [155][200/314] lr: 5.6202e-02 eta: 2:15:05 time: 0.3067 data_time: 0.0480 memory: 9706 grad_norm: 1.2785 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.2245 loss: 0.2245 2022/08/05 17:10:59 - mmengine - INFO - Epoch(train) [155][220/314] lr: 5.6127e-02 eta: 2:14:59 time: 0.3082 data_time: 0.0520 memory: 9706 grad_norm: 1.3755 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.2673 loss: 0.2673 2022/08/05 17:11:06 - mmengine - INFO - Epoch(train) [155][240/314] lr: 5.6052e-02 eta: 2:14:53 time: 0.3135 data_time: 0.0479 memory: 9706 grad_norm: 1.3873 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.2155 loss: 0.2155 2022/08/05 17:11:12 - mmengine - INFO - Epoch(train) [155][260/314] lr: 5.5977e-02 eta: 2:14:47 time: 0.3084 data_time: 0.0517 memory: 9706 grad_norm: 1.2682 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.2219 loss: 0.2219 2022/08/05 17:11:18 - mmengine - INFO - Epoch(train) [155][280/314] lr: 5.5902e-02 eta: 2:14:41 time: 0.3106 data_time: 0.0484 memory: 9706 grad_norm: 1.3579 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.2805 loss: 0.2805 2022/08/05 17:11:24 - mmengine - INFO - Epoch(train) [155][300/314] lr: 5.5827e-02 eta: 2:14:35 time: 0.3145 data_time: 0.0520 memory: 9706 grad_norm: 1.2396 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.2324 loss: 0.2324 2022/08/05 17:11:28 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_ntu60_xsub_keypoint_20220805_124409 2022/08/05 17:11:28 - mmengine - INFO - Epoch(train) [155][314/314] lr: 5.5775e-02 eta: 2:14:35 time: 0.2986 data_time: 0.0458 memory: 9706 grad_norm: 1.3732 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.2449 loss: 0.2449 2022/08/05 17:11:28 - mmengine - INFO - Saving checkpoint at 155 epochs 2022/08/05 17:11:36 - mmengine - INFO - Epoch(train) [156][20/314] lr: 5.5700e-02 eta: 2:14:23 time: 0.3500 data_time: 0.0835 memory: 9706 grad_norm: 1.3018 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.2327 loss: 0.2327 2022/08/05 17:11:43 - mmengine - INFO - Epoch(train) [156][40/314] lr: 5.5625e-02 eta: 2:14:17 time: 0.3101 data_time: 0.0504 memory: 9706 grad_norm: 1.2395 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.1993 loss: 0.1993 2022/08/05 17:11:49 - mmengine - INFO - Epoch(train) [156][60/314] lr: 5.5551e-02 eta: 2:14:11 time: 0.3136 data_time: 0.0518 memory: 9706 grad_norm: 1.1734 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.1947 loss: 0.1947 2022/08/05 17:11:55 - mmengine - INFO - Epoch(train) [156][80/314] lr: 5.5476e-02 eta: 2:14:05 time: 0.3078 data_time: 0.0493 memory: 9706 grad_norm: 1.1906 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.2877 loss: 0.2877 2022/08/05 17:12:01 - mmengine - INFO - Epoch(train) [156][100/314] lr: 5.5401e-02 eta: 2:13:59 time: 0.3096 data_time: 0.0513 memory: 9706 grad_norm: 1.2884 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.2037 loss: 0.2037 2022/08/05 17:12:08 - mmengine - INFO - Epoch(train) [156][120/314] lr: 5.5327e-02 eta: 2:13:53 time: 0.3158 data_time: 0.0476 memory: 9706 grad_norm: 1.2146 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.2287 loss: 0.2287 2022/08/05 17:12:14 - mmengine - INFO - Epoch(train) [156][140/314] lr: 5.5252e-02 eta: 2:13:47 time: 0.3109 data_time: 0.0528 memory: 9706 grad_norm: 1.2785 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.1865 loss: 0.1865 2022/08/05 17:12:20 - mmengine - INFO - Epoch(train) [156][160/314] lr: 5.5178e-02 eta: 2:13:41 time: 0.3156 data_time: 0.0557 memory: 9706 grad_norm: 1.3387 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.2900 loss: 0.2900 2022/08/05 17:12:27 - mmengine - INFO - Epoch(train) [156][180/314] lr: 5.5103e-02 eta: 2:13:35 time: 0.3204 data_time: 0.0533 memory: 9706 grad_norm: 1.3477 top1_acc: 0.9375 top5_acc: 0.9375 loss_cls: 0.2907 loss: 0.2907 2022/08/05 17:12:33 - mmengine - INFO - Epoch(train) [156][200/314] lr: 5.5029e-02 eta: 2:13:29 time: 0.3098 data_time: 0.0485 memory: 9706 grad_norm: 1.2866 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.2406 loss: 0.2406 2022/08/05 17:12:39 - mmengine - INFO - Epoch(train) [156][220/314] lr: 5.4954e-02 eta: 2:13:23 time: 0.3102 data_time: 0.0504 memory: 9706 grad_norm: 1.2208 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.2190 loss: 0.2190 2022/08/05 17:12:45 - mmengine - INFO - Epoch(train) [156][240/314] lr: 5.4880e-02 eta: 2:13:17 time: 0.3254 data_time: 0.0496 memory: 9706 grad_norm: 1.2007 top1_acc: 0.8125 top5_acc: 0.9375 loss_cls: 0.2330 loss: 0.2330 2022/08/05 17:12:52 - mmengine - INFO - Epoch(train) [156][260/314] lr: 5.4805e-02 eta: 2:13:12 time: 0.3080 data_time: 0.0498 memory: 9706 grad_norm: 1.2727 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.2319 loss: 0.2319 2022/08/05 17:12:58 - mmengine - INFO - Epoch(train) [156][280/314] lr: 5.4731e-02 eta: 2:13:06 time: 0.3075 data_time: 0.0485 memory: 9706 grad_norm: 1.3761 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.2495 loss: 0.2495 2022/08/05 17:13:04 - mmengine - INFO - Epoch(train) [156][300/314] lr: 5.4657e-02 eta: 2:13:00 time: 0.3331 data_time: 0.0517 memory: 9706 grad_norm: 1.1930 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.1585 loss: 0.1585 2022/08/05 17:13:08 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_ntu60_xsub_keypoint_20220805_124409 2022/08/05 17:13:08 - mmengine - INFO - Epoch(train) [156][314/314] lr: 5.4605e-02 eta: 2:13:00 time: 0.3149 data_time: 0.0452 memory: 9706 grad_norm: 1.3608 top1_acc: 0.5000 top5_acc: 1.0000 loss_cls: 0.2483 loss: 0.2483 2022/08/05 17:13:08 - mmengine - INFO - Saving checkpoint at 156 epochs 2022/08/05 17:13:15 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_ntu60_xsub_keypoint_20220805_124409 2022/08/05 17:13:16 - mmengine - INFO - Epoch(train) [157][20/314] lr: 5.4530e-02 eta: 2:12:48 time: 0.3552 data_time: 0.0897 memory: 9706 grad_norm: 1.2899 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.2180 loss: 0.2180 2022/08/05 17:13:23 - mmengine - INFO - Epoch(train) [157][40/314] lr: 5.4456e-02 eta: 2:12:42 time: 0.3128 data_time: 0.0522 memory: 9706 grad_norm: 1.2530 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.1579 loss: 0.1579 2022/08/05 17:13:29 - mmengine - INFO - Epoch(train) [157][60/314] lr: 5.4382e-02 eta: 2:12:36 time: 0.3174 data_time: 0.0522 memory: 9706 grad_norm: 1.2610 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.1894 loss: 0.1894 2022/08/05 17:13:35 - mmengine - INFO - Epoch(train) [157][80/314] lr: 5.4308e-02 eta: 2:12:30 time: 0.3077 data_time: 0.0472 memory: 9706 grad_norm: 1.2249 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.1940 loss: 0.1940 2022/08/05 17:13:42 - mmengine - INFO - Epoch(train) [157][100/314] lr: 5.4234e-02 eta: 2:12:24 time: 0.3194 data_time: 0.0520 memory: 9706 grad_norm: 1.3049 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.2198 loss: 0.2198 2022/08/05 17:13:48 - mmengine - INFO - Epoch(train) [157][120/314] lr: 5.4159e-02 eta: 2:12:18 time: 0.3159 data_time: 0.0481 memory: 9706 grad_norm: 1.2473 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.2160 loss: 0.2160 2022/08/05 17:13:54 - mmengine - INFO - Epoch(train) [157][140/314] lr: 5.4085e-02 eta: 2:12:12 time: 0.3137 data_time: 0.0514 memory: 9706 grad_norm: 1.2584 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.2323 loss: 0.2323 2022/08/05 17:14:00 - mmengine - INFO - Epoch(train) [157][160/314] lr: 5.4011e-02 eta: 2:12:06 time: 0.3069 data_time: 0.0485 memory: 9706 grad_norm: 1.2289 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.2528 loss: 0.2528 2022/08/05 17:14:07 - mmengine - INFO - Epoch(train) [157][180/314] lr: 5.3937e-02 eta: 2:12:00 time: 0.3148 data_time: 0.0498 memory: 9706 grad_norm: 1.2419 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.2435 loss: 0.2435 2022/08/05 17:14:13 - mmengine - INFO - Epoch(train) [157][200/314] lr: 5.3863e-02 eta: 2:11:54 time: 0.3094 data_time: 0.0495 memory: 9706 grad_norm: 1.2661 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.1811 loss: 0.1811 2022/08/05 17:14:19 - mmengine - INFO - Epoch(train) [157][220/314] lr: 5.3789e-02 eta: 2:11:49 time: 0.3194 data_time: 0.0592 memory: 9706 grad_norm: 1.2557 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.2193 loss: 0.2193 2022/08/05 17:14:25 - mmengine - INFO - Epoch(train) [157][240/314] lr: 5.3715e-02 eta: 2:11:43 time: 0.3153 data_time: 0.0560 memory: 9706 grad_norm: 1.3033 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.2609 loss: 0.2609 2022/08/05 17:14:32 - mmengine - INFO - Epoch(train) [157][260/314] lr: 5.3642e-02 eta: 2:11:37 time: 0.3099 data_time: 0.0525 memory: 9706 grad_norm: 1.3392 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.2301 loss: 0.2301 2022/08/05 17:14:38 - mmengine - INFO - Epoch(train) [157][280/314] lr: 5.3568e-02 eta: 2:11:31 time: 0.3222 data_time: 0.0569 memory: 9706 grad_norm: 1.3253 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.2076 loss: 0.2076 2022/08/05 17:14:44 - mmengine - INFO - Epoch(train) [157][300/314] lr: 5.3494e-02 eta: 2:11:25 time: 0.3079 data_time: 0.0491 memory: 9706 grad_norm: 1.2493 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.2448 loss: 0.2448 2022/08/05 17:14:48 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_ntu60_xsub_keypoint_20220805_124409 2022/08/05 17:14:48 - mmengine - INFO - Epoch(train) [157][314/314] lr: 5.3442e-02 eta: 2:11:25 time: 0.2917 data_time: 0.0450 memory: 9706 grad_norm: 1.3254 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.2382 loss: 0.2382 2022/08/05 17:14:48 - mmengine - INFO - Saving checkpoint at 157 epochs 2022/08/05 17:14:56 - mmengine - INFO - Epoch(train) [158][20/314] lr: 5.3368e-02 eta: 2:11:13 time: 0.3456 data_time: 0.0909 memory: 9706 grad_norm: 1.3183 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.2585 loss: 0.2585 2022/08/05 17:15:03 - mmengine - INFO - Epoch(train) [158][40/314] lr: 5.3295e-02 eta: 2:11:07 time: 0.3102 data_time: 0.0534 memory: 9706 grad_norm: 1.2919 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.2471 loss: 0.2471 2022/08/05 17:15:09 - mmengine - INFO - Epoch(train) [158][60/314] lr: 5.3221e-02 eta: 2:11:01 time: 0.3218 data_time: 0.0545 memory: 9706 grad_norm: 1.3934 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.2559 loss: 0.2559 2022/08/05 17:15:15 - mmengine - INFO - Epoch(train) [158][80/314] lr: 5.3147e-02 eta: 2:10:55 time: 0.3112 data_time: 0.0506 memory: 9706 grad_norm: 1.2404 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.2074 loss: 0.2074 2022/08/05 17:15:21 - mmengine - INFO - Epoch(train) [158][100/314] lr: 5.3074e-02 eta: 2:10:49 time: 0.3076 data_time: 0.0509 memory: 9706 grad_norm: 1.2994 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.2076 loss: 0.2076 2022/08/05 17:15:28 - mmengine - INFO - Epoch(train) [158][120/314] lr: 5.3000e-02 eta: 2:10:43 time: 0.3247 data_time: 0.0511 memory: 9706 grad_norm: 1.3147 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.1866 loss: 0.1866 2022/08/05 17:15:34 - mmengine - INFO - Epoch(train) [158][140/314] lr: 5.2927e-02 eta: 2:10:37 time: 0.3094 data_time: 0.0526 memory: 9706 grad_norm: 1.3994 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.2102 loss: 0.2102 2022/08/05 17:15:40 - mmengine - INFO - Epoch(train) [158][160/314] lr: 5.2853e-02 eta: 2:10:31 time: 0.3085 data_time: 0.0491 memory: 9706 grad_norm: 1.2797 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.1882 loss: 0.1882 2022/08/05 17:15:47 - mmengine - INFO - Epoch(train) [158][180/314] lr: 5.2779e-02 eta: 2:10:26 time: 0.3376 data_time: 0.0524 memory: 9706 grad_norm: 1.3714 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.2783 loss: 0.2783 2022/08/05 17:15:53 - mmengine - INFO - Epoch(train) [158][200/314] lr: 5.2706e-02 eta: 2:10:20 time: 0.3071 data_time: 0.0468 memory: 9706 grad_norm: 1.2684 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.2164 loss: 0.2164 2022/08/05 17:15:59 - mmengine - INFO - Epoch(train) [158][220/314] lr: 5.2633e-02 eta: 2:10:14 time: 0.3119 data_time: 0.0544 memory: 9706 grad_norm: 1.2441 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.2173 loss: 0.2173 2022/08/05 17:16:06 - mmengine - INFO - Epoch(train) [158][240/314] lr: 5.2559e-02 eta: 2:10:08 time: 0.3139 data_time: 0.0500 memory: 9706 grad_norm: 1.2168 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.1444 loss: 0.1444 2022/08/05 17:16:12 - mmengine - INFO - Epoch(train) [158][260/314] lr: 5.2486e-02 eta: 2:10:02 time: 0.3134 data_time: 0.0575 memory: 9706 grad_norm: 1.3066 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.1977 loss: 0.1977 2022/08/05 17:16:19 - mmengine - INFO - Epoch(train) [158][280/314] lr: 5.2412e-02 eta: 2:09:56 time: 0.3298 data_time: 0.0508 memory: 9706 grad_norm: 1.4115 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.2264 loss: 0.2264 2022/08/05 17:16:25 - mmengine - INFO - Epoch(train) [158][300/314] lr: 5.2339e-02 eta: 2:09:50 time: 0.3193 data_time: 0.0525 memory: 9706 grad_norm: 1.3256 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.2175 loss: 0.2175 2022/08/05 17:16:29 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_ntu60_xsub_keypoint_20220805_124409 2022/08/05 17:16:29 - mmengine - INFO - Epoch(train) [158][314/314] lr: 5.2288e-02 eta: 2:09:50 time: 0.3010 data_time: 0.0460 memory: 9706 grad_norm: 1.4758 top1_acc: 0.7500 top5_acc: 1.0000 loss_cls: 0.2850 loss: 0.2850 2022/08/05 17:16:29 - mmengine - INFO - Saving checkpoint at 158 epochs 2022/08/05 17:16:37 - mmengine - INFO - Epoch(train) [159][20/314] lr: 5.2215e-02 eta: 2:09:38 time: 0.3482 data_time: 0.0868 memory: 9706 grad_norm: 1.3353 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.2174 loss: 0.2174 2022/08/05 17:16:43 - mmengine - INFO - Epoch(train) [159][40/314] lr: 5.2141e-02 eta: 2:09:32 time: 0.3107 data_time: 0.0515 memory: 9706 grad_norm: 1.2755 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.1974 loss: 0.1974 2022/08/05 17:16:50 - mmengine - INFO - Epoch(train) [159][60/314] lr: 5.2068e-02 eta: 2:09:26 time: 0.3149 data_time: 0.0544 memory: 9706 grad_norm: 1.3099 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.2390 loss: 0.2390 2022/08/05 17:16:56 - mmengine - INFO - Epoch(train) [159][80/314] lr: 5.1995e-02 eta: 2:09:20 time: 0.3094 data_time: 0.0507 memory: 9706 grad_norm: 1.2731 top1_acc: 0.7500 top5_acc: 1.0000 loss_cls: 0.2774 loss: 0.2774 2022/08/05 17:17:02 - mmengine - INFO - Epoch(train) [159][100/314] lr: 5.1922e-02 eta: 2:09:14 time: 0.3090 data_time: 0.0524 memory: 9706 grad_norm: 1.2808 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.2475 loss: 0.2475 2022/08/05 17:17:08 - mmengine - INFO - Epoch(train) [159][120/314] lr: 5.1849e-02 eta: 2:09:08 time: 0.3163 data_time: 0.0494 memory: 9706 grad_norm: 1.1903 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.1742 loss: 0.1742 2022/08/05 17:17:14 - mmengine - INFO - Epoch(train) [159][140/314] lr: 5.1776e-02 eta: 2:09:02 time: 0.3072 data_time: 0.0492 memory: 9706 grad_norm: 1.2259 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.2234 loss: 0.2234 2022/08/05 17:17:21 - mmengine - INFO - Epoch(train) [159][160/314] lr: 5.1703e-02 eta: 2:08:56 time: 0.3073 data_time: 0.0495 memory: 9706 grad_norm: 1.3128 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.1558 loss: 0.1558 2022/08/05 17:17:27 - mmengine - INFO - Epoch(train) [159][180/314] lr: 5.1630e-02 eta: 2:08:51 time: 0.3162 data_time: 0.0521 memory: 9706 grad_norm: 1.3292 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.2013 loss: 0.2013 2022/08/05 17:17:33 - mmengine - INFO - Epoch(train) [159][200/314] lr: 5.1557e-02 eta: 2:08:45 time: 0.3073 data_time: 0.0480 memory: 9706 grad_norm: 1.2406 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.2595 loss: 0.2595 2022/08/05 17:17:39 - mmengine - INFO - Epoch(train) [159][220/314] lr: 5.1484e-02 eta: 2:08:39 time: 0.3075 data_time: 0.0505 memory: 9706 grad_norm: 1.2416 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.2336 loss: 0.2336 2022/08/05 17:17:46 - mmengine - INFO - Epoch(train) [159][240/314] lr: 5.1411e-02 eta: 2:08:33 time: 0.3194 data_time: 0.0527 memory: 9706 grad_norm: 1.1952 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.1497 loss: 0.1497 2022/08/05 17:17:52 - mmengine - INFO - Epoch(train) [159][260/314] lr: 5.1338e-02 eta: 2:08:27 time: 0.3073 data_time: 0.0495 memory: 9706 grad_norm: 1.3200 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.2593 loss: 0.2593 2022/08/05 17:17:58 - mmengine - INFO - Epoch(train) [159][280/314] lr: 5.1265e-02 eta: 2:08:21 time: 0.3078 data_time: 0.0471 memory: 9706 grad_norm: 1.3921 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.3116 loss: 0.3116 2022/08/05 17:18:05 - mmengine - INFO - Epoch(train) [159][300/314] lr: 5.1192e-02 eta: 2:08:15 time: 0.3322 data_time: 0.0540 memory: 9706 grad_norm: 1.4137 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.2246 loss: 0.2246 2022/08/05 17:18:09 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_ntu60_xsub_keypoint_20220805_124409 2022/08/05 17:18:09 - mmengine - INFO - Epoch(train) [159][314/314] lr: 5.1142e-02 eta: 2:08:15 time: 0.3153 data_time: 0.0506 memory: 9706 grad_norm: 1.3803 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.2181 loss: 0.2181 2022/08/05 17:18:09 - mmengine - INFO - Saving checkpoint at 159 epochs 2022/08/05 17:18:17 - mmengine - INFO - Epoch(train) [160][20/314] lr: 5.1069e-02 eta: 2:08:03 time: 0.3471 data_time: 0.0894 memory: 9706 grad_norm: 1.4372 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.2417 loss: 0.2417 2022/08/05 17:18:23 - mmengine - INFO - Epoch(train) [160][40/314] lr: 5.0996e-02 eta: 2:07:57 time: 0.3075 data_time: 0.0506 memory: 9706 grad_norm: 1.2650 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.2043 loss: 0.2043 2022/08/05 17:18:29 - mmengine - INFO - Epoch(train) [160][60/314] lr: 5.0923e-02 eta: 2:07:51 time: 0.3281 data_time: 0.0539 memory: 9706 grad_norm: 1.2152 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.1914 loss: 0.1914 2022/08/05 17:18:34 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_ntu60_xsub_keypoint_20220805_124409 2022/08/05 17:18:35 - mmengine - INFO - Epoch(train) [160][80/314] lr: 5.0851e-02 eta: 2:07:45 time: 0.3060 data_time: 0.0489 memory: 9706 grad_norm: 1.3837 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.1988 loss: 0.1988 2022/08/05 17:18:42 - mmengine - INFO - Epoch(train) [160][100/314] lr: 5.0778e-02 eta: 2:07:39 time: 0.3133 data_time: 0.0545 memory: 9706 grad_norm: 1.3627 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.2072 loss: 0.2072 2022/08/05 17:18:48 - mmengine - INFO - Epoch(train) [160][120/314] lr: 5.0706e-02 eta: 2:07:33 time: 0.3246 data_time: 0.0495 memory: 9706 grad_norm: 1.2509 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.1572 loss: 0.1572 2022/08/05 17:18:54 - mmengine - INFO - Epoch(train) [160][140/314] lr: 5.0633e-02 eta: 2:07:27 time: 0.3120 data_time: 0.0526 memory: 9706 grad_norm: 1.2736 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.1939 loss: 0.1939 2022/08/05 17:19:01 - mmengine - INFO - Epoch(train) [160][160/314] lr: 5.0561e-02 eta: 2:07:21 time: 0.3130 data_time: 0.0497 memory: 9706 grad_norm: 1.2487 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.2296 loss: 0.2296 2022/08/05 17:19:08 - mmengine - INFO - Epoch(train) [160][180/314] lr: 5.0488e-02 eta: 2:07:16 time: 0.3530 data_time: 0.0511 memory: 9706 grad_norm: 1.3489 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.2452 loss: 0.2452 2022/08/05 17:19:14 - mmengine - INFO - Epoch(train) [160][200/314] lr: 5.0416e-02 eta: 2:07:10 time: 0.3058 data_time: 0.0478 memory: 9706 grad_norm: 1.2827 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.2280 loss: 0.2280 2022/08/05 17:19:20 - mmengine - INFO - Epoch(train) [160][220/314] lr: 5.0343e-02 eta: 2:07:04 time: 0.3087 data_time: 0.0484 memory: 9706 grad_norm: 1.2582 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.2071 loss: 0.2071 2022/08/05 17:19:26 - mmengine - INFO - Epoch(train) [160][240/314] lr: 5.0271e-02 eta: 2:06:58 time: 0.3136 data_time: 0.0530 memory: 9706 grad_norm: 1.2087 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.1779 loss: 0.1779 2022/08/05 17:19:33 - mmengine - INFO - Epoch(train) [160][260/314] lr: 5.0199e-02 eta: 2:06:52 time: 0.3097 data_time: 0.0519 memory: 9706 grad_norm: 1.3342 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.2850 loss: 0.2850 2022/08/05 17:19:39 - mmengine - INFO - Epoch(train) [160][280/314] lr: 5.0126e-02 eta: 2:06:46 time: 0.3068 data_time: 0.0481 memory: 9706 grad_norm: 1.3319 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.2593 loss: 0.2593 2022/08/05 17:19:45 - mmengine - INFO - Epoch(train) [160][300/314] lr: 5.0054e-02 eta: 2:06:40 time: 0.3316 data_time: 0.0485 memory: 9706 grad_norm: 1.2602 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.1947 loss: 0.1947 2022/08/05 17:19:49 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_ntu60_xsub_keypoint_20220805_124409 2022/08/05 17:19:49 - mmengine - INFO - Epoch(train) [160][314/314] lr: 5.0004e-02 eta: 2:06:40 time: 0.3175 data_time: 0.0445 memory: 9706 grad_norm: 1.3167 top1_acc: 0.5000 top5_acc: 1.0000 loss_cls: 0.2515 loss: 0.2515 2022/08/05 17:19:49 - mmengine - INFO - Saving checkpoint at 160 epochs 2022/08/05 17:19:57 - mmengine - INFO - Epoch(val) [160][20/129] eta: 0:00:36 time: 0.3359 data_time: 0.1820 memory: 1867 2022/08/05 17:20:02 - mmengine - INFO - Epoch(val) [160][40/129] eta: 0:00:21 time: 0.2423 data_time: 0.0890 memory: 1867 2022/08/05 17:20:07 - mmengine - INFO - Epoch(val) [160][60/129] eta: 0:00:17 time: 0.2517 data_time: 0.0941 memory: 1867 2022/08/05 17:20:12 - mmengine - INFO - Epoch(val) [160][80/129] eta: 0:00:12 time: 0.2486 data_time: 0.0906 memory: 1867 2022/08/05 17:20:17 - mmengine - INFO - Epoch(val) [160][100/129] eta: 0:00:07 time: 0.2418 data_time: 0.0839 memory: 1867 2022/08/05 17:20:21 - mmengine - INFO - Epoch(val) [160][120/129] eta: 0:00:01 time: 0.2099 data_time: 0.0618 memory: 1867 2022/08/05 17:20:24 - mmengine - INFO - Epoch(val) [160][129/129] acc/top1: 0.8872 acc/top5: 0.9912 acc/mean1: 0.8871 2022/08/05 17:20:24 - mmengine - INFO - The previous best checkpoint /mnt/lustre/daiwenxun/X/mmaction2/work_dirs/slowonly_r50_u48_240e_8xb16_ntu60_xsub_keypoint/best_acc/top1_epoch_141.pth is removed 2022/08/05 17:20:25 - mmengine - INFO - The best checkpoint with 0.8872 acc/top1 at 161 epoch is saved to best_acc/top1_epoch_161.pth. 2022/08/05 17:20:32 - mmengine - INFO - Epoch(train) [161][20/314] lr: 4.9931e-02 eta: 2:06:28 time: 0.3452 data_time: 0.0873 memory: 9706 grad_norm: 1.3444 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.2233 loss: 0.2233 2022/08/05 17:20:38 - mmengine - INFO - Epoch(train) [161][40/314] lr: 4.9859e-02 eta: 2:06:22 time: 0.3093 data_time: 0.0519 memory: 9706 grad_norm: 1.1001 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.1865 loss: 0.1865 2022/08/05 17:20:44 - mmengine - INFO - Epoch(train) [161][60/314] lr: 4.9787e-02 eta: 2:06:16 time: 0.3081 data_time: 0.0493 memory: 9706 grad_norm: 1.2962 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.2451 loss: 0.2451 2022/08/05 17:20:50 - mmengine - INFO - Epoch(train) [161][80/314] lr: 4.9715e-02 eta: 2:06:10 time: 0.3129 data_time: 0.0490 memory: 9706 grad_norm: 1.2594 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.1860 loss: 0.1860 2022/08/05 17:20:56 - mmengine - INFO - Epoch(train) [161][100/314] lr: 4.9643e-02 eta: 2:06:04 time: 0.3131 data_time: 0.0520 memory: 9706 grad_norm: 1.3379 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.1953 loss: 0.1953 2022/08/05 17:21:03 - mmengine - INFO - Epoch(train) [161][120/314] lr: 4.9571e-02 eta: 2:05:58 time: 0.3070 data_time: 0.0490 memory: 9706 grad_norm: 1.3212 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.1980 loss: 0.1980 2022/08/05 17:21:09 - mmengine - INFO - Epoch(train) [161][140/314] lr: 4.9499e-02 eta: 2:05:52 time: 0.3098 data_time: 0.0497 memory: 9706 grad_norm: 1.3072 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.2023 loss: 0.2023 2022/08/05 17:21:15 - mmengine - INFO - Epoch(train) [161][160/314] lr: 4.9427e-02 eta: 2:05:47 time: 0.3183 data_time: 0.0518 memory: 9706 grad_norm: 1.3438 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.1986 loss: 0.1986 2022/08/05 17:21:21 - mmengine - INFO - Epoch(train) [161][180/314] lr: 4.9355e-02 eta: 2:05:41 time: 0.3096 data_time: 0.0514 memory: 9706 grad_norm: 1.2295 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.2380 loss: 0.2380 2022/08/05 17:21:28 - mmengine - INFO - Epoch(train) [161][200/314] lr: 4.9283e-02 eta: 2:05:35 time: 0.3076 data_time: 0.0486 memory: 9706 grad_norm: 1.2802 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.1590 loss: 0.1590 2022/08/05 17:21:34 - mmengine - INFO - Epoch(train) [161][220/314] lr: 4.9211e-02 eta: 2:05:29 time: 0.3072 data_time: 0.0501 memory: 9706 grad_norm: 1.2486 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.1503 loss: 0.1503 2022/08/05 17:21:40 - mmengine - INFO - Epoch(train) [161][240/314] lr: 4.9140e-02 eta: 2:05:23 time: 0.3315 data_time: 0.0498 memory: 9706 grad_norm: 1.3636 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.2232 loss: 0.2232 2022/08/05 17:21:47 - mmengine - INFO - Epoch(train) [161][260/314] lr: 4.9068e-02 eta: 2:05:17 time: 0.3119 data_time: 0.0507 memory: 9706 grad_norm: 1.3825 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.2550 loss: 0.2550 2022/08/05 17:21:53 - mmengine - INFO - Epoch(train) [161][280/314] lr: 4.8996e-02 eta: 2:05:11 time: 0.3069 data_time: 0.0477 memory: 9706 grad_norm: 1.3299 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.1975 loss: 0.1975 2022/08/05 17:21:59 - mmengine - INFO - Epoch(train) [161][300/314] lr: 4.8924e-02 eta: 2:05:05 time: 0.3113 data_time: 0.0523 memory: 9706 grad_norm: 1.2652 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.1859 loss: 0.1859 2022/08/05 17:22:03 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_ntu60_xsub_keypoint_20220805_124409 2022/08/05 17:22:03 - mmengine - INFO - Epoch(train) [161][314/314] lr: 4.8874e-02 eta: 2:05:05 time: 0.2914 data_time: 0.0463 memory: 9706 grad_norm: 1.5121 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.2354 loss: 0.2354 2022/08/05 17:22:03 - mmengine - INFO - Saving checkpoint at 161 epochs 2022/08/05 17:22:11 - mmengine - INFO - Epoch(train) [162][20/314] lr: 4.8803e-02 eta: 2:04:53 time: 0.3466 data_time: 0.0903 memory: 9706 grad_norm: 1.2856 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.1825 loss: 0.1825 2022/08/05 17:22:17 - mmengine - INFO - Epoch(train) [162][40/314] lr: 4.8731e-02 eta: 2:04:47 time: 0.3157 data_time: 0.0514 memory: 9706 grad_norm: 1.2341 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.2534 loss: 0.2534 2022/08/05 17:22:23 - mmengine - INFO - Epoch(train) [162][60/314] lr: 4.8659e-02 eta: 2:04:41 time: 0.3082 data_time: 0.0517 memory: 9706 grad_norm: 1.3285 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.2453 loss: 0.2453 2022/08/05 17:22:29 - mmengine - INFO - Epoch(train) [162][80/314] lr: 4.8588e-02 eta: 2:04:35 time: 0.3064 data_time: 0.0471 memory: 9706 grad_norm: 1.3569 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.2750 loss: 0.2750 2022/08/05 17:22:36 - mmengine - INFO - Epoch(train) [162][100/314] lr: 4.8516e-02 eta: 2:04:29 time: 0.3442 data_time: 0.0540 memory: 9706 grad_norm: 1.2799 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.1961 loss: 0.1961 2022/08/05 17:22:43 - mmengine - INFO - Epoch(train) [162][120/314] lr: 4.8445e-02 eta: 2:04:23 time: 0.3066 data_time: 0.0484 memory: 9706 grad_norm: 1.2953 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.2524 loss: 0.2524 2022/08/05 17:22:49 - mmengine - INFO - Epoch(train) [162][140/314] lr: 4.8374e-02 eta: 2:04:17 time: 0.3080 data_time: 0.0498 memory: 9706 grad_norm: 1.2790 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.2121 loss: 0.2121 2022/08/05 17:22:55 - mmengine - INFO - Epoch(train) [162][160/314] lr: 4.8302e-02 eta: 2:04:12 time: 0.3170 data_time: 0.0501 memory: 9706 grad_norm: 1.2485 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.2650 loss: 0.2650 2022/08/05 17:23:01 - mmengine - INFO - Epoch(train) [162][180/314] lr: 4.8231e-02 eta: 2:04:06 time: 0.3090 data_time: 0.0512 memory: 9706 grad_norm: 1.4011 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.2296 loss: 0.2296 2022/08/05 17:23:07 - mmengine - INFO - Epoch(train) [162][200/314] lr: 4.8160e-02 eta: 2:04:00 time: 0.3075 data_time: 0.0475 memory: 9706 grad_norm: 1.3225 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.2042 loss: 0.2042 2022/08/05 17:23:13 - mmengine - INFO - Epoch(train) [162][220/314] lr: 4.8088e-02 eta: 2:03:54 time: 0.3046 data_time: 0.0499 memory: 9706 grad_norm: 1.3117 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.2020 loss: 0.2020 2022/08/05 17:23:20 - mmengine - INFO - Epoch(train) [162][240/314] lr: 4.8017e-02 eta: 2:03:48 time: 0.3175 data_time: 0.0513 memory: 9706 grad_norm: 1.4647 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.2144 loss: 0.2144 2022/08/05 17:23:26 - mmengine - INFO - Epoch(train) [162][260/314] lr: 4.7946e-02 eta: 2:03:42 time: 0.3082 data_time: 0.0507 memory: 9706 grad_norm: 1.3609 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.2535 loss: 0.2535 2022/08/05 17:23:32 - mmengine - INFO - Epoch(train) [162][280/314] lr: 4.7875e-02 eta: 2:03:36 time: 0.3054 data_time: 0.0485 memory: 9706 grad_norm: 1.2604 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.1817 loss: 0.1817 2022/08/05 17:23:38 - mmengine - INFO - Epoch(train) [162][300/314] lr: 4.7803e-02 eta: 2:03:30 time: 0.3178 data_time: 0.0522 memory: 9706 grad_norm: 1.3145 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.1899 loss: 0.1899 2022/08/05 17:23:42 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_ntu60_xsub_keypoint_20220805_124409 2022/08/05 17:23:42 - mmengine - INFO - Epoch(train) [162][314/314] lr: 4.7754e-02 eta: 2:03:30 time: 0.2910 data_time: 0.0440 memory: 9706 grad_norm: 1.3748 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.2152 loss: 0.2152 2022/08/05 17:23:43 - mmengine - INFO - Saving checkpoint at 162 epochs 2022/08/05 17:23:50 - mmengine - INFO - Epoch(train) [163][20/314] lr: 4.7683e-02 eta: 2:03:18 time: 0.3473 data_time: 0.0897 memory: 9706 grad_norm: 1.2001 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.2216 loss: 0.2216 2022/08/05 17:23:57 - mmengine - INFO - Epoch(train) [163][40/314] lr: 4.7612e-02 eta: 2:03:12 time: 0.3076 data_time: 0.0482 memory: 9706 grad_norm: 1.2490 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.2449 loss: 0.2449 2022/08/05 17:24:03 - mmengine - INFO - Epoch(train) [163][60/314] lr: 4.7541e-02 eta: 2:03:06 time: 0.3078 data_time: 0.0512 memory: 9706 grad_norm: 1.2562 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.1645 loss: 0.1645 2022/08/05 17:24:09 - mmengine - INFO - Epoch(train) [163][80/314] lr: 4.7470e-02 eta: 2:03:00 time: 0.3131 data_time: 0.0495 memory: 9706 grad_norm: 1.2983 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.1921 loss: 0.1921 2022/08/05 17:24:15 - mmengine - INFO - Epoch(train) [163][100/314] lr: 4.7399e-02 eta: 2:02:54 time: 0.3136 data_time: 0.0502 memory: 9706 grad_norm: 1.2631 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.1514 loss: 0.1514 2022/08/05 17:24:21 - mmengine - INFO - Epoch(train) [163][120/314] lr: 4.7328e-02 eta: 2:02:48 time: 0.3128 data_time: 0.0503 memory: 9706 grad_norm: 1.3806 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.1891 loss: 0.1891 2022/08/05 17:24:25 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_ntu60_xsub_keypoint_20220805_124409 2022/08/05 17:24:28 - mmengine - INFO - Epoch(train) [163][140/314] lr: 4.7257e-02 eta: 2:02:42 time: 0.3173 data_time: 0.0510 memory: 9706 grad_norm: 1.3160 top1_acc: 0.8750 top5_acc: 0.9375 loss_cls: 0.1913 loss: 0.1913 2022/08/05 17:24:34 - mmengine - INFO - Epoch(train) [163][160/314] lr: 4.7186e-02 eta: 2:02:36 time: 0.3061 data_time: 0.0485 memory: 9706 grad_norm: 1.3131 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.2081 loss: 0.2081 2022/08/05 17:24:40 - mmengine - INFO - Epoch(train) [163][180/314] lr: 4.7115e-02 eta: 2:02:30 time: 0.3101 data_time: 0.0511 memory: 9706 grad_norm: 1.3093 top1_acc: 0.8750 top5_acc: 0.9375 loss_cls: 0.2411 loss: 0.2411 2022/08/05 17:24:46 - mmengine - INFO - Epoch(train) [163][200/314] lr: 4.7045e-02 eta: 2:02:24 time: 0.3117 data_time: 0.0502 memory: 9706 grad_norm: 1.3858 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.2435 loss: 0.2435 2022/08/05 17:24:53 - mmengine - INFO - Epoch(train) [163][220/314] lr: 4.6974e-02 eta: 2:02:18 time: 0.3100 data_time: 0.0508 memory: 9706 grad_norm: 1.2672 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.1915 loss: 0.1915 2022/08/05 17:24:59 - mmengine - INFO - Epoch(train) [163][240/314] lr: 4.6903e-02 eta: 2:02:12 time: 0.3173 data_time: 0.0504 memory: 9706 grad_norm: 1.2674 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.1704 loss: 0.1704 2022/08/05 17:25:05 - mmengine - INFO - Epoch(train) [163][260/314] lr: 4.6833e-02 eta: 2:02:06 time: 0.3192 data_time: 0.0541 memory: 9706 grad_norm: 1.3579 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.2029 loss: 0.2029 2022/08/05 17:25:12 - mmengine - INFO - Epoch(train) [163][280/314] lr: 4.6762e-02 eta: 2:02:00 time: 0.3118 data_time: 0.0466 memory: 9706 grad_norm: 1.3378 top1_acc: 0.7500 top5_acc: 1.0000 loss_cls: 0.2027 loss: 0.2027 2022/08/05 17:25:18 - mmengine - INFO - Epoch(train) [163][300/314] lr: 4.6691e-02 eta: 2:01:55 time: 0.3222 data_time: 0.0496 memory: 9706 grad_norm: 1.3378 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.1914 loss: 0.1914 2022/08/05 17:25:22 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_ntu60_xsub_keypoint_20220805_124409 2022/08/05 17:25:22 - mmengine - INFO - Epoch(train) [163][314/314] lr: 4.6642e-02 eta: 2:01:55 time: 0.2920 data_time: 0.0449 memory: 9706 grad_norm: 1.3114 top1_acc: 0.7500 top5_acc: 1.0000 loss_cls: 0.2572 loss: 0.2572 2022/08/05 17:25:22 - mmengine - INFO - Saving checkpoint at 163 epochs 2022/08/05 17:25:30 - mmengine - INFO - Epoch(train) [164][20/314] lr: 4.6572e-02 eta: 2:01:43 time: 0.3497 data_time: 0.0835 memory: 9706 grad_norm: 1.2977 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.1912 loss: 0.1912 2022/08/05 17:25:36 - mmengine - INFO - Epoch(train) [164][40/314] lr: 4.6501e-02 eta: 2:01:37 time: 0.3099 data_time: 0.0487 memory: 9706 grad_norm: 1.2997 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.2365 loss: 0.2365 2022/08/05 17:25:42 - mmengine - INFO - Epoch(train) [164][60/314] lr: 4.6431e-02 eta: 2:01:31 time: 0.3081 data_time: 0.0497 memory: 9706 grad_norm: 1.3272 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.1736 loss: 0.1736 2022/08/05 17:25:49 - mmengine - INFO - Epoch(train) [164][80/314] lr: 4.6360e-02 eta: 2:01:25 time: 0.3136 data_time: 0.0548 memory: 9706 grad_norm: 1.2334 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.1620 loss: 0.1620 2022/08/05 17:25:55 - mmengine - INFO - Epoch(train) [164][100/314] lr: 4.6290e-02 eta: 2:01:19 time: 0.3181 data_time: 0.0557 memory: 9706 grad_norm: 1.3099 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.2010 loss: 0.2010 2022/08/05 17:26:01 - mmengine - INFO - Epoch(train) [164][120/314] lr: 4.6220e-02 eta: 2:01:13 time: 0.3111 data_time: 0.0531 memory: 9706 grad_norm: 1.2061 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.1758 loss: 0.1758 2022/08/05 17:26:07 - mmengine - INFO - Epoch(train) [164][140/314] lr: 4.6149e-02 eta: 2:01:07 time: 0.3149 data_time: 0.0547 memory: 9706 grad_norm: 1.2461 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.1991 loss: 0.1991 2022/08/05 17:26:14 - mmengine - INFO - Epoch(train) [164][160/314] lr: 4.6079e-02 eta: 2:01:01 time: 0.3068 data_time: 0.0488 memory: 9706 grad_norm: 1.3389 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.2014 loss: 0.2014 2022/08/05 17:26:20 - mmengine - INFO - Epoch(train) [164][180/314] lr: 4.6009e-02 eta: 2:00:55 time: 0.3239 data_time: 0.0512 memory: 9706 grad_norm: 1.4249 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.2598 loss: 0.2598 2022/08/05 17:26:26 - mmengine - INFO - Epoch(train) [164][200/314] lr: 4.5939e-02 eta: 2:00:49 time: 0.3097 data_time: 0.0488 memory: 9706 grad_norm: 1.3704 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.2273 loss: 0.2273 2022/08/05 17:26:32 - mmengine - INFO - Epoch(train) [164][220/314] lr: 4.5869e-02 eta: 2:00:43 time: 0.3085 data_time: 0.0527 memory: 9706 grad_norm: 1.3339 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.2258 loss: 0.2258 2022/08/05 17:26:39 - mmengine - INFO - Epoch(train) [164][240/314] lr: 4.5799e-02 eta: 2:00:37 time: 0.3130 data_time: 0.0486 memory: 9706 grad_norm: 1.2558 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.2233 loss: 0.2233 2022/08/05 17:26:45 - mmengine - INFO - Epoch(train) [164][260/314] lr: 4.5729e-02 eta: 2:00:31 time: 0.3203 data_time: 0.0576 memory: 9706 grad_norm: 1.3175 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.2214 loss: 0.2214 2022/08/05 17:26:51 - mmengine - INFO - Epoch(train) [164][280/314] lr: 4.5659e-02 eta: 2:00:25 time: 0.3054 data_time: 0.0476 memory: 9706 grad_norm: 1.3239 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.1866 loss: 0.1866 2022/08/05 17:26:58 - mmengine - INFO - Epoch(train) [164][300/314] lr: 4.5589e-02 eta: 2:00:20 time: 0.3162 data_time: 0.0516 memory: 9706 grad_norm: 1.1721 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.1366 loss: 0.1366 2022/08/05 17:27:02 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_ntu60_xsub_keypoint_20220805_124409 2022/08/05 17:27:02 - mmengine - INFO - Epoch(train) [164][314/314] lr: 4.5540e-02 eta: 2:00:20 time: 0.2985 data_time: 0.0499 memory: 9706 grad_norm: 1.3444 top1_acc: 0.7500 top5_acc: 1.0000 loss_cls: 0.2014 loss: 0.2014 2022/08/05 17:27:02 - mmengine - INFO - Saving checkpoint at 164 epochs 2022/08/05 17:27:10 - mmengine - INFO - Epoch(train) [165][20/314] lr: 4.5470e-02 eta: 2:00:08 time: 0.3422 data_time: 0.0775 memory: 9706 grad_norm: 1.3748 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.2489 loss: 0.2489 2022/08/05 17:27:16 - mmengine - INFO - Epoch(train) [165][40/314] lr: 4.5400e-02 eta: 2:00:02 time: 0.3394 data_time: 0.0499 memory: 9706 grad_norm: 1.2309 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.1920 loss: 0.1920 2022/08/05 17:27:23 - mmengine - INFO - Epoch(train) [165][60/314] lr: 4.5330e-02 eta: 1:59:56 time: 0.3105 data_time: 0.0537 memory: 9706 grad_norm: 1.3469 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.2450 loss: 0.2450 2022/08/05 17:27:29 - mmengine - INFO - Epoch(train) [165][80/314] lr: 4.5260e-02 eta: 1:59:50 time: 0.3055 data_time: 0.0465 memory: 9706 grad_norm: 1.3514 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.1750 loss: 0.1750 2022/08/05 17:27:35 - mmengine - INFO - Epoch(train) [165][100/314] lr: 4.5190e-02 eta: 1:59:44 time: 0.3163 data_time: 0.0523 memory: 9706 grad_norm: 1.3149 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.2219 loss: 0.2219 2022/08/05 17:27:41 - mmengine - INFO - Epoch(train) [165][120/314] lr: 4.5121e-02 eta: 1:59:38 time: 0.3058 data_time: 0.0469 memory: 9706 grad_norm: 1.2921 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.2079 loss: 0.2079 2022/08/05 17:27:47 - mmengine - INFO - Epoch(train) [165][140/314] lr: 4.5051e-02 eta: 1:59:32 time: 0.3098 data_time: 0.0511 memory: 9706 grad_norm: 1.2733 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.2364 loss: 0.2364 2022/08/05 17:27:54 - mmengine - INFO - Epoch(train) [165][160/314] lr: 4.4981e-02 eta: 1:59:26 time: 0.3083 data_time: 0.0492 memory: 9706 grad_norm: 1.4454 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.2420 loss: 0.2420 2022/08/05 17:28:00 - mmengine - INFO - Epoch(train) [165][180/314] lr: 4.4912e-02 eta: 1:59:20 time: 0.3202 data_time: 0.0548 memory: 9706 grad_norm: 1.2880 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.1963 loss: 0.1963 2022/08/05 17:28:06 - mmengine - INFO - Epoch(train) [165][200/314] lr: 4.4842e-02 eta: 1:59:14 time: 0.3099 data_time: 0.0542 memory: 9706 grad_norm: 1.5019 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.1914 loss: 0.1914 2022/08/05 17:28:12 - mmengine - INFO - Epoch(train) [165][220/314] lr: 4.4773e-02 eta: 1:59:08 time: 0.3100 data_time: 0.0511 memory: 9706 grad_norm: 1.3593 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.2331 loss: 0.2331 2022/08/05 17:28:19 - mmengine - INFO - Epoch(train) [165][240/314] lr: 4.4703e-02 eta: 1:59:02 time: 0.3151 data_time: 0.0517 memory: 9706 grad_norm: 1.4490 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.1979 loss: 0.1979 2022/08/05 17:28:25 - mmengine - INFO - Epoch(train) [165][260/314] lr: 4.4634e-02 eta: 1:58:56 time: 0.3156 data_time: 0.0564 memory: 9706 grad_norm: 1.3515 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.2463 loss: 0.2463 2022/08/05 17:28:31 - mmengine - INFO - Epoch(train) [165][280/314] lr: 4.4564e-02 eta: 1:58:50 time: 0.3146 data_time: 0.0556 memory: 9706 grad_norm: 1.2622 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.1915 loss: 0.1915 2022/08/05 17:28:38 - mmengine - INFO - Epoch(train) [165][300/314] lr: 4.4495e-02 eta: 1:58:44 time: 0.3120 data_time: 0.0501 memory: 9706 grad_norm: 1.3449 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.1793 loss: 0.1793 2022/08/05 17:28:42 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_ntu60_xsub_keypoint_20220805_124409 2022/08/05 17:28:42 - mmengine - INFO - Epoch(train) [165][314/314] lr: 4.4446e-02 eta: 1:58:44 time: 0.2908 data_time: 0.0459 memory: 9706 grad_norm: 1.4559 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.1957 loss: 0.1957 2022/08/05 17:28:42 - mmengine - INFO - Saving checkpoint at 165 epochs 2022/08/05 17:28:50 - mmengine - INFO - Epoch(train) [166][20/314] lr: 4.4377e-02 eta: 1:58:33 time: 0.3440 data_time: 0.0823 memory: 9706 grad_norm: 1.2234 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.1990 loss: 0.1990 2022/08/05 17:28:56 - mmengine - INFO - Epoch(train) [166][40/314] lr: 4.4308e-02 eta: 1:58:27 time: 0.3223 data_time: 0.0518 memory: 9706 grad_norm: 1.2651 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.2195 loss: 0.2195 2022/08/05 17:29:02 - mmengine - INFO - Epoch(train) [166][60/314] lr: 4.4239e-02 eta: 1:58:21 time: 0.3067 data_time: 0.0487 memory: 9706 grad_norm: 1.2409 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.2195 loss: 0.2195 2022/08/05 17:29:08 - mmengine - INFO - Epoch(train) [166][80/314] lr: 4.4169e-02 eta: 1:58:15 time: 0.3073 data_time: 0.0492 memory: 9706 grad_norm: 1.2917 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.1625 loss: 0.1625 2022/08/05 17:29:14 - mmengine - INFO - Epoch(train) [166][100/314] lr: 4.4100e-02 eta: 1:58:09 time: 0.3074 data_time: 0.0504 memory: 9706 grad_norm: 1.3432 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.1955 loss: 0.1955 2022/08/05 17:29:21 - mmengine - INFO - Epoch(train) [166][120/314] lr: 4.4031e-02 eta: 1:58:03 time: 0.3117 data_time: 0.0476 memory: 9706 grad_norm: 1.3416 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.2032 loss: 0.2032 2022/08/05 17:29:27 - mmengine - INFO - Epoch(train) [166][140/314] lr: 4.3962e-02 eta: 1:57:57 time: 0.3140 data_time: 0.0546 memory: 9706 grad_norm: 1.2471 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.1999 loss: 0.1999 2022/08/05 17:29:33 - mmengine - INFO - Epoch(train) [166][160/314] lr: 4.3893e-02 eta: 1:57:51 time: 0.3091 data_time: 0.0508 memory: 9706 grad_norm: 1.3140 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.1969 loss: 0.1969 2022/08/05 17:29:39 - mmengine - INFO - Epoch(train) [166][180/314] lr: 4.3824e-02 eta: 1:57:45 time: 0.3168 data_time: 0.0539 memory: 9706 grad_norm: 1.3572 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.2251 loss: 0.2251 2022/08/05 17:29:42 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_ntu60_xsub_keypoint_20220805_124409 2022/08/05 17:29:46 - mmengine - INFO - Epoch(train) [166][200/314] lr: 4.3755e-02 eta: 1:57:39 time: 0.3083 data_time: 0.0479 memory: 9706 grad_norm: 1.3621 top1_acc: 0.8750 top5_acc: 0.9375 loss_cls: 0.1871 loss: 0.1871 2022/08/05 17:29:52 - mmengine - INFO - Epoch(train) [166][220/314] lr: 4.3686e-02 eta: 1:57:33 time: 0.3080 data_time: 0.0499 memory: 9706 grad_norm: 1.3336 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.1924 loss: 0.1924 2022/08/05 17:29:58 - mmengine - INFO - Epoch(train) [166][240/314] lr: 4.3617e-02 eta: 1:57:27 time: 0.3174 data_time: 0.0515 memory: 9706 grad_norm: 1.3662 top1_acc: 0.8750 top5_acc: 0.9375 loss_cls: 0.2319 loss: 0.2319 2022/08/05 17:30:04 - mmengine - INFO - Epoch(train) [166][260/314] lr: 4.3548e-02 eta: 1:57:21 time: 0.3093 data_time: 0.0515 memory: 9706 grad_norm: 1.4340 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.1934 loss: 0.1934 2022/08/05 17:30:11 - mmengine - INFO - Epoch(train) [166][280/314] lr: 4.3480e-02 eta: 1:57:15 time: 0.3138 data_time: 0.0509 memory: 9706 grad_norm: 1.3594 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.2734 loss: 0.2734 2022/08/05 17:30:17 - mmengine - INFO - Epoch(train) [166][300/314] lr: 4.3411e-02 eta: 1:57:09 time: 0.3171 data_time: 0.0517 memory: 9706 grad_norm: 1.3993 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.1536 loss: 0.1536 2022/08/05 17:30:21 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_ntu60_xsub_keypoint_20220805_124409 2022/08/05 17:30:21 - mmengine - INFO - Epoch(train) [166][314/314] lr: 4.3363e-02 eta: 1:57:09 time: 0.2997 data_time: 0.0459 memory: 9706 grad_norm: 1.3260 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.1783 loss: 0.1783 2022/08/05 17:30:21 - mmengine - INFO - Saving checkpoint at 166 epochs 2022/08/05 17:30:29 - mmengine - INFO - Epoch(train) [167][20/314] lr: 4.3294e-02 eta: 1:56:57 time: 0.3466 data_time: 0.0808 memory: 9706 grad_norm: 1.4500 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.1903 loss: 0.1903 2022/08/05 17:30:35 - mmengine - INFO - Epoch(train) [167][40/314] lr: 4.3225e-02 eta: 1:56:52 time: 0.3172 data_time: 0.0503 memory: 9706 grad_norm: 1.2686 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.1971 loss: 0.1971 2022/08/05 17:30:42 - mmengine - INFO - Epoch(train) [167][60/314] lr: 4.3157e-02 eta: 1:56:46 time: 0.3118 data_time: 0.0498 memory: 9706 grad_norm: 1.1909 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.1523 loss: 0.1523 2022/08/05 17:30:48 - mmengine - INFO - Epoch(train) [167][80/314] lr: 4.3088e-02 eta: 1:56:40 time: 0.3089 data_time: 0.0490 memory: 9706 grad_norm: 1.3475 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.1746 loss: 0.1746 2022/08/05 17:30:54 - mmengine - INFO - Epoch(train) [167][100/314] lr: 4.3020e-02 eta: 1:56:34 time: 0.3136 data_time: 0.0563 memory: 9706 grad_norm: 1.4213 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.2775 loss: 0.2775 2022/08/05 17:31:00 - mmengine - INFO - Epoch(train) [167][120/314] lr: 4.2951e-02 eta: 1:56:28 time: 0.3124 data_time: 0.0515 memory: 9706 grad_norm: 1.3702 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.1815 loss: 0.1815 2022/08/05 17:31:07 - mmengine - INFO - Epoch(train) [167][140/314] lr: 4.2883e-02 eta: 1:56:22 time: 0.3173 data_time: 0.0506 memory: 9706 grad_norm: 1.3648 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.1871 loss: 0.1871 2022/08/05 17:31:13 - mmengine - INFO - Epoch(train) [167][160/314] lr: 4.2814e-02 eta: 1:56:16 time: 0.3070 data_time: 0.0479 memory: 9706 grad_norm: 1.4054 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.2385 loss: 0.2385 2022/08/05 17:31:19 - mmengine - INFO - Epoch(train) [167][180/314] lr: 4.2746e-02 eta: 1:56:10 time: 0.3184 data_time: 0.0545 memory: 9706 grad_norm: 1.3690 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.2270 loss: 0.2270 2022/08/05 17:31:25 - mmengine - INFO - Epoch(train) [167][200/314] lr: 4.2678e-02 eta: 1:56:04 time: 0.3088 data_time: 0.0487 memory: 9706 grad_norm: 1.3095 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.1656 loss: 0.1656 2022/08/05 17:31:32 - mmengine - INFO - Epoch(train) [167][220/314] lr: 4.2609e-02 eta: 1:55:58 time: 0.3077 data_time: 0.0516 memory: 9706 grad_norm: 1.3818 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.2316 loss: 0.2316 2022/08/05 17:31:38 - mmengine - INFO - Epoch(train) [167][240/314] lr: 4.2541e-02 eta: 1:55:52 time: 0.3237 data_time: 0.0497 memory: 9706 grad_norm: 1.2558 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.2013 loss: 0.2013 2022/08/05 17:31:44 - mmengine - INFO - Epoch(train) [167][260/314] lr: 4.2473e-02 eta: 1:55:46 time: 0.3105 data_time: 0.0516 memory: 9706 grad_norm: 1.3544 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.2179 loss: 0.2179 2022/08/05 17:31:50 - mmengine - INFO - Epoch(train) [167][280/314] lr: 4.2405e-02 eta: 1:55:40 time: 0.3078 data_time: 0.0487 memory: 9706 grad_norm: 1.3267 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.2258 loss: 0.2258 2022/08/05 17:31:57 - mmengine - INFO - Epoch(train) [167][300/314] lr: 4.2337e-02 eta: 1:55:34 time: 0.3158 data_time: 0.0528 memory: 9706 grad_norm: 1.2930 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.1610 loss: 0.1610 2022/08/05 17:32:01 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_ntu60_xsub_keypoint_20220805_124409 2022/08/05 17:32:01 - mmengine - INFO - Epoch(train) [167][314/314] lr: 4.2289e-02 eta: 1:55:34 time: 0.2992 data_time: 0.0464 memory: 9706 grad_norm: 1.4432 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.2337 loss: 0.2337 2022/08/05 17:32:01 - mmengine - INFO - Saving checkpoint at 167 epochs 2022/08/05 17:32:09 - mmengine - INFO - Epoch(train) [168][20/314] lr: 4.2221e-02 eta: 1:55:22 time: 0.3554 data_time: 0.0985 memory: 9706 grad_norm: 1.2331 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.1699 loss: 0.1699 2022/08/05 17:32:15 - mmengine - INFO - Epoch(train) [168][40/314] lr: 4.2153e-02 eta: 1:55:16 time: 0.3074 data_time: 0.0488 memory: 9706 grad_norm: 1.3117 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.1605 loss: 0.1605 2022/08/05 17:32:21 - mmengine - INFO - Epoch(train) [168][60/314] lr: 4.2085e-02 eta: 1:55:11 time: 0.3240 data_time: 0.0507 memory: 9706 grad_norm: 1.2729 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.1488 loss: 0.1488 2022/08/05 17:32:28 - mmengine - INFO - Epoch(train) [168][80/314] lr: 4.2017e-02 eta: 1:55:05 time: 0.3108 data_time: 0.0498 memory: 9706 grad_norm: 1.4389 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.2216 loss: 0.2216 2022/08/05 17:32:34 - mmengine - INFO - Epoch(train) [168][100/314] lr: 4.1949e-02 eta: 1:54:59 time: 0.3110 data_time: 0.0560 memory: 9706 grad_norm: 1.2596 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.2098 loss: 0.2098 2022/08/05 17:32:40 - mmengine - INFO - Epoch(train) [168][120/314] lr: 4.1881e-02 eta: 1:54:53 time: 0.3145 data_time: 0.0483 memory: 9706 grad_norm: 1.2231 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.1811 loss: 0.1811 2022/08/05 17:32:46 - mmengine - INFO - Epoch(train) [168][140/314] lr: 4.1813e-02 eta: 1:54:47 time: 0.3066 data_time: 0.0482 memory: 9706 grad_norm: 1.3443 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.1608 loss: 0.1608 2022/08/05 17:32:52 - mmengine - INFO - Epoch(train) [168][160/314] lr: 4.1745e-02 eta: 1:54:41 time: 0.3089 data_time: 0.0512 memory: 9706 grad_norm: 1.3133 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.1672 loss: 0.1672 2022/08/05 17:32:59 - mmengine - INFO - Epoch(train) [168][180/314] lr: 4.1678e-02 eta: 1:54:35 time: 0.3210 data_time: 0.0509 memory: 9706 grad_norm: 1.3855 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.2208 loss: 0.2208 2022/08/05 17:33:05 - mmengine - INFO - Epoch(train) [168][200/314] lr: 4.1610e-02 eta: 1:54:29 time: 0.3071 data_time: 0.0491 memory: 9706 grad_norm: 1.3654 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.1904 loss: 0.1904 2022/08/05 17:33:11 - mmengine - INFO - Epoch(train) [168][220/314] lr: 4.1542e-02 eta: 1:54:23 time: 0.3091 data_time: 0.0493 memory: 9706 grad_norm: 1.3879 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.1862 loss: 0.1862 2022/08/05 17:33:18 - mmengine - INFO - Epoch(train) [168][240/314] lr: 4.1475e-02 eta: 1:54:17 time: 0.3207 data_time: 0.0524 memory: 9706 grad_norm: 1.2479 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.1425 loss: 0.1425 2022/08/05 17:33:24 - mmengine - INFO - Epoch(train) [168][260/314] lr: 4.1407e-02 eta: 1:54:11 time: 0.3088 data_time: 0.0512 memory: 9706 grad_norm: 1.3052 top1_acc: 0.7500 top5_acc: 0.9375 loss_cls: 0.2172 loss: 0.2172 2022/08/05 17:33:30 - mmengine - INFO - Epoch(train) [168][280/314] lr: 4.1340e-02 eta: 1:54:05 time: 0.3072 data_time: 0.0481 memory: 9706 grad_norm: 1.3409 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.1727 loss: 0.1727 2022/08/05 17:33:36 - mmengine - INFO - Epoch(train) [168][300/314] lr: 4.1272e-02 eta: 1:53:59 time: 0.3233 data_time: 0.0530 memory: 9706 grad_norm: 1.1517 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.1727 loss: 0.1727 2022/08/05 17:33:40 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_ntu60_xsub_keypoint_20220805_124409 2022/08/05 17:33:40 - mmengine - INFO - Epoch(train) [168][314/314] lr: 4.1225e-02 eta: 1:53:59 time: 0.3047 data_time: 0.0459 memory: 9706 grad_norm: 1.3059 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.1624 loss: 0.1624 2022/08/05 17:33:40 - mmengine - INFO - Saving checkpoint at 168 epochs 2022/08/05 17:33:49 - mmengine - INFO - Epoch(train) [169][20/314] lr: 4.1157e-02 eta: 1:53:47 time: 0.3443 data_time: 0.0817 memory: 9706 grad_norm: 1.2572 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.1880 loss: 0.1880 2022/08/05 17:33:55 - mmengine - INFO - Epoch(train) [169][40/314] lr: 4.1090e-02 eta: 1:53:41 time: 0.3071 data_time: 0.0509 memory: 9706 grad_norm: 1.2280 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.1485 loss: 0.1485 2022/08/05 17:34:01 - mmengine - INFO - Epoch(train) [169][60/314] lr: 4.1023e-02 eta: 1:53:35 time: 0.3200 data_time: 0.0552 memory: 9706 grad_norm: 1.4232 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.2334 loss: 0.2334 2022/08/05 17:34:07 - mmengine - INFO - Epoch(train) [169][80/314] lr: 4.0955e-02 eta: 1:53:29 time: 0.3113 data_time: 0.0506 memory: 9706 grad_norm: 1.2811 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.2534 loss: 0.2534 2022/08/05 17:34:14 - mmengine - INFO - Epoch(train) [169][100/314] lr: 4.0888e-02 eta: 1:53:24 time: 0.3108 data_time: 0.0525 memory: 9706 grad_norm: 1.3447 top1_acc: 0.8125 top5_acc: 0.9375 loss_cls: 0.2161 loss: 0.2161 2022/08/05 17:34:20 - mmengine - INFO - Epoch(train) [169][120/314] lr: 4.0821e-02 eta: 1:53:18 time: 0.3138 data_time: 0.0530 memory: 9706 grad_norm: 1.2803 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.2341 loss: 0.2341 2022/08/05 17:34:26 - mmengine - INFO - Epoch(train) [169][140/314] lr: 4.0754e-02 eta: 1:53:12 time: 0.3123 data_time: 0.0507 memory: 9706 grad_norm: 1.2874 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.1898 loss: 0.1898 2022/08/05 17:34:32 - mmengine - INFO - Epoch(train) [169][160/314] lr: 4.0687e-02 eta: 1:53:06 time: 0.3152 data_time: 0.0488 memory: 9706 grad_norm: 1.3321 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.1399 loss: 0.1399 2022/08/05 17:34:39 - mmengine - INFO - Epoch(train) [169][180/314] lr: 4.0619e-02 eta: 1:53:00 time: 0.3256 data_time: 0.0512 memory: 9706 grad_norm: 1.1954 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.1377 loss: 0.1377 2022/08/05 17:34:45 - mmengine - INFO - Epoch(train) [169][200/314] lr: 4.0552e-02 eta: 1:52:54 time: 0.3071 data_time: 0.0479 memory: 9706 grad_norm: 1.2656 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.1525 loss: 0.1525 2022/08/05 17:34:51 - mmengine - INFO - Epoch(train) [169][220/314] lr: 4.0485e-02 eta: 1:52:48 time: 0.3111 data_time: 0.0521 memory: 9706 grad_norm: 1.3054 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.1583 loss: 0.1583 2022/08/05 17:34:58 - mmengine - INFO - Epoch(train) [169][240/314] lr: 4.0418e-02 eta: 1:52:42 time: 0.3286 data_time: 0.0500 memory: 9706 grad_norm: 1.3349 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.1601 loss: 0.1601 2022/08/05 17:35:00 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_ntu60_xsub_keypoint_20220805_124409 2022/08/05 17:35:04 - mmengine - INFO - Epoch(train) [169][260/314] lr: 4.0351e-02 eta: 1:52:36 time: 0.3174 data_time: 0.0504 memory: 9706 grad_norm: 1.4033 top1_acc: 0.7500 top5_acc: 1.0000 loss_cls: 0.1778 loss: 0.1778 2022/08/05 17:35:11 - mmengine - INFO - Epoch(train) [169][280/314] lr: 4.0285e-02 eta: 1:52:30 time: 0.3168 data_time: 0.0503 memory: 9706 grad_norm: 1.2851 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.2619 loss: 0.2619 2022/08/05 17:35:17 - mmengine - INFO - Epoch(train) [169][300/314] lr: 4.0218e-02 eta: 1:52:24 time: 0.3145 data_time: 0.0541 memory: 9706 grad_norm: 1.3911 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.1653 loss: 0.1653 2022/08/05 17:35:21 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_ntu60_xsub_keypoint_20220805_124409 2022/08/05 17:35:21 - mmengine - INFO - Epoch(train) [169][314/314] lr: 4.0171e-02 eta: 1:52:24 time: 0.2986 data_time: 0.0498 memory: 9706 grad_norm: 1.4682 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.1735 loss: 0.1735 2022/08/05 17:35:21 - mmengine - INFO - Saving checkpoint at 169 epochs 2022/08/05 17:35:29 - mmengine - INFO - Epoch(train) [170][20/314] lr: 4.0104e-02 eta: 1:52:13 time: 0.3540 data_time: 0.0867 memory: 9706 grad_norm: 1.3684 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.1821 loss: 0.1821 2022/08/05 17:35:35 - mmengine - INFO - Epoch(train) [170][40/314] lr: 4.0037e-02 eta: 1:52:07 time: 0.3095 data_time: 0.0489 memory: 9706 grad_norm: 1.3610 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.2013 loss: 0.2013 2022/08/05 17:35:42 - mmengine - INFO - Epoch(train) [170][60/314] lr: 3.9971e-02 eta: 1:52:01 time: 0.3289 data_time: 0.0518 memory: 9706 grad_norm: 1.3554 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.1764 loss: 0.1764 2022/08/05 17:35:48 - mmengine - INFO - Epoch(train) [170][80/314] lr: 3.9904e-02 eta: 1:51:55 time: 0.3109 data_time: 0.0507 memory: 9706 grad_norm: 1.2613 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.1771 loss: 0.1771 2022/08/05 17:35:54 - mmengine - INFO - Epoch(train) [170][100/314] lr: 3.9837e-02 eta: 1:51:49 time: 0.3102 data_time: 0.0512 memory: 9706 grad_norm: 1.3661 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.1736 loss: 0.1736 2022/08/05 17:36:01 - mmengine - INFO - Epoch(train) [170][120/314] lr: 3.9771e-02 eta: 1:51:43 time: 0.3228 data_time: 0.0513 memory: 9706 grad_norm: 1.3305 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.2226 loss: 0.2226 2022/08/05 17:36:07 - mmengine - INFO - Epoch(train) [170][140/314] lr: 3.9704e-02 eta: 1:51:37 time: 0.3096 data_time: 0.0528 memory: 9706 grad_norm: 1.2092 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.1379 loss: 0.1379 2022/08/05 17:36:13 - mmengine - INFO - Epoch(train) [170][160/314] lr: 3.9638e-02 eta: 1:51:31 time: 0.3096 data_time: 0.0494 memory: 9706 grad_norm: 1.3467 top1_acc: 0.8125 top5_acc: 0.9375 loss_cls: 0.2003 loss: 0.2003 2022/08/05 17:36:19 - mmengine - INFO - Epoch(train) [170][180/314] lr: 3.9571e-02 eta: 1:51:25 time: 0.3173 data_time: 0.0527 memory: 9706 grad_norm: 1.3556 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.1906 loss: 0.1906 2022/08/05 17:36:25 - mmengine - INFO - Epoch(train) [170][200/314] lr: 3.9505e-02 eta: 1:51:19 time: 0.3083 data_time: 0.0492 memory: 9706 grad_norm: 1.3769 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.1964 loss: 0.1964 2022/08/05 17:36:32 - mmengine - INFO - Epoch(train) [170][220/314] lr: 3.9439e-02 eta: 1:51:13 time: 0.3085 data_time: 0.0506 memory: 9706 grad_norm: 1.4233 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.1558 loss: 0.1558 2022/08/05 17:36:38 - mmengine - INFO - Epoch(train) [170][240/314] lr: 3.9372e-02 eta: 1:51:07 time: 0.3141 data_time: 0.0497 memory: 9706 grad_norm: 1.3474 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.1883 loss: 0.1883 2022/08/05 17:36:44 - mmengine - INFO - Epoch(train) [170][260/314] lr: 3.9306e-02 eta: 1:51:01 time: 0.3110 data_time: 0.0520 memory: 9706 grad_norm: 1.4354 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.2357 loss: 0.2357 2022/08/05 17:36:50 - mmengine - INFO - Epoch(train) [170][280/314] lr: 3.9240e-02 eta: 1:50:55 time: 0.3078 data_time: 0.0489 memory: 9706 grad_norm: 1.4146 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.1476 loss: 0.1476 2022/08/05 17:36:57 - mmengine - INFO - Epoch(train) [170][300/314] lr: 3.9173e-02 eta: 1:50:49 time: 0.3226 data_time: 0.0525 memory: 9706 grad_norm: 1.4887 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.1862 loss: 0.1862 2022/08/05 17:37:01 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_ntu60_xsub_keypoint_20220805_124409 2022/08/05 17:37:01 - mmengine - INFO - Epoch(train) [170][314/314] lr: 3.9127e-02 eta: 1:50:49 time: 0.3054 data_time: 0.0468 memory: 9706 grad_norm: 1.5649 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.2483 loss: 0.2483 2022/08/05 17:37:01 - mmengine - INFO - Saving checkpoint at 170 epochs 2022/08/05 17:37:09 - mmengine - INFO - Epoch(val) [170][20/129] eta: 0:00:37 time: 0.3463 data_time: 0.1895 memory: 1867 2022/08/05 17:37:13 - mmengine - INFO - Epoch(val) [170][40/129] eta: 0:00:21 time: 0.2378 data_time: 0.0839 memory: 1867 2022/08/05 17:37:19 - mmengine - INFO - Epoch(val) [170][60/129] eta: 0:00:18 time: 0.2625 data_time: 0.0949 memory: 1867 2022/08/05 17:37:24 - mmengine - INFO - Epoch(val) [170][80/129] eta: 0:00:12 time: 0.2557 data_time: 0.0979 memory: 1867 2022/08/05 17:37:29 - mmengine - INFO - Epoch(val) [170][100/129] eta: 0:00:06 time: 0.2401 data_time: 0.0827 memory: 1867 2022/08/05 17:37:33 - mmengine - INFO - Epoch(val) [170][120/129] eta: 0:00:01 time: 0.2081 data_time: 0.0620 memory: 1867 2022/08/05 17:37:35 - mmengine - INFO - Epoch(val) [170][129/129] acc/top1: 0.9051 acc/top5: 0.9934 acc/mean1: 0.9050 2022/08/05 17:37:35 - mmengine - INFO - The previous best checkpoint /mnt/lustre/daiwenxun/X/mmaction2/work_dirs/slowonly_r50_u48_240e_8xb16_ntu60_xsub_keypoint/best_acc/top1_epoch_161.pth is removed 2022/08/05 17:37:36 - mmengine - INFO - The best checkpoint with 0.9051 acc/top1 at 171 epoch is saved to best_acc/top1_epoch_171.pth. 2022/08/05 17:37:43 - mmengine - INFO - Epoch(train) [171][20/314] lr: 3.9061e-02 eta: 1:50:38 time: 0.3627 data_time: 0.0933 memory: 9706 grad_norm: 1.3831 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.1968 loss: 0.1968 2022/08/05 17:37:50 - mmengine - INFO - Epoch(train) [171][40/314] lr: 3.8995e-02 eta: 1:50:32 time: 0.3113 data_time: 0.0508 memory: 9706 grad_norm: 1.3858 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.1931 loss: 0.1931 2022/08/05 17:37:56 - mmengine - INFO - Epoch(train) [171][60/314] lr: 3.8929e-02 eta: 1:50:26 time: 0.3107 data_time: 0.0510 memory: 9706 grad_norm: 1.4098 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.1766 loss: 0.1766 2022/08/05 17:38:02 - mmengine - INFO - Epoch(train) [171][80/314] lr: 3.8863e-02 eta: 1:50:20 time: 0.3152 data_time: 0.0487 memory: 9706 grad_norm: 1.2963 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.2082 loss: 0.2082 2022/08/05 17:38:08 - mmengine - INFO - Epoch(train) [171][100/314] lr: 3.8797e-02 eta: 1:50:14 time: 0.3117 data_time: 0.0516 memory: 9706 grad_norm: 1.3047 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.1166 loss: 0.1166 2022/08/05 17:38:14 - mmengine - INFO - Epoch(train) [171][120/314] lr: 3.8731e-02 eta: 1:50:08 time: 0.3090 data_time: 0.0485 memory: 9706 grad_norm: 1.3956 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.2034 loss: 0.2034 2022/08/05 17:38:21 - mmengine - INFO - Epoch(train) [171][140/314] lr: 3.8665e-02 eta: 1:50:02 time: 0.3164 data_time: 0.0517 memory: 9706 grad_norm: 1.3096 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.1597 loss: 0.1597 2022/08/05 17:38:27 - mmengine - INFO - Epoch(train) [171][160/314] lr: 3.8599e-02 eta: 1:49:56 time: 0.3136 data_time: 0.0512 memory: 9706 grad_norm: 1.3927 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.1393 loss: 0.1393 2022/08/05 17:38:33 - mmengine - INFO - Epoch(train) [171][180/314] lr: 3.8534e-02 eta: 1:49:50 time: 0.3119 data_time: 0.0529 memory: 9706 grad_norm: 1.2617 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.1728 loss: 0.1728 2022/08/05 17:38:40 - mmengine - INFO - Epoch(train) [171][200/314] lr: 3.8468e-02 eta: 1:49:44 time: 0.3126 data_time: 0.0500 memory: 9706 grad_norm: 1.3380 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.1628 loss: 0.1628 2022/08/05 17:38:46 - mmengine - INFO - Epoch(train) [171][220/314] lr: 3.8402e-02 eta: 1:49:38 time: 0.3070 data_time: 0.0494 memory: 9706 grad_norm: 1.3406 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.1297 loss: 0.1297 2022/08/05 17:38:52 - mmengine - INFO - Epoch(train) [171][240/314] lr: 3.8336e-02 eta: 1:49:32 time: 0.3087 data_time: 0.0494 memory: 9706 grad_norm: 1.4128 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.1962 loss: 0.1962 2022/08/05 17:38:58 - mmengine - INFO - Epoch(train) [171][260/314] lr: 3.8271e-02 eta: 1:49:26 time: 0.3168 data_time: 0.0504 memory: 9706 grad_norm: 1.3150 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.1925 loss: 0.1925 2022/08/05 17:39:04 - mmengine - INFO - Epoch(train) [171][280/314] lr: 3.8205e-02 eta: 1:49:20 time: 0.3091 data_time: 0.0481 memory: 9706 grad_norm: 1.4193 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.1801 loss: 0.1801 2022/08/05 17:39:11 - mmengine - INFO - Epoch(train) [171][300/314] lr: 3.8140e-02 eta: 1:49:14 time: 0.3112 data_time: 0.0527 memory: 9706 grad_norm: 1.4198 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.1565 loss: 0.1565 2022/08/05 17:39:15 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_ntu60_xsub_keypoint_20220805_124409 2022/08/05 17:39:15 - mmengine - INFO - Epoch(train) [171][314/314] lr: 3.8094e-02 eta: 1:49:14 time: 0.2910 data_time: 0.0433 memory: 9706 grad_norm: 1.5978 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.1695 loss: 0.1695 2022/08/05 17:39:15 - mmengine - INFO - Saving checkpoint at 171 epochs 2022/08/05 17:39:23 - mmengine - INFO - Epoch(train) [172][20/314] lr: 3.8028e-02 eta: 1:49:03 time: 0.3466 data_time: 0.0851 memory: 9706 grad_norm: 1.4236 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.1620 loss: 0.1620 2022/08/05 17:39:29 - mmengine - INFO - Epoch(train) [172][40/314] lr: 3.7963e-02 eta: 1:48:57 time: 0.3272 data_time: 0.0508 memory: 9706 grad_norm: 1.3156 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.1767 loss: 0.1767 2022/08/05 17:39:35 - mmengine - INFO - Epoch(train) [172][60/314] lr: 3.7898e-02 eta: 1:48:51 time: 0.3087 data_time: 0.0502 memory: 9706 grad_norm: 1.2812 top1_acc: 0.8125 top5_acc: 0.9375 loss_cls: 0.1267 loss: 0.1267 2022/08/05 17:39:41 - mmengine - INFO - Epoch(train) [172][80/314] lr: 3.7832e-02 eta: 1:48:45 time: 0.3065 data_time: 0.0464 memory: 9706 grad_norm: 1.3081 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.1852 loss: 0.1852 2022/08/05 17:39:48 - mmengine - INFO - Epoch(train) [172][100/314] lr: 3.7767e-02 eta: 1:48:39 time: 0.3225 data_time: 0.0517 memory: 9706 grad_norm: 1.3496 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.1766 loss: 0.1766 2022/08/05 17:39:54 - mmengine - INFO - Epoch(train) [172][120/314] lr: 3.7702e-02 eta: 1:48:33 time: 0.3164 data_time: 0.0468 memory: 9706 grad_norm: 1.4398 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.1464 loss: 0.1464 2022/08/05 17:40:00 - mmengine - INFO - Epoch(train) [172][140/314] lr: 3.7637e-02 eta: 1:48:27 time: 0.3089 data_time: 0.0506 memory: 9706 grad_norm: 1.3330 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.2033 loss: 0.2033 2022/08/05 17:40:07 - mmengine - INFO - Epoch(train) [172][160/314] lr: 3.7571e-02 eta: 1:48:21 time: 0.3117 data_time: 0.0497 memory: 9706 grad_norm: 1.2933 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.1738 loss: 0.1738 2022/08/05 17:40:13 - mmengine - INFO - Epoch(train) [172][180/314] lr: 3.7506e-02 eta: 1:48:15 time: 0.3072 data_time: 0.0506 memory: 9706 grad_norm: 1.3555 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.1811 loss: 0.1811 2022/08/05 17:40:19 - mmengine - INFO - Epoch(train) [172][200/314] lr: 3.7441e-02 eta: 1:48:09 time: 0.3138 data_time: 0.0488 memory: 9706 grad_norm: 1.4248 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.2403 loss: 0.2403 2022/08/05 17:40:25 - mmengine - INFO - Epoch(train) [172][220/314] lr: 3.7376e-02 eta: 1:48:03 time: 0.3096 data_time: 0.0485 memory: 9706 grad_norm: 1.3623 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.1973 loss: 0.1973 2022/08/05 17:40:32 - mmengine - INFO - Epoch(train) [172][240/314] lr: 3.7311e-02 eta: 1:47:57 time: 0.3188 data_time: 0.0492 memory: 9706 grad_norm: 1.4003 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.2155 loss: 0.2155 2022/08/05 17:40:38 - mmengine - INFO - Epoch(train) [172][260/314] lr: 3.7246e-02 eta: 1:47:51 time: 0.3101 data_time: 0.0521 memory: 9706 grad_norm: 1.3402 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.2014 loss: 0.2014 2022/08/05 17:40:44 - mmengine - INFO - Epoch(train) [172][280/314] lr: 3.7181e-02 eta: 1:47:45 time: 0.3075 data_time: 0.0484 memory: 9706 grad_norm: 1.2184 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.1405 loss: 0.1405 2022/08/05 17:40:51 - mmengine - INFO - Epoch(train) [172][300/314] lr: 3.7117e-02 eta: 1:47:39 time: 0.3259 data_time: 0.0517 memory: 9706 grad_norm: 1.2506 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.1890 loss: 0.1890 2022/08/05 17:40:52 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_ntu60_xsub_keypoint_20220805_124409 2022/08/05 17:40:55 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_ntu60_xsub_keypoint_20220805_124409 2022/08/05 17:40:55 - mmengine - INFO - Epoch(train) [172][314/314] lr: 3.7071e-02 eta: 1:47:39 time: 0.2901 data_time: 0.0446 memory: 9706 grad_norm: 1.4741 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.2374 loss: 0.2374 2022/08/05 17:40:55 - mmengine - INFO - Saving checkpoint at 172 epochs 2022/08/05 17:41:02 - mmengine - INFO - Epoch(train) [173][20/314] lr: 3.7006e-02 eta: 1:47:28 time: 0.3459 data_time: 0.0846 memory: 9706 grad_norm: 1.4098 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.2001 loss: 0.2001 2022/08/05 17:41:09 - mmengine - INFO - Epoch(train) [173][40/314] lr: 3.6942e-02 eta: 1:47:22 time: 0.3310 data_time: 0.0502 memory: 9706 grad_norm: 1.3450 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.1984 loss: 0.1984 2022/08/05 17:41:15 - mmengine - INFO - Epoch(train) [173][60/314] lr: 3.6877e-02 eta: 1:47:16 time: 0.3089 data_time: 0.0505 memory: 9706 grad_norm: 1.2453 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.1070 loss: 0.1070 2022/08/05 17:41:21 - mmengine - INFO - Epoch(train) [173][80/314] lr: 3.6812e-02 eta: 1:47:10 time: 0.3079 data_time: 0.0476 memory: 9706 grad_norm: 1.3209 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.1397 loss: 0.1397 2022/08/05 17:41:28 - mmengine - INFO - Epoch(train) [173][100/314] lr: 3.6748e-02 eta: 1:47:04 time: 0.3120 data_time: 0.0526 memory: 9706 grad_norm: 1.4056 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.1713 loss: 0.1713 2022/08/05 17:41:34 - mmengine - INFO - Epoch(train) [173][120/314] lr: 3.6683e-02 eta: 1:46:58 time: 0.3072 data_time: 0.0481 memory: 9706 grad_norm: 1.2972 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.1885 loss: 0.1885 2022/08/05 17:41:40 - mmengine - INFO - Epoch(train) [173][140/314] lr: 3.6619e-02 eta: 1:46:52 time: 0.3100 data_time: 0.0520 memory: 9706 grad_norm: 1.4396 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.1354 loss: 0.1354 2022/08/05 17:41:46 - mmengine - INFO - Epoch(train) [173][160/314] lr: 3.6554e-02 eta: 1:46:46 time: 0.3083 data_time: 0.0476 memory: 9706 grad_norm: 1.3131 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.1388 loss: 0.1388 2022/08/05 17:41:52 - mmengine - INFO - Epoch(train) [173][180/314] lr: 3.6490e-02 eta: 1:46:40 time: 0.3143 data_time: 0.0523 memory: 9706 grad_norm: 1.3770 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.1907 loss: 0.1907 2022/08/05 17:41:59 - mmengine - INFO - Epoch(train) [173][200/314] lr: 3.6425e-02 eta: 1:46:34 time: 0.3168 data_time: 0.0498 memory: 9706 grad_norm: 1.3288 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.1581 loss: 0.1581 2022/08/05 17:42:05 - mmengine - INFO - Epoch(train) [173][220/314] lr: 3.6361e-02 eta: 1:46:28 time: 0.3082 data_time: 0.0506 memory: 9706 grad_norm: 1.4111 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.1668 loss: 0.1668 2022/08/05 17:42:11 - mmengine - INFO - Epoch(train) [173][240/314] lr: 3.6297e-02 eta: 1:46:22 time: 0.3220 data_time: 0.0482 memory: 9706 grad_norm: 1.2667 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.1683 loss: 0.1683 2022/08/05 17:42:18 - mmengine - INFO - Epoch(train) [173][260/314] lr: 3.6233e-02 eta: 1:46:16 time: 0.3111 data_time: 0.0508 memory: 9706 grad_norm: 1.2777 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.1372 loss: 0.1372 2022/08/05 17:42:24 - mmengine - INFO - Epoch(train) [173][280/314] lr: 3.6168e-02 eta: 1:46:10 time: 0.3080 data_time: 0.0495 memory: 9706 grad_norm: 1.3710 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.1400 loss: 0.1400 2022/08/05 17:42:30 - mmengine - INFO - Epoch(train) [173][300/314] lr: 3.6104e-02 eta: 1:46:04 time: 0.3130 data_time: 0.0518 memory: 9706 grad_norm: 1.4475 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.2161 loss: 0.2161 2022/08/05 17:42:34 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_ntu60_xsub_keypoint_20220805_124409 2022/08/05 17:42:34 - mmengine - INFO - Epoch(train) [173][314/314] lr: 3.6059e-02 eta: 1:46:04 time: 0.2941 data_time: 0.0477 memory: 9706 grad_norm: 1.4708 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.1957 loss: 0.1957 2022/08/05 17:42:34 - mmengine - INFO - Saving checkpoint at 173 epochs 2022/08/05 17:42:42 - mmengine - INFO - Epoch(train) [174][20/314] lr: 3.5995e-02 eta: 1:45:53 time: 0.3532 data_time: 0.0895 memory: 9706 grad_norm: 1.3185 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.1739 loss: 0.1739 2022/08/05 17:42:49 - mmengine - INFO - Epoch(train) [174][40/314] lr: 3.5931e-02 eta: 1:45:47 time: 0.3295 data_time: 0.0486 memory: 9706 grad_norm: 1.5329 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.1647 loss: 0.1647 2022/08/05 17:42:55 - mmengine - INFO - Epoch(train) [174][60/314] lr: 3.5867e-02 eta: 1:45:41 time: 0.3091 data_time: 0.0513 memory: 9706 grad_norm: 1.3421 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.2096 loss: 0.2096 2022/08/05 17:43:01 - mmengine - INFO - Epoch(train) [174][80/314] lr: 3.5803e-02 eta: 1:45:35 time: 0.3096 data_time: 0.0495 memory: 9706 grad_norm: 1.3812 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.1283 loss: 0.1283 2022/08/05 17:43:07 - mmengine - INFO - Epoch(train) [174][100/314] lr: 3.5739e-02 eta: 1:45:29 time: 0.3128 data_time: 0.0501 memory: 9706 grad_norm: 1.2842 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.1278 loss: 0.1278 2022/08/05 17:43:13 - mmengine - INFO - Epoch(train) [174][120/314] lr: 3.5675e-02 eta: 1:45:23 time: 0.3052 data_time: 0.0461 memory: 9706 grad_norm: 1.5129 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.1833 loss: 0.1833 2022/08/05 17:43:20 - mmengine - INFO - Epoch(train) [174][140/314] lr: 3.5612e-02 eta: 1:45:17 time: 0.3099 data_time: 0.0519 memory: 9706 grad_norm: 1.4177 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.1718 loss: 0.1718 2022/08/05 17:43:26 - mmengine - INFO - Epoch(train) [174][160/314] lr: 3.5548e-02 eta: 1:45:11 time: 0.3073 data_time: 0.0497 memory: 9706 grad_norm: 1.4304 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.1803 loss: 0.1803 2022/08/05 17:43:32 - mmengine - INFO - Epoch(train) [174][180/314] lr: 3.5484e-02 eta: 1:45:05 time: 0.3273 data_time: 0.0582 memory: 9706 grad_norm: 1.4185 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.1647 loss: 0.1647 2022/08/05 17:43:39 - mmengine - INFO - Epoch(train) [174][200/314] lr: 3.5420e-02 eta: 1:44:59 time: 0.3102 data_time: 0.0497 memory: 9706 grad_norm: 1.4080 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.1825 loss: 0.1825 2022/08/05 17:43:45 - mmengine - INFO - Epoch(train) [174][220/314] lr: 3.5357e-02 eta: 1:44:53 time: 0.3112 data_time: 0.0512 memory: 9706 grad_norm: 1.4267 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.1778 loss: 0.1778 2022/08/05 17:43:51 - mmengine - INFO - Epoch(train) [174][240/314] lr: 3.5293e-02 eta: 1:44:47 time: 0.3119 data_time: 0.0477 memory: 9706 grad_norm: 1.3003 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.1770 loss: 0.1770 2022/08/05 17:43:57 - mmengine - INFO - Epoch(train) [174][260/314] lr: 3.5230e-02 eta: 1:44:41 time: 0.3099 data_time: 0.0505 memory: 9706 grad_norm: 1.4414 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.2293 loss: 0.2293 2022/08/05 17:44:03 - mmengine - INFO - Epoch(train) [174][280/314] lr: 3.5166e-02 eta: 1:44:35 time: 0.3048 data_time: 0.0484 memory: 9706 grad_norm: 1.3400 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.1475 loss: 0.1475 2022/08/05 17:44:10 - mmengine - INFO - Epoch(train) [174][300/314] lr: 3.5103e-02 eta: 1:44:29 time: 0.3117 data_time: 0.0520 memory: 9706 grad_norm: 1.4021 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.1926 loss: 0.1926 2022/08/05 17:44:14 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_ntu60_xsub_keypoint_20220805_124409 2022/08/05 17:44:14 - mmengine - INFO - Epoch(train) [174][314/314] lr: 3.5058e-02 eta: 1:44:29 time: 0.2939 data_time: 0.0467 memory: 9706 grad_norm: 1.4161 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.1976 loss: 0.1976 2022/08/05 17:44:14 - mmengine - INFO - Saving checkpoint at 174 epochs 2022/08/05 17:44:22 - mmengine - INFO - Epoch(train) [175][20/314] lr: 3.4995e-02 eta: 1:44:17 time: 0.3449 data_time: 0.0822 memory: 9706 grad_norm: 1.2744 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.1370 loss: 0.1370 2022/08/05 17:44:28 - mmengine - INFO - Epoch(train) [175][40/314] lr: 3.4932e-02 eta: 1:44:11 time: 0.3143 data_time: 0.0509 memory: 9706 grad_norm: 1.2701 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.1293 loss: 0.1293 2022/08/05 17:44:34 - mmengine - INFO - Epoch(train) [175][60/314] lr: 3.4868e-02 eta: 1:44:05 time: 0.3074 data_time: 0.0498 memory: 9706 grad_norm: 1.2512 top1_acc: 0.8125 top5_acc: 0.9375 loss_cls: 0.1848 loss: 0.1848 2022/08/05 17:44:40 - mmengine - INFO - Epoch(train) [175][80/314] lr: 3.4805e-02 eta: 1:43:59 time: 0.3055 data_time: 0.0473 memory: 9706 grad_norm: 1.4592 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.2110 loss: 0.2110 2022/08/05 17:44:46 - mmengine - INFO - Epoch(train) [175][100/314] lr: 3.4742e-02 eta: 1:43:54 time: 0.3160 data_time: 0.0540 memory: 9706 grad_norm: 1.3957 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.1481 loss: 0.1481 2022/08/05 17:44:53 - mmengine - INFO - Epoch(train) [175][120/314] lr: 3.4679e-02 eta: 1:43:48 time: 0.3174 data_time: 0.0509 memory: 9706 grad_norm: 1.4678 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.1870 loss: 0.1870 2022/08/05 17:44:59 - mmengine - INFO - Epoch(train) [175][140/314] lr: 3.4616e-02 eta: 1:43:42 time: 0.3091 data_time: 0.0504 memory: 9706 grad_norm: 1.3459 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.1658 loss: 0.1658 2022/08/05 17:45:05 - mmengine - INFO - Epoch(train) [175][160/314] lr: 3.4553e-02 eta: 1:43:36 time: 0.3080 data_time: 0.0490 memory: 9706 grad_norm: 1.4153 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.1841 loss: 0.1841 2022/08/05 17:45:11 - mmengine - INFO - Epoch(train) [175][180/314] lr: 3.4490e-02 eta: 1:43:30 time: 0.3184 data_time: 0.0527 memory: 9706 grad_norm: 1.3494 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.1800 loss: 0.1800 2022/08/05 17:45:18 - mmengine - INFO - Epoch(train) [175][200/314] lr: 3.4427e-02 eta: 1:43:24 time: 0.3064 data_time: 0.0487 memory: 9706 grad_norm: 1.3780 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.1872 loss: 0.1872 2022/08/05 17:45:24 - mmengine - INFO - Epoch(train) [175][220/314] lr: 3.4364e-02 eta: 1:43:18 time: 0.3080 data_time: 0.0496 memory: 9706 grad_norm: 1.3059 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.1954 loss: 0.1954 2022/08/05 17:45:30 - mmengine - INFO - Epoch(train) [175][240/314] lr: 3.4301e-02 eta: 1:43:12 time: 0.3131 data_time: 0.0495 memory: 9706 grad_norm: 1.2313 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.1547 loss: 0.1547 2022/08/05 17:45:36 - mmengine - INFO - Epoch(train) [175][260/314] lr: 3.4238e-02 eta: 1:43:06 time: 0.3080 data_time: 0.0513 memory: 9706 grad_norm: 1.3949 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.1425 loss: 0.1425 2022/08/05 17:45:42 - mmengine - INFO - Epoch(train) [175][280/314] lr: 3.4175e-02 eta: 1:43:00 time: 0.3081 data_time: 0.0491 memory: 9706 grad_norm: 1.5444 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.1762 loss: 0.1762 2022/08/05 17:45:49 - mmengine - INFO - Epoch(train) [175][300/314] lr: 3.4112e-02 eta: 1:42:54 time: 0.3491 data_time: 0.0518 memory: 9706 grad_norm: 1.3738 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.1665 loss: 0.1665 2022/08/05 17:45:53 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_ntu60_xsub_keypoint_20220805_124409 2022/08/05 17:45:53 - mmengine - INFO - Epoch(train) [175][314/314] lr: 3.4069e-02 eta: 1:42:54 time: 0.2907 data_time: 0.0445 memory: 9706 grad_norm: 1.3369 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.1376 loss: 0.1376 2022/08/05 17:45:53 - mmengine - INFO - Saving checkpoint at 175 epochs 2022/08/05 17:46:01 - mmengine - INFO - Epoch(train) [176][20/314] lr: 3.4006e-02 eta: 1:42:42 time: 0.3471 data_time: 0.0839 memory: 9706 grad_norm: 1.5350 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.1981 loss: 0.1981 2022/08/05 17:46:08 - mmengine - INFO - Epoch(train) [176][40/314] lr: 3.3943e-02 eta: 1:42:36 time: 0.3117 data_time: 0.0505 memory: 9706 grad_norm: 1.3648 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.1681 loss: 0.1681 2022/08/05 17:46:11 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_ntu60_xsub_keypoint_20220805_124409 2022/08/05 17:46:14 - mmengine - INFO - Epoch(train) [176][60/314] lr: 3.3881e-02 eta: 1:42:31 time: 0.3142 data_time: 0.0524 memory: 9706 grad_norm: 1.3070 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.1723 loss: 0.1723 2022/08/05 17:46:20 - mmengine - INFO - Epoch(train) [176][80/314] lr: 3.3818e-02 eta: 1:42:25 time: 0.3072 data_time: 0.0469 memory: 9706 grad_norm: 1.3704 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.1627 loss: 0.1627 2022/08/05 17:46:26 - mmengine - INFO - Epoch(train) [176][100/314] lr: 3.3756e-02 eta: 1:42:19 time: 0.3105 data_time: 0.0485 memory: 9706 grad_norm: 1.3620 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.1255 loss: 0.1255 2022/08/05 17:46:33 - mmengine - INFO - Epoch(train) [176][120/314] lr: 3.3693e-02 eta: 1:42:13 time: 0.3413 data_time: 0.0491 memory: 9706 grad_norm: 1.2255 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.1424 loss: 0.1424 2022/08/05 17:46:39 - mmengine - INFO - Epoch(train) [176][140/314] lr: 3.3631e-02 eta: 1:42:07 time: 0.3118 data_time: 0.0527 memory: 9706 grad_norm: 1.3149 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.1716 loss: 0.1716 2022/08/05 17:46:45 - mmengine - INFO - Epoch(train) [176][160/314] lr: 3.3569e-02 eta: 1:42:01 time: 0.3091 data_time: 0.0502 memory: 9706 grad_norm: 1.4040 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.1736 loss: 0.1736 2022/08/05 17:46:52 - mmengine - INFO - Epoch(train) [176][180/314] lr: 3.3506e-02 eta: 1:41:55 time: 0.3197 data_time: 0.0516 memory: 9706 grad_norm: 1.4572 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.2060 loss: 0.2060 2022/08/05 17:46:58 - mmengine - INFO - Epoch(train) [176][200/314] lr: 3.3444e-02 eta: 1:41:49 time: 0.3094 data_time: 0.0486 memory: 9706 grad_norm: 1.3452 top1_acc: 0.8125 top5_acc: 0.9375 loss_cls: 0.1351 loss: 0.1351 2022/08/05 17:47:04 - mmengine - INFO - Epoch(train) [176][220/314] lr: 3.3382e-02 eta: 1:41:43 time: 0.3080 data_time: 0.0495 memory: 9706 grad_norm: 1.3968 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.1732 loss: 0.1732 2022/08/05 17:47:10 - mmengine - INFO - Epoch(train) [176][240/314] lr: 3.3320e-02 eta: 1:41:37 time: 0.3082 data_time: 0.0489 memory: 9706 grad_norm: 1.4122 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.1698 loss: 0.1698 2022/08/05 17:47:17 - mmengine - INFO - Epoch(train) [176][260/314] lr: 3.3258e-02 eta: 1:41:31 time: 0.3068 data_time: 0.0498 memory: 9706 grad_norm: 1.4090 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.1765 loss: 0.1765 2022/08/05 17:47:23 - mmengine - INFO - Epoch(train) [176][280/314] lr: 3.3195e-02 eta: 1:41:25 time: 0.3218 data_time: 0.0508 memory: 9706 grad_norm: 1.3868 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.1314 loss: 0.1314 2022/08/05 17:47:29 - mmengine - INFO - Epoch(train) [176][300/314] lr: 3.3133e-02 eta: 1:41:19 time: 0.3107 data_time: 0.0520 memory: 9706 grad_norm: 1.3699 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.1623 loss: 0.1623 2022/08/05 17:47:33 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_ntu60_xsub_keypoint_20220805_124409 2022/08/05 17:47:33 - mmengine - INFO - Epoch(train) [176][314/314] lr: 3.3090e-02 eta: 1:41:19 time: 0.2916 data_time: 0.0451 memory: 9706 grad_norm: 1.6457 top1_acc: 0.5000 top5_acc: 1.0000 loss_cls: 0.1674 loss: 0.1674 2022/08/05 17:47:33 - mmengine - INFO - Saving checkpoint at 176 epochs 2022/08/05 17:47:41 - mmengine - INFO - Epoch(train) [177][20/314] lr: 3.3028e-02 eta: 1:41:08 time: 0.3537 data_time: 0.0871 memory: 9706 grad_norm: 1.4073 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.1734 loss: 0.1734 2022/08/05 17:47:48 - mmengine - INFO - Epoch(train) [177][40/314] lr: 3.2966e-02 eta: 1:41:02 time: 0.3178 data_time: 0.0517 memory: 9706 grad_norm: 1.3289 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.1782 loss: 0.1782 2022/08/05 17:47:54 - mmengine - INFO - Epoch(train) [177][60/314] lr: 3.2904e-02 eta: 1:40:56 time: 0.3072 data_time: 0.0498 memory: 9706 grad_norm: 1.3278 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.1767 loss: 0.1767 2022/08/05 17:48:00 - mmengine - INFO - Epoch(train) [177][80/314] lr: 3.2843e-02 eta: 1:40:50 time: 0.3132 data_time: 0.0508 memory: 9706 grad_norm: 1.2560 top1_acc: 0.8750 top5_acc: 0.9375 loss_cls: 0.1656 loss: 0.1656 2022/08/05 17:48:06 - mmengine - INFO - Epoch(train) [177][100/314] lr: 3.2781e-02 eta: 1:40:44 time: 0.3109 data_time: 0.0554 memory: 9706 grad_norm: 1.3994 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.2128 loss: 0.2128 2022/08/05 17:48:13 - mmengine - INFO - Epoch(train) [177][120/314] lr: 3.2719e-02 eta: 1:40:38 time: 0.3226 data_time: 0.0548 memory: 9706 grad_norm: 1.2812 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.1666 loss: 0.1666 2022/08/05 17:48:19 - mmengine - INFO - Epoch(train) [177][140/314] lr: 3.2657e-02 eta: 1:40:32 time: 0.3104 data_time: 0.0518 memory: 9706 grad_norm: 1.2578 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.1430 loss: 0.1430 2022/08/05 17:48:25 - mmengine - INFO - Epoch(train) [177][160/314] lr: 3.2596e-02 eta: 1:40:26 time: 0.3114 data_time: 0.0483 memory: 9706 grad_norm: 1.3101 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.1589 loss: 0.1589 2022/08/05 17:48:32 - mmengine - INFO - Epoch(train) [177][180/314] lr: 3.2534e-02 eta: 1:40:20 time: 0.3179 data_time: 0.0521 memory: 9706 grad_norm: 1.3102 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.1447 loss: 0.1447 2022/08/05 17:48:38 - mmengine - INFO - Epoch(train) [177][200/314] lr: 3.2473e-02 eta: 1:40:14 time: 0.3090 data_time: 0.0499 memory: 9706 grad_norm: 1.3887 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.2058 loss: 0.2058 2022/08/05 17:48:44 - mmengine - INFO - Epoch(train) [177][220/314] lr: 3.2411e-02 eta: 1:40:08 time: 0.3085 data_time: 0.0520 memory: 9706 grad_norm: 1.2568 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.1114 loss: 0.1114 2022/08/05 17:48:50 - mmengine - INFO - Epoch(train) [177][240/314] lr: 3.2350e-02 eta: 1:40:02 time: 0.3136 data_time: 0.0500 memory: 9706 grad_norm: 1.4206 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.2011 loss: 0.2011 2022/08/05 17:48:56 - mmengine - INFO - Epoch(train) [177][260/314] lr: 3.2288e-02 eta: 1:39:56 time: 0.3098 data_time: 0.0515 memory: 9706 grad_norm: 1.4284 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.1127 loss: 0.1127 2022/08/05 17:49:03 - mmengine - INFO - Epoch(train) [177][280/314] lr: 3.2227e-02 eta: 1:39:50 time: 0.3126 data_time: 0.0538 memory: 9706 grad_norm: 1.4862 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.1101 loss: 0.1101 2022/08/05 17:49:09 - mmengine - INFO - Epoch(train) [177][300/314] lr: 3.2166e-02 eta: 1:39:44 time: 0.3181 data_time: 0.0586 memory: 9706 grad_norm: 1.4954 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.1703 loss: 0.1703 2022/08/05 17:49:13 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_ntu60_xsub_keypoint_20220805_124409 2022/08/05 17:49:13 - mmengine - INFO - Epoch(train) [177][314/314] lr: 3.2123e-02 eta: 1:39:44 time: 0.2956 data_time: 0.0532 memory: 9706 grad_norm: 1.6103 top1_acc: 0.5000 top5_acc: 1.0000 loss_cls: 0.2177 loss: 0.2177 2022/08/05 17:49:13 - mmengine - INFO - Saving checkpoint at 177 epochs 2022/08/05 17:49:21 - mmengine - INFO - Epoch(train) [178][20/314] lr: 3.2062e-02 eta: 1:39:33 time: 0.3588 data_time: 0.1028 memory: 9706 grad_norm: 1.3602 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.1858 loss: 0.1858 2022/08/05 17:49:28 - mmengine - INFO - Epoch(train) [178][40/314] lr: 3.2001e-02 eta: 1:39:27 time: 0.3300 data_time: 0.0595 memory: 9706 grad_norm: 1.3038 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.2141 loss: 0.2141 2022/08/05 17:49:34 - mmengine - INFO - Epoch(train) [178][60/314] lr: 3.1940e-02 eta: 1:39:21 time: 0.3156 data_time: 0.0529 memory: 9706 grad_norm: 1.3254 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.1549 loss: 0.1549 2022/08/05 17:49:40 - mmengine - INFO - Epoch(train) [178][80/314] lr: 3.1878e-02 eta: 1:39:15 time: 0.3076 data_time: 0.0484 memory: 9706 grad_norm: 1.3410 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.1139 loss: 0.1139 2022/08/05 17:49:47 - mmengine - INFO - Epoch(train) [178][100/314] lr: 3.1817e-02 eta: 1:39:09 time: 0.3105 data_time: 0.0531 memory: 9706 grad_norm: 1.4191 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.1615 loss: 0.1615 2022/08/05 17:49:53 - mmengine - INFO - Epoch(train) [178][120/314] lr: 3.1756e-02 eta: 1:39:03 time: 0.3170 data_time: 0.0491 memory: 9706 grad_norm: 1.2486 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.1354 loss: 0.1354 2022/08/05 17:49:59 - mmengine - INFO - Epoch(train) [178][140/314] lr: 3.1696e-02 eta: 1:38:57 time: 0.3082 data_time: 0.0508 memory: 9706 grad_norm: 1.3797 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.1442 loss: 0.1442 2022/08/05 17:50:05 - mmengine - INFO - Epoch(train) [178][160/314] lr: 3.1635e-02 eta: 1:38:51 time: 0.3084 data_time: 0.0489 memory: 9706 grad_norm: 1.3809 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.1325 loss: 0.1325 2022/08/05 17:50:12 - mmengine - INFO - Epoch(train) [178][180/314] lr: 3.1574e-02 eta: 1:38:45 time: 0.3137 data_time: 0.0524 memory: 9706 grad_norm: 1.4805 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.1730 loss: 0.1730 2022/08/05 17:50:18 - mmengine - INFO - Epoch(train) [178][200/314] lr: 3.1513e-02 eta: 1:38:39 time: 0.3072 data_time: 0.0495 memory: 9706 grad_norm: 1.4011 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.1764 loss: 0.1764 2022/08/05 17:50:24 - mmengine - INFO - Epoch(train) [178][220/314] lr: 3.1452e-02 eta: 1:38:33 time: 0.3087 data_time: 0.0536 memory: 9706 grad_norm: 1.5091 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.1926 loss: 0.1926 2022/08/05 17:50:31 - mmengine - INFO - Epoch(train) [178][240/314] lr: 3.1392e-02 eta: 1:38:27 time: 0.3324 data_time: 0.0491 memory: 9706 grad_norm: 1.4886 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.1390 loss: 0.1390 2022/08/05 17:50:37 - mmengine - INFO - Epoch(train) [178][260/314] lr: 3.1331e-02 eta: 1:38:21 time: 0.3140 data_time: 0.0513 memory: 9706 grad_norm: 1.3031 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.1479 loss: 0.1479 2022/08/05 17:50:43 - mmengine - INFO - Epoch(train) [178][280/314] lr: 3.1270e-02 eta: 1:38:15 time: 0.3075 data_time: 0.0480 memory: 9706 grad_norm: 1.2559 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.1457 loss: 0.1457 2022/08/05 17:50:49 - mmengine - INFO - Epoch(train) [178][300/314] lr: 3.1210e-02 eta: 1:38:09 time: 0.3219 data_time: 0.0514 memory: 9706 grad_norm: 1.2744 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.1550 loss: 0.1550 2022/08/05 17:50:53 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_ntu60_xsub_keypoint_20220805_124409 2022/08/05 17:50:53 - mmengine - INFO - Epoch(train) [178][314/314] lr: 3.1168e-02 eta: 1:38:09 time: 0.2924 data_time: 0.0436 memory: 9706 grad_norm: 1.3326 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.1534 loss: 0.1534 2022/08/05 17:50:54 - mmengine - INFO - Saving checkpoint at 178 epochs 2022/08/05 17:51:01 - mmengine - INFO - Epoch(train) [179][20/314] lr: 3.1107e-02 eta: 1:37:58 time: 0.3447 data_time: 0.0867 memory: 9706 grad_norm: 1.3310 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.1532 loss: 0.1532 2022/08/05 17:51:08 - mmengine - INFO - Epoch(train) [179][40/314] lr: 3.1047e-02 eta: 1:37:52 time: 0.3133 data_time: 0.0511 memory: 9706 grad_norm: 1.3895 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.1407 loss: 0.1407 2022/08/05 17:51:14 - mmengine - INFO - Epoch(train) [179][60/314] lr: 3.0986e-02 eta: 1:37:46 time: 0.3088 data_time: 0.0527 memory: 9706 grad_norm: 1.2614 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.1174 loss: 0.1174 2022/08/05 17:51:20 - mmengine - INFO - Epoch(train) [179][80/314] lr: 3.0926e-02 eta: 1:37:40 time: 0.3094 data_time: 0.0494 memory: 9706 grad_norm: 1.3476 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.1862 loss: 0.1862 2022/08/05 17:51:26 - mmengine - INFO - Epoch(train) [179][100/314] lr: 3.0866e-02 eta: 1:37:34 time: 0.3107 data_time: 0.0530 memory: 9706 grad_norm: 1.4514 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.1818 loss: 0.1818 2022/08/05 17:51:29 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_ntu60_xsub_keypoint_20220805_124409 2022/08/05 17:51:33 - mmengine - INFO - Epoch(train) [179][120/314] lr: 3.0806e-02 eta: 1:37:28 time: 0.3189 data_time: 0.0494 memory: 9706 grad_norm: 1.3653 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.1592 loss: 0.1592 2022/08/05 17:51:39 - mmengine - INFO - Epoch(train) [179][140/314] lr: 3.0745e-02 eta: 1:37:22 time: 0.3133 data_time: 0.0508 memory: 9706 grad_norm: 1.4289 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.1934 loss: 0.1934 2022/08/05 17:51:45 - mmengine - INFO - Epoch(train) [179][160/314] lr: 3.0685e-02 eta: 1:37:16 time: 0.3126 data_time: 0.0525 memory: 9706 grad_norm: 1.4909 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.2004 loss: 0.2004 2022/08/05 17:51:52 - mmengine - INFO - Epoch(train) [179][180/314] lr: 3.0625e-02 eta: 1:37:10 time: 0.3314 data_time: 0.0513 memory: 9706 grad_norm: 1.4550 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.1761 loss: 0.1761 2022/08/05 17:51:58 - mmengine - INFO - Epoch(train) [179][200/314] lr: 3.0565e-02 eta: 1:37:04 time: 0.3112 data_time: 0.0507 memory: 9706 grad_norm: 1.3954 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.1245 loss: 0.1245 2022/08/05 17:52:04 - mmengine - INFO - Epoch(train) [179][220/314] lr: 3.0505e-02 eta: 1:36:58 time: 0.3114 data_time: 0.0532 memory: 9706 grad_norm: 1.4002 top1_acc: 0.8750 top5_acc: 0.9375 loss_cls: 0.1806 loss: 0.1806 2022/08/05 17:52:10 - mmengine - INFO - Epoch(train) [179][240/314] lr: 3.0445e-02 eta: 1:36:52 time: 0.3112 data_time: 0.0477 memory: 9706 grad_norm: 1.4539 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.1420 loss: 0.1420 2022/08/05 17:52:17 - mmengine - INFO - Epoch(train) [179][260/314] lr: 3.0385e-02 eta: 1:36:46 time: 0.3088 data_time: 0.0517 memory: 9706 grad_norm: 1.4429 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.1301 loss: 0.1301 2022/08/05 17:52:23 - mmengine - INFO - Epoch(train) [179][280/314] lr: 3.0326e-02 eta: 1:36:40 time: 0.3109 data_time: 0.0477 memory: 9706 grad_norm: 1.3156 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.1178 loss: 0.1178 2022/08/05 17:52:29 - mmengine - INFO - Epoch(train) [179][300/314] lr: 3.0266e-02 eta: 1:36:34 time: 0.3119 data_time: 0.0523 memory: 9706 grad_norm: 1.3176 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.1487 loss: 0.1487 2022/08/05 17:52:33 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_ntu60_xsub_keypoint_20220805_124409 2022/08/05 17:52:33 - mmengine - INFO - Epoch(train) [179][314/314] lr: 3.0224e-02 eta: 1:36:34 time: 0.2927 data_time: 0.0466 memory: 9706 grad_norm: 1.3803 top1_acc: 0.7500 top5_acc: 1.0000 loss_cls: 0.2016 loss: 0.2016 2022/08/05 17:52:33 - mmengine - INFO - Saving checkpoint at 179 epochs 2022/08/05 17:52:41 - mmengine - INFO - Epoch(train) [180][20/314] lr: 3.0164e-02 eta: 1:36:23 time: 0.3429 data_time: 0.0811 memory: 9706 grad_norm: 1.3563 top1_acc: 0.7500 top5_acc: 1.0000 loss_cls: 0.1717 loss: 0.1717 2022/08/05 17:52:47 - mmengine - INFO - Epoch(train) [180][40/314] lr: 3.0105e-02 eta: 1:36:17 time: 0.3263 data_time: 0.0481 memory: 9706 grad_norm: 1.4293 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.1761 loss: 0.1761 2022/08/05 17:52:54 - mmengine - INFO - Epoch(train) [180][60/314] lr: 3.0045e-02 eta: 1:36:11 time: 0.3111 data_time: 0.0511 memory: 9706 grad_norm: 1.4285 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.1364 loss: 0.1364 2022/08/05 17:53:00 - mmengine - INFO - Epoch(train) [180][80/314] lr: 2.9985e-02 eta: 1:36:05 time: 0.3097 data_time: 0.0495 memory: 9706 grad_norm: 1.3978 top1_acc: 0.8125 top5_acc: 0.9375 loss_cls: 0.1787 loss: 0.1787 2022/08/05 17:53:06 - mmengine - INFO - Epoch(train) [180][100/314] lr: 2.9926e-02 eta: 1:35:59 time: 0.3113 data_time: 0.0513 memory: 9706 grad_norm: 1.4863 top1_acc: 0.8125 top5_acc: 0.9375 loss_cls: 0.1806 loss: 0.1806 2022/08/05 17:53:13 - mmengine - INFO - Epoch(train) [180][120/314] lr: 2.9866e-02 eta: 1:35:53 time: 0.3291 data_time: 0.0500 memory: 9706 grad_norm: 1.3287 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.1466 loss: 0.1466 2022/08/05 17:53:19 - mmengine - INFO - Epoch(train) [180][140/314] lr: 2.9807e-02 eta: 1:35:47 time: 0.3074 data_time: 0.0487 memory: 9706 grad_norm: 1.3599 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.1790 loss: 0.1790 2022/08/05 17:53:25 - mmengine - INFO - Epoch(train) [180][160/314] lr: 2.9748e-02 eta: 1:35:41 time: 0.3068 data_time: 0.0495 memory: 9706 grad_norm: 1.4473 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.1395 loss: 0.1395 2022/08/05 17:53:31 - mmengine - INFO - Epoch(train) [180][180/314] lr: 2.9688e-02 eta: 1:35:35 time: 0.3232 data_time: 0.0492 memory: 9706 grad_norm: 1.4349 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.1897 loss: 0.1897 2022/08/05 17:53:38 - mmengine - INFO - Epoch(train) [180][200/314] lr: 2.9629e-02 eta: 1:35:29 time: 0.3079 data_time: 0.0488 memory: 9706 grad_norm: 1.3290 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.1271 loss: 0.1271 2022/08/05 17:53:44 - mmengine - INFO - Epoch(train) [180][220/314] lr: 2.9570e-02 eta: 1:35:23 time: 0.3094 data_time: 0.0512 memory: 9706 grad_norm: 1.3176 top1_acc: 0.9375 top5_acc: 0.9375 loss_cls: 0.1613 loss: 0.1613 2022/08/05 17:53:50 - mmengine - INFO - Epoch(train) [180][240/314] lr: 2.9511e-02 eta: 1:35:17 time: 0.3245 data_time: 0.0483 memory: 9706 grad_norm: 1.4096 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.1681 loss: 0.1681 2022/08/05 17:53:57 - mmengine - INFO - Epoch(train) [180][260/314] lr: 2.9452e-02 eta: 1:35:11 time: 0.3119 data_time: 0.0490 memory: 9706 grad_norm: 1.6324 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.1871 loss: 0.1871 2022/08/05 17:54:03 - mmengine - INFO - Epoch(train) [180][280/314] lr: 2.9393e-02 eta: 1:35:05 time: 0.3103 data_time: 0.0509 memory: 9706 grad_norm: 1.5381 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.2200 loss: 0.2200 2022/08/05 17:54:09 - mmengine - INFO - Epoch(train) [180][300/314] lr: 2.9334e-02 eta: 1:34:59 time: 0.3153 data_time: 0.0515 memory: 9706 grad_norm: 1.4813 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.2022 loss: 0.2022 2022/08/05 17:54:13 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_ntu60_xsub_keypoint_20220805_124409 2022/08/05 17:54:13 - mmengine - INFO - Epoch(train) [180][314/314] lr: 2.9292e-02 eta: 1:34:59 time: 0.3009 data_time: 0.0470 memory: 9706 grad_norm: 1.5528 top1_acc: 0.5000 top5_acc: 1.0000 loss_cls: 0.2257 loss: 0.2257 2022/08/05 17:54:13 - mmengine - INFO - Saving checkpoint at 180 epochs 2022/08/05 17:54:21 - mmengine - INFO - Epoch(val) [180][20/129] eta: 0:00:36 time: 0.3365 data_time: 0.1796 memory: 1867 2022/08/05 17:54:26 - mmengine - INFO - Epoch(val) [180][40/129] eta: 0:00:20 time: 0.2325 data_time: 0.0839 memory: 1867 2022/08/05 17:54:31 - mmengine - INFO - Epoch(val) [180][60/129] eta: 0:00:17 time: 0.2488 data_time: 0.0922 memory: 1867 2022/08/05 17:54:36 - mmengine - INFO - Epoch(val) [180][80/129] eta: 0:00:12 time: 0.2494 data_time: 0.0918 memory: 1867 2022/08/05 17:54:40 - mmengine - INFO - Epoch(val) [180][100/129] eta: 0:00:06 time: 0.2377 data_time: 0.0831 memory: 1867 2022/08/05 17:54:45 - mmengine - INFO - Epoch(val) [180][120/129] eta: 0:00:01 time: 0.2091 data_time: 0.0615 memory: 1867 2022/08/05 17:54:47 - mmengine - INFO - Epoch(val) [180][129/129] acc/top1: 0.9087 acc/top5: 0.9921 acc/mean1: 0.9086 2022/08/05 17:54:47 - mmengine - INFO - The previous best checkpoint /mnt/lustre/daiwenxun/X/mmaction2/work_dirs/slowonly_r50_u48_240e_8xb16_ntu60_xsub_keypoint/best_acc/top1_epoch_171.pth is removed 2022/08/05 17:54:48 - mmengine - INFO - The best checkpoint with 0.9087 acc/top1 at 181 epoch is saved to best_acc/top1_epoch_181.pth. 2022/08/05 17:54:55 - mmengine - INFO - Epoch(train) [181][20/314] lr: 2.9233e-02 eta: 1:34:48 time: 0.3479 data_time: 0.0865 memory: 9706 grad_norm: 1.2369 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.1503 loss: 0.1503 2022/08/05 17:55:01 - mmengine - INFO - Epoch(train) [181][40/314] lr: 2.9174e-02 eta: 1:34:42 time: 0.3185 data_time: 0.0591 memory: 9706 grad_norm: 1.3042 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.1434 loss: 0.1434 2022/08/05 17:55:07 - mmengine - INFO - Epoch(train) [181][60/314] lr: 2.9116e-02 eta: 1:34:36 time: 0.3135 data_time: 0.0593 memory: 9706 grad_norm: 1.2585 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.1043 loss: 0.1043 2022/08/05 17:55:14 - mmengine - INFO - Epoch(train) [181][80/314] lr: 2.9057e-02 eta: 1:34:30 time: 0.3098 data_time: 0.0486 memory: 9706 grad_norm: 1.3695 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.1721 loss: 0.1721 2022/08/05 17:55:20 - mmengine - INFO - Epoch(train) [181][100/314] lr: 2.8998e-02 eta: 1:34:24 time: 0.3081 data_time: 0.0501 memory: 9706 grad_norm: 1.3232 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.1247 loss: 0.1247 2022/08/05 17:55:26 - mmengine - INFO - Epoch(train) [181][120/314] lr: 2.8939e-02 eta: 1:34:18 time: 0.3161 data_time: 0.0621 memory: 9706 grad_norm: 1.3185 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.1394 loss: 0.1394 2022/08/05 17:55:33 - mmengine - INFO - Epoch(train) [181][140/314] lr: 2.8881e-02 eta: 1:34:12 time: 0.3239 data_time: 0.0643 memory: 9706 grad_norm: 1.3866 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.1379 loss: 0.1379 2022/08/05 17:55:39 - mmengine - INFO - Epoch(train) [181][160/314] lr: 2.8822e-02 eta: 1:34:06 time: 0.3086 data_time: 0.0499 memory: 9706 grad_norm: 1.3309 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.1113 loss: 0.1113 2022/08/05 17:55:45 - mmengine - INFO - Epoch(train) [181][180/314] lr: 2.8764e-02 eta: 1:34:00 time: 0.3096 data_time: 0.0501 memory: 9706 grad_norm: 1.3401 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.1444 loss: 0.1444 2022/08/05 17:55:51 - mmengine - INFO - Epoch(train) [181][200/314] lr: 2.8705e-02 eta: 1:33:54 time: 0.3104 data_time: 0.0493 memory: 9706 grad_norm: 1.4693 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.1594 loss: 0.1594 2022/08/05 17:55:57 - mmengine - INFO - Epoch(train) [181][220/314] lr: 2.8647e-02 eta: 1:33:48 time: 0.3073 data_time: 0.0492 memory: 9706 grad_norm: 1.4724 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.1130 loss: 0.1130 2022/08/05 17:56:04 - mmengine - INFO - Epoch(train) [181][240/314] lr: 2.8588e-02 eta: 1:33:42 time: 0.3105 data_time: 0.0488 memory: 9706 grad_norm: 1.4411 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.1639 loss: 0.1639 2022/08/05 17:56:10 - mmengine - INFO - Epoch(train) [181][260/314] lr: 2.8530e-02 eta: 1:33:36 time: 0.3113 data_time: 0.0516 memory: 9706 grad_norm: 1.3229 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.1532 loss: 0.1532 2022/08/05 17:56:16 - mmengine - INFO - Epoch(train) [181][280/314] lr: 2.8472e-02 eta: 1:33:30 time: 0.3076 data_time: 0.0488 memory: 9706 grad_norm: 1.3218 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.1247 loss: 0.1247 2022/08/05 17:56:22 - mmengine - INFO - Epoch(train) [181][300/314] lr: 2.8413e-02 eta: 1:33:24 time: 0.3145 data_time: 0.0524 memory: 9706 grad_norm: 1.4406 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.1266 loss: 0.1266 2022/08/05 17:56:26 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_ntu60_xsub_keypoint_20220805_124409 2022/08/05 17:56:26 - mmengine - INFO - Epoch(train) [181][314/314] lr: 2.8373e-02 eta: 1:33:24 time: 0.2939 data_time: 0.0492 memory: 9706 grad_norm: 1.5275 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.2049 loss: 0.2049 2022/08/05 17:56:26 - mmengine - INFO - Saving checkpoint at 181 epochs 2022/08/05 17:56:34 - mmengine - INFO - Epoch(train) [182][20/314] lr: 2.8315e-02 eta: 1:33:13 time: 0.3510 data_time: 0.0901 memory: 9706 grad_norm: 1.4392 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.1900 loss: 0.1900 2022/08/05 17:56:41 - mmengine - INFO - Epoch(train) [182][40/314] lr: 2.8256e-02 eta: 1:33:07 time: 0.3181 data_time: 0.0546 memory: 9706 grad_norm: 1.3384 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.1229 loss: 0.1229 2022/08/05 17:56:47 - mmengine - INFO - Epoch(train) [182][60/314] lr: 2.8198e-02 eta: 1:33:01 time: 0.3077 data_time: 0.0519 memory: 9706 grad_norm: 1.2664 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.1448 loss: 0.1448 2022/08/05 17:56:53 - mmengine - INFO - Epoch(train) [182][80/314] lr: 2.8140e-02 eta: 1:32:55 time: 0.3087 data_time: 0.0480 memory: 9706 grad_norm: 1.3478 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.1593 loss: 0.1593 2022/08/05 17:56:59 - mmengine - INFO - Epoch(train) [182][100/314] lr: 2.8082e-02 eta: 1:32:49 time: 0.3146 data_time: 0.0515 memory: 9706 grad_norm: 1.4503 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.1806 loss: 0.1806 2022/08/05 17:57:06 - mmengine - INFO - Epoch(train) [182][120/314] lr: 2.8025e-02 eta: 1:32:43 time: 0.3069 data_time: 0.0485 memory: 9706 grad_norm: 1.2642 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.1180 loss: 0.1180 2022/08/05 17:57:12 - mmengine - INFO - Epoch(train) [182][140/314] lr: 2.7967e-02 eta: 1:32:37 time: 0.3129 data_time: 0.0543 memory: 9706 grad_norm: 1.2485 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.1192 loss: 0.1192 2022/08/05 17:57:18 - mmengine - INFO - Epoch(train) [182][160/314] lr: 2.7909e-02 eta: 1:32:31 time: 0.3159 data_time: 0.0502 memory: 9706 grad_norm: 1.2750 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.1172 loss: 0.1172 2022/08/05 17:57:20 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_ntu60_xsub_keypoint_20220805_124409 2022/08/05 17:57:24 - mmengine - INFO - Epoch(train) [182][180/314] lr: 2.7851e-02 eta: 1:32:25 time: 0.3074 data_time: 0.0493 memory: 9706 grad_norm: 1.4042 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.1211 loss: 0.1211 2022/08/05 17:57:30 - mmengine - INFO - Epoch(train) [182][200/314] lr: 2.7793e-02 eta: 1:32:19 time: 0.3068 data_time: 0.0463 memory: 9706 grad_norm: 1.2704 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0799 loss: 0.0799 2022/08/05 17:57:37 - mmengine - INFO - Epoch(train) [182][220/314] lr: 2.7736e-02 eta: 1:32:13 time: 0.3101 data_time: 0.0514 memory: 9706 grad_norm: 1.3585 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.1408 loss: 0.1408 2022/08/05 17:57:43 - mmengine - INFO - Epoch(train) [182][240/314] lr: 2.7678e-02 eta: 1:32:07 time: 0.3265 data_time: 0.0496 memory: 9706 grad_norm: 1.3417 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.0985 loss: 0.0985 2022/08/05 17:57:50 - mmengine - INFO - Epoch(train) [182][260/314] lr: 2.7621e-02 eta: 1:32:01 time: 0.3200 data_time: 0.0496 memory: 9706 grad_norm: 1.4665 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.1575 loss: 0.1575 2022/08/05 17:57:56 - mmengine - INFO - Epoch(train) [182][280/314] lr: 2.7563e-02 eta: 1:31:55 time: 0.3075 data_time: 0.0479 memory: 9706 grad_norm: 1.4918 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.1826 loss: 0.1826 2022/08/05 17:58:02 - mmengine - INFO - Epoch(train) [182][300/314] lr: 2.7506e-02 eta: 1:31:49 time: 0.3170 data_time: 0.0513 memory: 9706 grad_norm: 1.5420 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.1300 loss: 0.1300 2022/08/05 17:58:06 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_ntu60_xsub_keypoint_20220805_124409 2022/08/05 17:58:06 - mmengine - INFO - Epoch(train) [182][314/314] lr: 2.7465e-02 eta: 1:31:49 time: 0.2920 data_time: 0.0430 memory: 9706 grad_norm: 1.4967 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.1447 loss: 0.1447 2022/08/05 17:58:06 - mmengine - INFO - Saving checkpoint at 182 epochs 2022/08/05 17:58:14 - mmengine - INFO - Epoch(train) [183][20/314] lr: 2.7408e-02 eta: 1:31:38 time: 0.3541 data_time: 0.0880 memory: 9706 grad_norm: 1.4176 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.1402 loss: 0.1402 2022/08/05 17:58:21 - mmengine - INFO - Epoch(train) [183][40/314] lr: 2.7351e-02 eta: 1:31:32 time: 0.3164 data_time: 0.0501 memory: 9706 grad_norm: 1.3601 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.1252 loss: 0.1252 2022/08/05 17:58:27 - mmengine - INFO - Epoch(train) [183][60/314] lr: 2.7293e-02 eta: 1:31:26 time: 0.3074 data_time: 0.0498 memory: 9706 grad_norm: 1.4072 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.1649 loss: 0.1649 2022/08/05 17:58:33 - mmengine - INFO - Epoch(train) [183][80/314] lr: 2.7236e-02 eta: 1:31:20 time: 0.3075 data_time: 0.0478 memory: 9706 grad_norm: 1.4205 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.1590 loss: 0.1590 2022/08/05 17:58:39 - mmengine - INFO - Epoch(train) [183][100/314] lr: 2.7179e-02 eta: 1:31:14 time: 0.3196 data_time: 0.0538 memory: 9706 grad_norm: 1.4477 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.1445 loss: 0.1445 2022/08/05 17:58:45 - mmengine - INFO - Epoch(train) [183][120/314] lr: 2.7122e-02 eta: 1:31:08 time: 0.3109 data_time: 0.0509 memory: 9706 grad_norm: 1.3917 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.1187 loss: 0.1187 2022/08/05 17:58:52 - mmengine - INFO - Epoch(train) [183][140/314] lr: 2.7065e-02 eta: 1:31:02 time: 0.3148 data_time: 0.0507 memory: 9706 grad_norm: 1.3002 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.1299 loss: 0.1299 2022/08/05 17:58:58 - mmengine - INFO - Epoch(train) [183][160/314] lr: 2.7008e-02 eta: 1:30:56 time: 0.3254 data_time: 0.0501 memory: 9706 grad_norm: 1.2571 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.1220 loss: 0.1220 2022/08/05 17:59:04 - mmengine - INFO - Epoch(train) [183][180/314] lr: 2.6951e-02 eta: 1:30:50 time: 0.3089 data_time: 0.0504 memory: 9706 grad_norm: 1.2463 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.1436 loss: 0.1436 2022/08/05 17:59:11 - mmengine - INFO - Epoch(train) [183][200/314] lr: 2.6894e-02 eta: 1:30:44 time: 0.3065 data_time: 0.0467 memory: 9706 grad_norm: 1.2847 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.1145 loss: 0.1145 2022/08/05 17:59:17 - mmengine - INFO - Epoch(train) [183][220/314] lr: 2.6837e-02 eta: 1:30:38 time: 0.3083 data_time: 0.0491 memory: 9706 grad_norm: 1.4677 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.1485 loss: 0.1485 2022/08/05 17:59:23 - mmengine - INFO - Epoch(train) [183][240/314] lr: 2.6780e-02 eta: 1:30:32 time: 0.3160 data_time: 0.0501 memory: 9706 grad_norm: 1.4802 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.1541 loss: 0.1541 2022/08/05 17:59:29 - mmengine - INFO - Epoch(train) [183][260/314] lr: 2.6724e-02 eta: 1:30:26 time: 0.3125 data_time: 0.0494 memory: 9706 grad_norm: 1.4868 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.1882 loss: 0.1882 2022/08/05 17:59:35 - mmengine - INFO - Epoch(train) [183][280/314] lr: 2.6667e-02 eta: 1:30:20 time: 0.3071 data_time: 0.0488 memory: 9706 grad_norm: 1.2743 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.1129 loss: 0.1129 2022/08/05 17:59:42 - mmengine - INFO - Epoch(train) [183][300/314] lr: 2.6610e-02 eta: 1:30:14 time: 0.3142 data_time: 0.0514 memory: 9706 grad_norm: 1.3531 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.1496 loss: 0.1496 2022/08/05 17:59:46 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_ntu60_xsub_keypoint_20220805_124409 2022/08/05 17:59:46 - mmengine - INFO - Epoch(train) [183][314/314] lr: 2.6571e-02 eta: 1:30:14 time: 0.2905 data_time: 0.0444 memory: 9706 grad_norm: 1.4972 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.1591 loss: 0.1591 2022/08/05 17:59:46 - mmengine - INFO - Saving checkpoint at 183 epochs 2022/08/05 17:59:54 - mmengine - INFO - Epoch(train) [184][20/314] lr: 2.6514e-02 eta: 1:30:03 time: 0.3478 data_time: 0.0810 memory: 9706 grad_norm: 1.4063 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.1583 loss: 0.1583 2022/08/05 18:00:00 - mmengine - INFO - Epoch(train) [184][40/314] lr: 2.6457e-02 eta: 1:29:57 time: 0.3184 data_time: 0.0495 memory: 9706 grad_norm: 1.4155 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0892 loss: 0.0892 2022/08/05 18:00:10 - mmengine - INFO - Epoch(train) [184][60/314] lr: 2.6401e-02 eta: 1:29:52 time: 0.4657 data_time: 0.0560 memory: 9706 grad_norm: 1.3888 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.1436 loss: 0.1436 2022/08/05 18:00:16 - mmengine - INFO - Epoch(train) [184][80/314] lr: 2.6345e-02 eta: 1:29:46 time: 0.3118 data_time: 0.0521 memory: 9706 grad_norm: 1.3009 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.1290 loss: 0.1290 2022/08/05 18:00:22 - mmengine - INFO - Epoch(train) [184][100/314] lr: 2.6288e-02 eta: 1:29:40 time: 0.3101 data_time: 0.0497 memory: 9706 grad_norm: 1.3307 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.1269 loss: 0.1269 2022/08/05 18:00:28 - mmengine - INFO - Epoch(train) [184][120/314] lr: 2.6232e-02 eta: 1:29:34 time: 0.3131 data_time: 0.0501 memory: 9706 grad_norm: 1.2926 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.0877 loss: 0.0877 2022/08/05 18:00:34 - mmengine - INFO - Epoch(train) [184][140/314] lr: 2.6176e-02 eta: 1:29:28 time: 0.3073 data_time: 0.0482 memory: 9706 grad_norm: 1.3768 top1_acc: 0.9375 top5_acc: 0.9375 loss_cls: 0.1626 loss: 0.1626 2022/08/05 18:00:41 - mmengine - INFO - Epoch(train) [184][160/314] lr: 2.6119e-02 eta: 1:29:22 time: 0.3170 data_time: 0.0506 memory: 9706 grad_norm: 1.3731 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.1493 loss: 0.1493 2022/08/05 18:00:47 - mmengine - INFO - Epoch(train) [184][180/314] lr: 2.6063e-02 eta: 1:29:16 time: 0.3074 data_time: 0.0482 memory: 9706 grad_norm: 1.4401 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.1133 loss: 0.1133 2022/08/05 18:00:53 - mmengine - INFO - Epoch(train) [184][200/314] lr: 2.6007e-02 eta: 1:29:10 time: 0.3129 data_time: 0.0539 memory: 9706 grad_norm: 1.4101 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.1248 loss: 0.1248 2022/08/05 18:00:59 - mmengine - INFO - Epoch(train) [184][220/314] lr: 2.5951e-02 eta: 1:29:04 time: 0.3102 data_time: 0.0479 memory: 9706 grad_norm: 1.4242 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.1402 loss: 0.1402 2022/08/05 18:01:06 - mmengine - INFO - Epoch(train) [184][240/314] lr: 2.5895e-02 eta: 1:28:58 time: 0.3083 data_time: 0.0520 memory: 9706 grad_norm: 1.4952 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.1480 loss: 0.1480 2022/08/05 18:01:12 - mmengine - INFO - Epoch(train) [184][260/314] lr: 2.5839e-02 eta: 1:28:52 time: 0.3085 data_time: 0.0484 memory: 9706 grad_norm: 1.3901 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.1648 loss: 0.1648 2022/08/05 18:01:18 - mmengine - INFO - Epoch(train) [184][280/314] lr: 2.5783e-02 eta: 1:28:46 time: 0.3132 data_time: 0.0508 memory: 9706 grad_norm: 1.3891 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0987 loss: 0.0987 2022/08/05 18:01:24 - mmengine - INFO - Epoch(train) [184][300/314] lr: 2.5727e-02 eta: 1:28:40 time: 0.3124 data_time: 0.0471 memory: 9706 grad_norm: 1.3481 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.1544 loss: 0.1544 2022/08/05 18:01:28 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_ntu60_xsub_keypoint_20220805_124409 2022/08/05 18:01:28 - mmengine - INFO - Epoch(train) [184][314/314] lr: 2.5688e-02 eta: 1:28:40 time: 0.3019 data_time: 0.0454 memory: 9706 grad_norm: 1.3753 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.1253 loss: 0.1253 2022/08/05 18:01:28 - mmengine - INFO - Saving checkpoint at 184 epochs 2022/08/05 18:01:36 - mmengine - INFO - Epoch(train) [185][20/314] lr: 2.5633e-02 eta: 1:28:29 time: 0.3446 data_time: 0.0841 memory: 9706 grad_norm: 1.3533 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.1217 loss: 0.1217 2022/08/05 18:01:43 - mmengine - INFO - Epoch(train) [185][40/314] lr: 2.5577e-02 eta: 1:28:23 time: 0.3079 data_time: 0.0494 memory: 9706 grad_norm: 1.4477 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.1567 loss: 0.1567 2022/08/05 18:01:49 - mmengine - INFO - Epoch(train) [185][60/314] lr: 2.5521e-02 eta: 1:28:17 time: 0.3106 data_time: 0.0500 memory: 9706 grad_norm: 1.2468 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.1469 loss: 0.1469 2022/08/05 18:01:55 - mmengine - INFO - Epoch(train) [185][80/314] lr: 2.5466e-02 eta: 1:28:11 time: 0.3087 data_time: 0.0504 memory: 9706 grad_norm: 1.3689 top1_acc: 0.9375 top5_acc: 0.9375 loss_cls: 0.1015 loss: 0.1015 2022/08/05 18:02:01 - mmengine - INFO - Epoch(train) [185][100/314] lr: 2.5410e-02 eta: 1:28:05 time: 0.3068 data_time: 0.0486 memory: 9706 grad_norm: 1.4154 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.1165 loss: 0.1165 2022/08/05 18:02:07 - mmengine - INFO - Epoch(train) [185][120/314] lr: 2.5354e-02 eta: 1:27:58 time: 0.3066 data_time: 0.0475 memory: 9706 grad_norm: 1.3607 top1_acc: 0.7500 top5_acc: 1.0000 loss_cls: 0.1814 loss: 0.1814 2022/08/05 18:02:14 - mmengine - INFO - Epoch(train) [185][140/314] lr: 2.5299e-02 eta: 1:27:53 time: 0.3165 data_time: 0.0507 memory: 9706 grad_norm: 1.3966 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.1297 loss: 0.1297 2022/08/05 18:02:20 - mmengine - INFO - Epoch(train) [185][160/314] lr: 2.5244e-02 eta: 1:27:47 time: 0.3085 data_time: 0.0509 memory: 9706 grad_norm: 1.3987 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.1402 loss: 0.1402 2022/08/05 18:02:26 - mmengine - INFO - Epoch(train) [185][180/314] lr: 2.5188e-02 eta: 1:27:40 time: 0.3047 data_time: 0.0489 memory: 9706 grad_norm: 1.5040 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.1994 loss: 0.1994 2022/08/05 18:02:32 - mmengine - INFO - Epoch(train) [185][200/314] lr: 2.5133e-02 eta: 1:27:35 time: 0.3209 data_time: 0.0522 memory: 9706 grad_norm: 1.4441 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.1503 loss: 0.1503 2022/08/05 18:02:38 - mmengine - INFO - Epoch(train) [185][220/314] lr: 2.5078e-02 eta: 1:27:29 time: 0.3111 data_time: 0.0516 memory: 9706 grad_norm: 1.5005 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.1463 loss: 0.1463 2022/08/05 18:02:40 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_ntu60_xsub_keypoint_20220805_124409 2022/08/05 18:02:45 - mmengine - INFO - Epoch(train) [185][240/314] lr: 2.5023e-02 eta: 1:27:23 time: 0.3094 data_time: 0.0475 memory: 9706 grad_norm: 1.5078 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.1995 loss: 0.1995 2022/08/05 18:02:51 - mmengine - INFO - Epoch(train) [185][260/314] lr: 2.4967e-02 eta: 1:27:17 time: 0.3172 data_time: 0.0498 memory: 9706 grad_norm: 1.3958 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.1408 loss: 0.1408 2022/08/05 18:02:57 - mmengine - INFO - Epoch(train) [185][280/314] lr: 2.4912e-02 eta: 1:27:11 time: 0.3076 data_time: 0.0492 memory: 9706 grad_norm: 1.3594 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.1284 loss: 0.1284 2022/08/05 18:03:04 - mmengine - INFO - Epoch(train) [185][300/314] lr: 2.4857e-02 eta: 1:27:05 time: 0.3194 data_time: 0.0524 memory: 9706 grad_norm: 1.3584 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.1501 loss: 0.1501 2022/08/05 18:03:08 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_ntu60_xsub_keypoint_20220805_124409 2022/08/05 18:03:08 - mmengine - INFO - Epoch(train) [185][314/314] lr: 2.4819e-02 eta: 1:27:05 time: 0.2934 data_time: 0.0482 memory: 9706 grad_norm: 1.3154 top1_acc: 0.7500 top5_acc: 1.0000 loss_cls: 0.1543 loss: 0.1543 2022/08/05 18:03:08 - mmengine - INFO - Saving checkpoint at 185 epochs 2022/08/05 18:03:16 - mmengine - INFO - Epoch(train) [186][20/314] lr: 2.4764e-02 eta: 1:26:53 time: 0.3541 data_time: 0.0903 memory: 9706 grad_norm: 1.4292 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.1502 loss: 0.1502 2022/08/05 18:03:22 - mmengine - INFO - Epoch(train) [186][40/314] lr: 2.4709e-02 eta: 1:26:47 time: 0.3095 data_time: 0.0502 memory: 9706 grad_norm: 1.3817 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.1463 loss: 0.1463 2022/08/05 18:03:28 - mmengine - INFO - Epoch(train) [186][60/314] lr: 2.4654e-02 eta: 1:26:41 time: 0.3099 data_time: 0.0477 memory: 9706 grad_norm: 1.2220 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.1361 loss: 0.1361 2022/08/05 18:03:34 - mmengine - INFO - Epoch(train) [186][80/314] lr: 2.4599e-02 eta: 1:26:35 time: 0.3132 data_time: 0.0494 memory: 9706 grad_norm: 1.3052 top1_acc: 0.8125 top5_acc: 0.9375 loss_cls: 0.1399 loss: 0.1399 2022/08/05 18:03:41 - mmengine - INFO - Epoch(train) [186][100/314] lr: 2.4545e-02 eta: 1:26:29 time: 0.3181 data_time: 0.0480 memory: 9706 grad_norm: 1.3935 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.1522 loss: 0.1522 2022/08/05 18:03:47 - mmengine - INFO - Epoch(train) [186][120/314] lr: 2.4490e-02 eta: 1:26:23 time: 0.3081 data_time: 0.0495 memory: 9706 grad_norm: 1.4363 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.1436 loss: 0.1436 2022/08/05 18:03:53 - mmengine - INFO - Epoch(train) [186][140/314] lr: 2.4435e-02 eta: 1:26:18 time: 0.3186 data_time: 0.0496 memory: 9706 grad_norm: 1.3225 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.1221 loss: 0.1221 2022/08/05 18:04:00 - mmengine - INFO - Epoch(train) [186][160/314] lr: 2.4381e-02 eta: 1:26:12 time: 0.3094 data_time: 0.0501 memory: 9706 grad_norm: 1.3008 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0985 loss: 0.0985 2022/08/05 18:04:06 - mmengine - INFO - Epoch(train) [186][180/314] lr: 2.4326e-02 eta: 1:26:06 time: 0.3065 data_time: 0.0480 memory: 9706 grad_norm: 1.3943 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.1189 loss: 0.1189 2022/08/05 18:04:12 - mmengine - INFO - Epoch(train) [186][200/314] lr: 2.4272e-02 eta: 1:26:00 time: 0.3181 data_time: 0.0519 memory: 9706 grad_norm: 1.4314 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.1302 loss: 0.1302 2022/08/05 18:04:18 - mmengine - INFO - Epoch(train) [186][220/314] lr: 2.4217e-02 eta: 1:25:54 time: 0.3112 data_time: 0.0483 memory: 9706 grad_norm: 1.2831 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.0974 loss: 0.0974 2022/08/05 18:04:24 - mmengine - INFO - Epoch(train) [186][240/314] lr: 2.4163e-02 eta: 1:25:48 time: 0.3114 data_time: 0.0504 memory: 9706 grad_norm: 1.4198 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.1434 loss: 0.1434 2022/08/05 18:04:31 - mmengine - INFO - Epoch(train) [186][260/314] lr: 2.4109e-02 eta: 1:25:42 time: 0.3145 data_time: 0.0489 memory: 9706 grad_norm: 1.3047 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.1285 loss: 0.1285 2022/08/05 18:04:37 - mmengine - INFO - Epoch(train) [186][280/314] lr: 2.4054e-02 eta: 1:25:36 time: 0.3127 data_time: 0.0515 memory: 9706 grad_norm: 1.3840 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.1553 loss: 0.1553 2022/08/05 18:04:43 - mmengine - INFO - Epoch(train) [186][300/314] lr: 2.4000e-02 eta: 1:25:30 time: 0.3105 data_time: 0.0472 memory: 9706 grad_norm: 1.3133 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.1050 loss: 0.1050 2022/08/05 18:04:47 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_ntu60_xsub_keypoint_20220805_124409 2022/08/05 18:04:47 - mmengine - INFO - Epoch(train) [186][314/314] lr: 2.3962e-02 eta: 1:25:30 time: 0.2925 data_time: 0.0454 memory: 9706 grad_norm: 1.5357 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.1518 loss: 0.1518 2022/08/05 18:04:47 - mmengine - INFO - Saving checkpoint at 186 epochs 2022/08/05 18:04:55 - mmengine - INFO - Epoch(train) [187][20/314] lr: 2.3908e-02 eta: 1:25:18 time: 0.3569 data_time: 0.0911 memory: 9706 grad_norm: 1.3942 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.0774 loss: 0.0774 2022/08/05 18:05:02 - mmengine - INFO - Epoch(train) [187][40/314] lr: 2.3854e-02 eta: 1:25:12 time: 0.3108 data_time: 0.0510 memory: 9706 grad_norm: 1.2771 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.1108 loss: 0.1108 2022/08/05 18:05:08 - mmengine - INFO - Epoch(train) [187][60/314] lr: 2.3800e-02 eta: 1:25:06 time: 0.3086 data_time: 0.0506 memory: 9706 grad_norm: 1.4273 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.1501 loss: 0.1501 2022/08/05 18:05:14 - mmengine - INFO - Epoch(train) [187][80/314] lr: 2.3746e-02 eta: 1:25:00 time: 0.3123 data_time: 0.0511 memory: 9706 grad_norm: 1.4095 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.1381 loss: 0.1381 2022/08/05 18:05:20 - mmengine - INFO - Epoch(train) [187][100/314] lr: 2.3692e-02 eta: 1:24:54 time: 0.3180 data_time: 0.0506 memory: 9706 grad_norm: 1.2657 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.1379 loss: 0.1379 2022/08/05 18:05:27 - mmengine - INFO - Epoch(train) [187][120/314] lr: 2.3638e-02 eta: 1:24:48 time: 0.3097 data_time: 0.0492 memory: 9706 grad_norm: 1.4317 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.0652 loss: 0.0652 2022/08/05 18:05:33 - mmengine - INFO - Epoch(train) [187][140/314] lr: 2.3584e-02 eta: 1:24:42 time: 0.3096 data_time: 0.0517 memory: 9706 grad_norm: 1.3666 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.1084 loss: 0.1084 2022/08/05 18:05:39 - mmengine - INFO - Epoch(train) [187][160/314] lr: 2.3531e-02 eta: 1:24:37 time: 0.3184 data_time: 0.0523 memory: 9706 grad_norm: 1.3267 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.1192 loss: 0.1192 2022/08/05 18:05:45 - mmengine - INFO - Epoch(train) [187][180/314] lr: 2.3477e-02 eta: 1:24:30 time: 0.3057 data_time: 0.0479 memory: 9706 grad_norm: 1.4198 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.1229 loss: 0.1229 2022/08/05 18:05:51 - mmengine - INFO - Epoch(train) [187][200/314] lr: 2.3423e-02 eta: 1:24:24 time: 0.3129 data_time: 0.0513 memory: 9706 grad_norm: 1.3920 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.1443 loss: 0.1443 2022/08/05 18:05:58 - mmengine - INFO - Epoch(train) [187][220/314] lr: 2.3370e-02 eta: 1:24:19 time: 0.3110 data_time: 0.0523 memory: 9706 grad_norm: 1.3220 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.1241 loss: 0.1241 2022/08/05 18:06:04 - mmengine - INFO - Epoch(train) [187][240/314] lr: 2.3316e-02 eta: 1:24:13 time: 0.3133 data_time: 0.0501 memory: 9706 grad_norm: 1.3989 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.1018 loss: 0.1018 2022/08/05 18:06:10 - mmengine - INFO - Epoch(train) [187][260/314] lr: 2.3263e-02 eta: 1:24:07 time: 0.3106 data_time: 0.0514 memory: 9706 grad_norm: 1.4344 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.1127 loss: 0.1127 2022/08/05 18:06:16 - mmengine - INFO - Epoch(train) [187][280/314] lr: 2.3209e-02 eta: 1:24:01 time: 0.3083 data_time: 0.0519 memory: 9706 grad_norm: 1.5992 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.1235 loss: 0.1235 2022/08/05 18:06:22 - mmengine - INFO - Epoch(train) [187][300/314] lr: 2.3156e-02 eta: 1:23:54 time: 0.3073 data_time: 0.0489 memory: 9706 grad_norm: 1.4169 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.1273 loss: 0.1273 2022/08/05 18:06:26 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_ntu60_xsub_keypoint_20220805_124409 2022/08/05 18:06:26 - mmengine - INFO - Epoch(train) [187][314/314] lr: 2.3118e-02 eta: 1:23:54 time: 0.2916 data_time: 0.0454 memory: 9706 grad_norm: 1.6928 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.1186 loss: 0.1186 2022/08/05 18:06:27 - mmengine - INFO - Saving checkpoint at 187 epochs 2022/08/05 18:06:34 - mmengine - INFO - Epoch(train) [188][20/314] lr: 2.3065e-02 eta: 1:23:43 time: 0.3486 data_time: 0.0835 memory: 9706 grad_norm: 1.4141 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.1022 loss: 0.1022 2022/08/05 18:06:41 - mmengine - INFO - Epoch(train) [188][40/314] lr: 2.3012e-02 eta: 1:23:37 time: 0.3183 data_time: 0.0506 memory: 9706 grad_norm: 1.4785 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.1579 loss: 0.1579 2022/08/05 18:06:47 - mmengine - INFO - Epoch(train) [188][60/314] lr: 2.2959e-02 eta: 1:23:31 time: 0.3072 data_time: 0.0505 memory: 9706 grad_norm: 1.4228 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0879 loss: 0.0879 2022/08/05 18:06:53 - mmengine - INFO - Epoch(train) [188][80/314] lr: 2.2906e-02 eta: 1:23:25 time: 0.3070 data_time: 0.0482 memory: 9706 grad_norm: 1.3932 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.1441 loss: 0.1441 2022/08/05 18:06:59 - mmengine - INFO - Epoch(train) [188][100/314] lr: 2.2853e-02 eta: 1:23:19 time: 0.3177 data_time: 0.0514 memory: 9706 grad_norm: 1.3954 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.1071 loss: 0.1071 2022/08/05 18:07:06 - mmengine - INFO - Epoch(train) [188][120/314] lr: 2.2800e-02 eta: 1:23:13 time: 0.3074 data_time: 0.0482 memory: 9706 grad_norm: 1.4977 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.1269 loss: 0.1269 2022/08/05 18:07:12 - mmengine - INFO - Epoch(train) [188][140/314] lr: 2.2747e-02 eta: 1:23:07 time: 0.3080 data_time: 0.0480 memory: 9706 grad_norm: 1.3410 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0821 loss: 0.0821 2022/08/05 18:07:18 - mmengine - INFO - Epoch(train) [188][160/314] lr: 2.2694e-02 eta: 1:23:01 time: 0.3103 data_time: 0.0505 memory: 9706 grad_norm: 1.4704 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.1273 loss: 0.1273 2022/08/05 18:07:24 - mmengine - INFO - Epoch(train) [188][180/314] lr: 2.2641e-02 eta: 1:22:55 time: 0.3111 data_time: 0.0499 memory: 9706 grad_norm: 1.4725 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.1202 loss: 0.1202 2022/08/05 18:07:30 - mmengine - INFO - Epoch(train) [188][200/314] lr: 2.2588e-02 eta: 1:22:49 time: 0.3069 data_time: 0.0492 memory: 9706 grad_norm: 1.3926 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.1454 loss: 0.1454 2022/08/05 18:07:37 - mmengine - INFO - Epoch(train) [188][220/314] lr: 2.2535e-02 eta: 1:22:43 time: 0.3092 data_time: 0.0498 memory: 9706 grad_norm: 1.4573 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.1318 loss: 0.1318 2022/08/05 18:07:43 - mmengine - INFO - Epoch(train) [188][240/314] lr: 2.2483e-02 eta: 1:22:37 time: 0.3148 data_time: 0.0533 memory: 9706 grad_norm: 1.5606 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.1141 loss: 0.1141 2022/08/05 18:07:49 - mmengine - INFO - Epoch(train) [188][260/314] lr: 2.2430e-02 eta: 1:22:31 time: 0.3081 data_time: 0.0492 memory: 9706 grad_norm: 1.3950 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.1376 loss: 0.1376 2022/08/05 18:07:55 - mmengine - INFO - Epoch(train) [188][280/314] lr: 2.2377e-02 eta: 1:22:25 time: 0.3075 data_time: 0.0489 memory: 9706 grad_norm: 1.3888 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.1094 loss: 0.1094 2022/08/05 18:07:56 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_ntu60_xsub_keypoint_20220805_124409 2022/08/05 18:08:01 - mmengine - INFO - Epoch(train) [188][300/314] lr: 2.2325e-02 eta: 1:22:19 time: 0.3165 data_time: 0.0501 memory: 9706 grad_norm: 1.4485 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.1179 loss: 0.1179 2022/08/05 18:08:06 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_ntu60_xsub_keypoint_20220805_124409 2022/08/05 18:08:06 - mmengine - INFO - Epoch(train) [188][314/314] lr: 2.2288e-02 eta: 1:22:19 time: 0.2925 data_time: 0.0459 memory: 9706 grad_norm: 1.6022 top1_acc: 0.7500 top5_acc: 1.0000 loss_cls: 0.1598 loss: 0.1598 2022/08/05 18:08:06 - mmengine - INFO - Saving checkpoint at 188 epochs 2022/08/05 18:08:14 - mmengine - INFO - Epoch(train) [189][20/314] lr: 2.2236e-02 eta: 1:22:08 time: 0.3474 data_time: 0.0880 memory: 9706 grad_norm: 1.3497 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0725 loss: 0.0725 2022/08/05 18:08:20 - mmengine - INFO - Epoch(train) [189][40/314] lr: 2.2183e-02 eta: 1:22:02 time: 0.3185 data_time: 0.0524 memory: 9706 grad_norm: 1.3085 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.1036 loss: 0.1036 2022/08/05 18:08:26 - mmengine - INFO - Epoch(train) [189][60/314] lr: 2.2131e-02 eta: 1:21:56 time: 0.3097 data_time: 0.0505 memory: 9706 grad_norm: 1.3963 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.1572 loss: 0.1572 2022/08/05 18:08:32 - mmengine - INFO - Epoch(train) [189][80/314] lr: 2.2079e-02 eta: 1:21:50 time: 0.3100 data_time: 0.0489 memory: 9706 grad_norm: 1.3793 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.1143 loss: 0.1143 2022/08/05 18:08:39 - mmengine - INFO - Epoch(train) [189][100/314] lr: 2.2026e-02 eta: 1:21:44 time: 0.3087 data_time: 0.0486 memory: 9706 grad_norm: 1.4134 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.1165 loss: 0.1165 2022/08/05 18:08:45 - mmengine - INFO - Epoch(train) [189][120/314] lr: 2.1974e-02 eta: 1:21:38 time: 0.3275 data_time: 0.0510 memory: 9706 grad_norm: 1.3741 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0964 loss: 0.0964 2022/08/05 18:08:51 - mmengine - INFO - Epoch(train) [189][140/314] lr: 2.1922e-02 eta: 1:21:32 time: 0.3079 data_time: 0.0485 memory: 9706 grad_norm: 1.4002 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.1014 loss: 0.1014 2022/08/05 18:08:57 - mmengine - INFO - Epoch(train) [189][160/314] lr: 2.1870e-02 eta: 1:21:26 time: 0.3085 data_time: 0.0502 memory: 9706 grad_norm: 1.4221 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.1117 loss: 0.1117 2022/08/05 18:09:04 - mmengine - INFO - Epoch(train) [189][180/314] lr: 2.1818e-02 eta: 1:21:20 time: 0.3157 data_time: 0.0490 memory: 9706 grad_norm: 1.4539 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.1703 loss: 0.1703 2022/08/05 18:09:10 - mmengine - INFO - Epoch(train) [189][200/314] lr: 2.1766e-02 eta: 1:21:14 time: 0.3082 data_time: 0.0496 memory: 9706 grad_norm: 1.3792 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.0858 loss: 0.0858 2022/08/05 18:09:16 - mmengine - INFO - Epoch(train) [189][220/314] lr: 2.1714e-02 eta: 1:21:08 time: 0.3077 data_time: 0.0497 memory: 9706 grad_norm: 1.4649 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.1297 loss: 0.1297 2022/08/05 18:09:22 - mmengine - INFO - Epoch(train) [189][240/314] lr: 2.1662e-02 eta: 1:21:02 time: 0.3138 data_time: 0.0497 memory: 9706 grad_norm: 1.4210 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.1292 loss: 0.1292 2022/08/05 18:09:29 - mmengine - INFO - Epoch(train) [189][260/314] lr: 2.1610e-02 eta: 1:20:56 time: 0.3116 data_time: 0.0498 memory: 9706 grad_norm: 1.4387 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.1049 loss: 0.1049 2022/08/05 18:09:35 - mmengine - INFO - Epoch(train) [189][280/314] lr: 2.1559e-02 eta: 1:20:50 time: 0.3080 data_time: 0.0500 memory: 9706 grad_norm: 1.4605 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.1032 loss: 0.1032 2022/08/05 18:09:41 - mmengine - INFO - Epoch(train) [189][300/314] lr: 2.1507e-02 eta: 1:20:44 time: 0.3113 data_time: 0.0506 memory: 9706 grad_norm: 1.3262 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.1403 loss: 0.1403 2022/08/05 18:09:45 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_ntu60_xsub_keypoint_20220805_124409 2022/08/05 18:09:45 - mmengine - INFO - Epoch(train) [189][314/314] lr: 2.1471e-02 eta: 1:20:44 time: 0.2921 data_time: 0.0456 memory: 9706 grad_norm: 1.5840 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.1299 loss: 0.1299 2022/08/05 18:09:45 - mmengine - INFO - Saving checkpoint at 189 epochs 2022/08/05 18:09:53 - mmengine - INFO - Epoch(train) [190][20/314] lr: 2.1419e-02 eta: 1:20:33 time: 0.3478 data_time: 0.0952 memory: 9706 grad_norm: 1.5100 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.1662 loss: 0.1662 2022/08/05 18:09:59 - mmengine - INFO - Epoch(train) [190][40/314] lr: 2.1368e-02 eta: 1:20:27 time: 0.3210 data_time: 0.0573 memory: 9706 grad_norm: 1.3280 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0984 loss: 0.0984 2022/08/05 18:10:06 - mmengine - INFO - Epoch(train) [190][60/314] lr: 2.1316e-02 eta: 1:20:21 time: 0.3085 data_time: 0.0474 memory: 9706 grad_norm: 1.4680 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.1270 loss: 0.1270 2022/08/05 18:10:12 - mmengine - INFO - Epoch(train) [190][80/314] lr: 2.1265e-02 eta: 1:20:15 time: 0.3095 data_time: 0.0479 memory: 9706 grad_norm: 1.3291 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.1095 loss: 0.1095 2022/08/05 18:10:18 - mmengine - INFO - Epoch(train) [190][100/314] lr: 2.1213e-02 eta: 1:20:09 time: 0.3136 data_time: 0.0552 memory: 9706 grad_norm: 1.5094 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.1912 loss: 0.1912 2022/08/05 18:10:24 - mmengine - INFO - Epoch(train) [190][120/314] lr: 2.1162e-02 eta: 1:20:03 time: 0.3182 data_time: 0.0513 memory: 9706 grad_norm: 1.4472 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.1265 loss: 0.1265 2022/08/05 18:10:30 - mmengine - INFO - Epoch(train) [190][140/314] lr: 2.1111e-02 eta: 1:19:57 time: 0.3061 data_time: 0.0480 memory: 9706 grad_norm: 1.3795 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.1301 loss: 0.1301 2022/08/05 18:10:37 - mmengine - INFO - Epoch(train) [190][160/314] lr: 2.1060e-02 eta: 1:19:51 time: 0.3116 data_time: 0.0497 memory: 9706 grad_norm: 1.4004 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.1284 loss: 0.1284 2022/08/05 18:10:43 - mmengine - INFO - Epoch(train) [190][180/314] lr: 2.1009e-02 eta: 1:19:45 time: 0.3143 data_time: 0.0504 memory: 9706 grad_norm: 1.4298 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.0949 loss: 0.0949 2022/08/05 18:10:49 - mmengine - INFO - Epoch(train) [190][200/314] lr: 2.0957e-02 eta: 1:19:39 time: 0.3092 data_time: 0.0498 memory: 9706 grad_norm: 1.5800 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.1261 loss: 0.1261 2022/08/05 18:10:55 - mmengine - INFO - Epoch(train) [190][220/314] lr: 2.0906e-02 eta: 1:19:33 time: 0.3089 data_time: 0.0482 memory: 9706 grad_norm: 1.4408 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0941 loss: 0.0941 2022/08/05 18:11:02 - mmengine - INFO - Epoch(train) [190][240/314] lr: 2.0855e-02 eta: 1:19:27 time: 0.3213 data_time: 0.0483 memory: 9706 grad_norm: 1.4107 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.1169 loss: 0.1169 2022/08/05 18:11:08 - mmengine - INFO - Epoch(train) [190][260/314] lr: 2.0804e-02 eta: 1:19:21 time: 0.3077 data_time: 0.0468 memory: 9706 grad_norm: 1.2451 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0887 loss: 0.0887 2022/08/05 18:11:14 - mmengine - INFO - Epoch(train) [190][280/314] lr: 2.0754e-02 eta: 1:19:15 time: 0.3147 data_time: 0.0547 memory: 9706 grad_norm: 1.3278 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.1054 loss: 0.1054 2022/08/05 18:11:21 - mmengine - INFO - Epoch(train) [190][300/314] lr: 2.0703e-02 eta: 1:19:09 time: 0.3290 data_time: 0.0505 memory: 9706 grad_norm: 1.3643 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.1169 loss: 0.1169 2022/08/05 18:11:25 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_ntu60_xsub_keypoint_20220805_124409 2022/08/05 18:11:25 - mmengine - INFO - Epoch(train) [190][314/314] lr: 2.0667e-02 eta: 1:19:09 time: 0.3114 data_time: 0.0459 memory: 9706 grad_norm: 1.4807 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.1124 loss: 0.1124 2022/08/05 18:11:25 - mmengine - INFO - Saving checkpoint at 190 epochs 2022/08/05 18:11:32 - mmengine - INFO - Epoch(val) [190][20/129] eta: 0:00:34 time: 0.3202 data_time: 0.1660 memory: 1867 2022/08/05 18:11:37 - mmengine - INFO - Epoch(val) [190][40/129] eta: 0:00:21 time: 0.2425 data_time: 0.0871 memory: 1867 2022/08/05 18:11:42 - mmengine - INFO - Epoch(val) [190][60/129] eta: 0:00:17 time: 0.2500 data_time: 0.0909 memory: 1867 2022/08/05 18:11:47 - mmengine - INFO - Epoch(val) [190][80/129] eta: 0:00:12 time: 0.2504 data_time: 0.0933 memory: 1867 2022/08/05 18:11:52 - mmengine - INFO - Epoch(val) [190][100/129] eta: 0:00:06 time: 0.2411 data_time: 0.0826 memory: 1867 2022/08/05 18:11:56 - mmengine - INFO - Epoch(val) [190][120/129] eta: 0:00:01 time: 0.2104 data_time: 0.0671 memory: 1867 2022/08/05 18:11:58 - mmengine - INFO - Epoch(val) [190][129/129] acc/top1: 0.9145 acc/top5: 0.9936 acc/mean1: 0.9144 2022/08/05 18:11:58 - mmengine - INFO - The previous best checkpoint /mnt/lustre/daiwenxun/X/mmaction2/work_dirs/slowonly_r50_u48_240e_8xb16_ntu60_xsub_keypoint/best_acc/top1_epoch_181.pth is removed 2022/08/05 18:11:59 - mmengine - INFO - The best checkpoint with 0.9145 acc/top1 at 191 epoch is saved to best_acc/top1_epoch_191.pth. 2022/08/05 18:12:06 - mmengine - INFO - Epoch(train) [191][20/314] lr: 2.0616e-02 eta: 1:18:58 time: 0.3462 data_time: 0.0900 memory: 9706 grad_norm: 1.4850 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.1352 loss: 0.1352 2022/08/05 18:12:13 - mmengine - INFO - Epoch(train) [191][40/314] lr: 2.0566e-02 eta: 1:18:52 time: 0.3101 data_time: 0.0507 memory: 9706 grad_norm: 1.3545 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.1254 loss: 0.1254 2022/08/05 18:12:19 - mmengine - INFO - Epoch(train) [191][60/314] lr: 2.0515e-02 eta: 1:18:46 time: 0.3090 data_time: 0.0509 memory: 9706 grad_norm: 1.4133 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.1022 loss: 0.1022 2022/08/05 18:12:25 - mmengine - INFO - Epoch(train) [191][80/314] lr: 2.0465e-02 eta: 1:18:40 time: 0.3183 data_time: 0.0473 memory: 9706 grad_norm: 1.4595 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.1046 loss: 0.1046 2022/08/05 18:12:31 - mmengine - INFO - Epoch(train) [191][100/314] lr: 2.0414e-02 eta: 1:18:34 time: 0.3122 data_time: 0.0532 memory: 9706 grad_norm: 1.4126 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.0928 loss: 0.0928 2022/08/05 18:12:37 - mmengine - INFO - Epoch(train) [191][120/314] lr: 2.0364e-02 eta: 1:18:28 time: 0.3064 data_time: 0.0485 memory: 9706 grad_norm: 1.4628 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.1261 loss: 0.1261 2022/08/05 18:12:44 - mmengine - INFO - Epoch(train) [191][140/314] lr: 2.0313e-02 eta: 1:18:22 time: 0.3208 data_time: 0.0495 memory: 9706 grad_norm: 1.4559 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0856 loss: 0.0856 2022/08/05 18:12:50 - mmengine - INFO - Epoch(train) [191][160/314] lr: 2.0263e-02 eta: 1:18:16 time: 0.3090 data_time: 0.0493 memory: 9706 grad_norm: 1.5268 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.1114 loss: 0.1114 2022/08/05 18:12:56 - mmengine - INFO - Epoch(train) [191][180/314] lr: 2.0213e-02 eta: 1:18:10 time: 0.3107 data_time: 0.0525 memory: 9706 grad_norm: 1.2367 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0851 loss: 0.0851 2022/08/05 18:13:03 - mmengine - INFO - Epoch(train) [191][200/314] lr: 2.0162e-02 eta: 1:18:04 time: 0.3139 data_time: 0.0473 memory: 9706 grad_norm: 1.3341 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.0982 loss: 0.0982 2022/08/05 18:13:09 - mmengine - INFO - Epoch(train) [191][220/314] lr: 2.0112e-02 eta: 1:17:58 time: 0.3076 data_time: 0.0492 memory: 9706 grad_norm: 1.5335 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.1129 loss: 0.1129 2022/08/05 18:13:15 - mmengine - INFO - Epoch(train) [191][240/314] lr: 2.0062e-02 eta: 1:17:52 time: 0.3086 data_time: 0.0479 memory: 9706 grad_norm: 1.5802 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.1106 loss: 0.1106 2022/08/05 18:13:21 - mmengine - INFO - Epoch(train) [191][260/314] lr: 2.0012e-02 eta: 1:17:46 time: 0.3226 data_time: 0.0536 memory: 9706 grad_norm: 1.4219 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0904 loss: 0.0904 2022/08/05 18:13:27 - mmengine - INFO - Epoch(train) [191][280/314] lr: 1.9962e-02 eta: 1:17:40 time: 0.3078 data_time: 0.0472 memory: 9706 grad_norm: 1.3562 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.1294 loss: 0.1294 2022/08/05 18:13:34 - mmengine - INFO - Epoch(train) [191][300/314] lr: 1.9912e-02 eta: 1:17:34 time: 0.3116 data_time: 0.0548 memory: 9706 grad_norm: 1.4689 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0902 loss: 0.0902 2022/08/05 18:13:38 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_ntu60_xsub_keypoint_20220805_124409 2022/08/05 18:13:38 - mmengine - INFO - Epoch(train) [191][314/314] lr: 1.9877e-02 eta: 1:17:34 time: 0.2910 data_time: 0.0434 memory: 9706 grad_norm: 1.5141 top1_acc: 0.7500 top5_acc: 0.7500 loss_cls: 0.1304 loss: 0.1304 2022/08/05 18:13:38 - mmengine - INFO - Saving checkpoint at 191 epochs 2022/08/05 18:13:46 - mmengine - INFO - Epoch(train) [192][20/314] lr: 1.9827e-02 eta: 1:17:23 time: 0.3466 data_time: 0.0837 memory: 9706 grad_norm: 1.4582 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.1531 loss: 0.1531 2022/08/05 18:13:48 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_ntu60_xsub_keypoint_20220805_124409 2022/08/05 18:13:52 - mmengine - INFO - Epoch(train) [192][40/314] lr: 1.9777e-02 eta: 1:17:17 time: 0.3237 data_time: 0.0530 memory: 9706 grad_norm: 1.2386 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0594 loss: 0.0594 2022/08/05 18:13:59 - mmengine - INFO - Epoch(train) [192][60/314] lr: 1.9728e-02 eta: 1:17:11 time: 0.3076 data_time: 0.0505 memory: 9706 grad_norm: 1.2719 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.0674 loss: 0.0674 2022/08/05 18:14:05 - mmengine - INFO - Epoch(train) [192][80/314] lr: 1.9678e-02 eta: 1:17:05 time: 0.3106 data_time: 0.0495 memory: 9706 grad_norm: 1.3782 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0949 loss: 0.0949 2022/08/05 18:14:11 - mmengine - INFO - Epoch(train) [192][100/314] lr: 1.9628e-02 eta: 1:16:59 time: 0.3191 data_time: 0.0571 memory: 9706 grad_norm: 1.4748 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.1052 loss: 0.1052 2022/08/05 18:14:17 - mmengine - INFO - Epoch(train) [192][120/314] lr: 1.9579e-02 eta: 1:16:53 time: 0.3136 data_time: 0.0478 memory: 9706 grad_norm: 1.4241 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.0855 loss: 0.0855 2022/08/05 18:14:24 - mmengine - INFO - Epoch(train) [192][140/314] lr: 1.9529e-02 eta: 1:16:47 time: 0.3069 data_time: 0.0474 memory: 9706 grad_norm: 1.5407 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.1338 loss: 0.1338 2022/08/05 18:14:30 - mmengine - INFO - Epoch(train) [192][160/314] lr: 1.9480e-02 eta: 1:16:41 time: 0.3167 data_time: 0.0495 memory: 9706 grad_norm: 1.3566 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.1109 loss: 0.1109 2022/08/05 18:14:36 - mmengine - INFO - Epoch(train) [192][180/314] lr: 1.9430e-02 eta: 1:16:35 time: 0.3113 data_time: 0.0524 memory: 9706 grad_norm: 1.4384 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.1171 loss: 0.1171 2022/08/05 18:14:42 - mmengine - INFO - Epoch(train) [192][200/314] lr: 1.9381e-02 eta: 1:16:29 time: 0.3112 data_time: 0.0489 memory: 9706 grad_norm: 1.3884 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0961 loss: 0.0961 2022/08/05 18:14:49 - mmengine - INFO - Epoch(train) [192][220/314] lr: 1.9332e-02 eta: 1:16:23 time: 0.3085 data_time: 0.0499 memory: 9706 grad_norm: 1.5034 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.1138 loss: 0.1138 2022/08/05 18:14:55 - mmengine - INFO - Epoch(train) [192][240/314] lr: 1.9282e-02 eta: 1:16:17 time: 0.3192 data_time: 0.0502 memory: 9706 grad_norm: 1.5050 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.1361 loss: 0.1361 2022/08/05 18:15:01 - mmengine - INFO - Epoch(train) [192][260/314] lr: 1.9233e-02 eta: 1:16:11 time: 0.3150 data_time: 0.0527 memory: 9706 grad_norm: 1.3729 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0992 loss: 0.0992 2022/08/05 18:15:07 - mmengine - INFO - Epoch(train) [192][280/314] lr: 1.9184e-02 eta: 1:16:05 time: 0.3081 data_time: 0.0492 memory: 9706 grad_norm: 1.5147 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0711 loss: 0.0711 2022/08/05 18:15:14 - mmengine - INFO - Epoch(train) [192][300/314] lr: 1.9135e-02 eta: 1:15:59 time: 0.3126 data_time: 0.0488 memory: 9706 grad_norm: 1.5266 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.1349 loss: 0.1349 2022/08/05 18:15:18 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_ntu60_xsub_keypoint_20220805_124409 2022/08/05 18:15:18 - mmengine - INFO - Epoch(train) [192][314/314] lr: 1.9101e-02 eta: 1:15:59 time: 0.2904 data_time: 0.0427 memory: 9706 grad_norm: 1.6289 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.1284 loss: 0.1284 2022/08/05 18:15:18 - mmengine - INFO - Saving checkpoint at 192 epochs 2022/08/05 18:15:26 - mmengine - INFO - Epoch(train) [193][20/314] lr: 1.9052e-02 eta: 1:15:48 time: 0.3562 data_time: 0.0877 memory: 9706 grad_norm: 1.5226 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.1621 loss: 0.1621 2022/08/05 18:15:32 - mmengine - INFO - Epoch(train) [193][40/314] lr: 1.9003e-02 eta: 1:15:42 time: 0.3199 data_time: 0.0476 memory: 9706 grad_norm: 1.4094 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.1257 loss: 0.1257 2022/08/05 18:15:38 - mmengine - INFO - Epoch(train) [193][60/314] lr: 1.8954e-02 eta: 1:15:36 time: 0.3090 data_time: 0.0502 memory: 9706 grad_norm: 1.3413 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.1043 loss: 0.1043 2022/08/05 18:15:45 - mmengine - INFO - Epoch(train) [193][80/314] lr: 1.8905e-02 eta: 1:15:30 time: 0.3052 data_time: 0.0466 memory: 9706 grad_norm: 1.3745 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.1168 loss: 0.1168 2022/08/05 18:15:51 - mmengine - INFO - Epoch(train) [193][100/314] lr: 1.8856e-02 eta: 1:15:24 time: 0.3354 data_time: 0.0565 memory: 9706 grad_norm: 1.3881 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.1287 loss: 0.1287 2022/08/05 18:15:57 - mmengine - INFO - Epoch(train) [193][120/314] lr: 1.8808e-02 eta: 1:15:18 time: 0.3070 data_time: 0.0485 memory: 9706 grad_norm: 1.4419 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.0956 loss: 0.0956 2022/08/05 18:16:04 - mmengine - INFO - Epoch(train) [193][140/314] lr: 1.8759e-02 eta: 1:15:12 time: 0.3074 data_time: 0.0490 memory: 9706 grad_norm: 1.2273 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0702 loss: 0.0702 2022/08/05 18:16:10 - mmengine - INFO - Epoch(train) [193][160/314] lr: 1.8710e-02 eta: 1:15:06 time: 0.3116 data_time: 0.0475 memory: 9706 grad_norm: 1.2312 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0943 loss: 0.0943 2022/08/05 18:16:16 - mmengine - INFO - Epoch(train) [193][180/314] lr: 1.8662e-02 eta: 1:15:00 time: 0.3060 data_time: 0.0495 memory: 9706 grad_norm: 1.2997 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.0861 loss: 0.0861 2022/08/05 18:16:22 - mmengine - INFO - Epoch(train) [193][200/314] lr: 1.8613e-02 eta: 1:14:54 time: 0.3104 data_time: 0.0483 memory: 9706 grad_norm: 1.3687 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.1094 loss: 0.1094 2022/08/05 18:16:28 - mmengine - INFO - Epoch(train) [193][220/314] lr: 1.8565e-02 eta: 1:14:48 time: 0.3084 data_time: 0.0498 memory: 9706 grad_norm: 1.4811 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.1122 loss: 0.1122 2022/08/05 18:16:35 - mmengine - INFO - Epoch(train) [193][240/314] lr: 1.8517e-02 eta: 1:14:42 time: 0.3241 data_time: 0.0493 memory: 9706 grad_norm: 1.5365 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.1033 loss: 0.1033 2022/08/05 18:16:41 - mmengine - INFO - Epoch(train) [193][260/314] lr: 1.8468e-02 eta: 1:14:36 time: 0.3099 data_time: 0.0502 memory: 9706 grad_norm: 1.3938 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.0862 loss: 0.0862 2022/08/05 18:16:47 - mmengine - INFO - Epoch(train) [193][280/314] lr: 1.8420e-02 eta: 1:14:30 time: 0.3091 data_time: 0.0502 memory: 9706 grad_norm: 1.4511 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.1070 loss: 0.1070 2022/08/05 18:16:54 - mmengine - INFO - Epoch(train) [193][300/314] lr: 1.8372e-02 eta: 1:14:24 time: 0.3233 data_time: 0.0535 memory: 9706 grad_norm: 1.4300 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0954 loss: 0.0954 2022/08/05 18:16:58 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_ntu60_xsub_keypoint_20220805_124409 2022/08/05 18:16:58 - mmengine - INFO - Epoch(train) [193][314/314] lr: 1.8338e-02 eta: 1:14:24 time: 0.2979 data_time: 0.0507 memory: 9706 grad_norm: 1.5591 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.1088 loss: 0.1088 2022/08/05 18:16:58 - mmengine - INFO - Saving checkpoint at 193 epochs 2022/08/05 18:17:06 - mmengine - INFO - Epoch(train) [194][20/314] lr: 1.8290e-02 eta: 1:14:13 time: 0.3579 data_time: 0.1013 memory: 9706 grad_norm: 1.3912 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0882 loss: 0.0882 2022/08/05 18:17:13 - mmengine - INFO - Epoch(train) [194][40/314] lr: 1.8242e-02 eta: 1:14:07 time: 0.3331 data_time: 0.0578 memory: 9706 grad_norm: 1.4083 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.1188 loss: 0.1188 2022/08/05 18:17:19 - mmengine - INFO - Epoch(train) [194][60/314] lr: 1.8194e-02 eta: 1:14:01 time: 0.3121 data_time: 0.0539 memory: 9706 grad_norm: 1.3638 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.0989 loss: 0.0989 2022/08/05 18:17:25 - mmengine - INFO - Epoch(train) [194][80/314] lr: 1.8146e-02 eta: 1:13:55 time: 0.3228 data_time: 0.0562 memory: 9706 grad_norm: 1.4081 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.1011 loss: 0.1011 2022/08/05 18:17:31 - mmengine - INFO - Epoch(train) [194][100/314] lr: 1.8098e-02 eta: 1:13:49 time: 0.3086 data_time: 0.0492 memory: 9706 grad_norm: 1.3448 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.1023 loss: 0.1023 2022/08/05 18:17:38 - mmengine - INFO - Epoch(train) [194][120/314] lr: 1.8051e-02 eta: 1:13:43 time: 0.3097 data_time: 0.0470 memory: 9706 grad_norm: 1.3290 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0860 loss: 0.0860 2022/08/05 18:17:44 - mmengine - INFO - Epoch(train) [194][140/314] lr: 1.8003e-02 eta: 1:13:37 time: 0.3123 data_time: 0.0535 memory: 9706 grad_norm: 1.4204 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0840 loss: 0.0840 2022/08/05 18:17:50 - mmengine - INFO - Epoch(train) [194][160/314] lr: 1.7955e-02 eta: 1:13:31 time: 0.3099 data_time: 0.0474 memory: 9706 grad_norm: 1.5835 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.1072 loss: 0.1072 2022/08/05 18:17:56 - mmengine - INFO - Epoch(train) [194][180/314] lr: 1.7907e-02 eta: 1:13:25 time: 0.3152 data_time: 0.0545 memory: 9706 grad_norm: 1.4016 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.1033 loss: 0.1033 2022/08/05 18:18:03 - mmengine - INFO - Epoch(train) [194][200/314] lr: 1.7860e-02 eta: 1:13:20 time: 0.3247 data_time: 0.0571 memory: 9706 grad_norm: 1.4714 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.1267 loss: 0.1267 2022/08/05 18:18:09 - mmengine - INFO - Epoch(train) [194][220/314] lr: 1.7812e-02 eta: 1:13:14 time: 0.3164 data_time: 0.0578 memory: 9706 grad_norm: 1.5735 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.1689 loss: 0.1689 2022/08/05 18:18:15 - mmengine - INFO - Epoch(train) [194][240/314] lr: 1.7765e-02 eta: 1:13:08 time: 0.3093 data_time: 0.0491 memory: 9706 grad_norm: 1.4456 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.1048 loss: 0.1048 2022/08/05 18:18:22 - mmengine - INFO - Epoch(train) [194][260/314] lr: 1.7717e-02 eta: 1:13:02 time: 0.3220 data_time: 0.0539 memory: 9706 grad_norm: 1.4592 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0863 loss: 0.0863 2022/08/05 18:18:28 - mmengine - INFO - Epoch(train) [194][280/314] lr: 1.7670e-02 eta: 1:12:56 time: 0.3061 data_time: 0.0471 memory: 9706 grad_norm: 1.3392 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0929 loss: 0.0929 2022/08/05 18:18:34 - mmengine - INFO - Epoch(train) [194][300/314] lr: 1.7623e-02 eta: 1:12:50 time: 0.3154 data_time: 0.0499 memory: 9706 grad_norm: 1.1972 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0724 loss: 0.0724 2022/08/05 18:18:38 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_ntu60_xsub_keypoint_20220805_124409 2022/08/05 18:18:38 - mmengine - INFO - Epoch(train) [194][314/314] lr: 1.7590e-02 eta: 1:12:50 time: 0.2939 data_time: 0.0471 memory: 9706 grad_norm: 1.3552 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.1177 loss: 0.1177 2022/08/05 18:18:38 - mmengine - INFO - Saving checkpoint at 194 epochs 2022/08/05 18:18:46 - mmengine - INFO - Epoch(train) [195][20/314] lr: 1.7543e-02 eta: 1:12:39 time: 0.3511 data_time: 0.0879 memory: 9706 grad_norm: 1.3307 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0982 loss: 0.0982 2022/08/05 18:18:52 - mmengine - INFO - Epoch(train) [195][40/314] lr: 1.7495e-02 eta: 1:12:33 time: 0.3124 data_time: 0.0504 memory: 9706 grad_norm: 1.3902 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0664 loss: 0.0664 2022/08/05 18:18:59 - mmengine - INFO - Epoch(train) [195][60/314] lr: 1.7448e-02 eta: 1:12:26 time: 0.3074 data_time: 0.0499 memory: 9706 grad_norm: 1.4185 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.1153 loss: 0.1153 2022/08/05 18:19:05 - mmengine - INFO - Epoch(train) [195][80/314] lr: 1.7401e-02 eta: 1:12:20 time: 0.3122 data_time: 0.0476 memory: 9706 grad_norm: 1.3117 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0946 loss: 0.0946 2022/08/05 18:19:06 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_ntu60_xsub_keypoint_20220805_124409 2022/08/05 18:19:11 - mmengine - INFO - Epoch(train) [195][100/314] lr: 1.7354e-02 eta: 1:12:15 time: 0.3187 data_time: 0.0536 memory: 9706 grad_norm: 1.3140 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0624 loss: 0.0624 2022/08/05 18:19:18 - mmengine - INFO - Epoch(train) [195][120/314] lr: 1.7307e-02 eta: 1:12:09 time: 0.3136 data_time: 0.0497 memory: 9706 grad_norm: 1.4746 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.0824 loss: 0.0824 2022/08/05 18:19:24 - mmengine - INFO - Epoch(train) [195][140/314] lr: 1.7261e-02 eta: 1:12:03 time: 0.3195 data_time: 0.0508 memory: 9706 grad_norm: 1.3782 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.1032 loss: 0.1032 2022/08/05 18:19:30 - mmengine - INFO - Epoch(train) [195][160/314] lr: 1.7214e-02 eta: 1:11:57 time: 0.3134 data_time: 0.0493 memory: 9706 grad_norm: 1.3738 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.1192 loss: 0.1192 2022/08/05 18:19:36 - mmengine - INFO - Epoch(train) [195][180/314] lr: 1.7167e-02 eta: 1:11:51 time: 0.3103 data_time: 0.0498 memory: 9706 grad_norm: 1.4036 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0939 loss: 0.0939 2022/08/05 18:19:43 - mmengine - INFO - Epoch(train) [195][200/314] lr: 1.7120e-02 eta: 1:11:45 time: 0.3265 data_time: 0.0546 memory: 9706 grad_norm: 1.4342 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.0687 loss: 0.0687 2022/08/05 18:19:49 - mmengine - INFO - Epoch(train) [195][220/314] lr: 1.7074e-02 eta: 1:11:39 time: 0.3094 data_time: 0.0529 memory: 9706 grad_norm: 1.4203 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.1034 loss: 0.1034 2022/08/05 18:19:55 - mmengine - INFO - Epoch(train) [195][240/314] lr: 1.7027e-02 eta: 1:11:33 time: 0.3136 data_time: 0.0569 memory: 9706 grad_norm: 1.3128 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.1459 loss: 0.1459 2022/08/05 18:20:02 - mmengine - INFO - Epoch(train) [195][260/314] lr: 1.6981e-02 eta: 1:11:27 time: 0.3140 data_time: 0.0552 memory: 9706 grad_norm: 1.3950 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.1188 loss: 0.1188 2022/08/05 18:20:08 - mmengine - INFO - Epoch(train) [195][280/314] lr: 1.6934e-02 eta: 1:11:21 time: 0.3117 data_time: 0.0494 memory: 9706 grad_norm: 1.4327 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.0830 loss: 0.0830 2022/08/05 18:20:14 - mmengine - INFO - Epoch(train) [195][300/314] lr: 1.6888e-02 eta: 1:11:15 time: 0.3095 data_time: 0.0508 memory: 9706 grad_norm: 1.2918 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.0860 loss: 0.0860 2022/08/05 18:20:18 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_ntu60_xsub_keypoint_20220805_124409 2022/08/05 18:20:18 - mmengine - INFO - Epoch(train) [195][314/314] lr: 1.6855e-02 eta: 1:11:15 time: 0.2897 data_time: 0.0445 memory: 9706 grad_norm: 1.3925 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.1413 loss: 0.1413 2022/08/05 18:20:18 - mmengine - INFO - Saving checkpoint at 195 epochs 2022/08/05 18:20:26 - mmengine - INFO - Epoch(train) [196][20/314] lr: 1.6809e-02 eta: 1:11:04 time: 0.3466 data_time: 0.0853 memory: 9706 grad_norm: 1.3470 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0820 loss: 0.0820 2022/08/05 18:20:33 - mmengine - INFO - Epoch(train) [196][40/314] lr: 1.6763e-02 eta: 1:10:58 time: 0.3140 data_time: 0.0504 memory: 9706 grad_norm: 1.2921 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.0987 loss: 0.0987 2022/08/05 18:20:39 - mmengine - INFO - Epoch(train) [196][60/314] lr: 1.6717e-02 eta: 1:10:52 time: 0.3079 data_time: 0.0512 memory: 9706 grad_norm: 1.3997 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.1284 loss: 0.1284 2022/08/05 18:20:45 - mmengine - INFO - Epoch(train) [196][80/314] lr: 1.6671e-02 eta: 1:10:46 time: 0.3133 data_time: 0.0487 memory: 9706 grad_norm: 1.6656 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.1392 loss: 0.1392 2022/08/05 18:20:51 - mmengine - INFO - Epoch(train) [196][100/314] lr: 1.6624e-02 eta: 1:10:40 time: 0.3170 data_time: 0.0520 memory: 9706 grad_norm: 1.4186 top1_acc: 0.9375 top5_acc: 0.9375 loss_cls: 0.1012 loss: 0.1012 2022/08/05 18:20:58 - mmengine - INFO - Epoch(train) [196][120/314] lr: 1.6578e-02 eta: 1:10:34 time: 0.3111 data_time: 0.0517 memory: 9706 grad_norm: 1.3112 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0658 loss: 0.0658 2022/08/05 18:21:04 - mmengine - INFO - Epoch(train) [196][140/314] lr: 1.6533e-02 eta: 1:10:28 time: 0.3143 data_time: 0.0519 memory: 9706 grad_norm: 1.3443 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0758 loss: 0.0758 2022/08/05 18:21:10 - mmengine - INFO - Epoch(train) [196][160/314] lr: 1.6487e-02 eta: 1:10:22 time: 0.3160 data_time: 0.0485 memory: 9706 grad_norm: 1.5363 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0846 loss: 0.0846 2022/08/05 18:21:16 - mmengine - INFO - Epoch(train) [196][180/314] lr: 1.6441e-02 eta: 1:10:16 time: 0.3118 data_time: 0.0531 memory: 9706 grad_norm: 1.3958 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.1028 loss: 0.1028 2022/08/05 18:21:23 - mmengine - INFO - Epoch(train) [196][200/314] lr: 1.6395e-02 eta: 1:10:10 time: 0.3118 data_time: 0.0490 memory: 9706 grad_norm: 1.3279 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0858 loss: 0.0858 2022/08/05 18:21:29 - mmengine - INFO - Epoch(train) [196][220/314] lr: 1.6349e-02 eta: 1:10:04 time: 0.3100 data_time: 0.0522 memory: 9706 grad_norm: 1.4534 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.1366 loss: 0.1366 2022/08/05 18:21:35 - mmengine - INFO - Epoch(train) [196][240/314] lr: 1.6304e-02 eta: 1:09:58 time: 0.3157 data_time: 0.0521 memory: 9706 grad_norm: 1.4449 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0711 loss: 0.0711 2022/08/05 18:21:41 - mmengine - INFO - Epoch(train) [196][260/314] lr: 1.6258e-02 eta: 1:09:52 time: 0.3107 data_time: 0.0544 memory: 9706 grad_norm: 1.5244 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.1218 loss: 0.1218 2022/08/05 18:21:48 - mmengine - INFO - Epoch(train) [196][280/314] lr: 1.6212e-02 eta: 1:09:46 time: 0.3135 data_time: 0.0551 memory: 9706 grad_norm: 1.3570 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0774 loss: 0.0774 2022/08/05 18:21:54 - mmengine - INFO - Epoch(train) [196][300/314] lr: 1.6167e-02 eta: 1:09:40 time: 0.3130 data_time: 0.0515 memory: 9706 grad_norm: 1.2938 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.1180 loss: 0.1180 2022/08/05 18:21:58 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_ntu60_xsub_keypoint_20220805_124409 2022/08/05 18:21:58 - mmengine - INFO - Epoch(train) [196][314/314] lr: 1.6135e-02 eta: 1:09:40 time: 0.2898 data_time: 0.0437 memory: 9706 grad_norm: 1.2955 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0746 loss: 0.0746 2022/08/05 18:21:58 - mmengine - INFO - Saving checkpoint at 196 epochs 2022/08/05 18:22:06 - mmengine - INFO - Epoch(train) [197][20/314] lr: 1.6090e-02 eta: 1:09:29 time: 0.3514 data_time: 0.0865 memory: 9706 grad_norm: 1.2576 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.1115 loss: 0.1115 2022/08/05 18:22:12 - mmengine - INFO - Epoch(train) [197][40/314] lr: 1.6045e-02 eta: 1:09:23 time: 0.3175 data_time: 0.0507 memory: 9706 grad_norm: 1.3010 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.0754 loss: 0.0754 2022/08/05 18:22:18 - mmengine - INFO - Epoch(train) [197][60/314] lr: 1.5999e-02 eta: 1:09:17 time: 0.3097 data_time: 0.0522 memory: 9706 grad_norm: 1.2854 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0692 loss: 0.0692 2022/08/05 18:22:25 - mmengine - INFO - Epoch(train) [197][80/314] lr: 1.5954e-02 eta: 1:09:11 time: 0.3141 data_time: 0.0520 memory: 9706 grad_norm: 1.3143 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0605 loss: 0.0605 2022/08/05 18:22:31 - mmengine - INFO - Epoch(train) [197][100/314] lr: 1.5909e-02 eta: 1:09:05 time: 0.3235 data_time: 0.0570 memory: 9706 grad_norm: 1.3513 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0940 loss: 0.0940 2022/08/05 18:22:37 - mmengine - INFO - Epoch(train) [197][120/314] lr: 1.5864e-02 eta: 1:08:59 time: 0.3057 data_time: 0.0475 memory: 9706 grad_norm: 1.1653 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.0663 loss: 0.0663 2022/08/05 18:22:44 - mmengine - INFO - Epoch(train) [197][140/314] lr: 1.5819e-02 eta: 1:08:53 time: 0.3131 data_time: 0.0510 memory: 9706 grad_norm: 1.2970 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0647 loss: 0.0647 2022/08/05 18:22:50 - mmengine - INFO - Epoch(train) [197][160/314] lr: 1.5774e-02 eta: 1:08:47 time: 0.3103 data_time: 0.0534 memory: 9706 grad_norm: 1.5115 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.0668 loss: 0.0668 2022/08/05 18:22:56 - mmengine - INFO - Epoch(train) [197][180/314] lr: 1.5729e-02 eta: 1:08:41 time: 0.3130 data_time: 0.0546 memory: 9706 grad_norm: 1.5311 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.1064 loss: 0.1064 2022/08/05 18:23:02 - mmengine - INFO - Epoch(train) [197][200/314] lr: 1.5684e-02 eta: 1:08:35 time: 0.3089 data_time: 0.0488 memory: 9706 grad_norm: 1.3534 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0754 loss: 0.0754 2022/08/05 18:23:08 - mmengine - INFO - Epoch(train) [197][220/314] lr: 1.5639e-02 eta: 1:08:29 time: 0.3081 data_time: 0.0501 memory: 9706 grad_norm: 1.5324 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.1088 loss: 0.1088 2022/08/05 18:23:15 - mmengine - INFO - Epoch(train) [197][240/314] lr: 1.5594e-02 eta: 1:08:23 time: 0.3178 data_time: 0.0503 memory: 9706 grad_norm: 1.3726 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0812 loss: 0.0812 2022/08/05 18:23:21 - mmengine - INFO - Epoch(train) [197][260/314] lr: 1.5550e-02 eta: 1:08:17 time: 0.3239 data_time: 0.0524 memory: 9706 grad_norm: 1.4571 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0961 loss: 0.0961 2022/08/05 18:23:27 - mmengine - INFO - Epoch(train) [197][280/314] lr: 1.5505e-02 eta: 1:08:11 time: 0.3076 data_time: 0.0498 memory: 9706 grad_norm: 1.3508 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0582 loss: 0.0582 2022/08/05 18:23:34 - mmengine - INFO - Epoch(train) [197][300/314] lr: 1.5461e-02 eta: 1:08:05 time: 0.3128 data_time: 0.0521 memory: 9706 grad_norm: 1.4089 top1_acc: 0.8125 top5_acc: 1.0000 loss_cls: 0.1219 loss: 0.1219 2022/08/05 18:23:38 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_ntu60_xsub_keypoint_20220805_124409 2022/08/05 18:23:38 - mmengine - INFO - Epoch(train) [197][314/314] lr: 1.5429e-02 eta: 1:08:05 time: 0.2905 data_time: 0.0441 memory: 9706 grad_norm: 1.5949 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.1387 loss: 0.1387 2022/08/05 18:23:38 - mmengine - INFO - Saving checkpoint at 197 epochs 2022/08/05 18:23:46 - mmengine - INFO - Epoch(train) [198][20/314] lr: 1.5385e-02 eta: 1:07:54 time: 0.3605 data_time: 0.0943 memory: 9706 grad_norm: 1.4005 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0906 loss: 0.0906 2022/08/05 18:23:52 - mmengine - INFO - Epoch(train) [198][40/314] lr: 1.5341e-02 eta: 1:07:48 time: 0.3249 data_time: 0.0484 memory: 9706 grad_norm: 1.4784 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0811 loss: 0.0811 2022/08/05 18:23:59 - mmengine - INFO - Epoch(train) [198][60/314] lr: 1.5296e-02 eta: 1:07:42 time: 0.3153 data_time: 0.0506 memory: 9706 grad_norm: 1.4163 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.1453 loss: 0.1453 2022/08/05 18:24:05 - mmengine - INFO - Epoch(train) [198][80/314] lr: 1.5252e-02 eta: 1:07:36 time: 0.3233 data_time: 0.0557 memory: 9706 grad_norm: 1.4632 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.1029 loss: 0.1029 2022/08/05 18:24:12 - mmengine - INFO - Epoch(train) [198][100/314] lr: 1.5208e-02 eta: 1:07:30 time: 0.3226 data_time: 0.0504 memory: 9706 grad_norm: 1.4809 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.1183 loss: 0.1183 2022/08/05 18:24:18 - mmengine - INFO - Epoch(train) [198][120/314] lr: 1.5164e-02 eta: 1:07:24 time: 0.3076 data_time: 0.0470 memory: 9706 grad_norm: 1.4190 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.1001 loss: 0.1001 2022/08/05 18:24:24 - mmengine - INFO - Epoch(train) [198][140/314] lr: 1.5119e-02 eta: 1:07:18 time: 0.3328 data_time: 0.0522 memory: 9706 grad_norm: 1.2684 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.0702 loss: 0.0702 2022/08/05 18:24:25 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_ntu60_xsub_keypoint_20220805_124409 2022/08/05 18:24:31 - mmengine - INFO - Epoch(train) [198][160/314] lr: 1.5075e-02 eta: 1:07:12 time: 0.3096 data_time: 0.0493 memory: 9706 grad_norm: 1.3554 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0666 loss: 0.0666 2022/08/05 18:24:37 - mmengine - INFO - Epoch(train) [198][180/314] lr: 1.5031e-02 eta: 1:07:06 time: 0.3108 data_time: 0.0496 memory: 9706 grad_norm: 1.2553 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0903 loss: 0.0903 2022/08/05 18:24:43 - mmengine - INFO - Epoch(train) [198][200/314] lr: 1.4987e-02 eta: 1:07:00 time: 0.3303 data_time: 0.0552 memory: 9706 grad_norm: 1.4216 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.0972 loss: 0.0972 2022/08/05 18:24:50 - mmengine - INFO - Epoch(train) [198][220/314] lr: 1.4944e-02 eta: 1:06:54 time: 0.3118 data_time: 0.0513 memory: 9706 grad_norm: 1.3272 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0772 loss: 0.0772 2022/08/05 18:24:56 - mmengine - INFO - Epoch(train) [198][240/314] lr: 1.4900e-02 eta: 1:06:48 time: 0.3078 data_time: 0.0472 memory: 9706 grad_norm: 1.2438 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0831 loss: 0.0831 2022/08/05 18:25:02 - mmengine - INFO - Epoch(train) [198][260/314] lr: 1.4856e-02 eta: 1:06:42 time: 0.3270 data_time: 0.0503 memory: 9706 grad_norm: 1.2995 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.0803 loss: 0.0803 2022/08/05 18:25:08 - mmengine - INFO - Epoch(train) [198][280/314] lr: 1.4812e-02 eta: 1:06:36 time: 0.3072 data_time: 0.0480 memory: 9706 grad_norm: 1.4084 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.1163 loss: 0.1163 2022/08/05 18:25:15 - mmengine - INFO - Epoch(train) [198][300/314] lr: 1.4769e-02 eta: 1:06:30 time: 0.3076 data_time: 0.0516 memory: 9706 grad_norm: 1.3703 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0830 loss: 0.0830 2022/08/05 18:25:19 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_ntu60_xsub_keypoint_20220805_124409 2022/08/05 18:25:19 - mmengine - INFO - Epoch(train) [198][314/314] lr: 1.4738e-02 eta: 1:06:30 time: 0.2933 data_time: 0.0470 memory: 9706 grad_norm: 1.6547 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0984 loss: 0.0984 2022/08/05 18:25:19 - mmengine - INFO - Saving checkpoint at 198 epochs 2022/08/05 18:25:27 - mmengine - INFO - Epoch(train) [199][20/314] lr: 1.4695e-02 eta: 1:06:19 time: 0.3602 data_time: 0.0869 memory: 9706 grad_norm: 1.5129 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0967 loss: 0.0967 2022/08/05 18:25:33 - mmengine - INFO - Epoch(train) [199][40/314] lr: 1.4651e-02 eta: 1:06:13 time: 0.3188 data_time: 0.0506 memory: 9706 grad_norm: 1.4658 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.1129 loss: 0.1129 2022/08/05 18:25:39 - mmengine - INFO - Epoch(train) [199][60/314] lr: 1.4608e-02 eta: 1:06:07 time: 0.3084 data_time: 0.0509 memory: 9706 grad_norm: 1.4734 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.0980 loss: 0.0980 2022/08/05 18:25:46 - mmengine - INFO - Epoch(train) [199][80/314] lr: 1.4564e-02 eta: 1:06:01 time: 0.3148 data_time: 0.0496 memory: 9706 grad_norm: 1.3943 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0834 loss: 0.0834 2022/08/05 18:25:52 - mmengine - INFO - Epoch(train) [199][100/314] lr: 1.4521e-02 eta: 1:05:55 time: 0.3122 data_time: 0.0514 memory: 9706 grad_norm: 1.3876 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0980 loss: 0.0980 2022/08/05 18:25:58 - mmengine - INFO - Epoch(train) [199][120/314] lr: 1.4478e-02 eta: 1:05:49 time: 0.3052 data_time: 0.0472 memory: 9706 grad_norm: 1.3757 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.1366 loss: 0.1366 2022/08/05 18:26:05 - mmengine - INFO - Epoch(train) [199][140/314] lr: 1.4435e-02 eta: 1:05:43 time: 0.3314 data_time: 0.0548 memory: 9706 grad_norm: 1.4734 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0912 loss: 0.0912 2022/08/05 18:26:11 - mmengine - INFO - Epoch(train) [199][160/314] lr: 1.4392e-02 eta: 1:05:37 time: 0.3099 data_time: 0.0515 memory: 9706 grad_norm: 1.5425 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.1196 loss: 0.1196 2022/08/05 18:26:17 - mmengine - INFO - Epoch(train) [199][180/314] lr: 1.4348e-02 eta: 1:05:31 time: 0.3074 data_time: 0.0510 memory: 9706 grad_norm: 1.6782 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.1027 loss: 0.1027 2022/08/05 18:26:23 - mmengine - INFO - Epoch(train) [199][200/314] lr: 1.4305e-02 eta: 1:05:25 time: 0.3123 data_time: 0.0504 memory: 9706 grad_norm: 1.4015 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.1140 loss: 0.1140 2022/08/05 18:26:29 - mmengine - INFO - Epoch(train) [199][220/314] lr: 1.4263e-02 eta: 1:05:19 time: 0.3090 data_time: 0.0502 memory: 9706 grad_norm: 1.4091 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0487 loss: 0.0487 2022/08/05 18:26:36 - mmengine - INFO - Epoch(train) [199][240/314] lr: 1.4220e-02 eta: 1:05:13 time: 0.3106 data_time: 0.0479 memory: 9706 grad_norm: 1.5072 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0874 loss: 0.0874 2022/08/05 18:26:42 - mmengine - INFO - Epoch(train) [199][260/314] lr: 1.4177e-02 eta: 1:05:07 time: 0.3095 data_time: 0.0500 memory: 9706 grad_norm: 1.3067 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0749 loss: 0.0749 2022/08/05 18:26:48 - mmengine - INFO - Epoch(train) [199][280/314] lr: 1.4134e-02 eta: 1:05:01 time: 0.3069 data_time: 0.0477 memory: 9706 grad_norm: 1.4516 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.1056 loss: 0.1056 2022/08/05 18:26:54 - mmengine - INFO - Epoch(train) [199][300/314] lr: 1.4091e-02 eta: 1:04:55 time: 0.3162 data_time: 0.0481 memory: 9706 grad_norm: 1.4566 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.0984 loss: 0.0984 2022/08/05 18:26:58 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_ntu60_xsub_keypoint_20220805_124409 2022/08/05 18:26:58 - mmengine - INFO - Epoch(train) [199][314/314] lr: 1.4061e-02 eta: 1:04:55 time: 0.2921 data_time: 0.0445 memory: 9706 grad_norm: 1.5400 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0709 loss: 0.0709 2022/08/05 18:26:58 - mmengine - INFO - Saving checkpoint at 199 epochs 2022/08/05 18:27:06 - mmengine - INFO - Epoch(train) [200][20/314] lr: 1.4019e-02 eta: 1:04:44 time: 0.3497 data_time: 0.0859 memory: 9706 grad_norm: 1.4529 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0800 loss: 0.0800 2022/08/05 18:27:13 - mmengine - INFO - Epoch(train) [200][40/314] lr: 1.3976e-02 eta: 1:04:38 time: 0.3170 data_time: 0.0490 memory: 9706 grad_norm: 1.3441 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.1148 loss: 0.1148 2022/08/05 18:27:19 - mmengine - INFO - Epoch(train) [200][60/314] lr: 1.3934e-02 eta: 1:04:32 time: 0.3104 data_time: 0.0531 memory: 9706 grad_norm: 1.2624 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0664 loss: 0.0664 2022/08/05 18:27:25 - mmengine - INFO - Epoch(train) [200][80/314] lr: 1.3891e-02 eta: 1:04:26 time: 0.3087 data_time: 0.0477 memory: 9706 grad_norm: 1.2381 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0672 loss: 0.0672 2022/08/05 18:27:31 - mmengine - INFO - Epoch(train) [200][100/314] lr: 1.3849e-02 eta: 1:04:20 time: 0.3152 data_time: 0.0542 memory: 9706 grad_norm: 1.4364 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0753 loss: 0.0753 2022/08/05 18:27:38 - mmengine - INFO - Epoch(train) [200][120/314] lr: 1.3807e-02 eta: 1:04:14 time: 0.3091 data_time: 0.0492 memory: 9706 grad_norm: 1.3394 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0603 loss: 0.0603 2022/08/05 18:27:44 - mmengine - INFO - Epoch(train) [200][140/314] lr: 1.3765e-02 eta: 1:04:08 time: 0.3094 data_time: 0.0502 memory: 9706 grad_norm: 1.3472 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0994 loss: 0.0994 2022/08/05 18:27:50 - mmengine - INFO - Epoch(train) [200][160/314] lr: 1.3722e-02 eta: 1:04:02 time: 0.3079 data_time: 0.0494 memory: 9706 grad_norm: 1.5673 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0571 loss: 0.0571 2022/08/05 18:27:56 - mmengine - INFO - Epoch(train) [200][180/314] lr: 1.3680e-02 eta: 1:03:56 time: 0.3282 data_time: 0.0520 memory: 9706 grad_norm: 1.4313 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.1117 loss: 0.1117 2022/08/05 18:28:03 - mmengine - INFO - Epoch(train) [200][200/314] lr: 1.3638e-02 eta: 1:03:50 time: 0.3068 data_time: 0.0475 memory: 9706 grad_norm: 1.4496 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0762 loss: 0.0762 2022/08/05 18:28:09 - mmengine - INFO - Epoch(train) [200][220/314] lr: 1.3596e-02 eta: 1:03:44 time: 0.3081 data_time: 0.0508 memory: 9706 grad_norm: 1.3643 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0783 loss: 0.0783 2022/08/05 18:28:15 - mmengine - INFO - Epoch(train) [200][240/314] lr: 1.3554e-02 eta: 1:03:38 time: 0.3130 data_time: 0.0512 memory: 9706 grad_norm: 1.2634 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0941 loss: 0.0941 2022/08/05 18:28:21 - mmengine - INFO - Epoch(train) [200][260/314] lr: 1.3512e-02 eta: 1:03:32 time: 0.3178 data_time: 0.0505 memory: 9706 grad_norm: 1.3637 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0750 loss: 0.0750 2022/08/05 18:28:28 - mmengine - INFO - Epoch(train) [200][280/314] lr: 1.3471e-02 eta: 1:03:26 time: 0.3107 data_time: 0.0520 memory: 9706 grad_norm: 1.5321 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0791 loss: 0.0791 2022/08/05 18:28:34 - mmengine - INFO - Epoch(train) [200][300/314] lr: 1.3429e-02 eta: 1:03:20 time: 0.3218 data_time: 0.0555 memory: 9706 grad_norm: 1.4534 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0903 loss: 0.0903 2022/08/05 18:28:38 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_ntu60_xsub_keypoint_20220805_124409 2022/08/05 18:28:38 - mmengine - INFO - Epoch(train) [200][314/314] lr: 1.3400e-02 eta: 1:03:20 time: 0.2913 data_time: 0.0442 memory: 9706 grad_norm: 1.5064 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.1100 loss: 0.1100 2022/08/05 18:28:38 - mmengine - INFO - Saving checkpoint at 200 epochs 2022/08/05 18:28:46 - mmengine - INFO - Epoch(val) [200][20/129] eta: 0:00:36 time: 0.3388 data_time: 0.1840 memory: 1867 2022/08/05 18:28:51 - mmengine - INFO - Epoch(val) [200][40/129] eta: 0:00:21 time: 0.2433 data_time: 0.0847 memory: 1867 2022/08/05 18:28:56 - mmengine - INFO - Epoch(val) [200][60/129] eta: 0:00:17 time: 0.2531 data_time: 0.0936 memory: 1867 2022/08/05 18:29:01 - mmengine - INFO - Epoch(val) [200][80/129] eta: 0:00:12 time: 0.2509 data_time: 0.0919 memory: 1867 2022/08/05 18:29:06 - mmengine - INFO - Epoch(val) [200][100/129] eta: 0:00:06 time: 0.2392 data_time: 0.0836 memory: 1867 2022/08/05 18:29:10 - mmengine - INFO - Epoch(val) [200][120/129] eta: 0:00:01 time: 0.2105 data_time: 0.0624 memory: 1867 2022/08/05 18:29:12 - mmengine - INFO - Epoch(val) [200][129/129] acc/top1: 0.9178 acc/top5: 0.9944 acc/mean1: 0.9177 2022/08/05 18:29:12 - mmengine - INFO - The previous best checkpoint /mnt/lustre/daiwenxun/X/mmaction2/work_dirs/slowonly_r50_u48_240e_8xb16_ntu60_xsub_keypoint/best_acc/top1_epoch_191.pth is removed 2022/08/05 18:29:13 - mmengine - INFO - The best checkpoint with 0.9178 acc/top1 at 201 epoch is saved to best_acc/top1_epoch_201.pth. 2022/08/05 18:29:20 - mmengine - INFO - Epoch(train) [201][20/314] lr: 1.3358e-02 eta: 1:03:09 time: 0.3435 data_time: 0.0873 memory: 9706 grad_norm: 1.7091 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0873 loss: 0.0873 2022/08/05 18:29:26 - mmengine - INFO - Epoch(train) [201][40/314] lr: 1.3316e-02 eta: 1:03:03 time: 0.3087 data_time: 0.0507 memory: 9706 grad_norm: 1.4284 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0749 loss: 0.0749 2022/08/05 18:29:33 - mmengine - INFO - Epoch(train) [201][60/314] lr: 1.3275e-02 eta: 1:02:57 time: 0.3108 data_time: 0.0504 memory: 9706 grad_norm: 1.5382 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.1126 loss: 0.1126 2022/08/05 18:29:39 - mmengine - INFO - Epoch(train) [201][80/314] lr: 1.3233e-02 eta: 1:02:51 time: 0.3099 data_time: 0.0570 memory: 9706 grad_norm: 1.5192 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0724 loss: 0.0724 2022/08/05 18:29:45 - mmengine - INFO - Epoch(train) [201][100/314] lr: 1.3192e-02 eta: 1:02:45 time: 0.3151 data_time: 0.0560 memory: 9706 grad_norm: 1.3434 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0751 loss: 0.0751 2022/08/05 18:29:51 - mmengine - INFO - Epoch(train) [201][120/314] lr: 1.3150e-02 eta: 1:02:39 time: 0.3129 data_time: 0.0568 memory: 9706 grad_norm: 1.3932 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0663 loss: 0.0663 2022/08/05 18:29:58 - mmengine - INFO - Epoch(train) [201][140/314] lr: 1.3109e-02 eta: 1:02:33 time: 0.3100 data_time: 0.0520 memory: 9706 grad_norm: 1.4215 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0684 loss: 0.0684 2022/08/05 18:30:04 - mmengine - INFO - Epoch(train) [201][160/314] lr: 1.3068e-02 eta: 1:02:27 time: 0.3091 data_time: 0.0501 memory: 9706 grad_norm: 1.1937 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0604 loss: 0.0604 2022/08/05 18:30:10 - mmengine - INFO - Epoch(train) [201][180/314] lr: 1.3027e-02 eta: 1:02:21 time: 0.3084 data_time: 0.0499 memory: 9706 grad_norm: 1.3106 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0424 loss: 0.0424 2022/08/05 18:30:16 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_ntu60_xsub_keypoint_20220805_124409 2022/08/05 18:30:16 - mmengine - INFO - Epoch(train) [201][200/314] lr: 1.2986e-02 eta: 1:02:15 time: 0.3142 data_time: 0.0484 memory: 9706 grad_norm: 1.3105 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0761 loss: 0.0761 2022/08/05 18:30:23 - mmengine - INFO - Epoch(train) [201][220/314] lr: 1.2945e-02 eta: 1:02:09 time: 0.3164 data_time: 0.0509 memory: 9706 grad_norm: 1.5393 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.1382 loss: 0.1382 2022/08/05 18:30:29 - mmengine - INFO - Epoch(train) [201][240/314] lr: 1.2904e-02 eta: 1:02:03 time: 0.3144 data_time: 0.0500 memory: 9706 grad_norm: 1.5649 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.1136 loss: 0.1136 2022/08/05 18:30:35 - mmengine - INFO - Epoch(train) [201][260/314] lr: 1.2863e-02 eta: 1:01:57 time: 0.3112 data_time: 0.0495 memory: 9706 grad_norm: 1.4039 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.0732 loss: 0.0732 2022/08/05 18:30:41 - mmengine - INFO - Epoch(train) [201][280/314] lr: 1.2822e-02 eta: 1:01:51 time: 0.3098 data_time: 0.0501 memory: 9706 grad_norm: 1.3314 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.0868 loss: 0.0868 2022/08/05 18:30:47 - mmengine - INFO - Epoch(train) [201][300/314] lr: 1.2781e-02 eta: 1:01:45 time: 0.3064 data_time: 0.0493 memory: 9706 grad_norm: 1.2619 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0782 loss: 0.0782 2022/08/05 18:30:52 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_ntu60_xsub_keypoint_20220805_124409 2022/08/05 18:30:52 - mmengine - INFO - Epoch(train) [201][314/314] lr: 1.2752e-02 eta: 1:01:45 time: 0.3029 data_time: 0.0468 memory: 9706 grad_norm: 1.3821 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0672 loss: 0.0672 2022/08/05 18:30:52 - mmengine - INFO - Saving checkpoint at 201 epochs 2022/08/05 18:31:00 - mmengine - INFO - Epoch(train) [202][20/314] lr: 1.2712e-02 eta: 1:01:34 time: 0.3465 data_time: 0.0887 memory: 9706 grad_norm: 1.3940 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0680 loss: 0.0680 2022/08/05 18:31:06 - mmengine - INFO - Epoch(train) [202][40/314] lr: 1.2671e-02 eta: 1:01:28 time: 0.3097 data_time: 0.0505 memory: 9706 grad_norm: 1.2963 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0669 loss: 0.0669 2022/08/05 18:31:12 - mmengine - INFO - Epoch(train) [202][60/314] lr: 1.2630e-02 eta: 1:01:22 time: 0.3161 data_time: 0.0534 memory: 9706 grad_norm: 1.2666 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0761 loss: 0.0761 2022/08/05 18:31:18 - mmengine - INFO - Epoch(train) [202][80/314] lr: 1.2590e-02 eta: 1:01:16 time: 0.3120 data_time: 0.0561 memory: 9706 grad_norm: 1.3381 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.0669 loss: 0.0669 2022/08/05 18:31:25 - mmengine - INFO - Epoch(train) [202][100/314] lr: 1.2549e-02 eta: 1:01:10 time: 0.3126 data_time: 0.0587 memory: 9706 grad_norm: 1.4137 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0497 loss: 0.0497 2022/08/05 18:31:31 - mmengine - INFO - Epoch(train) [202][120/314] lr: 1.2509e-02 eta: 1:01:04 time: 0.3149 data_time: 0.0549 memory: 9706 grad_norm: 1.3642 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0908 loss: 0.0908 2022/08/05 18:31:37 - mmengine - INFO - Epoch(train) [202][140/314] lr: 1.2469e-02 eta: 1:00:58 time: 0.3129 data_time: 0.0569 memory: 9706 grad_norm: 1.4985 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0647 loss: 0.0647 2022/08/05 18:31:43 - mmengine - INFO - Epoch(train) [202][160/314] lr: 1.2428e-02 eta: 1:00:52 time: 0.3117 data_time: 0.0531 memory: 9706 grad_norm: 1.3371 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0950 loss: 0.0950 2022/08/05 18:31:50 - mmengine - INFO - Epoch(train) [202][180/314] lr: 1.2388e-02 eta: 1:00:46 time: 0.3085 data_time: 0.0511 memory: 9706 grad_norm: 1.4565 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0574 loss: 0.0574 2022/08/05 18:31:56 - mmengine - INFO - Epoch(train) [202][200/314] lr: 1.2348e-02 eta: 1:00:40 time: 0.3122 data_time: 0.0491 memory: 9706 grad_norm: 1.3018 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.0757 loss: 0.0757 2022/08/05 18:32:02 - mmengine - INFO - Epoch(train) [202][220/314] lr: 1.2308e-02 eta: 1:00:34 time: 0.3118 data_time: 0.0533 memory: 9706 grad_norm: 1.2987 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.0913 loss: 0.0913 2022/08/05 18:32:08 - mmengine - INFO - Epoch(train) [202][240/314] lr: 1.2268e-02 eta: 1:00:28 time: 0.3113 data_time: 0.0489 memory: 9706 grad_norm: 1.2703 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0717 loss: 0.0717 2022/08/05 18:32:15 - mmengine - INFO - Epoch(train) [202][260/314] lr: 1.2228e-02 eta: 1:00:22 time: 0.3158 data_time: 0.0506 memory: 9706 grad_norm: 1.4383 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.0789 loss: 0.0789 2022/08/05 18:32:21 - mmengine - INFO - Epoch(train) [202][280/314] lr: 1.2188e-02 eta: 1:00:16 time: 0.3155 data_time: 0.0520 memory: 9706 grad_norm: 1.3360 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0567 loss: 0.0567 2022/08/05 18:32:27 - mmengine - INFO - Epoch(train) [202][300/314] lr: 1.2148e-02 eta: 1:00:10 time: 0.3146 data_time: 0.0507 memory: 9706 grad_norm: 1.3674 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0754 loss: 0.0754 2022/08/05 18:32:31 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_ntu60_xsub_keypoint_20220805_124409 2022/08/05 18:32:31 - mmengine - INFO - Epoch(train) [202][314/314] lr: 1.2120e-02 eta: 1:00:10 time: 0.3003 data_time: 0.0452 memory: 9706 grad_norm: 1.6039 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.1077 loss: 0.1077 2022/08/05 18:32:31 - mmengine - INFO - Saving checkpoint at 202 epochs 2022/08/05 18:32:39 - mmengine - INFO - Epoch(train) [203][20/314] lr: 1.2081e-02 eta: 0:59:59 time: 0.3440 data_time: 0.0822 memory: 9706 grad_norm: 1.3628 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.0735 loss: 0.0735 2022/08/05 18:32:45 - mmengine - INFO - Epoch(train) [203][40/314] lr: 1.2041e-02 eta: 0:59:53 time: 0.3064 data_time: 0.0486 memory: 9706 grad_norm: 1.3690 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0798 loss: 0.0798 2022/08/05 18:32:52 - mmengine - INFO - Epoch(train) [203][60/314] lr: 1.2001e-02 eta: 0:59:47 time: 0.3194 data_time: 0.0516 memory: 9706 grad_norm: 1.4073 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0774 loss: 0.0774 2022/08/05 18:32:58 - mmengine - INFO - Epoch(train) [203][80/314] lr: 1.1962e-02 eta: 0:59:41 time: 0.3065 data_time: 0.0494 memory: 9706 grad_norm: 1.2446 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0551 loss: 0.0551 2022/08/05 18:33:04 - mmengine - INFO - Epoch(train) [203][100/314] lr: 1.1922e-02 eta: 0:59:35 time: 0.3088 data_time: 0.0498 memory: 9706 grad_norm: 1.2100 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0639 loss: 0.0639 2022/08/05 18:33:10 - mmengine - INFO - Epoch(train) [203][120/314] lr: 1.1883e-02 eta: 0:59:29 time: 0.3078 data_time: 0.0488 memory: 9706 grad_norm: 1.3327 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0691 loss: 0.0691 2022/08/05 18:33:17 - mmengine - INFO - Epoch(train) [203][140/314] lr: 1.1843e-02 eta: 0:59:23 time: 0.3404 data_time: 0.0557 memory: 9706 grad_norm: 1.4007 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0745 loss: 0.0745 2022/08/05 18:33:23 - mmengine - INFO - Epoch(train) [203][160/314] lr: 1.1804e-02 eta: 0:59:17 time: 0.3140 data_time: 0.0535 memory: 9706 grad_norm: 1.5307 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0757 loss: 0.0757 2022/08/05 18:33:30 - mmengine - INFO - Epoch(train) [203][180/314] lr: 1.1765e-02 eta: 0:59:11 time: 0.3118 data_time: 0.0537 memory: 9706 grad_norm: 1.5111 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0870 loss: 0.0870 2022/08/05 18:33:36 - mmengine - INFO - Epoch(train) [203][200/314] lr: 1.1725e-02 eta: 0:59:05 time: 0.3194 data_time: 0.0509 memory: 9706 grad_norm: 1.3650 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0784 loss: 0.0784 2022/08/05 18:33:42 - mmengine - INFO - Epoch(train) [203][220/314] lr: 1.1686e-02 eta: 0:58:59 time: 0.3157 data_time: 0.0518 memory: 9706 grad_norm: 1.4122 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.0771 loss: 0.0771 2022/08/05 18:33:48 - mmengine - INFO - Epoch(train) [203][240/314] lr: 1.1647e-02 eta: 0:58:53 time: 0.3080 data_time: 0.0471 memory: 9706 grad_norm: 1.4347 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0827 loss: 0.0827 2022/08/05 18:33:55 - mmengine - INFO - Epoch(train) [203][260/314] lr: 1.1608e-02 eta: 0:58:47 time: 0.3176 data_time: 0.0515 memory: 9706 grad_norm: 1.3950 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0629 loss: 0.0629 2022/08/05 18:34:01 - mmengine - INFO - Epoch(train) [203][280/314] lr: 1.1569e-02 eta: 0:58:41 time: 0.3119 data_time: 0.0478 memory: 9706 grad_norm: 1.3965 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.0759 loss: 0.0759 2022/08/05 18:34:07 - mmengine - INFO - Epoch(train) [203][300/314] lr: 1.1530e-02 eta: 0:58:35 time: 0.3116 data_time: 0.0503 memory: 9706 grad_norm: 1.2677 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.1026 loss: 0.1026 2022/08/05 18:34:11 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_ntu60_xsub_keypoint_20220805_124409 2022/08/05 18:34:11 - mmengine - INFO - Epoch(train) [203][314/314] lr: 1.1503e-02 eta: 0:58:35 time: 0.3000 data_time: 0.0462 memory: 9706 grad_norm: 1.4839 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0846 loss: 0.0846 2022/08/05 18:34:12 - mmengine - INFO - Saving checkpoint at 203 epochs 2022/08/05 18:34:19 - mmengine - INFO - Epoch(train) [204][20/314] lr: 1.1464e-02 eta: 0:58:24 time: 0.3492 data_time: 0.0890 memory: 9706 grad_norm: 1.2886 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0783 loss: 0.0783 2022/08/05 18:34:26 - mmengine - INFO - Epoch(train) [204][40/314] lr: 1.1426e-02 eta: 0:58:18 time: 0.3069 data_time: 0.0483 memory: 9706 grad_norm: 1.2834 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.0545 loss: 0.0545 2022/08/05 18:34:32 - mmengine - INFO - Epoch(train) [204][60/314] lr: 1.1387e-02 eta: 0:58:12 time: 0.3239 data_time: 0.0503 memory: 9706 grad_norm: 1.4662 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0642 loss: 0.0642 2022/08/05 18:34:38 - mmengine - INFO - Epoch(train) [204][80/314] lr: 1.1348e-02 eta: 0:58:06 time: 0.3094 data_time: 0.0499 memory: 9706 grad_norm: 1.4069 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0673 loss: 0.0673 2022/08/05 18:34:45 - mmengine - INFO - Epoch(train) [204][100/314] lr: 1.1310e-02 eta: 0:58:00 time: 0.3129 data_time: 0.0529 memory: 9706 grad_norm: 1.2937 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0697 loss: 0.0697 2022/08/05 18:34:51 - mmengine - INFO - Epoch(train) [204][120/314] lr: 1.1271e-02 eta: 0:57:54 time: 0.3077 data_time: 0.0471 memory: 9706 grad_norm: 1.2461 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0596 loss: 0.0596 2022/08/05 18:34:57 - mmengine - INFO - Epoch(train) [204][140/314] lr: 1.1233e-02 eta: 0:57:48 time: 0.3238 data_time: 0.0523 memory: 9706 grad_norm: 1.5144 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0494 loss: 0.0494 2022/08/05 18:35:03 - mmengine - INFO - Epoch(train) [204][160/314] lr: 1.1195e-02 eta: 0:57:42 time: 0.3105 data_time: 0.0486 memory: 9706 grad_norm: 1.6405 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0730 loss: 0.0730 2022/08/05 18:35:10 - mmengine - INFO - Epoch(train) [204][180/314] lr: 1.1156e-02 eta: 0:57:36 time: 0.3093 data_time: 0.0513 memory: 9706 grad_norm: 1.5279 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0658 loss: 0.0658 2022/08/05 18:35:16 - mmengine - INFO - Epoch(train) [204][200/314] lr: 1.1118e-02 eta: 0:57:30 time: 0.3188 data_time: 0.0510 memory: 9706 grad_norm: 1.3291 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.0627 loss: 0.0627 2022/08/05 18:35:22 - mmengine - INFO - Epoch(train) [204][220/314] lr: 1.1080e-02 eta: 0:57:24 time: 0.3165 data_time: 0.0528 memory: 9706 grad_norm: 1.2462 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0555 loss: 0.0555 2022/08/05 18:35:28 - mmengine - INFO - Epoch(train) [204][240/314] lr: 1.1042e-02 eta: 0:57:18 time: 0.3065 data_time: 0.0479 memory: 9706 grad_norm: 1.2941 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0855 loss: 0.0855 2022/08/05 18:35:34 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_ntu60_xsub_keypoint_20220805_124409 2022/08/05 18:35:35 - mmengine - INFO - Epoch(train) [204][260/314] lr: 1.1004e-02 eta: 0:57:12 time: 0.3190 data_time: 0.0536 memory: 9706 grad_norm: 1.4649 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0731 loss: 0.0731 2022/08/05 18:35:41 - mmengine - INFO - Epoch(train) [204][280/314] lr: 1.0966e-02 eta: 0:57:06 time: 0.3080 data_time: 0.0474 memory: 9706 grad_norm: 1.3307 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.1017 loss: 0.1017 2022/08/05 18:35:47 - mmengine - INFO - Epoch(train) [204][300/314] lr: 1.0928e-02 eta: 0:57:00 time: 0.3085 data_time: 0.0499 memory: 9706 grad_norm: 1.5036 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.0939 loss: 0.0939 2022/08/05 18:35:51 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_ntu60_xsub_keypoint_20220805_124409 2022/08/05 18:35:51 - mmengine - INFO - Epoch(train) [204][314/314] lr: 1.0901e-02 eta: 0:57:00 time: 0.2914 data_time: 0.0438 memory: 9706 grad_norm: 1.6688 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0899 loss: 0.0899 2022/08/05 18:35:51 - mmengine - INFO - Saving checkpoint at 204 epochs 2022/08/05 18:35:59 - mmengine - INFO - Epoch(train) [205][20/314] lr: 1.0863e-02 eta: 0:56:49 time: 0.3491 data_time: 0.0896 memory: 9706 grad_norm: 1.5411 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0956 loss: 0.0956 2022/08/05 18:36:06 - mmengine - INFO - Epoch(train) [205][40/314] lr: 1.0826e-02 eta: 0:56:43 time: 0.3162 data_time: 0.0532 memory: 9706 grad_norm: 1.3685 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.0844 loss: 0.0844 2022/08/05 18:36:12 - mmengine - INFO - Epoch(train) [205][60/314] lr: 1.0788e-02 eta: 0:56:37 time: 0.3230 data_time: 0.0537 memory: 9706 grad_norm: 1.3484 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.0862 loss: 0.0862 2022/08/05 18:36:18 - mmengine - INFO - Epoch(train) [205][80/314] lr: 1.0750e-02 eta: 0:56:31 time: 0.3115 data_time: 0.0477 memory: 9706 grad_norm: 1.3288 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0723 loss: 0.0723 2022/08/05 18:36:25 - mmengine - INFO - Epoch(train) [205][100/314] lr: 1.0713e-02 eta: 0:56:25 time: 0.3153 data_time: 0.0508 memory: 9706 grad_norm: 1.2955 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0702 loss: 0.0702 2022/08/05 18:36:31 - mmengine - INFO - Epoch(train) [205][120/314] lr: 1.0675e-02 eta: 0:56:19 time: 0.3120 data_time: 0.0482 memory: 9706 grad_norm: 1.4355 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0635 loss: 0.0635 2022/08/05 18:36:37 - mmengine - INFO - Epoch(train) [205][140/314] lr: 1.0638e-02 eta: 0:56:13 time: 0.3187 data_time: 0.0538 memory: 9706 grad_norm: 1.3750 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0615 loss: 0.0615 2022/08/05 18:36:43 - mmengine - INFO - Epoch(train) [205][160/314] lr: 1.0600e-02 eta: 0:56:07 time: 0.3085 data_time: 0.0481 memory: 9706 grad_norm: 1.4085 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.0660 loss: 0.0660 2022/08/05 18:36:50 - mmengine - INFO - Epoch(train) [205][180/314] lr: 1.0563e-02 eta: 0:56:01 time: 0.3079 data_time: 0.0512 memory: 9706 grad_norm: 1.3928 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0741 loss: 0.0741 2022/08/05 18:36:56 - mmengine - INFO - Epoch(train) [205][200/314] lr: 1.0526e-02 eta: 0:55:55 time: 0.3129 data_time: 0.0502 memory: 9706 grad_norm: 1.4550 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0912 loss: 0.0912 2022/08/05 18:37:02 - mmengine - INFO - Epoch(train) [205][220/314] lr: 1.0489e-02 eta: 0:55:49 time: 0.3103 data_time: 0.0517 memory: 9706 grad_norm: 1.3029 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0509 loss: 0.0509 2022/08/05 18:37:08 - mmengine - INFO - Epoch(train) [205][240/314] lr: 1.0451e-02 eta: 0:55:43 time: 0.3157 data_time: 0.0489 memory: 9706 grad_norm: 1.4701 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0910 loss: 0.0910 2022/08/05 18:37:15 - mmengine - INFO - Epoch(train) [205][260/314] lr: 1.0414e-02 eta: 0:55:37 time: 0.3118 data_time: 0.0511 memory: 9706 grad_norm: 1.2474 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0514 loss: 0.0514 2022/08/05 18:37:21 - mmengine - INFO - Epoch(train) [205][280/314] lr: 1.0377e-02 eta: 0:55:31 time: 0.3080 data_time: 0.0500 memory: 9706 grad_norm: 1.3338 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0491 loss: 0.0491 2022/08/05 18:37:27 - mmengine - INFO - Epoch(train) [205][300/314] lr: 1.0340e-02 eta: 0:55:25 time: 0.3094 data_time: 0.0499 memory: 9706 grad_norm: 1.4219 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0597 loss: 0.0597 2022/08/05 18:37:31 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_ntu60_xsub_keypoint_20220805_124409 2022/08/05 18:37:31 - mmengine - INFO - Epoch(train) [205][314/314] lr: 1.0315e-02 eta: 0:55:25 time: 0.2912 data_time: 0.0437 memory: 9706 grad_norm: 1.4845 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0900 loss: 0.0900 2022/08/05 18:37:31 - mmengine - INFO - Saving checkpoint at 205 epochs 2022/08/05 18:37:39 - mmengine - INFO - Epoch(train) [206][20/314] lr: 1.0278e-02 eta: 0:55:14 time: 0.3437 data_time: 0.0856 memory: 9706 grad_norm: 1.3217 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0507 loss: 0.0507 2022/08/05 18:37:45 - mmengine - INFO - Epoch(train) [206][40/314] lr: 1.0241e-02 eta: 0:55:08 time: 0.3096 data_time: 0.0495 memory: 9706 grad_norm: 1.3479 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0421 loss: 0.0421 2022/08/05 18:37:51 - mmengine - INFO - Epoch(train) [206][60/314] lr: 1.0204e-02 eta: 0:55:02 time: 0.3082 data_time: 0.0504 memory: 9706 grad_norm: 1.1857 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0535 loss: 0.0535 2022/08/05 18:37:57 - mmengine - INFO - Epoch(train) [206][80/314] lr: 1.0168e-02 eta: 0:54:56 time: 0.3129 data_time: 0.0518 memory: 9706 grad_norm: 1.2454 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0568 loss: 0.0568 2022/08/05 18:38:04 - mmengine - INFO - Epoch(train) [206][100/314] lr: 1.0131e-02 eta: 0:54:50 time: 0.3115 data_time: 0.0550 memory: 9706 grad_norm: 1.3147 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0632 loss: 0.0632 2022/08/05 18:38:10 - mmengine - INFO - Epoch(train) [206][120/314] lr: 1.0094e-02 eta: 0:54:44 time: 0.3084 data_time: 0.0499 memory: 9706 grad_norm: 1.3510 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0659 loss: 0.0659 2022/08/05 18:38:16 - mmengine - INFO - Epoch(train) [206][140/314] lr: 1.0058e-02 eta: 0:54:38 time: 0.3288 data_time: 0.0544 memory: 9706 grad_norm: 1.1267 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0487 loss: 0.0487 2022/08/05 18:38:23 - mmengine - INFO - Epoch(train) [206][160/314] lr: 1.0022e-02 eta: 0:54:32 time: 0.3130 data_time: 0.0508 memory: 9706 grad_norm: 1.2163 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0462 loss: 0.0462 2022/08/05 18:38:29 - mmengine - INFO - Epoch(train) [206][180/314] lr: 9.9852e-03 eta: 0:54:26 time: 0.3126 data_time: 0.0517 memory: 9706 grad_norm: 1.5163 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.1071 loss: 0.1071 2022/08/05 18:38:36 - mmengine - INFO - Epoch(train) [206][200/314] lr: 9.9489e-03 eta: 0:54:20 time: 0.3386 data_time: 0.0548 memory: 9706 grad_norm: 1.3246 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.0638 loss: 0.0638 2022/08/05 18:38:42 - mmengine - INFO - Epoch(train) [206][220/314] lr: 9.9127e-03 eta: 0:54:14 time: 0.3098 data_time: 0.0544 memory: 9706 grad_norm: 1.3000 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0902 loss: 0.0902 2022/08/05 18:38:48 - mmengine - INFO - Epoch(train) [206][240/314] lr: 9.8765e-03 eta: 0:54:08 time: 0.3099 data_time: 0.0501 memory: 9706 grad_norm: 1.3922 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0483 loss: 0.0483 2022/08/05 18:38:55 - mmengine - INFO - Epoch(train) [206][260/314] lr: 9.8404e-03 eta: 0:54:02 time: 0.3208 data_time: 0.0491 memory: 9706 grad_norm: 1.4628 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.0631 loss: 0.0631 2022/08/05 18:39:01 - mmengine - INFO - Epoch(train) [206][280/314] lr: 9.8044e-03 eta: 0:53:56 time: 0.3125 data_time: 0.0484 memory: 9706 grad_norm: 1.4166 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0711 loss: 0.0711 2022/08/05 18:39:07 - mmengine - INFO - Epoch(train) [206][300/314] lr: 9.7684e-03 eta: 0:53:50 time: 0.3091 data_time: 0.0495 memory: 9706 grad_norm: 1.4587 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.1157 loss: 0.1157 2022/08/05 18:39:11 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_ntu60_xsub_keypoint_20220805_124409 2022/08/05 18:39:11 - mmengine - INFO - Epoch(train) [206][314/314] lr: 9.7433e-03 eta: 0:53:50 time: 0.2940 data_time: 0.0465 memory: 9706 grad_norm: 1.6947 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.1121 loss: 0.1121 2022/08/05 18:39:11 - mmengine - INFO - Saving checkpoint at 206 epochs 2022/08/05 18:39:19 - mmengine - INFO - Epoch(train) [207][20/314] lr: 9.7074e-03 eta: 0:53:40 time: 0.3569 data_time: 0.0854 memory: 9706 grad_norm: 1.5340 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0535 loss: 0.0535 2022/08/05 18:39:26 - mmengine - INFO - Epoch(train) [207][40/314] lr: 9.6716e-03 eta: 0:53:34 time: 0.3163 data_time: 0.0484 memory: 9706 grad_norm: 1.3529 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0807 loss: 0.0807 2022/08/05 18:39:32 - mmengine - INFO - Epoch(train) [207][60/314] lr: 9.6359e-03 eta: 0:53:28 time: 0.3415 data_time: 0.0519 memory: 9706 grad_norm: 1.2104 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.0594 loss: 0.0594 2022/08/05 18:39:39 - mmengine - INFO - Epoch(train) [207][80/314] lr: 9.6002e-03 eta: 0:53:22 time: 0.3107 data_time: 0.0494 memory: 9706 grad_norm: 1.3240 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.0587 loss: 0.0587 2022/08/05 18:39:45 - mmengine - INFO - Epoch(train) [207][100/314] lr: 9.5646e-03 eta: 0:53:16 time: 0.3142 data_time: 0.0484 memory: 9706 grad_norm: 1.4206 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0501 loss: 0.0501 2022/08/05 18:39:51 - mmengine - INFO - Epoch(train) [207][120/314] lr: 9.5290e-03 eta: 0:53:10 time: 0.3080 data_time: 0.0494 memory: 9706 grad_norm: 1.2794 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0484 loss: 0.0484 2022/08/05 18:39:57 - mmengine - INFO - Epoch(train) [207][140/314] lr: 9.4935e-03 eta: 0:53:04 time: 0.3193 data_time: 0.0533 memory: 9706 grad_norm: 1.4136 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.0662 loss: 0.0662 2022/08/05 18:40:04 - mmengine - INFO - Epoch(train) [207][160/314] lr: 9.4581e-03 eta: 0:52:58 time: 0.3229 data_time: 0.0487 memory: 9706 grad_norm: 1.3214 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0947 loss: 0.0947 2022/08/05 18:40:10 - mmengine - INFO - Epoch(train) [207][180/314] lr: 9.4227e-03 eta: 0:52:52 time: 0.3195 data_time: 0.0508 memory: 9706 grad_norm: 1.2186 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0554 loss: 0.0554 2022/08/05 18:40:17 - mmengine - INFO - Epoch(train) [207][200/314] lr: 9.3874e-03 eta: 0:52:46 time: 0.3266 data_time: 0.0517 memory: 9706 grad_norm: 1.2246 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0585 loss: 0.0585 2022/08/05 18:40:23 - mmengine - INFO - Epoch(train) [207][220/314] lr: 9.3522e-03 eta: 0:52:40 time: 0.3283 data_time: 0.0515 memory: 9706 grad_norm: 1.2014 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0711 loss: 0.0711 2022/08/05 18:40:30 - mmengine - INFO - Epoch(train) [207][240/314] lr: 9.3170e-03 eta: 0:52:34 time: 0.3181 data_time: 0.0511 memory: 9706 grad_norm: 1.3107 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0552 loss: 0.0552 2022/08/05 18:40:36 - mmengine - INFO - Epoch(train) [207][260/314] lr: 9.2819e-03 eta: 0:52:28 time: 0.3234 data_time: 0.0507 memory: 9706 grad_norm: 1.1041 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0533 loss: 0.0533 2022/08/05 18:40:43 - mmengine - INFO - Epoch(train) [207][280/314] lr: 9.2469e-03 eta: 0:52:22 time: 0.3292 data_time: 0.0504 memory: 9706 grad_norm: 1.2807 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0707 loss: 0.0707 2022/08/05 18:40:49 - mmengine - INFO - Epoch(train) [207][300/314] lr: 9.2119e-03 eta: 0:52:16 time: 0.3142 data_time: 0.0496 memory: 9706 grad_norm: 1.3704 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.1041 loss: 0.1041 2022/08/05 18:40:53 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_ntu60_xsub_keypoint_20220805_124409 2022/08/05 18:40:53 - mmengine - INFO - Epoch(train) [207][314/314] lr: 9.1874e-03 eta: 0:52:16 time: 0.3060 data_time: 0.0463 memory: 9706 grad_norm: 1.5654 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0709 loss: 0.0709 2022/08/05 18:40:53 - mmengine - INFO - Saving checkpoint at 207 epochs 2022/08/05 18:40:56 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_ntu60_xsub_keypoint_20220805_124409 2022/08/05 18:41:01 - mmengine - INFO - Epoch(train) [208][20/314] lr: 9.1526e-03 eta: 0:52:05 time: 0.3534 data_time: 0.0906 memory: 9706 grad_norm: 1.5180 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.0912 loss: 0.0912 2022/08/05 18:41:08 - mmengine - INFO - Epoch(train) [208][40/314] lr: 9.1177e-03 eta: 0:51:59 time: 0.3129 data_time: 0.0488 memory: 9706 grad_norm: 1.3608 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.0924 loss: 0.0924 2022/08/05 18:41:14 - mmengine - INFO - Epoch(train) [208][60/314] lr: 9.0830e-03 eta: 0:51:53 time: 0.3237 data_time: 0.0503 memory: 9706 grad_norm: 1.3086 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0765 loss: 0.0765 2022/08/05 18:41:20 - mmengine - INFO - Epoch(train) [208][80/314] lr: 9.0483e-03 eta: 0:51:47 time: 0.3130 data_time: 0.0485 memory: 9706 grad_norm: 1.2147 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0571 loss: 0.0571 2022/08/05 18:41:27 - mmengine - INFO - Epoch(train) [208][100/314] lr: 9.0137e-03 eta: 0:51:41 time: 0.3207 data_time: 0.0491 memory: 9706 grad_norm: 1.3597 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0791 loss: 0.0791 2022/08/05 18:41:34 - mmengine - INFO - Epoch(train) [208][120/314] lr: 8.9791e-03 eta: 0:51:35 time: 0.3391 data_time: 0.0496 memory: 9706 grad_norm: 1.3685 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0847 loss: 0.0847 2022/08/05 18:41:40 - mmengine - INFO - Epoch(train) [208][140/314] lr: 8.9446e-03 eta: 0:51:29 time: 0.3134 data_time: 0.0514 memory: 9706 grad_norm: 1.1976 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0780 loss: 0.0780 2022/08/05 18:41:46 - mmengine - INFO - Epoch(train) [208][160/314] lr: 8.9102e-03 eta: 0:51:23 time: 0.3161 data_time: 0.0490 memory: 9706 grad_norm: 1.3010 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0756 loss: 0.0756 2022/08/05 18:41:53 - mmengine - INFO - Epoch(train) [208][180/314] lr: 8.8758e-03 eta: 0:51:17 time: 0.3226 data_time: 0.0531 memory: 9706 grad_norm: 1.3384 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.0660 loss: 0.0660 2022/08/05 18:41:59 - mmengine - INFO - Epoch(train) [208][200/314] lr: 8.8415e-03 eta: 0:51:11 time: 0.3151 data_time: 0.0500 memory: 9706 grad_norm: 1.3221 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0476 loss: 0.0476 2022/08/05 18:42:05 - mmengine - INFO - Epoch(train) [208][220/314] lr: 8.8073e-03 eta: 0:51:05 time: 0.3183 data_time: 0.0504 memory: 9706 grad_norm: 1.3199 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0571 loss: 0.0571 2022/08/05 18:42:12 - mmengine - INFO - Epoch(train) [208][240/314] lr: 8.7731e-03 eta: 0:50:59 time: 0.3181 data_time: 0.0478 memory: 9706 grad_norm: 1.3300 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0548 loss: 0.0548 2022/08/05 18:42:18 - mmengine - INFO - Epoch(train) [208][260/314] lr: 8.7390e-03 eta: 0:50:53 time: 0.3190 data_time: 0.0519 memory: 9706 grad_norm: 1.4022 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0512 loss: 0.0512 2022/08/05 18:42:24 - mmengine - INFO - Epoch(train) [208][280/314] lr: 8.7049e-03 eta: 0:50:47 time: 0.3163 data_time: 0.0515 memory: 9706 grad_norm: 1.2616 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0674 loss: 0.0674 2022/08/05 18:42:31 - mmengine - INFO - Epoch(train) [208][300/314] lr: 8.6709e-03 eta: 0:50:41 time: 0.3112 data_time: 0.0504 memory: 9706 grad_norm: 1.2732 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0418 loss: 0.0418 2022/08/05 18:42:35 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_ntu60_xsub_keypoint_20220805_124409 2022/08/05 18:42:35 - mmengine - INFO - Epoch(train) [208][314/314] lr: 8.6471e-03 eta: 0:50:41 time: 0.3252 data_time: 0.0479 memory: 9706 grad_norm: 1.4158 top1_acc: 0.7500 top5_acc: 1.0000 loss_cls: 0.0552 loss: 0.0552 2022/08/05 18:42:35 - mmengine - INFO - Saving checkpoint at 208 epochs 2022/08/05 18:42:43 - mmengine - INFO - Epoch(train) [209][20/314] lr: 8.6133e-03 eta: 0:50:30 time: 0.3526 data_time: 0.0882 memory: 9706 grad_norm: 1.2414 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.0500 loss: 0.0500 2022/08/05 18:42:50 - mmengine - INFO - Epoch(train) [209][40/314] lr: 8.5794e-03 eta: 0:50:24 time: 0.3157 data_time: 0.0490 memory: 9706 grad_norm: 1.2117 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0390 loss: 0.0390 2022/08/05 18:42:56 - mmengine - INFO - Epoch(train) [209][60/314] lr: 8.5457e-03 eta: 0:50:18 time: 0.3215 data_time: 0.0528 memory: 9706 grad_norm: 1.1827 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0559 loss: 0.0559 2022/08/05 18:43:02 - mmengine - INFO - Epoch(train) [209][80/314] lr: 8.5120e-03 eta: 0:50:12 time: 0.3154 data_time: 0.0490 memory: 9706 grad_norm: 1.1199 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0530 loss: 0.0530 2022/08/05 18:43:09 - mmengine - INFO - Epoch(train) [209][100/314] lr: 8.4784e-03 eta: 0:50:06 time: 0.3176 data_time: 0.0505 memory: 9706 grad_norm: 1.2085 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.0372 loss: 0.0372 2022/08/05 18:43:15 - mmengine - INFO - Epoch(train) [209][120/314] lr: 8.4448e-03 eta: 0:50:00 time: 0.3136 data_time: 0.0493 memory: 9706 grad_norm: 1.1854 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0429 loss: 0.0429 2022/08/05 18:43:21 - mmengine - INFO - Epoch(train) [209][140/314] lr: 8.4113e-03 eta: 0:49:54 time: 0.3107 data_time: 0.0533 memory: 9706 grad_norm: 1.4456 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0790 loss: 0.0790 2022/08/05 18:43:27 - mmengine - INFO - Epoch(train) [209][160/314] lr: 8.3779e-03 eta: 0:49:48 time: 0.3134 data_time: 0.0527 memory: 9706 grad_norm: 1.0001 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0390 loss: 0.0390 2022/08/05 18:43:34 - mmengine - INFO - Epoch(train) [209][180/314] lr: 8.3445e-03 eta: 0:49:42 time: 0.3130 data_time: 0.0526 memory: 9706 grad_norm: 1.2788 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.0673 loss: 0.0673 2022/08/05 18:43:40 - mmengine - INFO - Epoch(train) [209][200/314] lr: 8.3112e-03 eta: 0:49:36 time: 0.3139 data_time: 0.0496 memory: 9706 grad_norm: 1.4497 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0809 loss: 0.0809 2022/08/05 18:43:46 - mmengine - INFO - Epoch(train) [209][220/314] lr: 8.2779e-03 eta: 0:49:30 time: 0.3164 data_time: 0.0509 memory: 9706 grad_norm: 1.3392 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0506 loss: 0.0506 2022/08/05 18:43:53 - mmengine - INFO - Epoch(train) [209][240/314] lr: 8.2447e-03 eta: 0:49:24 time: 0.3198 data_time: 0.0511 memory: 9706 grad_norm: 1.2627 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.0627 loss: 0.0627 2022/08/05 18:43:59 - mmengine - INFO - Epoch(train) [209][260/314] lr: 8.2116e-03 eta: 0:49:18 time: 0.3149 data_time: 0.0507 memory: 9706 grad_norm: 1.3391 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0728 loss: 0.0728 2022/08/05 18:44:05 - mmengine - INFO - Epoch(train) [209][280/314] lr: 8.1786e-03 eta: 0:49:12 time: 0.3110 data_time: 0.0477 memory: 9706 grad_norm: 1.3519 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0486 loss: 0.0486 2022/08/05 18:44:11 - mmengine - INFO - Epoch(train) [209][300/314] lr: 8.1456e-03 eta: 0:49:06 time: 0.3092 data_time: 0.0531 memory: 9706 grad_norm: 1.1955 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0775 loss: 0.0775 2022/08/05 18:44:16 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_ntu60_xsub_keypoint_20220805_124409 2022/08/05 18:44:16 - mmengine - INFO - Epoch(train) [209][314/314] lr: 8.1225e-03 eta: 0:49:06 time: 0.3229 data_time: 0.0492 memory: 9706 grad_norm: 1.5199 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0736 loss: 0.0736 2022/08/05 18:44:16 - mmengine - INFO - Saving checkpoint at 209 epochs 2022/08/05 18:44:24 - mmengine - INFO - Epoch(train) [210][20/314] lr: 8.0896e-03 eta: 0:48:55 time: 0.3577 data_time: 0.0822 memory: 9706 grad_norm: 1.3095 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0544 loss: 0.0544 2022/08/05 18:44:31 - mmengine - INFO - Epoch(train) [210][40/314] lr: 8.0568e-03 eta: 0:48:49 time: 0.3179 data_time: 0.0482 memory: 9706 grad_norm: 1.3111 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0559 loss: 0.0559 2022/08/05 18:44:37 - mmengine - INFO - Epoch(train) [210][60/314] lr: 8.0241e-03 eta: 0:48:43 time: 0.3202 data_time: 0.0512 memory: 9706 grad_norm: 1.3092 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0600 loss: 0.0600 2022/08/05 18:44:43 - mmengine - INFO - Epoch(train) [210][80/314] lr: 7.9914e-03 eta: 0:48:37 time: 0.3174 data_time: 0.0484 memory: 9706 grad_norm: 1.1695 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0747 loss: 0.0747 2022/08/05 18:44:50 - mmengine - INFO - Epoch(train) [210][100/314] lr: 7.9587e-03 eta: 0:48:31 time: 0.3101 data_time: 0.0498 memory: 9706 grad_norm: 1.2461 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0657 loss: 0.0657 2022/08/05 18:44:56 - mmengine - INFO - Epoch(train) [210][120/314] lr: 7.9262e-03 eta: 0:48:25 time: 0.3101 data_time: 0.0497 memory: 9706 grad_norm: 1.4265 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0565 loss: 0.0565 2022/08/05 18:45:02 - mmengine - INFO - Epoch(train) [210][140/314] lr: 7.8937e-03 eta: 0:48:19 time: 0.3154 data_time: 0.0523 memory: 9706 grad_norm: 1.3237 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0579 loss: 0.0579 2022/08/05 18:45:08 - mmengine - INFO - Epoch(train) [210][160/314] lr: 7.8612e-03 eta: 0:48:13 time: 0.3115 data_time: 0.0473 memory: 9706 grad_norm: 1.3902 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0617 loss: 0.0617 2022/08/05 18:45:15 - mmengine - INFO - Epoch(train) [210][180/314] lr: 7.8289e-03 eta: 0:48:07 time: 0.3179 data_time: 0.0511 memory: 9706 grad_norm: 1.2005 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0446 loss: 0.0446 2022/08/05 18:45:21 - mmengine - INFO - Epoch(train) [210][200/314] lr: 7.7966e-03 eta: 0:48:01 time: 0.3139 data_time: 0.0479 memory: 9706 grad_norm: 1.4284 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0789 loss: 0.0789 2022/08/05 18:45:27 - mmengine - INFO - Epoch(train) [210][220/314] lr: 7.7643e-03 eta: 0:47:55 time: 0.3125 data_time: 0.0517 memory: 9706 grad_norm: 1.1858 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0498 loss: 0.0498 2022/08/05 18:45:34 - mmengine - INFO - Epoch(train) [210][240/314] lr: 7.7321e-03 eta: 0:47:49 time: 0.3123 data_time: 0.0490 memory: 9706 grad_norm: 1.2923 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.0587 loss: 0.0587 2022/08/05 18:45:40 - mmengine - INFO - Epoch(train) [210][260/314] lr: 7.7000e-03 eta: 0:47:43 time: 0.3088 data_time: 0.0517 memory: 9706 grad_norm: 1.2459 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0484 loss: 0.0484 2022/08/05 18:45:46 - mmengine - INFO - Epoch(train) [210][280/314] lr: 7.6680e-03 eta: 0:47:37 time: 0.3066 data_time: 0.0493 memory: 9706 grad_norm: 1.2196 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0380 loss: 0.0380 2022/08/05 18:45:52 - mmengine - INFO - Epoch(train) [210][300/314] lr: 7.6360e-03 eta: 0:47:31 time: 0.3067 data_time: 0.0511 memory: 9706 grad_norm: 1.3723 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0717 loss: 0.0717 2022/08/05 18:45:56 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_ntu60_xsub_keypoint_20220805_124409 2022/08/05 18:45:56 - mmengine - INFO - Epoch(train) [210][314/314] lr: 7.6136e-03 eta: 0:47:31 time: 0.2975 data_time: 0.0462 memory: 9706 grad_norm: 1.4892 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0671 loss: 0.0671 2022/08/05 18:45:56 - mmengine - INFO - Saving checkpoint at 210 epochs 2022/08/05 18:46:04 - mmengine - INFO - Epoch(val) [210][20/129] eta: 0:00:36 time: 0.3319 data_time: 0.1768 memory: 1867 2022/08/05 18:46:09 - mmengine - INFO - Epoch(val) [210][40/129] eta: 0:00:21 time: 0.2451 data_time: 0.0895 memory: 1867 2022/08/05 18:46:14 - mmengine - INFO - Epoch(val) [210][60/129] eta: 0:00:18 time: 0.2630 data_time: 0.1014 memory: 1867 2022/08/05 18:46:19 - mmengine - INFO - Epoch(val) [210][80/129] eta: 0:00:12 time: 0.2531 data_time: 0.0931 memory: 1867 2022/08/05 18:46:24 - mmengine - INFO - Epoch(val) [210][100/129] eta: 0:00:06 time: 0.2366 data_time: 0.0799 memory: 1867 2022/08/05 18:46:28 - mmengine - INFO - Epoch(val) [210][120/129] eta: 0:00:01 time: 0.2076 data_time: 0.0618 memory: 1867 2022/08/05 18:46:30 - mmengine - INFO - Epoch(val) [210][129/129] acc/top1: 0.9287 acc/top5: 0.9953 acc/mean1: 0.9285 2022/08/05 18:46:31 - mmengine - INFO - The previous best checkpoint /mnt/lustre/daiwenxun/X/mmaction2/work_dirs/slowonly_r50_u48_240e_8xb16_ntu60_xsub_keypoint/best_acc/top1_epoch_201.pth is removed 2022/08/05 18:46:31 - mmengine - INFO - The best checkpoint with 0.9287 acc/top1 at 211 epoch is saved to best_acc/top1_epoch_211.pth. 2022/08/05 18:46:38 - mmengine - INFO - Epoch(train) [211][20/314] lr: 7.5818e-03 eta: 0:47:21 time: 0.3460 data_time: 0.0878 memory: 9706 grad_norm: 1.2742 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0705 loss: 0.0705 2022/08/05 18:46:45 - mmengine - INFO - Epoch(train) [211][40/314] lr: 7.5500e-03 eta: 0:47:15 time: 0.3211 data_time: 0.0553 memory: 9706 grad_norm: 1.2011 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0526 loss: 0.0526 2022/08/05 18:46:51 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_ntu60_xsub_keypoint_20220805_124409 2022/08/05 18:46:51 - mmengine - INFO - Epoch(train) [211][60/314] lr: 7.5182e-03 eta: 0:47:08 time: 0.3092 data_time: 0.0529 memory: 9706 grad_norm: 1.2588 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.0473 loss: 0.0473 2022/08/05 18:46:57 - mmengine - INFO - Epoch(train) [211][80/314] lr: 7.4865e-03 eta: 0:47:02 time: 0.3092 data_time: 0.0516 memory: 9706 grad_norm: 1.2139 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0584 loss: 0.0584 2022/08/05 18:47:04 - mmengine - INFO - Epoch(train) [211][100/314] lr: 7.4549e-03 eta: 0:46:56 time: 0.3171 data_time: 0.0505 memory: 9706 grad_norm: 1.2913 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0416 loss: 0.0416 2022/08/05 18:47:10 - mmengine - INFO - Epoch(train) [211][120/314] lr: 7.4233e-03 eta: 0:46:50 time: 0.3120 data_time: 0.0466 memory: 9706 grad_norm: 1.5085 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0424 loss: 0.0424 2022/08/05 18:47:16 - mmengine - INFO - Epoch(train) [211][140/314] lr: 7.3918e-03 eta: 0:46:44 time: 0.3098 data_time: 0.0494 memory: 9706 grad_norm: 1.3188 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0666 loss: 0.0666 2022/08/05 18:47:22 - mmengine - INFO - Epoch(train) [211][160/314] lr: 7.3604e-03 eta: 0:46:38 time: 0.3081 data_time: 0.0493 memory: 9706 grad_norm: 1.1345 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0443 loss: 0.0443 2022/08/05 18:47:28 - mmengine - INFO - Epoch(train) [211][180/314] lr: 7.3291e-03 eta: 0:46:32 time: 0.3135 data_time: 0.0555 memory: 9706 grad_norm: 1.2999 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0837 loss: 0.0837 2022/08/05 18:47:35 - mmengine - INFO - Epoch(train) [211][200/314] lr: 7.2978e-03 eta: 0:46:26 time: 0.3118 data_time: 0.0500 memory: 9706 grad_norm: 1.1681 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0854 loss: 0.0854 2022/08/05 18:47:41 - mmengine - INFO - Epoch(train) [211][220/314] lr: 7.2665e-03 eta: 0:46:20 time: 0.3131 data_time: 0.0553 memory: 9706 grad_norm: 1.1743 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0404 loss: 0.0404 2022/08/05 18:47:47 - mmengine - INFO - Epoch(train) [211][240/314] lr: 7.2354e-03 eta: 0:46:14 time: 0.3103 data_time: 0.0502 memory: 9706 grad_norm: 1.1676 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0493 loss: 0.0493 2022/08/05 18:47:53 - mmengine - INFO - Epoch(train) [211][260/314] lr: 7.2043e-03 eta: 0:46:08 time: 0.3090 data_time: 0.0487 memory: 9706 grad_norm: 1.1387 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0414 loss: 0.0414 2022/08/05 18:48:00 - mmengine - INFO - Epoch(train) [211][280/314] lr: 7.1732e-03 eta: 0:46:02 time: 0.3085 data_time: 0.0506 memory: 9706 grad_norm: 1.1253 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0385 loss: 0.0385 2022/08/05 18:48:06 - mmengine - INFO - Epoch(train) [211][300/314] lr: 7.1422e-03 eta: 0:45:56 time: 0.3115 data_time: 0.0523 memory: 9706 grad_norm: 1.3519 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0664 loss: 0.0664 2022/08/05 18:48:10 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_ntu60_xsub_keypoint_20220805_124409 2022/08/05 18:48:10 - mmengine - INFO - Epoch(train) [211][314/314] lr: 7.1206e-03 eta: 0:45:56 time: 0.2919 data_time: 0.0461 memory: 9706 grad_norm: 1.5366 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0594 loss: 0.0594 2022/08/05 18:48:10 - mmengine - INFO - Saving checkpoint at 211 epochs 2022/08/05 18:48:18 - mmengine - INFO - Epoch(train) [212][20/314] lr: 7.0897e-03 eta: 0:45:46 time: 0.3509 data_time: 0.0858 memory: 9706 grad_norm: 1.1681 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0310 loss: 0.0310 2022/08/05 18:48:24 - mmengine - INFO - Epoch(train) [212][40/314] lr: 7.0589e-03 eta: 0:45:39 time: 0.3117 data_time: 0.0498 memory: 9706 grad_norm: 1.2861 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0294 loss: 0.0294 2022/08/05 18:48:30 - mmengine - INFO - Epoch(train) [212][60/314] lr: 7.0282e-03 eta: 0:45:33 time: 0.3142 data_time: 0.0603 memory: 9706 grad_norm: 1.3661 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0403 loss: 0.0403 2022/08/05 18:48:36 - mmengine - INFO - Epoch(train) [212][80/314] lr: 6.9975e-03 eta: 0:45:27 time: 0.3077 data_time: 0.0486 memory: 9706 grad_norm: 1.1494 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0491 loss: 0.0491 2022/08/05 18:48:43 - mmengine - INFO - Epoch(train) [212][100/314] lr: 6.9669e-03 eta: 0:45:21 time: 0.3114 data_time: 0.0510 memory: 9706 grad_norm: 1.2657 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0231 loss: 0.0231 2022/08/05 18:48:49 - mmengine - INFO - Epoch(train) [212][120/314] lr: 6.9364e-03 eta: 0:45:15 time: 0.3110 data_time: 0.0502 memory: 9706 grad_norm: 1.2676 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0520 loss: 0.0520 2022/08/05 18:48:55 - mmengine - INFO - Epoch(train) [212][140/314] lr: 6.9059e-03 eta: 0:45:09 time: 0.3083 data_time: 0.0488 memory: 9706 grad_norm: 1.2053 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0391 loss: 0.0391 2022/08/05 18:49:01 - mmengine - INFO - Epoch(train) [212][160/314] lr: 6.8755e-03 eta: 0:45:03 time: 0.3083 data_time: 0.0497 memory: 9706 grad_norm: 1.4249 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0717 loss: 0.0717 2022/08/05 18:49:08 - mmengine - INFO - Epoch(train) [212][180/314] lr: 6.8451e-03 eta: 0:44:57 time: 0.3180 data_time: 0.0521 memory: 9706 grad_norm: 1.2409 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0846 loss: 0.0846 2022/08/05 18:49:14 - mmengine - INFO - Epoch(train) [212][200/314] lr: 6.8148e-03 eta: 0:44:51 time: 0.3110 data_time: 0.0492 memory: 9706 grad_norm: 1.1512 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0449 loss: 0.0449 2022/08/05 18:49:20 - mmengine - INFO - Epoch(train) [212][220/314] lr: 6.7846e-03 eta: 0:44:45 time: 0.3085 data_time: 0.0521 memory: 9706 grad_norm: 1.2946 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0607 loss: 0.0607 2022/08/05 18:49:26 - mmengine - INFO - Epoch(train) [212][240/314] lr: 6.7545e-03 eta: 0:44:39 time: 0.3143 data_time: 0.0486 memory: 9706 grad_norm: 1.4671 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.0515 loss: 0.0515 2022/08/05 18:49:32 - mmengine - INFO - Epoch(train) [212][260/314] lr: 6.7244e-03 eta: 0:44:33 time: 0.3080 data_time: 0.0501 memory: 9706 grad_norm: 1.2552 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0493 loss: 0.0493 2022/08/05 18:49:39 - mmengine - INFO - Epoch(train) [212][280/314] lr: 6.6943e-03 eta: 0:44:27 time: 0.3071 data_time: 0.0479 memory: 9706 grad_norm: 1.2150 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.0520 loss: 0.0520 2022/08/05 18:49:45 - mmengine - INFO - Epoch(train) [212][300/314] lr: 6.6644e-03 eta: 0:44:21 time: 0.3226 data_time: 0.0525 memory: 9706 grad_norm: 1.2442 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.0537 loss: 0.0537 2022/08/05 18:49:49 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_ntu60_xsub_keypoint_20220805_124409 2022/08/05 18:49:49 - mmengine - INFO - Epoch(train) [212][314/314] lr: 6.6435e-03 eta: 0:44:21 time: 0.2891 data_time: 0.0442 memory: 9706 grad_norm: 1.1975 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0463 loss: 0.0463 2022/08/05 18:49:49 - mmengine - INFO - Saving checkpoint at 212 epochs 2022/08/05 18:49:57 - mmengine - INFO - Epoch(train) [213][20/314] lr: 6.6136e-03 eta: 0:44:11 time: 0.3533 data_time: 0.0856 memory: 9706 grad_norm: 1.2380 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.0518 loss: 0.0518 2022/08/05 18:50:03 - mmengine - INFO - Epoch(train) [213][40/314] lr: 6.5838e-03 eta: 0:44:05 time: 0.3166 data_time: 0.0511 memory: 9706 grad_norm: 1.2876 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.0632 loss: 0.0632 2022/08/05 18:50:09 - mmengine - INFO - Epoch(train) [213][60/314] lr: 6.5541e-03 eta: 0:43:59 time: 0.3088 data_time: 0.0520 memory: 9706 grad_norm: 1.2044 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0417 loss: 0.0417 2022/08/05 18:50:16 - mmengine - INFO - Epoch(train) [213][80/314] lr: 6.5244e-03 eta: 0:43:52 time: 0.3111 data_time: 0.0486 memory: 9706 grad_norm: 1.4175 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0453 loss: 0.0453 2022/08/05 18:50:22 - mmengine - INFO - Epoch(train) [213][100/314] lr: 6.4949e-03 eta: 0:43:46 time: 0.3086 data_time: 0.0493 memory: 9706 grad_norm: 1.3242 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0473 loss: 0.0473 2022/08/05 18:50:28 - mmengine - INFO - Epoch(train) [213][120/314] lr: 6.4653e-03 eta: 0:43:40 time: 0.3155 data_time: 0.0502 memory: 9706 grad_norm: 1.2776 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0576 loss: 0.0576 2022/08/05 18:50:34 - mmengine - INFO - Epoch(train) [213][140/314] lr: 6.4359e-03 eta: 0:43:34 time: 0.3139 data_time: 0.0528 memory: 9706 grad_norm: 1.4055 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0207 loss: 0.0207 2022/08/05 18:50:41 - mmengine - INFO - Epoch(train) [213][160/314] lr: 6.4065e-03 eta: 0:43:28 time: 0.3095 data_time: 0.0500 memory: 9706 grad_norm: 1.2378 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0292 loss: 0.0292 2022/08/05 18:50:47 - mmengine - INFO - Epoch(train) [213][180/314] lr: 6.3771e-03 eta: 0:43:22 time: 0.3165 data_time: 0.0506 memory: 9706 grad_norm: 1.1742 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0434 loss: 0.0434 2022/08/05 18:50:53 - mmengine - INFO - Epoch(train) [213][200/314] lr: 6.3479e-03 eta: 0:43:16 time: 0.3062 data_time: 0.0478 memory: 9706 grad_norm: 1.3005 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0640 loss: 0.0640 2022/08/05 18:50:59 - mmengine - INFO - Epoch(train) [213][220/314] lr: 6.3187e-03 eta: 0:43:10 time: 0.3098 data_time: 0.0514 memory: 9706 grad_norm: 1.1326 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0518 loss: 0.0518 2022/08/05 18:51:06 - mmengine - INFO - Epoch(train) [213][240/314] lr: 6.2895e-03 eta: 0:43:04 time: 0.3162 data_time: 0.0499 memory: 9706 grad_norm: 1.1551 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0307 loss: 0.0307 2022/08/05 18:51:12 - mmengine - INFO - Epoch(train) [213][260/314] lr: 6.2605e-03 eta: 0:42:58 time: 0.3089 data_time: 0.0507 memory: 9706 grad_norm: 0.9903 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0469 loss: 0.0469 2022/08/05 18:51:18 - mmengine - INFO - Epoch(train) [213][280/314] lr: 6.2315e-03 eta: 0:42:52 time: 0.3074 data_time: 0.0476 memory: 9706 grad_norm: 1.2819 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.0586 loss: 0.0586 2022/08/05 18:51:24 - mmengine - INFO - Epoch(train) [213][300/314] lr: 6.2025e-03 eta: 0:42:46 time: 0.3126 data_time: 0.0517 memory: 9706 grad_norm: 1.1763 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0440 loss: 0.0440 2022/08/05 18:51:28 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_ntu60_xsub_keypoint_20220805_124409 2022/08/05 18:51:28 - mmengine - INFO - Epoch(train) [213][314/314] lr: 6.1823e-03 eta: 0:42:46 time: 0.2979 data_time: 0.0473 memory: 9706 grad_norm: 1.2058 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0411 loss: 0.0411 2022/08/05 18:51:28 - mmengine - INFO - Saving checkpoint at 213 epochs 2022/08/05 18:51:36 - mmengine - INFO - Epoch(train) [214][20/314] lr: 6.1535e-03 eta: 0:42:36 time: 0.3527 data_time: 0.0920 memory: 9706 grad_norm: 1.1943 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0525 loss: 0.0525 2022/08/05 18:51:42 - mmengine - INFO - Epoch(train) [214][40/314] lr: 6.1247e-03 eta: 0:42:30 time: 0.3076 data_time: 0.0502 memory: 9706 grad_norm: 1.1242 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0324 loss: 0.0324 2022/08/05 18:51:49 - mmengine - INFO - Epoch(train) [214][60/314] lr: 6.0960e-03 eta: 0:42:24 time: 0.3141 data_time: 0.0492 memory: 9706 grad_norm: 1.0924 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0460 loss: 0.0460 2022/08/05 18:51:55 - mmengine - INFO - Epoch(train) [214][80/314] lr: 6.0674e-03 eta: 0:42:17 time: 0.3062 data_time: 0.0463 memory: 9706 grad_norm: 1.1479 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0419 loss: 0.0419 2022/08/05 18:52:01 - mmengine - INFO - Epoch(train) [214][100/314] lr: 6.0388e-03 eta: 0:42:11 time: 0.3095 data_time: 0.0508 memory: 9706 grad_norm: 1.2223 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.0513 loss: 0.0513 2022/08/05 18:52:07 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_ntu60_xsub_keypoint_20220805_124409 2022/08/05 18:52:07 - mmengine - INFO - Epoch(train) [214][120/314] lr: 6.0103e-03 eta: 0:42:05 time: 0.3125 data_time: 0.0499 memory: 9706 grad_norm: 1.1122 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0491 loss: 0.0491 2022/08/05 18:52:14 - mmengine - INFO - Epoch(train) [214][140/314] lr: 5.9819e-03 eta: 0:41:59 time: 0.3081 data_time: 0.0515 memory: 9706 grad_norm: 1.1622 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.0415 loss: 0.0415 2022/08/05 18:52:20 - mmengine - INFO - Epoch(train) [214][160/314] lr: 5.9535e-03 eta: 0:41:53 time: 0.3105 data_time: 0.0512 memory: 9706 grad_norm: 1.1223 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0355 loss: 0.0355 2022/08/05 18:52:26 - mmengine - INFO - Epoch(train) [214][180/314] lr: 5.9252e-03 eta: 0:41:47 time: 0.3190 data_time: 0.0501 memory: 9706 grad_norm: 1.2538 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0429 loss: 0.0429 2022/08/05 18:52:32 - mmengine - INFO - Epoch(train) [214][200/314] lr: 5.8970e-03 eta: 0:41:41 time: 0.3078 data_time: 0.0500 memory: 9706 grad_norm: 0.9689 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0358 loss: 0.0358 2022/08/05 18:52:38 - mmengine - INFO - Epoch(train) [214][220/314] lr: 5.8688e-03 eta: 0:41:35 time: 0.3094 data_time: 0.0497 memory: 9706 grad_norm: 1.2457 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0366 loss: 0.0366 2022/08/05 18:52:45 - mmengine - INFO - Epoch(train) [214][240/314] lr: 5.8407e-03 eta: 0:41:29 time: 0.3214 data_time: 0.0491 memory: 9706 grad_norm: 1.2543 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0484 loss: 0.0484 2022/08/05 18:52:51 - mmengine - INFO - Epoch(train) [214][260/314] lr: 5.8126e-03 eta: 0:41:23 time: 0.3081 data_time: 0.0501 memory: 9706 grad_norm: 1.1620 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0501 loss: 0.0501 2022/08/05 18:52:57 - mmengine - INFO - Epoch(train) [214][280/314] lr: 5.7847e-03 eta: 0:41:17 time: 0.3127 data_time: 0.0533 memory: 9706 grad_norm: 1.2180 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0345 loss: 0.0345 2022/08/05 18:53:04 - mmengine - INFO - Epoch(train) [214][300/314] lr: 5.7567e-03 eta: 0:41:11 time: 0.3200 data_time: 0.0526 memory: 9706 grad_norm: 1.2019 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0617 loss: 0.0617 2022/08/05 18:53:08 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_ntu60_xsub_keypoint_20220805_124409 2022/08/05 18:53:08 - mmengine - INFO - Epoch(train) [214][314/314] lr: 5.7372e-03 eta: 0:41:11 time: 0.3012 data_time: 0.0461 memory: 9706 grad_norm: 1.4143 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0474 loss: 0.0474 2022/08/05 18:53:08 - mmengine - INFO - Saving checkpoint at 214 epochs 2022/08/05 18:53:16 - mmengine - INFO - Epoch(train) [215][20/314] lr: 5.7094e-03 eta: 0:41:01 time: 0.3510 data_time: 0.0814 memory: 9706 grad_norm: 1.1690 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0363 loss: 0.0363 2022/08/05 18:53:22 - mmengine - INFO - Epoch(train) [215][40/314] lr: 5.6817e-03 eta: 0:40:55 time: 0.3095 data_time: 0.0519 memory: 9706 grad_norm: 1.3580 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0327 loss: 0.0327 2022/08/05 18:53:28 - mmengine - INFO - Epoch(train) [215][60/314] lr: 5.6540e-03 eta: 0:40:49 time: 0.3217 data_time: 0.0530 memory: 9706 grad_norm: 1.2334 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0427 loss: 0.0427 2022/08/05 18:53:35 - mmengine - INFO - Epoch(train) [215][80/314] lr: 5.6264e-03 eta: 0:40:43 time: 0.3093 data_time: 0.0483 memory: 9706 grad_norm: 1.0231 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0368 loss: 0.0368 2022/08/05 18:53:41 - mmengine - INFO - Epoch(train) [215][100/314] lr: 5.5989e-03 eta: 0:40:37 time: 0.3074 data_time: 0.0501 memory: 9706 grad_norm: 1.0940 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.0528 loss: 0.0528 2022/08/05 18:53:47 - mmengine - INFO - Epoch(train) [215][120/314] lr: 5.5714e-03 eta: 0:40:31 time: 0.3132 data_time: 0.0470 memory: 9706 grad_norm: 1.3023 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0472 loss: 0.0472 2022/08/05 18:53:53 - mmengine - INFO - Epoch(train) [215][140/314] lr: 5.5440e-03 eta: 0:40:24 time: 0.3091 data_time: 0.0493 memory: 9706 grad_norm: 1.1016 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0438 loss: 0.0438 2022/08/05 18:53:59 - mmengine - INFO - Epoch(train) [215][160/314] lr: 5.5167e-03 eta: 0:40:18 time: 0.3091 data_time: 0.0488 memory: 9706 grad_norm: 1.2568 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0515 loss: 0.0515 2022/08/05 18:54:06 - mmengine - INFO - Epoch(train) [215][180/314] lr: 5.4894e-03 eta: 0:40:12 time: 0.3112 data_time: 0.0511 memory: 9706 grad_norm: 1.3855 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0564 loss: 0.0564 2022/08/05 18:54:12 - mmengine - INFO - Epoch(train) [215][200/314] lr: 5.4622e-03 eta: 0:40:06 time: 0.3073 data_time: 0.0479 memory: 9706 grad_norm: 1.0842 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.0483 loss: 0.0483 2022/08/05 18:54:18 - mmengine - INFO - Epoch(train) [215][220/314] lr: 5.4350e-03 eta: 0:40:00 time: 0.3207 data_time: 0.0516 memory: 9706 grad_norm: 1.1218 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0477 loss: 0.0477 2022/08/05 18:54:24 - mmengine - INFO - Epoch(train) [215][240/314] lr: 5.4080e-03 eta: 0:39:54 time: 0.3152 data_time: 0.0507 memory: 9706 grad_norm: 1.1077 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0276 loss: 0.0276 2022/08/05 18:54:31 - mmengine - INFO - Epoch(train) [215][260/314] lr: 5.3809e-03 eta: 0:39:48 time: 0.3087 data_time: 0.0516 memory: 9706 grad_norm: 1.3392 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0367 loss: 0.0367 2022/08/05 18:54:37 - mmengine - INFO - Epoch(train) [215][280/314] lr: 5.3540e-03 eta: 0:39:42 time: 0.3200 data_time: 0.0490 memory: 9706 grad_norm: 1.0325 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0250 loss: 0.0250 2022/08/05 18:54:43 - mmengine - INFO - Epoch(train) [215][300/314] lr: 5.3271e-03 eta: 0:39:36 time: 0.3114 data_time: 0.0508 memory: 9706 grad_norm: 1.2892 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0311 loss: 0.0311 2022/08/05 18:54:47 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_ntu60_xsub_keypoint_20220805_124409 2022/08/05 18:54:47 - mmengine - INFO - Epoch(train) [215][314/314] lr: 5.3083e-03 eta: 0:39:36 time: 0.2960 data_time: 0.0451 memory: 9706 grad_norm: 1.4785 top1_acc: 0.7500 top5_acc: 1.0000 loss_cls: 0.0913 loss: 0.0913 2022/08/05 18:54:47 - mmengine - INFO - Saving checkpoint at 215 epochs 2022/08/05 18:54:55 - mmengine - INFO - Epoch(train) [216][20/314] lr: 5.2816e-03 eta: 0:39:26 time: 0.3548 data_time: 0.0869 memory: 9706 grad_norm: 1.0153 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0206 loss: 0.0206 2022/08/05 18:55:02 - mmengine - INFO - Epoch(train) [216][40/314] lr: 5.2549e-03 eta: 0:39:20 time: 0.3126 data_time: 0.0498 memory: 9706 grad_norm: 1.1499 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0394 loss: 0.0394 2022/08/05 18:55:08 - mmengine - INFO - Epoch(train) [216][60/314] lr: 5.2282e-03 eta: 0:39:14 time: 0.3256 data_time: 0.0546 memory: 9706 grad_norm: 1.2165 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0473 loss: 0.0473 2022/08/05 18:55:14 - mmengine - INFO - Epoch(train) [216][80/314] lr: 5.2016e-03 eta: 0:39:08 time: 0.3072 data_time: 0.0479 memory: 9706 grad_norm: 1.2390 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.0504 loss: 0.0504 2022/08/05 18:55:21 - mmengine - INFO - Epoch(train) [216][100/314] lr: 5.1751e-03 eta: 0:39:02 time: 0.3114 data_time: 0.0519 memory: 9706 grad_norm: 1.2631 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0455 loss: 0.0455 2022/08/05 18:55:27 - mmengine - INFO - Epoch(train) [216][120/314] lr: 5.1487e-03 eta: 0:38:56 time: 0.3153 data_time: 0.0503 memory: 9706 grad_norm: 1.0907 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0405 loss: 0.0405 2022/08/05 18:55:33 - mmengine - INFO - Epoch(train) [216][140/314] lr: 5.1223e-03 eta: 0:38:50 time: 0.3088 data_time: 0.0503 memory: 9706 grad_norm: 0.9156 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0215 loss: 0.0215 2022/08/05 18:55:39 - mmengine - INFO - Epoch(train) [216][160/314] lr: 5.0960e-03 eta: 0:38:44 time: 0.3119 data_time: 0.0459 memory: 9706 grad_norm: 0.9170 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0505 loss: 0.0505 2022/08/05 18:55:46 - mmengine - INFO - Epoch(train) [216][180/314] lr: 5.0698e-03 eta: 0:38:38 time: 0.3175 data_time: 0.0505 memory: 9706 grad_norm: 0.9887 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0400 loss: 0.0400 2022/08/05 18:55:52 - mmengine - INFO - Epoch(train) [216][200/314] lr: 5.0436e-03 eta: 0:38:32 time: 0.3075 data_time: 0.0466 memory: 9706 grad_norm: 1.0099 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0394 loss: 0.0394 2022/08/05 18:55:58 - mmengine - INFO - Epoch(train) [216][220/314] lr: 5.0175e-03 eta: 0:38:25 time: 0.3121 data_time: 0.0528 memory: 9706 grad_norm: 1.2260 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0335 loss: 0.0335 2022/08/05 18:56:05 - mmengine - INFO - Epoch(train) [216][240/314] lr: 4.9914e-03 eta: 0:38:19 time: 0.3258 data_time: 0.0519 memory: 9706 grad_norm: 1.1545 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0332 loss: 0.0332 2022/08/05 18:56:11 - mmengine - INFO - Epoch(train) [216][260/314] lr: 4.9655e-03 eta: 0:38:13 time: 0.3131 data_time: 0.0525 memory: 9706 grad_norm: 1.2775 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.0364 loss: 0.0364 2022/08/05 18:56:17 - mmengine - INFO - Epoch(train) [216][280/314] lr: 4.9395e-03 eta: 0:38:07 time: 0.3077 data_time: 0.0490 memory: 9706 grad_norm: 1.2219 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.0529 loss: 0.0529 2022/08/05 18:56:24 - mmengine - INFO - Epoch(train) [216][300/314] lr: 4.9137e-03 eta: 0:38:01 time: 0.3211 data_time: 0.0517 memory: 9706 grad_norm: 1.2387 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0434 loss: 0.0434 2022/08/05 18:56:28 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_ntu60_xsub_keypoint_20220805_124409 2022/08/05 18:56:28 - mmengine - INFO - Epoch(train) [216][314/314] lr: 4.8956e-03 eta: 0:38:01 time: 0.3434 data_time: 0.0534 memory: 9706 grad_norm: 1.2976 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0621 loss: 0.0621 2022/08/05 18:56:28 - mmengine - INFO - Saving checkpoint at 216 epochs 2022/08/05 18:56:36 - mmengine - INFO - Epoch(train) [217][20/314] lr: 4.8699e-03 eta: 0:37:51 time: 0.3532 data_time: 0.0892 memory: 9706 grad_norm: 1.3156 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0524 loss: 0.0524 2022/08/05 18:56:42 - mmengine - INFO - Epoch(train) [217][40/314] lr: 4.8442e-03 eta: 0:37:45 time: 0.3080 data_time: 0.0513 memory: 9706 grad_norm: 1.0235 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0417 loss: 0.0417 2022/08/05 18:56:49 - mmengine - INFO - Epoch(train) [217][60/314] lr: 4.8186e-03 eta: 0:37:39 time: 0.3418 data_time: 0.0522 memory: 9706 grad_norm: 1.2336 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.0451 loss: 0.0451 2022/08/05 18:56:56 - mmengine - INFO - Epoch(train) [217][80/314] lr: 4.7931e-03 eta: 0:37:33 time: 0.3152 data_time: 0.0491 memory: 9706 grad_norm: 1.0988 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0404 loss: 0.0404 2022/08/05 18:57:02 - mmengine - INFO - Epoch(train) [217][100/314] lr: 4.7676e-03 eta: 0:37:27 time: 0.3138 data_time: 0.0516 memory: 9706 grad_norm: 1.2719 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0393 loss: 0.0393 2022/08/05 18:57:08 - mmengine - INFO - Epoch(train) [217][120/314] lr: 4.7422e-03 eta: 0:37:21 time: 0.3208 data_time: 0.0522 memory: 9706 grad_norm: 1.0698 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0297 loss: 0.0297 2022/08/05 18:57:15 - mmengine - INFO - Epoch(train) [217][140/314] lr: 4.7169e-03 eta: 0:37:15 time: 0.3337 data_time: 0.0508 memory: 9706 grad_norm: 0.9868 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0295 loss: 0.0295 2022/08/05 18:57:21 - mmengine - INFO - Epoch(train) [217][160/314] lr: 4.6916e-03 eta: 0:37:09 time: 0.3103 data_time: 0.0480 memory: 9706 grad_norm: 1.1638 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0443 loss: 0.0443 2022/08/05 18:57:26 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_ntu60_xsub_keypoint_20220805_124409 2022/08/05 18:57:27 - mmengine - INFO - Epoch(train) [217][180/314] lr: 4.6664e-03 eta: 0:37:03 time: 0.3134 data_time: 0.0543 memory: 9706 grad_norm: 0.9876 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0408 loss: 0.0408 2022/08/05 18:57:34 - mmengine - INFO - Epoch(train) [217][200/314] lr: 4.6413e-03 eta: 0:36:57 time: 0.3071 data_time: 0.0477 memory: 9706 grad_norm: 1.1726 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0470 loss: 0.0470 2022/08/05 18:57:40 - mmengine - INFO - Epoch(train) [217][220/314] lr: 4.6162e-03 eta: 0:36:51 time: 0.3088 data_time: 0.0506 memory: 9706 grad_norm: 0.9220 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0349 loss: 0.0349 2022/08/05 18:57:46 - mmengine - INFO - Epoch(train) [217][240/314] lr: 4.5912e-03 eta: 0:36:45 time: 0.3143 data_time: 0.0502 memory: 9706 grad_norm: 1.1515 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0364 loss: 0.0364 2022/08/05 18:57:52 - mmengine - INFO - Epoch(train) [217][260/314] lr: 4.5662e-03 eta: 0:36:39 time: 0.3103 data_time: 0.0517 memory: 9706 grad_norm: 1.1297 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0518 loss: 0.0518 2022/08/05 18:57:59 - mmengine - INFO - Epoch(train) [217][280/314] lr: 4.5414e-03 eta: 0:36:33 time: 0.3133 data_time: 0.0475 memory: 9706 grad_norm: 1.2332 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.0556 loss: 0.0556 2022/08/05 18:58:05 - mmengine - INFO - Epoch(train) [217][300/314] lr: 4.5166e-03 eta: 0:36:27 time: 0.3344 data_time: 0.0503 memory: 9706 grad_norm: 1.0206 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0370 loss: 0.0370 2022/08/05 18:58:09 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_ntu60_xsub_keypoint_20220805_124409 2022/08/05 18:58:09 - mmengine - INFO - Epoch(train) [217][314/314] lr: 4.4992e-03 eta: 0:36:27 time: 0.3140 data_time: 0.0460 memory: 9706 grad_norm: 1.4069 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0666 loss: 0.0666 2022/08/05 18:58:09 - mmengine - INFO - Saving checkpoint at 217 epochs 2022/08/05 18:58:17 - mmengine - INFO - Epoch(train) [218][20/314] lr: 4.4745e-03 eta: 0:36:16 time: 0.3447 data_time: 0.0787 memory: 9706 grad_norm: 1.0331 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.0369 loss: 0.0369 2022/08/05 18:58:24 - mmengine - INFO - Epoch(train) [218][40/314] lr: 4.4499e-03 eta: 0:36:10 time: 0.3198 data_time: 0.0495 memory: 9706 grad_norm: 1.0713 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0315 loss: 0.0315 2022/08/05 18:58:30 - mmengine - INFO - Epoch(train) [218][60/314] lr: 4.4254e-03 eta: 0:36:04 time: 0.3185 data_time: 0.0495 memory: 9706 grad_norm: 1.3128 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0435 loss: 0.0435 2022/08/05 18:58:36 - mmengine - INFO - Epoch(train) [218][80/314] lr: 4.4009e-03 eta: 0:35:58 time: 0.3071 data_time: 0.0475 memory: 9706 grad_norm: 1.2601 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0446 loss: 0.0446 2022/08/05 18:58:42 - mmengine - INFO - Epoch(train) [218][100/314] lr: 4.3764e-03 eta: 0:35:52 time: 0.3076 data_time: 0.0511 memory: 9706 grad_norm: 1.2592 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0344 loss: 0.0344 2022/08/05 18:58:49 - mmengine - INFO - Epoch(train) [218][120/314] lr: 4.3521e-03 eta: 0:35:46 time: 0.3176 data_time: 0.0479 memory: 9706 grad_norm: 1.1205 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0519 loss: 0.0519 2022/08/05 18:58:55 - mmengine - INFO - Epoch(train) [218][140/314] lr: 4.3278e-03 eta: 0:35:40 time: 0.3095 data_time: 0.0500 memory: 9706 grad_norm: 1.0163 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.0415 loss: 0.0415 2022/08/05 18:59:01 - mmengine - INFO - Epoch(train) [218][160/314] lr: 4.3035e-03 eta: 0:35:34 time: 0.3069 data_time: 0.0486 memory: 9706 grad_norm: 1.0182 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0303 loss: 0.0303 2022/08/05 18:59:07 - mmengine - INFO - Epoch(train) [218][180/314] lr: 4.2794e-03 eta: 0:35:28 time: 0.3172 data_time: 0.0512 memory: 9706 grad_norm: 1.2358 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0516 loss: 0.0516 2022/08/05 18:59:13 - mmengine - INFO - Epoch(train) [218][200/314] lr: 4.2553e-03 eta: 0:35:22 time: 0.3060 data_time: 0.0476 memory: 9706 grad_norm: 1.2271 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0411 loss: 0.0411 2022/08/05 18:59:20 - mmengine - INFO - Epoch(train) [218][220/314] lr: 4.2313e-03 eta: 0:35:16 time: 0.3082 data_time: 0.0498 memory: 9706 grad_norm: 1.1038 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0435 loss: 0.0435 2022/08/05 18:59:26 - mmengine - INFO - Epoch(train) [218][240/314] lr: 4.2073e-03 eta: 0:35:10 time: 0.3218 data_time: 0.0490 memory: 9706 grad_norm: 1.2440 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0277 loss: 0.0277 2022/08/05 18:59:32 - mmengine - INFO - Epoch(train) [218][260/314] lr: 4.1834e-03 eta: 0:35:04 time: 0.3085 data_time: 0.0517 memory: 9706 grad_norm: 1.1674 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.0371 loss: 0.0371 2022/08/05 18:59:38 - mmengine - INFO - Epoch(train) [218][280/314] lr: 4.1596e-03 eta: 0:34:58 time: 0.3080 data_time: 0.0489 memory: 9706 grad_norm: 1.2021 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0595 loss: 0.0595 2022/08/05 18:59:45 - mmengine - INFO - Epoch(train) [218][300/314] lr: 4.1358e-03 eta: 0:34:52 time: 0.3156 data_time: 0.0509 memory: 9706 grad_norm: 1.0418 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0298 loss: 0.0298 2022/08/05 18:59:49 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_ntu60_xsub_keypoint_20220805_124409 2022/08/05 18:59:49 - mmengine - INFO - Epoch(train) [218][314/314] lr: 4.1192e-03 eta: 0:34:52 time: 0.2972 data_time: 0.0457 memory: 9706 grad_norm: 1.2107 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0602 loss: 0.0602 2022/08/05 18:59:49 - mmengine - INFO - Saving checkpoint at 218 epochs 2022/08/05 18:59:57 - mmengine - INFO - Epoch(train) [219][20/314] lr: 4.0956e-03 eta: 0:34:41 time: 0.3520 data_time: 0.0899 memory: 9706 grad_norm: 1.1713 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0268 loss: 0.0268 2022/08/05 19:00:03 - mmengine - INFO - Epoch(train) [219][40/314] lr: 4.0720e-03 eta: 0:34:35 time: 0.3073 data_time: 0.0493 memory: 9706 grad_norm: 1.0543 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.0611 loss: 0.0611 2022/08/05 19:00:09 - mmengine - INFO - Epoch(train) [219][60/314] lr: 4.0485e-03 eta: 0:34:29 time: 0.3169 data_time: 0.0537 memory: 9706 grad_norm: 1.1274 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0355 loss: 0.0355 2022/08/05 19:00:15 - mmengine - INFO - Epoch(train) [219][80/314] lr: 4.0250e-03 eta: 0:34:23 time: 0.3077 data_time: 0.0488 memory: 9706 grad_norm: 1.0840 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0418 loss: 0.0418 2022/08/05 19:00:22 - mmengine - INFO - Epoch(train) [219][100/314] lr: 4.0016e-03 eta: 0:34:17 time: 0.3174 data_time: 0.0587 memory: 9706 grad_norm: 1.2335 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.0342 loss: 0.0342 2022/08/05 19:00:28 - mmengine - INFO - Epoch(train) [219][120/314] lr: 3.9783e-03 eta: 0:34:11 time: 0.3250 data_time: 0.0539 memory: 9706 grad_norm: 1.1215 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.0433 loss: 0.0433 2022/08/05 19:00:34 - mmengine - INFO - Epoch(train) [219][140/314] lr: 3.9551e-03 eta: 0:34:05 time: 0.3086 data_time: 0.0482 memory: 9706 grad_norm: 1.0510 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0251 loss: 0.0251 2022/08/05 19:00:41 - mmengine - INFO - Epoch(train) [219][160/314] lr: 3.9319e-03 eta: 0:33:59 time: 0.3085 data_time: 0.0485 memory: 9706 grad_norm: 0.9183 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0280 loss: 0.0280 2022/08/05 19:00:47 - mmengine - INFO - Epoch(train) [219][180/314] lr: 3.9088e-03 eta: 0:33:53 time: 0.3120 data_time: 0.0527 memory: 9706 grad_norm: 1.2192 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0269 loss: 0.0269 2022/08/05 19:00:53 - mmengine - INFO - Epoch(train) [219][200/314] lr: 3.8857e-03 eta: 0:33:47 time: 0.3077 data_time: 0.0490 memory: 9706 grad_norm: 1.1656 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0393 loss: 0.0393 2022/08/05 19:00:59 - mmengine - INFO - Epoch(train) [219][220/314] lr: 3.8627e-03 eta: 0:33:41 time: 0.3173 data_time: 0.0493 memory: 9706 grad_norm: 1.0757 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0520 loss: 0.0520 2022/08/05 19:01:06 - mmengine - INFO - Epoch(train) [219][240/314] lr: 3.8398e-03 eta: 0:33:35 time: 0.3175 data_time: 0.0488 memory: 9706 grad_norm: 1.1396 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0382 loss: 0.0382 2022/08/05 19:01:12 - mmengine - INFO - Epoch(train) [219][260/314] lr: 3.8170e-03 eta: 0:33:29 time: 0.3081 data_time: 0.0493 memory: 9706 grad_norm: 1.0537 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0357 loss: 0.0357 2022/08/05 19:01:18 - mmengine - INFO - Epoch(train) [219][280/314] lr: 3.7942e-03 eta: 0:33:23 time: 0.3089 data_time: 0.0465 memory: 9706 grad_norm: 1.0025 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0331 loss: 0.0331 2022/08/05 19:01:24 - mmengine - INFO - Epoch(train) [219][300/314] lr: 3.7715e-03 eta: 0:33:17 time: 0.3181 data_time: 0.0532 memory: 9706 grad_norm: 1.0324 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.0222 loss: 0.0222 2022/08/05 19:01:28 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_ntu60_xsub_keypoint_20220805_124409 2022/08/05 19:01:28 - mmengine - INFO - Epoch(train) [219][314/314] lr: 3.7556e-03 eta: 0:33:17 time: 0.3015 data_time: 0.0470 memory: 9706 grad_norm: 1.2277 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0419 loss: 0.0419 2022/08/05 19:01:28 - mmengine - INFO - Saving checkpoint at 219 epochs 2022/08/05 19:01:36 - mmengine - INFO - Epoch(train) [220][20/314] lr: 3.7330e-03 eta: 0:33:06 time: 0.3424 data_time: 0.0809 memory: 9706 grad_norm: 1.0838 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0522 loss: 0.0522 2022/08/05 19:01:43 - mmengine - INFO - Epoch(train) [220][40/314] lr: 3.7105e-03 eta: 0:33:00 time: 0.3133 data_time: 0.0505 memory: 9706 grad_norm: 1.1388 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0490 loss: 0.0490 2022/08/05 19:01:49 - mmengine - INFO - Epoch(train) [220][60/314] lr: 3.6880e-03 eta: 0:32:54 time: 0.3124 data_time: 0.0513 memory: 9706 grad_norm: 1.2645 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0524 loss: 0.0524 2022/08/05 19:01:55 - mmengine - INFO - Epoch(train) [220][80/314] lr: 3.6656e-03 eta: 0:32:48 time: 0.3155 data_time: 0.0485 memory: 9706 grad_norm: 1.2390 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0565 loss: 0.0565 2022/08/05 19:02:01 - mmengine - INFO - Epoch(train) [220][100/314] lr: 3.6433e-03 eta: 0:32:42 time: 0.3057 data_time: 0.0490 memory: 9706 grad_norm: 1.0068 top1_acc: 0.9375 top5_acc: 0.9375 loss_cls: 0.0312 loss: 0.0312 2022/08/05 19:02:08 - mmengine - INFO - Epoch(train) [220][120/314] lr: 3.6210e-03 eta: 0:32:36 time: 0.3159 data_time: 0.0497 memory: 9706 grad_norm: 0.9248 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0331 loss: 0.0331 2022/08/05 19:02:14 - mmengine - INFO - Epoch(train) [220][140/314] lr: 3.5988e-03 eta: 0:32:30 time: 0.3068 data_time: 0.0483 memory: 9706 grad_norm: 1.0576 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0172 loss: 0.0172 2022/08/05 19:02:20 - mmengine - INFO - Epoch(train) [220][160/314] lr: 3.5767e-03 eta: 0:32:24 time: 0.3070 data_time: 0.0479 memory: 9706 grad_norm: 0.9671 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0463 loss: 0.0463 2022/08/05 19:02:26 - mmengine - INFO - Epoch(train) [220][180/314] lr: 3.5546e-03 eta: 0:32:18 time: 0.3144 data_time: 0.0494 memory: 9706 grad_norm: 1.2145 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0264 loss: 0.0264 2022/08/05 19:02:32 - mmengine - INFO - Epoch(train) [220][200/314] lr: 3.5326e-03 eta: 0:32:12 time: 0.3088 data_time: 0.0476 memory: 9706 grad_norm: 1.2484 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0339 loss: 0.0339 2022/08/05 19:02:39 - mmengine - INFO - Epoch(train) [220][220/314] lr: 3.5107e-03 eta: 0:32:06 time: 0.3118 data_time: 0.0499 memory: 9706 grad_norm: 1.0245 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0307 loss: 0.0307 2022/08/05 19:02:43 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_ntu60_xsub_keypoint_20220805_124409 2022/08/05 19:02:45 - mmengine - INFO - Epoch(train) [220][240/314] lr: 3.4888e-03 eta: 0:32:00 time: 0.3140 data_time: 0.0502 memory: 9706 grad_norm: 1.1538 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.0420 loss: 0.0420 2022/08/05 19:02:51 - mmengine - INFO - Epoch(train) [220][260/314] lr: 3.4670e-03 eta: 0:31:54 time: 0.3076 data_time: 0.0502 memory: 9706 grad_norm: 1.1762 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0182 loss: 0.0182 2022/08/05 19:02:57 - mmengine - INFO - Epoch(train) [220][280/314] lr: 3.4453e-03 eta: 0:31:48 time: 0.3081 data_time: 0.0485 memory: 9706 grad_norm: 1.1219 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0295 loss: 0.0295 2022/08/05 19:03:03 - mmengine - INFO - Epoch(train) [220][300/314] lr: 3.4236e-03 eta: 0:31:42 time: 0.3064 data_time: 0.0501 memory: 9706 grad_norm: 1.1258 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0379 loss: 0.0379 2022/08/05 19:03:08 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_ntu60_xsub_keypoint_20220805_124409 2022/08/05 19:03:08 - mmengine - INFO - Epoch(train) [220][314/314] lr: 3.4085e-03 eta: 0:31:42 time: 0.3319 data_time: 0.0476 memory: 9706 grad_norm: 1.3422 top1_acc: 0.7500 top5_acc: 1.0000 loss_cls: 0.0304 loss: 0.0304 2022/08/05 19:03:08 - mmengine - INFO - Saving checkpoint at 220 epochs 2022/08/05 19:03:16 - mmengine - INFO - Epoch(val) [220][20/129] eta: 0:00:36 time: 0.3309 data_time: 0.1759 memory: 1867 2022/08/05 19:03:21 - mmengine - INFO - Epoch(val) [220][40/129] eta: 0:00:22 time: 0.2532 data_time: 0.0908 memory: 1867 2022/08/05 19:03:26 - mmengine - INFO - Epoch(val) [220][60/129] eta: 0:00:17 time: 0.2559 data_time: 0.0941 memory: 1867 2022/08/05 19:03:31 - mmengine - INFO - Epoch(val) [220][80/129] eta: 0:00:12 time: 0.2499 data_time: 0.0903 memory: 1867 2022/08/05 19:03:36 - mmengine - INFO - Epoch(val) [220][100/129] eta: 0:00:07 time: 0.2476 data_time: 0.0819 memory: 1867 2022/08/05 19:03:40 - mmengine - INFO - Epoch(val) [220][120/129] eta: 0:00:01 time: 0.2089 data_time: 0.0610 memory: 1867 2022/08/05 19:03:42 - mmengine - INFO - Epoch(val) [220][129/129] acc/top1: 0.9344 acc/top5: 0.9955 acc/mean1: 0.9344 2022/08/05 19:03:43 - mmengine - INFO - The previous best checkpoint /mnt/lustre/daiwenxun/X/mmaction2/work_dirs/slowonly_r50_u48_240e_8xb16_ntu60_xsub_keypoint/best_acc/top1_epoch_211.pth is removed 2022/08/05 19:03:43 - mmengine - INFO - The best checkpoint with 0.9344 acc/top1 at 221 epoch is saved to best_acc/top1_epoch_221.pth. 2022/08/05 19:03:50 - mmengine - INFO - Epoch(train) [221][20/314] lr: 3.3869e-03 eta: 0:31:31 time: 0.3448 data_time: 0.0847 memory: 9706 grad_norm: 1.0894 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0424 loss: 0.0424 2022/08/05 19:03:57 - mmengine - INFO - Epoch(train) [221][40/314] lr: 3.3655e-03 eta: 0:31:25 time: 0.3340 data_time: 0.0657 memory: 9706 grad_norm: 0.9949 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0319 loss: 0.0319 2022/08/05 19:04:03 - mmengine - INFO - Epoch(train) [221][60/314] lr: 3.3441e-03 eta: 0:31:19 time: 0.3147 data_time: 0.0630 memory: 9706 grad_norm: 0.8712 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0259 loss: 0.0259 2022/08/05 19:04:10 - mmengine - INFO - Epoch(train) [221][80/314] lr: 3.3227e-03 eta: 0:31:13 time: 0.3092 data_time: 0.0495 memory: 9706 grad_norm: 1.0576 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0216 loss: 0.0216 2022/08/05 19:04:16 - mmengine - INFO - Epoch(train) [221][100/314] lr: 3.3014e-03 eta: 0:31:07 time: 0.3195 data_time: 0.0526 memory: 9706 grad_norm: 1.0820 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0481 loss: 0.0481 2022/08/05 19:04:22 - mmengine - INFO - Epoch(train) [221][120/314] lr: 3.2802e-03 eta: 0:31:01 time: 0.3099 data_time: 0.0509 memory: 9706 grad_norm: 1.0425 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0453 loss: 0.0453 2022/08/05 19:04:28 - mmengine - INFO - Epoch(train) [221][140/314] lr: 3.2591e-03 eta: 0:30:55 time: 0.3094 data_time: 0.0518 memory: 9706 grad_norm: 1.2136 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0402 loss: 0.0402 2022/08/05 19:04:35 - mmengine - INFO - Epoch(train) [221][160/314] lr: 3.2380e-03 eta: 0:30:49 time: 0.3294 data_time: 0.0502 memory: 9706 grad_norm: 1.0590 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0387 loss: 0.0387 2022/08/05 19:04:41 - mmengine - INFO - Epoch(train) [221][180/314] lr: 3.2170e-03 eta: 0:30:43 time: 0.3089 data_time: 0.0529 memory: 9706 grad_norm: 1.0845 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0344 loss: 0.0344 2022/08/05 19:04:47 - mmengine - INFO - Epoch(train) [221][200/314] lr: 3.1960e-03 eta: 0:30:37 time: 0.3072 data_time: 0.0499 memory: 9706 grad_norm: 1.0388 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0286 loss: 0.0286 2022/08/05 19:04:53 - mmengine - INFO - Epoch(train) [221][220/314] lr: 3.1752e-03 eta: 0:30:31 time: 0.3090 data_time: 0.0497 memory: 9706 grad_norm: 1.0694 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0313 loss: 0.0313 2022/08/05 19:05:00 - mmengine - INFO - Epoch(train) [221][240/314] lr: 3.1543e-03 eta: 0:30:25 time: 0.3142 data_time: 0.0487 memory: 9706 grad_norm: 0.9878 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0343 loss: 0.0343 2022/08/05 19:05:06 - mmengine - INFO - Epoch(train) [221][260/314] lr: 3.1336e-03 eta: 0:30:19 time: 0.3073 data_time: 0.0490 memory: 9706 grad_norm: 0.9529 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0205 loss: 0.0205 2022/08/05 19:05:12 - mmengine - INFO - Epoch(train) [221][280/314] lr: 3.1129e-03 eta: 0:30:13 time: 0.3122 data_time: 0.0494 memory: 9706 grad_norm: 0.9992 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0231 loss: 0.0231 2022/08/05 19:05:18 - mmengine - INFO - Epoch(train) [221][300/314] lr: 3.0923e-03 eta: 0:30:07 time: 0.3170 data_time: 0.0504 memory: 9706 grad_norm: 1.1487 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0461 loss: 0.0461 2022/08/05 19:05:23 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_ntu60_xsub_keypoint_20220805_124409 2022/08/05 19:05:23 - mmengine - INFO - Epoch(train) [221][314/314] lr: 3.0779e-03 eta: 0:30:07 time: 0.2913 data_time: 0.0442 memory: 9706 grad_norm: 1.1674 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0276 loss: 0.0276 2022/08/05 19:05:23 - mmengine - INFO - Saving checkpoint at 221 epochs 2022/08/05 19:05:30 - mmengine - INFO - Epoch(train) [222][20/314] lr: 3.0574e-03 eta: 0:29:56 time: 0.3420 data_time: 0.0823 memory: 9706 grad_norm: 1.0385 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0266 loss: 0.0266 2022/08/05 19:05:37 - mmengine - INFO - Epoch(train) [222][40/314] lr: 3.0370e-03 eta: 0:29:50 time: 0.3202 data_time: 0.0512 memory: 9706 grad_norm: 0.8880 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0357 loss: 0.0357 2022/08/05 19:05:43 - mmengine - INFO - Epoch(train) [222][60/314] lr: 3.0167e-03 eta: 0:29:44 time: 0.3075 data_time: 0.0513 memory: 9706 grad_norm: 0.8652 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0226 loss: 0.0226 2022/08/05 19:05:49 - mmengine - INFO - Epoch(train) [222][80/314] lr: 2.9964e-03 eta: 0:29:38 time: 0.3069 data_time: 0.0498 memory: 9706 grad_norm: 1.1379 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0495 loss: 0.0495 2022/08/05 19:05:56 - mmengine - INFO - Epoch(train) [222][100/314] lr: 2.9761e-03 eta: 0:29:32 time: 0.3365 data_time: 0.0547 memory: 9706 grad_norm: 1.2393 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0387 loss: 0.0387 2022/08/05 19:06:02 - mmengine - INFO - Epoch(train) [222][120/314] lr: 2.9560e-03 eta: 0:29:26 time: 0.3067 data_time: 0.0480 memory: 9706 grad_norm: 1.0333 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0294 loss: 0.0294 2022/08/05 19:06:08 - mmengine - INFO - Epoch(train) [222][140/314] lr: 2.9359e-03 eta: 0:29:20 time: 0.3086 data_time: 0.0543 memory: 9706 grad_norm: 1.1930 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0425 loss: 0.0425 2022/08/05 19:06:14 - mmengine - INFO - Epoch(train) [222][160/314] lr: 2.9159e-03 eta: 0:29:14 time: 0.3099 data_time: 0.0494 memory: 9706 grad_norm: 1.0318 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0357 loss: 0.0357 2022/08/05 19:06:21 - mmengine - INFO - Epoch(train) [222][180/314] lr: 2.8959e-03 eta: 0:29:08 time: 0.3169 data_time: 0.0501 memory: 9706 grad_norm: 1.0339 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0311 loss: 0.0311 2022/08/05 19:06:27 - mmengine - INFO - Epoch(train) [222][200/314] lr: 2.8760e-03 eta: 0:29:02 time: 0.3070 data_time: 0.0480 memory: 9706 grad_norm: 1.0994 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0406 loss: 0.0406 2022/08/05 19:06:33 - mmengine - INFO - Epoch(train) [222][220/314] lr: 2.8562e-03 eta: 0:28:56 time: 0.3111 data_time: 0.0528 memory: 9706 grad_norm: 0.9407 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0368 loss: 0.0368 2022/08/05 19:06:39 - mmengine - INFO - Epoch(train) [222][240/314] lr: 2.8365e-03 eta: 0:28:50 time: 0.3136 data_time: 0.0537 memory: 9706 grad_norm: 1.1438 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0329 loss: 0.0329 2022/08/05 19:06:45 - mmengine - INFO - Epoch(train) [222][260/314] lr: 2.8168e-03 eta: 0:28:44 time: 0.3078 data_time: 0.0496 memory: 9706 grad_norm: 1.0644 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0455 loss: 0.0455 2022/08/05 19:06:52 - mmengine - INFO - Epoch(train) [222][280/314] lr: 2.7972e-03 eta: 0:28:38 time: 0.3078 data_time: 0.0479 memory: 9706 grad_norm: 0.9750 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0391 loss: 0.0391 2022/08/05 19:06:58 - mmengine - INFO - Epoch(train) [222][300/314] lr: 2.7776e-03 eta: 0:28:32 time: 0.3179 data_time: 0.0510 memory: 9706 grad_norm: 0.9277 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0254 loss: 0.0254 2022/08/05 19:07:02 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_ntu60_xsub_keypoint_20220805_124409 2022/08/05 19:07:02 - mmengine - INFO - Epoch(train) [222][314/314] lr: 2.7640e-03 eta: 0:28:32 time: 0.2910 data_time: 0.0447 memory: 9706 grad_norm: 1.0615 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0380 loss: 0.0380 2022/08/05 19:07:02 - mmengine - INFO - Saving checkpoint at 222 epochs 2022/08/05 19:07:10 - mmengine - INFO - Epoch(train) [223][20/314] lr: 2.7445e-03 eta: 0:28:21 time: 0.3464 data_time: 0.0900 memory: 9706 grad_norm: 0.9812 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.0361 loss: 0.0361 2022/08/05 19:07:16 - mmengine - INFO - Epoch(train) [223][40/314] lr: 2.7252e-03 eta: 0:28:15 time: 0.3222 data_time: 0.0507 memory: 9706 grad_norm: 1.0254 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0408 loss: 0.0408 2022/08/05 19:07:23 - mmengine - INFO - Epoch(train) [223][60/314] lr: 2.7059e-03 eta: 0:28:09 time: 0.3090 data_time: 0.0521 memory: 9706 grad_norm: 0.9711 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0323 loss: 0.0323 2022/08/05 19:07:29 - mmengine - INFO - Epoch(train) [223][80/314] lr: 2.6867e-03 eta: 0:28:03 time: 0.3093 data_time: 0.0506 memory: 9706 grad_norm: 1.1641 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0294 loss: 0.0294 2022/08/05 19:07:35 - mmengine - INFO - Epoch(train) [223][100/314] lr: 2.6675e-03 eta: 0:27:57 time: 0.3172 data_time: 0.0518 memory: 9706 grad_norm: 0.9226 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0477 loss: 0.0477 2022/08/05 19:07:41 - mmengine - INFO - Epoch(train) [223][120/314] lr: 2.6484e-03 eta: 0:27:51 time: 0.3077 data_time: 0.0503 memory: 9706 grad_norm: 0.9038 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0341 loss: 0.0341 2022/08/05 19:07:48 - mmengine - INFO - Epoch(train) [223][140/314] lr: 2.6294e-03 eta: 0:27:45 time: 0.3139 data_time: 0.0502 memory: 9706 grad_norm: 0.9803 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0268 loss: 0.0268 2022/08/05 19:07:54 - mmengine - INFO - Epoch(train) [223][160/314] lr: 2.6104e-03 eta: 0:27:39 time: 0.3075 data_time: 0.0490 memory: 9706 grad_norm: 1.1055 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0335 loss: 0.0335 2022/08/05 19:08:00 - mmengine - INFO - Epoch(train) [223][180/314] lr: 2.5915e-03 eta: 0:27:33 time: 0.3209 data_time: 0.0535 memory: 9706 grad_norm: 0.9759 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0254 loss: 0.0254 2022/08/05 19:08:06 - mmengine - INFO - Epoch(train) [223][200/314] lr: 2.5727e-03 eta: 0:27:27 time: 0.3100 data_time: 0.0507 memory: 9706 grad_norm: 0.9952 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0208 loss: 0.0208 2022/08/05 19:08:12 - mmengine - INFO - Epoch(train) [223][220/314] lr: 2.5539e-03 eta: 0:27:21 time: 0.3084 data_time: 0.0527 memory: 9706 grad_norm: 0.8608 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0242 loss: 0.0242 2022/08/05 19:08:19 - mmengine - INFO - Epoch(train) [223][240/314] lr: 2.5352e-03 eta: 0:27:15 time: 0.3364 data_time: 0.0483 memory: 9706 grad_norm: 0.9847 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0274 loss: 0.0274 2022/08/05 19:08:25 - mmengine - INFO - Epoch(train) [223][260/314] lr: 2.5166e-03 eta: 0:27:09 time: 0.3123 data_time: 0.0517 memory: 9706 grad_norm: 1.0324 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0327 loss: 0.0327 2022/08/05 19:08:32 - mmengine - INFO - Epoch(train) [223][280/314] lr: 2.4981e-03 eta: 0:27:03 time: 0.3098 data_time: 0.0518 memory: 9706 grad_norm: 0.9381 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0219 loss: 0.0219 2022/08/05 19:08:35 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_ntu60_xsub_keypoint_20220805_124409 2022/08/05 19:08:38 - mmengine - INFO - Epoch(train) [223][300/314] lr: 2.4796e-03 eta: 0:26:57 time: 0.3110 data_time: 0.0520 memory: 9706 grad_norm: 0.9342 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0317 loss: 0.0317 2022/08/05 19:08:42 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_ntu60_xsub_keypoint_20220805_124409 2022/08/05 19:08:42 - mmengine - INFO - Epoch(train) [223][314/314] lr: 2.4667e-03 eta: 0:26:57 time: 0.2901 data_time: 0.0435 memory: 9706 grad_norm: 1.1776 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0503 loss: 0.0503 2022/08/05 19:08:42 - mmengine - INFO - Saving checkpoint at 223 epochs 2022/08/05 19:08:50 - mmengine - INFO - Epoch(train) [224][20/314] lr: 2.4483e-03 eta: 0:26:46 time: 0.3561 data_time: 0.0952 memory: 9706 grad_norm: 1.0463 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0407 loss: 0.0407 2022/08/05 19:08:56 - mmengine - INFO - Epoch(train) [224][40/314] lr: 2.4300e-03 eta: 0:26:40 time: 0.3097 data_time: 0.0512 memory: 9706 grad_norm: 1.0389 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0174 loss: 0.0174 2022/08/05 19:09:02 - mmengine - INFO - Epoch(train) [224][60/314] lr: 2.4118e-03 eta: 0:26:34 time: 0.3072 data_time: 0.0499 memory: 9706 grad_norm: 1.0610 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0184 loss: 0.0184 2022/08/05 19:09:09 - mmengine - INFO - Epoch(train) [224][80/314] lr: 2.3936e-03 eta: 0:26:28 time: 0.3078 data_time: 0.0500 memory: 9706 grad_norm: 1.2598 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0237 loss: 0.0237 2022/08/05 19:09:15 - mmengine - INFO - Epoch(train) [224][100/314] lr: 2.3755e-03 eta: 0:26:22 time: 0.3183 data_time: 0.0518 memory: 9706 grad_norm: 1.1038 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0170 loss: 0.0170 2022/08/05 19:09:21 - mmengine - INFO - Epoch(train) [224][120/314] lr: 2.3575e-03 eta: 0:26:16 time: 0.3076 data_time: 0.0491 memory: 9706 grad_norm: 1.0744 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0339 loss: 0.0339 2022/08/05 19:09:27 - mmengine - INFO - Epoch(train) [224][140/314] lr: 2.3395e-03 eta: 0:26:10 time: 0.3088 data_time: 0.0495 memory: 9706 grad_norm: 1.1827 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0284 loss: 0.0284 2022/08/05 19:09:34 - mmengine - INFO - Epoch(train) [224][160/314] lr: 2.3216e-03 eta: 0:26:04 time: 0.3084 data_time: 0.0493 memory: 9706 grad_norm: 1.0844 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0210 loss: 0.0210 2022/08/05 19:09:40 - mmengine - INFO - Epoch(train) [224][180/314] lr: 2.3038e-03 eta: 0:25:58 time: 0.3208 data_time: 0.0529 memory: 9706 grad_norm: 0.9597 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0344 loss: 0.0344 2022/08/05 19:09:46 - mmengine - INFO - Epoch(train) [224][200/314] lr: 2.2860e-03 eta: 0:25:52 time: 0.3090 data_time: 0.0478 memory: 9706 grad_norm: 0.9877 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0222 loss: 0.0222 2022/08/05 19:09:52 - mmengine - INFO - Epoch(train) [224][220/314] lr: 2.2683e-03 eta: 0:25:46 time: 0.3150 data_time: 0.0512 memory: 9706 grad_norm: 1.1259 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0569 loss: 0.0569 2022/08/05 19:09:59 - mmengine - INFO - Epoch(train) [224][240/314] lr: 2.2507e-03 eta: 0:25:40 time: 0.3125 data_time: 0.0494 memory: 9706 grad_norm: 1.2220 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0235 loss: 0.0235 2022/08/05 19:10:05 - mmengine - INFO - Epoch(train) [224][260/314] lr: 2.2332e-03 eta: 0:25:34 time: 0.3094 data_time: 0.0500 memory: 9706 grad_norm: 1.1521 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0314 loss: 0.0314 2022/08/05 19:10:11 - mmengine - INFO - Epoch(train) [224][280/314] lr: 2.2157e-03 eta: 0:25:28 time: 0.3075 data_time: 0.0505 memory: 9706 grad_norm: 1.0958 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0225 loss: 0.0225 2022/08/05 19:10:17 - mmengine - INFO - Epoch(train) [224][300/314] lr: 2.1983e-03 eta: 0:25:22 time: 0.3149 data_time: 0.0512 memory: 9706 grad_norm: 1.1178 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.0411 loss: 0.0411 2022/08/05 19:10:21 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_ntu60_xsub_keypoint_20220805_124409 2022/08/05 19:10:21 - mmengine - INFO - Epoch(train) [224][314/314] lr: 2.1861e-03 eta: 0:25:22 time: 0.2915 data_time: 0.0443 memory: 9706 grad_norm: 1.1632 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0447 loss: 0.0447 2022/08/05 19:10:21 - mmengine - INFO - Saving checkpoint at 224 epochs 2022/08/05 19:10:30 - mmengine - INFO - Epoch(train) [225][20/314] lr: 2.1688e-03 eta: 0:25:12 time: 0.3475 data_time: 0.0838 memory: 9706 grad_norm: 1.0018 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0218 loss: 0.0218 2022/08/05 19:10:36 - mmengine - INFO - Epoch(train) [225][40/314] lr: 2.1516e-03 eta: 0:25:06 time: 0.3253 data_time: 0.0524 memory: 9706 grad_norm: 1.0294 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0196 loss: 0.0196 2022/08/05 19:10:42 - mmengine - INFO - Epoch(train) [225][60/314] lr: 2.1344e-03 eta: 0:25:00 time: 0.3091 data_time: 0.0509 memory: 9706 grad_norm: 0.9013 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0319 loss: 0.0319 2022/08/05 19:10:48 - mmengine - INFO - Epoch(train) [225][80/314] lr: 2.1173e-03 eta: 0:24:53 time: 0.3077 data_time: 0.0485 memory: 9706 grad_norm: 0.8282 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0379 loss: 0.0379 2022/08/05 19:10:55 - mmengine - INFO - Epoch(train) [225][100/314] lr: 2.1003e-03 eta: 0:24:47 time: 0.3128 data_time: 0.0516 memory: 9706 grad_norm: 0.8692 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0491 loss: 0.0491 2022/08/05 19:11:01 - mmengine - INFO - Epoch(train) [225][120/314] lr: 2.0833e-03 eta: 0:24:41 time: 0.3245 data_time: 0.0476 memory: 9706 grad_norm: 0.7914 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0222 loss: 0.0222 2022/08/05 19:11:07 - mmengine - INFO - Epoch(train) [225][140/314] lr: 2.0664e-03 eta: 0:24:35 time: 0.3094 data_time: 0.0500 memory: 9706 grad_norm: 1.1811 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0329 loss: 0.0329 2022/08/05 19:11:13 - mmengine - INFO - Epoch(train) [225][160/314] lr: 2.0496e-03 eta: 0:24:29 time: 0.3085 data_time: 0.0494 memory: 9706 grad_norm: 0.9303 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0294 loss: 0.0294 2022/08/05 19:11:20 - mmengine - INFO - Epoch(train) [225][180/314] lr: 2.0328e-03 eta: 0:24:23 time: 0.3136 data_time: 0.0521 memory: 9706 grad_norm: 0.9567 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0239 loss: 0.0239 2022/08/05 19:11:26 - mmengine - INFO - Epoch(train) [225][200/314] lr: 2.0161e-03 eta: 0:24:17 time: 0.3086 data_time: 0.0501 memory: 9706 grad_norm: 1.1748 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0332 loss: 0.0332 2022/08/05 19:11:32 - mmengine - INFO - Epoch(train) [225][220/314] lr: 1.9995e-03 eta: 0:24:11 time: 0.3088 data_time: 0.0517 memory: 9706 grad_norm: 1.1505 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0254 loss: 0.0254 2022/08/05 19:11:39 - mmengine - INFO - Epoch(train) [225][240/314] lr: 1.9829e-03 eta: 0:24:05 time: 0.3254 data_time: 0.0507 memory: 9706 grad_norm: 1.0512 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0339 loss: 0.0339 2022/08/05 19:11:45 - mmengine - INFO - Epoch(train) [225][260/314] lr: 1.9665e-03 eta: 0:23:59 time: 0.3077 data_time: 0.0491 memory: 9706 grad_norm: 1.1397 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0481 loss: 0.0481 2022/08/05 19:11:51 - mmengine - INFO - Epoch(train) [225][280/314] lr: 1.9500e-03 eta: 0:23:53 time: 0.3084 data_time: 0.0495 memory: 9706 grad_norm: 1.1096 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0209 loss: 0.0209 2022/08/05 19:11:57 - mmengine - INFO - Epoch(train) [225][300/314] lr: 1.9337e-03 eta: 0:23:47 time: 0.3174 data_time: 0.0506 memory: 9706 grad_norm: 1.1419 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0196 loss: 0.0196 2022/08/05 19:12:01 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_ntu60_xsub_keypoint_20220805_124409 2022/08/05 19:12:01 - mmengine - INFO - Epoch(train) [225][314/314] lr: 1.9223e-03 eta: 0:23:47 time: 0.2916 data_time: 0.0447 memory: 9706 grad_norm: 1.1033 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0443 loss: 0.0443 2022/08/05 19:12:01 - mmengine - INFO - Saving checkpoint at 225 epochs 2022/08/05 19:12:09 - mmengine - INFO - Epoch(train) [226][20/314] lr: 1.9061e-03 eta: 0:23:37 time: 0.3497 data_time: 0.0874 memory: 9706 grad_norm: 1.0343 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0244 loss: 0.0244 2022/08/05 19:12:16 - mmengine - INFO - Epoch(train) [226][40/314] lr: 1.8899e-03 eta: 0:23:31 time: 0.3185 data_time: 0.0503 memory: 9706 grad_norm: 1.1143 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0318 loss: 0.0318 2022/08/05 19:12:22 - mmengine - INFO - Epoch(train) [226][60/314] lr: 1.8738e-03 eta: 0:23:25 time: 0.3090 data_time: 0.0508 memory: 9706 grad_norm: 0.9518 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0330 loss: 0.0330 2022/08/05 19:12:28 - mmengine - INFO - Epoch(train) [226][80/314] lr: 1.8578e-03 eta: 0:23:19 time: 0.3102 data_time: 0.0507 memory: 9706 grad_norm: 1.1146 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0229 loss: 0.0229 2022/08/05 19:12:34 - mmengine - INFO - Epoch(train) [226][100/314] lr: 1.8418e-03 eta: 0:23:13 time: 0.3096 data_time: 0.0527 memory: 9706 grad_norm: 0.8798 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0190 loss: 0.0190 2022/08/05 19:12:41 - mmengine - INFO - Epoch(train) [226][120/314] lr: 1.8259e-03 eta: 0:23:07 time: 0.3298 data_time: 0.0501 memory: 9706 grad_norm: 1.0080 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0261 loss: 0.0261 2022/08/05 19:12:47 - mmengine - INFO - Epoch(train) [226][140/314] lr: 1.8101e-03 eta: 0:23:00 time: 0.3100 data_time: 0.0526 memory: 9706 grad_norm: 0.9401 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0220 loss: 0.0220 2022/08/05 19:12:53 - mmengine - INFO - Epoch(train) [226][160/314] lr: 1.7943e-03 eta: 0:22:54 time: 0.3092 data_time: 0.0499 memory: 9706 grad_norm: 0.9881 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0268 loss: 0.0268 2022/08/05 19:13:00 - mmengine - INFO - Epoch(train) [226][180/314] lr: 1.7786e-03 eta: 0:22:48 time: 0.3147 data_time: 0.0515 memory: 9706 grad_norm: 1.0217 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0415 loss: 0.0415 2022/08/05 19:13:06 - mmengine - INFO - Epoch(train) [226][200/314] lr: 1.7630e-03 eta: 0:22:42 time: 0.3089 data_time: 0.0506 memory: 9706 grad_norm: 0.9882 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0248 loss: 0.0248 2022/08/05 19:13:12 - mmengine - INFO - Epoch(train) [226][220/314] lr: 1.7475e-03 eta: 0:22:36 time: 0.3096 data_time: 0.0529 memory: 9706 grad_norm: 0.9775 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0189 loss: 0.0189 2022/08/05 19:13:18 - mmengine - INFO - Epoch(train) [226][240/314] lr: 1.7320e-03 eta: 0:22:30 time: 0.3155 data_time: 0.0531 memory: 9706 grad_norm: 1.0288 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0261 loss: 0.0261 2022/08/05 19:13:25 - mmengine - INFO - Epoch(train) [226][260/314] lr: 1.7166e-03 eta: 0:22:24 time: 0.3089 data_time: 0.0524 memory: 9706 grad_norm: 0.8697 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0407 loss: 0.0407 2022/08/05 19:13:31 - mmengine - INFO - Epoch(train) [226][280/314] lr: 1.7012e-03 eta: 0:22:18 time: 0.3245 data_time: 0.0523 memory: 9706 grad_norm: 1.2206 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0636 loss: 0.0636 2022/08/05 19:13:37 - mmengine - INFO - Epoch(train) [226][300/314] lr: 1.6859e-03 eta: 0:22:12 time: 0.3198 data_time: 0.0577 memory: 9706 grad_norm: 1.1634 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0302 loss: 0.0302 2022/08/05 19:13:41 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_ntu60_xsub_keypoint_20220805_124409 2022/08/05 19:13:41 - mmengine - INFO - Epoch(train) [226][314/314] lr: 1.6753e-03 eta: 0:22:12 time: 0.2910 data_time: 0.0445 memory: 9706 grad_norm: 1.3523 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0251 loss: 0.0251 2022/08/05 19:13:42 - mmengine - INFO - Saving checkpoint at 226 epochs 2022/08/05 19:13:49 - mmengine - INFO - Epoch(train) [227][20/314] lr: 1.6601e-03 eta: 0:22:02 time: 0.3489 data_time: 0.0934 memory: 9706 grad_norm: 0.9478 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0301 loss: 0.0301 2022/08/05 19:13:54 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_ntu60_xsub_keypoint_20220805_124409 2022/08/05 19:13:56 - mmengine - INFO - Epoch(train) [227][40/314] lr: 1.6450e-03 eta: 0:21:56 time: 0.3157 data_time: 0.0509 memory: 9706 grad_norm: 1.0979 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0531 loss: 0.0531 2022/08/05 19:14:02 - mmengine - INFO - Epoch(train) [227][60/314] lr: 1.6300e-03 eta: 0:21:50 time: 0.3153 data_time: 0.0515 memory: 9706 grad_norm: 0.9967 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0464 loss: 0.0464 2022/08/05 19:14:09 - mmengine - INFO - Epoch(train) [227][80/314] lr: 1.6150e-03 eta: 0:21:44 time: 0.3294 data_time: 0.0478 memory: 9706 grad_norm: 0.8778 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0212 loss: 0.0212 2022/08/05 19:14:15 - mmengine - INFO - Epoch(train) [227][100/314] lr: 1.6001e-03 eta: 0:21:38 time: 0.3154 data_time: 0.0522 memory: 9706 grad_norm: 0.9280 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0342 loss: 0.0342 2022/08/05 19:14:21 - mmengine - INFO - Epoch(train) [227][120/314] lr: 1.5853e-03 eta: 0:21:32 time: 0.3172 data_time: 0.0488 memory: 9706 grad_norm: 1.0817 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0239 loss: 0.0239 2022/08/05 19:14:28 - mmengine - INFO - Epoch(train) [227][140/314] lr: 1.5706e-03 eta: 0:21:26 time: 0.3088 data_time: 0.0502 memory: 9706 grad_norm: 0.9478 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0386 loss: 0.0386 2022/08/05 19:14:34 - mmengine - INFO - Epoch(train) [227][160/314] lr: 1.5559e-03 eta: 0:21:20 time: 0.3075 data_time: 0.0490 memory: 9706 grad_norm: 1.1057 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0342 loss: 0.0342 2022/08/05 19:14:40 - mmengine - INFO - Epoch(train) [227][180/314] lr: 1.5413e-03 eta: 0:21:14 time: 0.3232 data_time: 0.0565 memory: 9706 grad_norm: 1.0443 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0302 loss: 0.0302 2022/08/05 19:14:46 - mmengine - INFO - Epoch(train) [227][200/314] lr: 1.5267e-03 eta: 0:21:08 time: 0.3133 data_time: 0.0514 memory: 9706 grad_norm: 0.9919 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0311 loss: 0.0311 2022/08/05 19:14:53 - mmengine - INFO - Epoch(train) [227][220/314] lr: 1.5122e-03 eta: 0:21:02 time: 0.3089 data_time: 0.0515 memory: 9706 grad_norm: 0.9118 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0379 loss: 0.0379 2022/08/05 19:14:59 - mmengine - INFO - Epoch(train) [227][240/314] lr: 1.4978e-03 eta: 0:20:55 time: 0.3086 data_time: 0.0484 memory: 9706 grad_norm: 0.9459 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0206 loss: 0.0206 2022/08/05 19:15:05 - mmengine - INFO - Epoch(train) [227][260/314] lr: 1.4835e-03 eta: 0:20:49 time: 0.3086 data_time: 0.0504 memory: 9706 grad_norm: 1.0139 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0311 loss: 0.0311 2022/08/05 19:15:11 - mmengine - INFO - Epoch(train) [227][280/314] lr: 1.4692e-03 eta: 0:20:43 time: 0.3127 data_time: 0.0513 memory: 9706 grad_norm: 0.8948 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0282 loss: 0.0282 2022/08/05 19:15:18 - mmengine - INFO - Epoch(train) [227][300/314] lr: 1.4550e-03 eta: 0:20:37 time: 0.3173 data_time: 0.0546 memory: 9706 grad_norm: 0.8705 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0250 loss: 0.0250 2022/08/05 19:15:22 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_ntu60_xsub_keypoint_20220805_124409 2022/08/05 19:15:22 - mmengine - INFO - Epoch(train) [227][314/314] lr: 1.4451e-03 eta: 0:20:37 time: 0.2904 data_time: 0.0437 memory: 9706 grad_norm: 1.2059 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0446 loss: 0.0446 2022/08/05 19:15:22 - mmengine - INFO - Saving checkpoint at 227 epochs 2022/08/05 19:15:30 - mmengine - INFO - Epoch(train) [228][20/314] lr: 1.4310e-03 eta: 0:20:27 time: 0.3503 data_time: 0.0874 memory: 9706 grad_norm: 0.9979 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.0256 loss: 0.0256 2022/08/05 19:15:36 - mmengine - INFO - Epoch(train) [228][40/314] lr: 1.4170e-03 eta: 0:20:21 time: 0.3109 data_time: 0.0519 memory: 9706 grad_norm: 0.9130 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0322 loss: 0.0322 2022/08/05 19:15:42 - mmengine - INFO - Epoch(train) [228][60/314] lr: 1.4030e-03 eta: 0:20:15 time: 0.3127 data_time: 0.0558 memory: 9706 grad_norm: 1.0696 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0469 loss: 0.0469 2022/08/05 19:15:48 - mmengine - INFO - Epoch(train) [228][80/314] lr: 1.3892e-03 eta: 0:20:09 time: 0.3168 data_time: 0.0519 memory: 9706 grad_norm: 0.9253 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0290 loss: 0.0290 2022/08/05 19:15:55 - mmengine - INFO - Epoch(train) [228][100/314] lr: 1.3753e-03 eta: 0:20:03 time: 0.3087 data_time: 0.0526 memory: 9706 grad_norm: 0.9395 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0184 loss: 0.0184 2022/08/05 19:16:01 - mmengine - INFO - Epoch(train) [228][120/314] lr: 1.3616e-03 eta: 0:19:57 time: 0.3070 data_time: 0.0502 memory: 9706 grad_norm: 1.1317 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0342 loss: 0.0342 2022/08/05 19:16:07 - mmengine - INFO - Epoch(train) [228][140/314] lr: 1.3479e-03 eta: 0:19:51 time: 0.3159 data_time: 0.0526 memory: 9706 grad_norm: 0.8789 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0242 loss: 0.0242 2022/08/05 19:16:13 - mmengine - INFO - Epoch(train) [228][160/314] lr: 1.3343e-03 eta: 0:19:45 time: 0.3071 data_time: 0.0495 memory: 9706 grad_norm: 0.9686 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0214 loss: 0.0214 2022/08/05 19:16:19 - mmengine - INFO - Epoch(train) [228][180/314] lr: 1.3208e-03 eta: 0:19:39 time: 0.3129 data_time: 0.0525 memory: 9706 grad_norm: 0.8864 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0237 loss: 0.0237 2022/08/05 19:16:26 - mmengine - INFO - Epoch(train) [228][200/314] lr: 1.3073e-03 eta: 0:19:33 time: 0.3114 data_time: 0.0508 memory: 9706 grad_norm: 0.8270 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0374 loss: 0.0374 2022/08/05 19:16:32 - mmengine - INFO - Epoch(train) [228][220/314] lr: 1.2939e-03 eta: 0:19:27 time: 0.3105 data_time: 0.0532 memory: 9706 grad_norm: 0.9483 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0246 loss: 0.0246 2022/08/05 19:16:38 - mmengine - INFO - Epoch(train) [228][240/314] lr: 1.2806e-03 eta: 0:19:21 time: 0.3077 data_time: 0.0502 memory: 9706 grad_norm: 1.0270 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0239 loss: 0.0239 2022/08/05 19:16:44 - mmengine - INFO - Epoch(train) [228][260/314] lr: 1.2673e-03 eta: 0:19:15 time: 0.3110 data_time: 0.0508 memory: 9706 grad_norm: 0.7813 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0255 loss: 0.0255 2022/08/05 19:16:51 - mmengine - INFO - Epoch(train) [228][280/314] lr: 1.2541e-03 eta: 0:19:08 time: 0.3163 data_time: 0.0494 memory: 9706 grad_norm: 1.0477 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.0442 loss: 0.0442 2022/08/05 19:16:57 - mmengine - INFO - Epoch(train) [228][300/314] lr: 1.2410e-03 eta: 0:19:02 time: 0.3152 data_time: 0.0523 memory: 9706 grad_norm: 1.0279 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0271 loss: 0.0271 2022/08/05 19:17:01 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_ntu60_xsub_keypoint_20220805_124409 2022/08/05 19:17:01 - mmengine - INFO - Epoch(train) [228][314/314] lr: 1.2318e-03 eta: 0:19:02 time: 0.2961 data_time: 0.0463 memory: 9706 grad_norm: 1.0384 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0456 loss: 0.0456 2022/08/05 19:17:01 - mmengine - INFO - Saving checkpoint at 228 epochs 2022/08/05 19:17:09 - mmengine - INFO - Epoch(train) [229][20/314] lr: 1.2188e-03 eta: 0:18:52 time: 0.3429 data_time: 0.0867 memory: 9706 grad_norm: 0.8957 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.0307 loss: 0.0307 2022/08/05 19:17:15 - mmengine - INFO - Epoch(train) [229][40/314] lr: 1.2059e-03 eta: 0:18:46 time: 0.3055 data_time: 0.0479 memory: 9706 grad_norm: 0.8191 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0159 loss: 0.0159 2022/08/05 19:17:22 - mmengine - INFO - Epoch(train) [229][60/314] lr: 1.1930e-03 eta: 0:18:40 time: 0.3405 data_time: 0.0508 memory: 9706 grad_norm: 0.8436 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0246 loss: 0.0246 2022/08/05 19:17:28 - mmengine - INFO - Epoch(train) [229][80/314] lr: 1.1802e-03 eta: 0:18:34 time: 0.3125 data_time: 0.0488 memory: 9706 grad_norm: 0.8124 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0367 loss: 0.0367 2022/08/05 19:17:34 - mmengine - INFO - Epoch(train) [229][100/314] lr: 1.1674e-03 eta: 0:18:28 time: 0.3130 data_time: 0.0520 memory: 9706 grad_norm: 1.0017 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0242 loss: 0.0242 2022/08/05 19:17:41 - mmengine - INFO - Epoch(train) [229][120/314] lr: 1.1548e-03 eta: 0:18:22 time: 0.3210 data_time: 0.0512 memory: 9706 grad_norm: 0.9817 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0316 loss: 0.0316 2022/08/05 19:17:47 - mmengine - INFO - Epoch(train) [229][140/314] lr: 1.1422e-03 eta: 0:18:16 time: 0.3113 data_time: 0.0527 memory: 9706 grad_norm: 1.1362 top1_acc: 0.9375 top5_acc: 0.9375 loss_cls: 0.0362 loss: 0.0362 2022/08/05 19:17:53 - mmengine - INFO - Epoch(train) [229][160/314] lr: 1.1296e-03 eta: 0:18:10 time: 0.3081 data_time: 0.0490 memory: 9706 grad_norm: 0.9665 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0399 loss: 0.0399 2022/08/05 19:18:00 - mmengine - INFO - Epoch(train) [229][180/314] lr: 1.1172e-03 eta: 0:18:04 time: 0.3254 data_time: 0.0525 memory: 9706 grad_norm: 1.0058 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0287 loss: 0.0287 2022/08/05 19:18:06 - mmengine - INFO - Epoch(train) [229][200/314] lr: 1.1048e-03 eta: 0:17:58 time: 0.3058 data_time: 0.0482 memory: 9706 grad_norm: 0.8925 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.0516 loss: 0.0516 2022/08/05 19:18:12 - mmengine - INFO - Epoch(train) [229][220/314] lr: 1.0925e-03 eta: 0:17:52 time: 0.3105 data_time: 0.0517 memory: 9706 grad_norm: 1.0864 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0187 loss: 0.0187 2022/08/05 19:18:18 - mmengine - INFO - Epoch(train) [229][240/314] lr: 1.0802e-03 eta: 0:17:46 time: 0.3209 data_time: 0.0487 memory: 9706 grad_norm: 0.8807 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.0209 loss: 0.0209 2022/08/05 19:18:25 - mmengine - INFO - Epoch(train) [229][260/314] lr: 1.0680e-03 eta: 0:17:40 time: 0.3113 data_time: 0.0528 memory: 9706 grad_norm: 1.0405 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0314 loss: 0.0314 2022/08/05 19:18:31 - mmengine - INFO - Epoch(train) [229][280/314] lr: 1.0559e-03 eta: 0:17:34 time: 0.3079 data_time: 0.0482 memory: 9706 grad_norm: 1.0308 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0356 loss: 0.0356 2022/08/05 19:18:37 - mmengine - INFO - Epoch(train) [229][300/314] lr: 1.0439e-03 eta: 0:17:28 time: 0.3355 data_time: 0.0530 memory: 9706 grad_norm: 0.8948 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0156 loss: 0.0156 2022/08/05 19:18:41 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_ntu60_xsub_keypoint_20220805_124409 2022/08/05 19:18:41 - mmengine - INFO - Epoch(train) [229][314/314] lr: 1.0355e-03 eta: 0:17:28 time: 0.3176 data_time: 0.0470 memory: 9706 grad_norm: 1.1144 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0374 loss: 0.0374 2022/08/05 19:18:41 - mmengine - INFO - Saving checkpoint at 229 epochs 2022/08/05 19:18:49 - mmengine - INFO - Epoch(train) [230][20/314] lr: 1.0235e-03 eta: 0:17:17 time: 0.3419 data_time: 0.0865 memory: 9706 grad_norm: 1.0092 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0288 loss: 0.0288 2022/08/05 19:18:56 - mmengine - INFO - Epoch(train) [230][40/314] lr: 1.0117e-03 eta: 0:17:11 time: 0.3110 data_time: 0.0499 memory: 9706 grad_norm: 0.8347 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.0303 loss: 0.0303 2022/08/05 19:19:02 - mmengine - INFO - Epoch(train) [230][60/314] lr: 9.9987e-04 eta: 0:17:05 time: 0.3143 data_time: 0.0564 memory: 9706 grad_norm: 0.9905 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0336 loss: 0.0336 2022/08/05 19:19:08 - mmengine - INFO - Epoch(train) [230][80/314] lr: 9.8814e-04 eta: 0:16:59 time: 0.3135 data_time: 0.0556 memory: 9706 grad_norm: 0.8906 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0265 loss: 0.0265 2022/08/05 19:19:13 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_ntu60_xsub_keypoint_20220805_124409 2022/08/05 19:19:14 - mmengine - INFO - Epoch(train) [230][100/314] lr: 9.7648e-04 eta: 0:16:53 time: 0.3161 data_time: 0.0521 memory: 9706 grad_norm: 0.9760 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0410 loss: 0.0410 2022/08/05 19:19:21 - mmengine - INFO - Epoch(train) [230][120/314] lr: 9.6489e-04 eta: 0:16:47 time: 0.3438 data_time: 0.0497 memory: 9706 grad_norm: 0.8296 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0285 loss: 0.0285 2022/08/05 19:19:27 - mmengine - INFO - Epoch(train) [230][140/314] lr: 9.5337e-04 eta: 0:16:41 time: 0.3084 data_time: 0.0502 memory: 9706 grad_norm: 0.8363 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0265 loss: 0.0265 2022/08/05 19:19:34 - mmengine - INFO - Epoch(train) [230][160/314] lr: 9.4192e-04 eta: 0:16:35 time: 0.3139 data_time: 0.0504 memory: 9706 grad_norm: 0.8504 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0222 loss: 0.0222 2022/08/05 19:19:40 - mmengine - INFO - Epoch(train) [230][180/314] lr: 9.3054e-04 eta: 0:16:29 time: 0.3187 data_time: 0.0514 memory: 9706 grad_norm: 0.9169 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0173 loss: 0.0173 2022/08/05 19:19:46 - mmengine - INFO - Epoch(train) [230][200/314] lr: 9.1923e-04 eta: 0:16:23 time: 0.3091 data_time: 0.0477 memory: 9706 grad_norm: 0.9915 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.0501 loss: 0.0501 2022/08/05 19:19:52 - mmengine - INFO - Epoch(train) [230][220/314] lr: 9.0798e-04 eta: 0:16:17 time: 0.3082 data_time: 0.0491 memory: 9706 grad_norm: 0.9487 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0230 loss: 0.0230 2022/08/05 19:19:59 - mmengine - INFO - Epoch(train) [230][240/314] lr: 8.9681e-04 eta: 0:16:11 time: 0.3134 data_time: 0.0479 memory: 9706 grad_norm: 0.8395 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0263 loss: 0.0263 2022/08/05 19:20:05 - mmengine - INFO - Epoch(train) [230][260/314] lr: 8.8570e-04 eta: 0:16:05 time: 0.3130 data_time: 0.0494 memory: 9706 grad_norm: 0.7359 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0231 loss: 0.0231 2022/08/05 19:20:11 - mmengine - INFO - Epoch(train) [230][280/314] lr: 8.7466e-04 eta: 0:15:59 time: 0.3062 data_time: 0.0480 memory: 9706 grad_norm: 1.0625 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0314 loss: 0.0314 2022/08/05 19:20:18 - mmengine - INFO - Epoch(train) [230][300/314] lr: 8.6370e-04 eta: 0:15:53 time: 0.3403 data_time: 0.0500 memory: 9706 grad_norm: 0.9374 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0449 loss: 0.0449 2022/08/05 19:20:22 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_ntu60_xsub_keypoint_20220805_124409 2022/08/05 19:20:22 - mmengine - INFO - Epoch(train) [230][314/314] lr: 8.5606e-04 eta: 0:15:53 time: 0.3213 data_time: 0.0437 memory: 9706 grad_norm: 1.1043 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0181 loss: 0.0181 2022/08/05 19:20:22 - mmengine - INFO - Saving checkpoint at 230 epochs 2022/08/05 19:20:30 - mmengine - INFO - Epoch(val) [230][20/129] eta: 0:00:36 time: 0.3318 data_time: 0.1753 memory: 1867 2022/08/05 19:20:35 - mmengine - INFO - Epoch(val) [230][40/129] eta: 0:00:22 time: 0.2501 data_time: 0.0930 memory: 1867 2022/08/05 19:20:40 - mmengine - INFO - Epoch(val) [230][60/129] eta: 0:00:18 time: 0.2625 data_time: 0.0925 memory: 1867 2022/08/05 19:20:45 - mmengine - INFO - Epoch(val) [230][80/129] eta: 0:00:12 time: 0.2511 data_time: 0.0924 memory: 1867 2022/08/05 19:20:50 - mmengine - INFO - Epoch(val) [230][100/129] eta: 0:00:06 time: 0.2308 data_time: 0.0764 memory: 1867 2022/08/05 19:20:54 - mmengine - INFO - Epoch(val) [230][120/129] eta: 0:00:01 time: 0.2047 data_time: 0.0585 memory: 1867 2022/08/05 19:20:56 - mmengine - INFO - Epoch(val) [230][129/129] acc/top1: 0.9333 acc/top5: 0.9953 acc/mean1: 0.9332 2022/08/05 19:21:04 - mmengine - INFO - Epoch(train) [231][20/314] lr: 8.4521e-04 eta: 0:15:42 time: 0.3632 data_time: 0.0872 memory: 9706 grad_norm: 0.7410 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0208 loss: 0.0208 2022/08/05 19:21:10 - mmengine - INFO - Epoch(train) [231][40/314] lr: 8.3442e-04 eta: 0:15:36 time: 0.3074 data_time: 0.0481 memory: 9706 grad_norm: 0.7816 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0235 loss: 0.0235 2022/08/05 19:21:16 - mmengine - INFO - Epoch(train) [231][60/314] lr: 8.2371e-04 eta: 0:15:30 time: 0.3175 data_time: 0.0527 memory: 9706 grad_norm: 0.8658 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0180 loss: 0.0180 2022/08/05 19:21:22 - mmengine - INFO - Epoch(train) [231][80/314] lr: 8.1306e-04 eta: 0:15:24 time: 0.3080 data_time: 0.0482 memory: 9706 grad_norm: 1.1246 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0350 loss: 0.0350 2022/08/05 19:21:29 - mmengine - INFO - Epoch(train) [231][100/314] lr: 8.0249e-04 eta: 0:15:18 time: 0.3094 data_time: 0.0496 memory: 9706 grad_norm: 0.8741 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.0243 loss: 0.0243 2022/08/05 19:21:35 - mmengine - INFO - Epoch(train) [231][120/314] lr: 7.9198e-04 eta: 0:15:12 time: 0.3070 data_time: 0.0473 memory: 9706 grad_norm: 1.0372 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0307 loss: 0.0307 2022/08/05 19:21:41 - mmengine - INFO - Epoch(train) [231][140/314] lr: 7.8154e-04 eta: 0:15:06 time: 0.3421 data_time: 0.0556 memory: 9706 grad_norm: 1.1045 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0181 loss: 0.0181 2022/08/05 19:21:48 - mmengine - INFO - Epoch(train) [231][160/314] lr: 7.7117e-04 eta: 0:15:00 time: 0.3131 data_time: 0.0547 memory: 9706 grad_norm: 1.0519 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.0216 loss: 0.0216 2022/08/05 19:21:54 - mmengine - INFO - Epoch(train) [231][180/314] lr: 7.6087e-04 eta: 0:14:54 time: 0.3107 data_time: 0.0553 memory: 9706 grad_norm: 1.0523 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0315 loss: 0.0315 2022/08/05 19:22:00 - mmengine - INFO - Epoch(train) [231][200/314] lr: 7.5064e-04 eta: 0:14:48 time: 0.3202 data_time: 0.0523 memory: 9706 grad_norm: 0.6918 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0231 loss: 0.0231 2022/08/05 19:22:07 - mmengine - INFO - Epoch(train) [231][220/314] lr: 7.4048e-04 eta: 0:14:42 time: 0.3166 data_time: 0.0515 memory: 9706 grad_norm: 0.9660 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0418 loss: 0.0418 2022/08/05 19:22:13 - mmengine - INFO - Epoch(train) [231][240/314] lr: 7.3039e-04 eta: 0:14:36 time: 0.3100 data_time: 0.0519 memory: 9706 grad_norm: 0.9559 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0545 loss: 0.0545 2022/08/05 19:22:19 - mmengine - INFO - Epoch(train) [231][260/314] lr: 7.2036e-04 eta: 0:14:30 time: 0.3213 data_time: 0.0552 memory: 9706 grad_norm: 0.9104 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0230 loss: 0.0230 2022/08/05 19:22:26 - mmengine - INFO - Epoch(train) [231][280/314] lr: 7.1041e-04 eta: 0:14:24 time: 0.3089 data_time: 0.0542 memory: 9706 grad_norm: 0.8712 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0231 loss: 0.0231 2022/08/05 19:22:32 - mmengine - INFO - Epoch(train) [231][300/314] lr: 7.0052e-04 eta: 0:14:18 time: 0.3085 data_time: 0.0511 memory: 9706 grad_norm: 0.8071 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0273 loss: 0.0273 2022/08/05 19:22:36 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_ntu60_xsub_keypoint_20220805_124409 2022/08/05 19:22:36 - mmengine - INFO - Epoch(train) [231][314/314] lr: 6.9364e-04 eta: 0:14:18 time: 0.3011 data_time: 0.0465 memory: 9706 grad_norm: 0.8421 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0332 loss: 0.0332 2022/08/05 19:22:36 - mmengine - INFO - Saving checkpoint at 231 epochs 2022/08/05 19:22:44 - mmengine - INFO - Epoch(train) [232][20/314] lr: 6.8388e-04 eta: 0:14:07 time: 0.3418 data_time: 0.0819 memory: 9706 grad_norm: 0.9552 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0340 loss: 0.0340 2022/08/05 19:22:50 - mmengine - INFO - Epoch(train) [232][40/314] lr: 6.7418e-04 eta: 0:14:01 time: 0.3113 data_time: 0.0530 memory: 9706 grad_norm: 0.9303 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0193 loss: 0.0193 2022/08/05 19:22:56 - mmengine - INFO - Epoch(train) [232][60/314] lr: 6.6455e-04 eta: 0:13:55 time: 0.3172 data_time: 0.0546 memory: 9706 grad_norm: 0.8804 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0215 loss: 0.0215 2022/08/05 19:23:02 - mmengine - INFO - Epoch(train) [232][80/314] lr: 6.5498e-04 eta: 0:13:49 time: 0.3056 data_time: 0.0480 memory: 9706 grad_norm: 0.9309 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0222 loss: 0.0222 2022/08/05 19:23:09 - mmengine - INFO - Epoch(train) [232][100/314] lr: 6.4549e-04 eta: 0:13:43 time: 0.3086 data_time: 0.0507 memory: 9706 grad_norm: 0.9445 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0333 loss: 0.0333 2022/08/05 19:23:15 - mmengine - INFO - Epoch(train) [232][120/314] lr: 6.3607e-04 eta: 0:13:37 time: 0.3074 data_time: 0.0487 memory: 9706 grad_norm: 1.0736 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0490 loss: 0.0490 2022/08/05 19:23:21 - mmengine - INFO - Epoch(train) [232][140/314] lr: 6.2671e-04 eta: 0:13:31 time: 0.3211 data_time: 0.0534 memory: 9706 grad_norm: 1.0363 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0293 loss: 0.0293 2022/08/05 19:23:27 - mmengine - INFO - Epoch(train) [232][160/314] lr: 6.1743e-04 eta: 0:13:25 time: 0.3078 data_time: 0.0472 memory: 9706 grad_norm: 1.1629 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0267 loss: 0.0267 2022/08/05 19:23:34 - mmengine - INFO - Epoch(train) [232][180/314] lr: 6.0821e-04 eta: 0:13:19 time: 0.3090 data_time: 0.0520 memory: 9706 grad_norm: 0.8876 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0177 loss: 0.0177 2022/08/05 19:23:40 - mmengine - INFO - Epoch(train) [232][200/314] lr: 5.9907e-04 eta: 0:13:13 time: 0.3262 data_time: 0.0525 memory: 9706 grad_norm: 0.8764 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0243 loss: 0.0243 2022/08/05 19:23:46 - mmengine - INFO - Epoch(train) [232][220/314] lr: 5.8999e-04 eta: 0:13:07 time: 0.3117 data_time: 0.0512 memory: 9706 grad_norm: 0.9209 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0355 loss: 0.0355 2022/08/05 19:23:52 - mmengine - INFO - Epoch(train) [232][240/314] lr: 5.8098e-04 eta: 0:13:01 time: 0.3062 data_time: 0.0485 memory: 9706 grad_norm: 0.9521 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0343 loss: 0.0343 2022/08/05 19:23:59 - mmengine - INFO - Epoch(train) [232][260/314] lr: 5.7204e-04 eta: 0:12:55 time: 0.3157 data_time: 0.0525 memory: 9706 grad_norm: 0.9127 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0156 loss: 0.0156 2022/08/05 19:24:05 - mmengine - INFO - Epoch(train) [232][280/314] lr: 5.6317e-04 eta: 0:12:49 time: 0.3083 data_time: 0.0495 memory: 9706 grad_norm: 0.9457 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0289 loss: 0.0289 2022/08/05 19:24:11 - mmengine - INFO - Epoch(train) [232][300/314] lr: 5.5437e-04 eta: 0:12:43 time: 0.3081 data_time: 0.0484 memory: 9706 grad_norm: 1.0191 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0454 loss: 0.0454 2022/08/05 19:24:15 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_ntu60_xsub_keypoint_20220805_124409 2022/08/05 19:24:15 - mmengine - INFO - Epoch(train) [232][314/314] lr: 5.4825e-04 eta: 0:12:43 time: 0.2922 data_time: 0.0467 memory: 9706 grad_norm: 1.1217 top1_acc: 0.7500 top5_acc: 1.0000 loss_cls: 0.0512 loss: 0.0512 2022/08/05 19:24:15 - mmengine - INFO - Saving checkpoint at 232 epochs 2022/08/05 19:24:23 - mmengine - INFO - Epoch(train) [233][20/314] lr: 5.3956e-04 eta: 0:12:33 time: 0.3566 data_time: 0.0898 memory: 9706 grad_norm: 0.8079 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.0126 loss: 0.0126 2022/08/05 19:24:30 - mmengine - INFO - Epoch(train) [233][40/314] lr: 5.3095e-04 eta: 0:12:26 time: 0.3142 data_time: 0.0501 memory: 9706 grad_norm: 0.9208 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0375 loss: 0.0375 2022/08/05 19:24:36 - mmengine - INFO - Epoch(train) [233][60/314] lr: 5.2240e-04 eta: 0:12:20 time: 0.3171 data_time: 0.0516 memory: 9706 grad_norm: 1.0075 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0184 loss: 0.0184 2022/08/05 19:24:42 - mmengine - INFO - Epoch(train) [233][80/314] lr: 5.1393e-04 eta: 0:12:14 time: 0.3114 data_time: 0.0500 memory: 9706 grad_norm: 0.9095 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0271 loss: 0.0271 2022/08/05 19:24:48 - mmengine - INFO - Epoch(train) [233][100/314] lr: 5.0552e-04 eta: 0:12:08 time: 0.3107 data_time: 0.0497 memory: 9706 grad_norm: 0.9701 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0466 loss: 0.0466 2022/08/05 19:24:55 - mmengine - INFO - Epoch(train) [233][120/314] lr: 4.9718e-04 eta: 0:12:02 time: 0.3079 data_time: 0.0488 memory: 9706 grad_norm: 0.9635 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0275 loss: 0.0275 2022/08/05 19:25:01 - mmengine - INFO - Epoch(train) [233][140/314] lr: 4.8891e-04 eta: 0:11:56 time: 0.3141 data_time: 0.0508 memory: 9706 grad_norm: 0.7717 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0194 loss: 0.0194 2022/08/05 19:25:04 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_ntu60_xsub_keypoint_20220805_124409 2022/08/05 19:25:07 - mmengine - INFO - Epoch(train) [233][160/314] lr: 4.8071e-04 eta: 0:11:50 time: 0.3082 data_time: 0.0455 memory: 9706 grad_norm: 0.9204 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0486 loss: 0.0486 2022/08/05 19:25:13 - mmengine - INFO - Epoch(train) [233][180/314] lr: 4.7258e-04 eta: 0:11:44 time: 0.3100 data_time: 0.0514 memory: 9706 grad_norm: 0.8217 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0138 loss: 0.0138 2022/08/05 19:25:19 - mmengine - INFO - Epoch(train) [233][200/314] lr: 4.6452e-04 eta: 0:11:38 time: 0.3159 data_time: 0.0481 memory: 9706 grad_norm: 1.1108 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0184 loss: 0.0184 2022/08/05 19:25:26 - mmengine - INFO - Epoch(train) [233][220/314] lr: 4.5653e-04 eta: 0:11:32 time: 0.3090 data_time: 0.0513 memory: 9706 grad_norm: 0.6677 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0186 loss: 0.0186 2022/08/05 19:25:32 - mmengine - INFO - Epoch(train) [233][240/314] lr: 4.4860e-04 eta: 0:11:26 time: 0.3157 data_time: 0.0462 memory: 9706 grad_norm: 0.9024 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0248 loss: 0.0248 2022/08/05 19:25:38 - mmengine - INFO - Epoch(train) [233][260/314] lr: 4.4075e-04 eta: 0:11:20 time: 0.3191 data_time: 0.0521 memory: 9706 grad_norm: 0.8790 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0150 loss: 0.0150 2022/08/05 19:25:45 - mmengine - INFO - Epoch(train) [233][280/314] lr: 4.3296e-04 eta: 0:11:14 time: 0.3077 data_time: 0.0503 memory: 9706 grad_norm: 0.9333 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0194 loss: 0.0194 2022/08/05 19:25:51 - mmengine - INFO - Epoch(train) [233][300/314] lr: 4.2525e-04 eta: 0:11:08 time: 0.3080 data_time: 0.0502 memory: 9706 grad_norm: 0.8914 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0152 loss: 0.0152 2022/08/05 19:25:55 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_ntu60_xsub_keypoint_20220805_124409 2022/08/05 19:25:55 - mmengine - INFO - Epoch(train) [233][314/314] lr: 4.1989e-04 eta: 0:11:08 time: 0.2915 data_time: 0.0443 memory: 9706 grad_norm: 0.9807 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0271 loss: 0.0271 2022/08/05 19:25:55 - mmengine - INFO - Saving checkpoint at 233 epochs 2022/08/05 19:26:03 - mmengine - INFO - Epoch(train) [234][20/314] lr: 4.1229e-04 eta: 0:10:58 time: 0.3577 data_time: 0.0944 memory: 9706 grad_norm: 0.9980 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0156 loss: 0.0156 2022/08/05 19:26:09 - mmengine - INFO - Epoch(train) [234][40/314] lr: 4.0476e-04 eta: 0:10:52 time: 0.3140 data_time: 0.0496 memory: 9706 grad_norm: 0.9367 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0132 loss: 0.0132 2022/08/05 19:26:16 - mmengine - INFO - Epoch(train) [234][60/314] lr: 3.9730e-04 eta: 0:10:46 time: 0.3111 data_time: 0.0515 memory: 9706 grad_norm: 1.0511 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0367 loss: 0.0367 2022/08/05 19:26:22 - mmengine - INFO - Epoch(train) [234][80/314] lr: 3.8991e-04 eta: 0:10:40 time: 0.3084 data_time: 0.0476 memory: 9706 grad_norm: 1.0583 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0183 loss: 0.0183 2022/08/05 19:26:28 - mmengine - INFO - Epoch(train) [234][100/314] lr: 3.8259e-04 eta: 0:10:33 time: 0.3188 data_time: 0.0525 memory: 9706 grad_norm: 0.9823 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0246 loss: 0.0246 2022/08/05 19:26:34 - mmengine - INFO - Epoch(train) [234][120/314] lr: 3.7534e-04 eta: 0:10:27 time: 0.3082 data_time: 0.0480 memory: 9706 grad_norm: 0.9424 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0239 loss: 0.0239 2022/08/05 19:26:41 - mmengine - INFO - Epoch(train) [234][140/314] lr: 3.6816e-04 eta: 0:10:21 time: 0.3107 data_time: 0.0531 memory: 9706 grad_norm: 0.9829 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0282 loss: 0.0282 2022/08/05 19:26:47 - mmengine - INFO - Epoch(train) [234][160/314] lr: 3.6104e-04 eta: 0:10:15 time: 0.3108 data_time: 0.0496 memory: 9706 grad_norm: 0.9329 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0237 loss: 0.0237 2022/08/05 19:26:53 - mmengine - INFO - Epoch(train) [234][180/314] lr: 3.5400e-04 eta: 0:10:09 time: 0.3125 data_time: 0.0590 memory: 9706 grad_norm: 0.9283 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0315 loss: 0.0315 2022/08/05 19:26:59 - mmengine - INFO - Epoch(train) [234][200/314] lr: 3.4703e-04 eta: 0:10:03 time: 0.3124 data_time: 0.0498 memory: 9706 grad_norm: 0.8211 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0225 loss: 0.0225 2022/08/05 19:27:06 - mmengine - INFO - Epoch(train) [234][220/314] lr: 3.4012e-04 eta: 0:09:57 time: 0.3083 data_time: 0.0488 memory: 9706 grad_norm: 0.7561 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0193 loss: 0.0193 2022/08/05 19:27:12 - mmengine - INFO - Epoch(train) [234][240/314] lr: 3.3328e-04 eta: 0:09:51 time: 0.3185 data_time: 0.0545 memory: 9706 grad_norm: 0.9382 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0192 loss: 0.0192 2022/08/05 19:27:18 - mmengine - INFO - Epoch(train) [234][260/314] lr: 3.2652e-04 eta: 0:09:45 time: 0.3082 data_time: 0.0500 memory: 9706 grad_norm: 0.9662 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0243 loss: 0.0243 2022/08/05 19:27:24 - mmengine - INFO - Epoch(train) [234][280/314] lr: 3.1982e-04 eta: 0:09:39 time: 0.3103 data_time: 0.0525 memory: 9706 grad_norm: 0.8377 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0212 loss: 0.0212 2022/08/05 19:27:30 - mmengine - INFO - Epoch(train) [234][300/314] lr: 3.1319e-04 eta: 0:09:33 time: 0.3108 data_time: 0.0527 memory: 9706 grad_norm: 0.8923 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0220 loss: 0.0220 2022/08/05 19:27:35 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_ntu60_xsub_keypoint_20220805_124409 2022/08/05 19:27:35 - mmengine - INFO - Epoch(train) [234][314/314] lr: 3.0859e-04 eta: 0:09:33 time: 0.2945 data_time: 0.0460 memory: 9706 grad_norm: 1.1492 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0648 loss: 0.0648 2022/08/05 19:27:35 - mmengine - INFO - Saving checkpoint at 234 epochs 2022/08/05 19:27:43 - mmengine - INFO - Epoch(train) [235][20/314] lr: 3.0208e-04 eta: 0:09:23 time: 0.3447 data_time: 0.0838 memory: 9706 grad_norm: 0.7995 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0123 loss: 0.0123 2022/08/05 19:27:49 - mmengine - INFO - Epoch(train) [235][40/314] lr: 2.9564e-04 eta: 0:09:17 time: 0.3173 data_time: 0.0486 memory: 9706 grad_norm: 0.7695 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0145 loss: 0.0145 2022/08/05 19:27:55 - mmengine - INFO - Epoch(train) [235][60/314] lr: 2.8927e-04 eta: 0:09:11 time: 0.3069 data_time: 0.0507 memory: 9706 grad_norm: 0.9224 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0253 loss: 0.0253 2022/08/05 19:28:01 - mmengine - INFO - Epoch(train) [235][80/314] lr: 2.8297e-04 eta: 0:09:05 time: 0.3060 data_time: 0.0476 memory: 9706 grad_norm: 0.7991 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0245 loss: 0.0245 2022/08/05 19:28:08 - mmengine - INFO - Epoch(train) [235][100/314] lr: 2.7673e-04 eta: 0:08:59 time: 0.3230 data_time: 0.0527 memory: 9706 grad_norm: 0.9128 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0273 loss: 0.0273 2022/08/05 19:28:14 - mmengine - INFO - Epoch(train) [235][120/314] lr: 2.7057e-04 eta: 0:08:53 time: 0.3114 data_time: 0.0497 memory: 9706 grad_norm: 0.7063 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0247 loss: 0.0247 2022/08/05 19:28:20 - mmengine - INFO - Epoch(train) [235][140/314] lr: 2.6448e-04 eta: 0:08:46 time: 0.3083 data_time: 0.0495 memory: 9706 grad_norm: 0.9387 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0383 loss: 0.0383 2022/08/05 19:28:26 - mmengine - INFO - Epoch(train) [235][160/314] lr: 2.5845e-04 eta: 0:08:40 time: 0.3076 data_time: 0.0469 memory: 9706 grad_norm: 0.8349 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0210 loss: 0.0210 2022/08/05 19:28:32 - mmengine - INFO - Epoch(train) [235][180/314] lr: 2.5250e-04 eta: 0:08:34 time: 0.3097 data_time: 0.0519 memory: 9706 grad_norm: 0.9590 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0259 loss: 0.0259 2022/08/05 19:28:39 - mmengine - INFO - Epoch(train) [235][200/314] lr: 2.4661e-04 eta: 0:08:28 time: 0.3086 data_time: 0.0468 memory: 9706 grad_norm: 1.0320 top1_acc: 0.8750 top5_acc: 1.0000 loss_cls: 0.0437 loss: 0.0437 2022/08/05 19:28:45 - mmengine - INFO - Epoch(train) [235][220/314] lr: 2.4079e-04 eta: 0:08:22 time: 0.3122 data_time: 0.0581 memory: 9706 grad_norm: 1.0348 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0242 loss: 0.0242 2022/08/05 19:28:51 - mmengine - INFO - Epoch(train) [235][240/314] lr: 2.3504e-04 eta: 0:08:16 time: 0.3203 data_time: 0.0500 memory: 9706 grad_norm: 0.9263 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0186 loss: 0.0186 2022/08/05 19:28:57 - mmengine - INFO - Epoch(train) [235][260/314] lr: 2.2937e-04 eta: 0:08:10 time: 0.3099 data_time: 0.0515 memory: 9706 grad_norm: 0.7947 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0208 loss: 0.0208 2022/08/05 19:29:04 - mmengine - INFO - Epoch(train) [235][280/314] lr: 2.2376e-04 eta: 0:08:04 time: 0.3064 data_time: 0.0460 memory: 9706 grad_norm: 0.8939 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0256 loss: 0.0256 2022/08/05 19:29:10 - mmengine - INFO - Epoch(train) [235][300/314] lr: 2.1822e-04 eta: 0:07:58 time: 0.3300 data_time: 0.0521 memory: 9706 grad_norm: 0.7854 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0385 loss: 0.0385 2022/08/05 19:29:14 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_ntu60_xsub_keypoint_20220805_124409 2022/08/05 19:29:14 - mmengine - INFO - Epoch(train) [235][314/314] lr: 2.1438e-04 eta: 0:07:58 time: 0.2934 data_time: 0.0448 memory: 9706 grad_norm: 1.0407 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0327 loss: 0.0327 2022/08/05 19:29:14 - mmengine - INFO - Saving checkpoint at 235 epochs 2022/08/05 19:29:22 - mmengine - INFO - Epoch(train) [236][20/314] lr: 2.0896e-04 eta: 0:07:48 time: 0.3482 data_time: 0.0888 memory: 9706 grad_norm: 0.8299 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0224 loss: 0.0224 2022/08/05 19:29:29 - mmengine - INFO - Epoch(train) [236][40/314] lr: 2.0361e-04 eta: 0:07:42 time: 0.3183 data_time: 0.0511 memory: 9706 grad_norm: 1.0176 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0216 loss: 0.0216 2022/08/05 19:29:35 - mmengine - INFO - Epoch(train) [236][60/314] lr: 1.9832e-04 eta: 0:07:36 time: 0.3083 data_time: 0.0499 memory: 9706 grad_norm: 0.6519 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0096 loss: 0.0096 2022/08/05 19:29:41 - mmengine - INFO - Epoch(train) [236][80/314] lr: 1.9311e-04 eta: 0:07:30 time: 0.3065 data_time: 0.0481 memory: 9706 grad_norm: 0.7868 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0160 loss: 0.0160 2022/08/05 19:29:48 - mmengine - INFO - Epoch(train) [236][100/314] lr: 1.8797e-04 eta: 0:07:24 time: 0.3228 data_time: 0.0530 memory: 9706 grad_norm: 0.9067 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0269 loss: 0.0269 2022/08/05 19:29:54 - mmengine - INFO - Epoch(train) [236][120/314] lr: 1.8289e-04 eta: 0:07:18 time: 0.3163 data_time: 0.0495 memory: 9706 grad_norm: 1.0799 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0323 loss: 0.0323 2022/08/05 19:30:00 - mmengine - INFO - Epoch(train) [236][140/314] lr: 1.7788e-04 eta: 0:07:12 time: 0.3092 data_time: 0.0507 memory: 9706 grad_norm: 1.0885 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0224 loss: 0.0224 2022/08/05 19:30:06 - mmengine - INFO - Epoch(train) [236][160/314] lr: 1.7295e-04 eta: 0:07:06 time: 0.3097 data_time: 0.0501 memory: 9706 grad_norm: 0.8971 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0431 loss: 0.0431 2022/08/05 19:30:13 - mmengine - INFO - Epoch(train) [236][180/314] lr: 1.6808e-04 eta: 0:07:00 time: 0.3354 data_time: 0.0551 memory: 9706 grad_norm: 0.8699 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0259 loss: 0.0259 2022/08/05 19:30:19 - mmengine - INFO - Epoch(train) [236][200/314] lr: 1.6328e-04 eta: 0:06:53 time: 0.3094 data_time: 0.0514 memory: 9706 grad_norm: 0.7439 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0310 loss: 0.0310 2022/08/05 19:30:22 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_ntu60_xsub_keypoint_20220805_124409 2022/08/05 19:30:26 - mmengine - INFO - Epoch(train) [236][220/314] lr: 1.5856e-04 eta: 0:06:47 time: 0.3191 data_time: 0.0522 memory: 9706 grad_norm: 0.8303 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0202 loss: 0.0202 2022/08/05 19:30:32 - mmengine - INFO - Epoch(train) [236][240/314] lr: 1.5390e-04 eta: 0:06:41 time: 0.3192 data_time: 0.0490 memory: 9706 grad_norm: 1.1099 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0176 loss: 0.0176 2022/08/05 19:30:38 - mmengine - INFO - Epoch(train) [236][260/314] lr: 1.4931e-04 eta: 0:06:35 time: 0.3202 data_time: 0.0495 memory: 9706 grad_norm: 0.9603 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0474 loss: 0.0474 2022/08/05 19:30:45 - mmengine - INFO - Epoch(train) [236][280/314] lr: 1.4479e-04 eta: 0:06:29 time: 0.3099 data_time: 0.0513 memory: 9706 grad_norm: 0.9197 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0495 loss: 0.0495 2022/08/05 19:30:51 - mmengine - INFO - Epoch(train) [236][300/314] lr: 1.4034e-04 eta: 0:06:23 time: 0.3210 data_time: 0.0570 memory: 9706 grad_norm: 0.8994 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0257 loss: 0.0257 2022/08/05 19:30:55 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_ntu60_xsub_keypoint_20220805_124409 2022/08/05 19:30:55 - mmengine - INFO - Epoch(train) [236][314/314] lr: 1.3726e-04 eta: 0:06:23 time: 0.2914 data_time: 0.0464 memory: 9706 grad_norm: 1.0046 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0159 loss: 0.0159 2022/08/05 19:30:55 - mmengine - INFO - Saving checkpoint at 236 epochs 2022/08/05 19:31:03 - mmengine - INFO - Epoch(train) [237][20/314] lr: 1.3293e-04 eta: 0:06:13 time: 0.3486 data_time: 0.0807 memory: 9706 grad_norm: 1.0652 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0238 loss: 0.0238 2022/08/05 19:31:10 - mmengine - INFO - Epoch(train) [237][40/314] lr: 1.2867e-04 eta: 0:06:07 time: 0.3181 data_time: 0.0525 memory: 9706 grad_norm: 1.1211 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0331 loss: 0.0331 2022/08/05 19:31:16 - mmengine - INFO - Epoch(train) [237][60/314] lr: 1.2448e-04 eta: 0:06:01 time: 0.3121 data_time: 0.0522 memory: 9706 grad_norm: 0.7740 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0343 loss: 0.0343 2022/08/05 19:31:22 - mmengine - INFO - Epoch(train) [237][80/314] lr: 1.2035e-04 eta: 0:05:55 time: 0.3069 data_time: 0.0485 memory: 9706 grad_norm: 0.8408 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0330 loss: 0.0330 2022/08/05 19:31:28 - mmengine - INFO - Epoch(train) [237][100/314] lr: 1.1630e-04 eta: 0:05:49 time: 0.3189 data_time: 0.0512 memory: 9706 grad_norm: 0.9764 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0285 loss: 0.0285 2022/08/05 19:31:34 - mmengine - INFO - Epoch(train) [237][120/314] lr: 1.1231e-04 eta: 0:05:43 time: 0.3070 data_time: 0.0491 memory: 9706 grad_norm: 1.0432 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0282 loss: 0.0282 2022/08/05 19:31:41 - mmengine - INFO - Epoch(train) [237][140/314] lr: 1.0840e-04 eta: 0:05:37 time: 0.3082 data_time: 0.0489 memory: 9706 grad_norm: 0.8295 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0184 loss: 0.0184 2022/08/05 19:31:47 - mmengine - INFO - Epoch(train) [237][160/314] lr: 1.0455e-04 eta: 0:05:31 time: 0.3284 data_time: 0.0499 memory: 9706 grad_norm: 0.8015 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0225 loss: 0.0225 2022/08/05 19:31:53 - mmengine - INFO - Epoch(train) [237][180/314] lr: 1.0077e-04 eta: 0:05:25 time: 0.3114 data_time: 0.0504 memory: 9706 grad_norm: 0.9613 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0135 loss: 0.0135 2022/08/05 19:32:00 - mmengine - INFO - Epoch(train) [237][200/314] lr: 9.7066e-05 eta: 0:05:19 time: 0.3063 data_time: 0.0466 memory: 9706 grad_norm: 0.9394 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0265 loss: 0.0265 2022/08/05 19:32:06 - mmengine - INFO - Epoch(train) [237][220/314] lr: 9.3428e-05 eta: 0:05:13 time: 0.3143 data_time: 0.0610 memory: 9706 grad_norm: 0.7883 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0344 loss: 0.0344 2022/08/05 19:32:12 - mmengine - INFO - Epoch(train) [237][240/314] lr: 8.9860e-05 eta: 0:05:07 time: 0.3108 data_time: 0.0508 memory: 9706 grad_norm: 0.9727 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0337 loss: 0.0337 2022/08/05 19:32:18 - mmengine - INFO - Epoch(train) [237][260/314] lr: 8.6361e-05 eta: 0:05:00 time: 0.3110 data_time: 0.0516 memory: 9706 grad_norm: 0.9029 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0222 loss: 0.0222 2022/08/05 19:32:24 - mmengine - INFO - Epoch(train) [237][280/314] lr: 8.2931e-05 eta: 0:04:54 time: 0.3087 data_time: 0.0490 memory: 9706 grad_norm: 0.9237 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0258 loss: 0.0258 2022/08/05 19:32:31 - mmengine - INFO - Epoch(train) [237][300/314] lr: 7.9571e-05 eta: 0:04:48 time: 0.3160 data_time: 0.0505 memory: 9706 grad_norm: 0.9512 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0372 loss: 0.0372 2022/08/05 19:32:35 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_ntu60_xsub_keypoint_20220805_124409 2022/08/05 19:32:35 - mmengine - INFO - Epoch(train) [237][314/314] lr: 7.7260e-05 eta: 0:04:48 time: 0.2903 data_time: 0.0448 memory: 9706 grad_norm: 1.0044 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0351 loss: 0.0351 2022/08/05 19:32:35 - mmengine - INFO - Saving checkpoint at 237 epochs 2022/08/05 19:32:43 - mmengine - INFO - Epoch(train) [238][20/314] lr: 7.4018e-05 eta: 0:04:38 time: 0.3493 data_time: 0.0833 memory: 9706 grad_norm: 0.8496 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0245 loss: 0.0245 2022/08/05 19:32:49 - mmengine - INFO - Epoch(train) [238][40/314] lr: 7.0845e-05 eta: 0:04:32 time: 0.3152 data_time: 0.0512 memory: 9706 grad_norm: 0.7651 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0225 loss: 0.0225 2022/08/05 19:32:55 - mmengine - INFO - Epoch(train) [238][60/314] lr: 6.7742e-05 eta: 0:04:26 time: 0.3089 data_time: 0.0517 memory: 9706 grad_norm: 0.9694 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0297 loss: 0.0297 2022/08/05 19:33:01 - mmengine - INFO - Epoch(train) [238][80/314] lr: 6.4709e-05 eta: 0:04:20 time: 0.3063 data_time: 0.0478 memory: 9706 grad_norm: 0.7473 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0161 loss: 0.0161 2022/08/05 19:33:08 - mmengine - INFO - Epoch(train) [238][100/314] lr: 6.1745e-05 eta: 0:04:14 time: 0.3168 data_time: 0.0506 memory: 9706 grad_norm: 1.1387 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0260 loss: 0.0260 2022/08/05 19:33:14 - mmengine - INFO - Epoch(train) [238][120/314] lr: 5.8850e-05 eta: 0:04:08 time: 0.3080 data_time: 0.0477 memory: 9706 grad_norm: 0.9632 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0224 loss: 0.0224 2022/08/05 19:33:20 - mmengine - INFO - Epoch(train) [238][140/314] lr: 5.6025e-05 eta: 0:04:02 time: 0.3083 data_time: 0.0492 memory: 9706 grad_norm: 0.8013 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0203 loss: 0.0203 2022/08/05 19:33:26 - mmengine - INFO - Epoch(train) [238][160/314] lr: 5.3269e-05 eta: 0:03:56 time: 0.3087 data_time: 0.0491 memory: 9706 grad_norm: 0.9790 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0185 loss: 0.0185 2022/08/05 19:33:33 - mmengine - INFO - Epoch(train) [238][180/314] lr: 5.0583e-05 eta: 0:03:50 time: 0.3128 data_time: 0.0513 memory: 9706 grad_norm: 0.8276 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0303 loss: 0.0303 2022/08/05 19:33:39 - mmengine - INFO - Epoch(train) [238][200/314] lr: 4.7966e-05 eta: 0:03:44 time: 0.3121 data_time: 0.0483 memory: 9706 grad_norm: 0.7842 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0219 loss: 0.0219 2022/08/05 19:33:45 - mmengine - INFO - Epoch(train) [238][220/314] lr: 4.5418e-05 eta: 0:03:38 time: 0.3112 data_time: 0.0516 memory: 9706 grad_norm: 0.8586 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.0261 loss: 0.0261 2022/08/05 19:33:51 - mmengine - INFO - Epoch(train) [238][240/314] lr: 4.2941e-05 eta: 0:03:32 time: 0.3155 data_time: 0.0488 memory: 9706 grad_norm: 0.9490 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0176 loss: 0.0176 2022/08/05 19:33:57 - mmengine - INFO - Epoch(train) [238][260/314] lr: 4.0532e-05 eta: 0:03:26 time: 0.3105 data_time: 0.0501 memory: 9706 grad_norm: 0.8865 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0254 loss: 0.0254 2022/08/05 19:34:04 - mmengine - INFO - Epoch(train) [238][280/314] lr: 3.8193e-05 eta: 0:03:20 time: 0.3071 data_time: 0.0480 memory: 9706 grad_norm: 1.0488 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0276 loss: 0.0276 2022/08/05 19:34:10 - mmengine - INFO - Epoch(train) [238][300/314] lr: 3.5924e-05 eta: 0:03:14 time: 0.3247 data_time: 0.0494 memory: 9706 grad_norm: 1.0024 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0372 loss: 0.0372 2022/08/05 19:34:14 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_ntu60_xsub_keypoint_20220805_124409 2022/08/05 19:34:14 - mmengine - INFO - Epoch(train) [238][314/314] lr: 3.4377e-05 eta: 0:03:14 time: 0.2942 data_time: 0.0444 memory: 9706 grad_norm: 1.0755 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0325 loss: 0.0325 2022/08/05 19:34:14 - mmengine - INFO - Saving checkpoint at 238 epochs 2022/08/05 19:34:22 - mmengine - INFO - Epoch(train) [239][20/314] lr: 3.2225e-05 eta: 0:03:03 time: 0.3471 data_time: 0.0878 memory: 9706 grad_norm: 1.0601 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0374 loss: 0.0374 2022/08/05 19:34:29 - mmengine - INFO - Epoch(train) [239][40/314] lr: 3.0144e-05 eta: 0:02:57 time: 0.3102 data_time: 0.0505 memory: 9706 grad_norm: 0.9584 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0338 loss: 0.0338 2022/08/05 19:34:35 - mmengine - INFO - Epoch(train) [239][60/314] lr: 2.8131e-05 eta: 0:02:51 time: 0.3068 data_time: 0.0510 memory: 9706 grad_norm: 0.9145 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0321 loss: 0.0321 2022/08/05 19:34:41 - mmengine - INFO - Epoch(train) [239][80/314] lr: 2.6189e-05 eta: 0:02:45 time: 0.3085 data_time: 0.0496 memory: 9706 grad_norm: 0.9122 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0190 loss: 0.0190 2022/08/05 19:34:47 - mmengine - INFO - Epoch(train) [239][100/314] lr: 2.4315e-05 eta: 0:02:39 time: 0.3097 data_time: 0.0492 memory: 9706 grad_norm: 0.8966 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.0304 loss: 0.0304 2022/08/05 19:34:53 - mmengine - INFO - Epoch(train) [239][120/314] lr: 2.2512e-05 eta: 0:02:33 time: 0.3077 data_time: 0.0487 memory: 9706 grad_norm: 0.9856 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0270 loss: 0.0270 2022/08/05 19:34:59 - mmengine - INFO - Epoch(train) [239][140/314] lr: 2.0777e-05 eta: 0:02:27 time: 0.3083 data_time: 0.0499 memory: 9706 grad_norm: 0.9274 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0252 loss: 0.0252 2022/08/05 19:35:05 - mmengine - INFO - Epoch(train) [239][160/314] lr: 1.9113e-05 eta: 0:02:21 time: 0.3058 data_time: 0.0476 memory: 9706 grad_norm: 0.8307 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0129 loss: 0.0129 2022/08/05 19:35:12 - mmengine - INFO - Epoch(train) [239][180/314] lr: 1.7517e-05 eta: 0:02:15 time: 0.3121 data_time: 0.0545 memory: 9706 grad_norm: 1.0599 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0308 loss: 0.0308 2022/08/05 19:35:18 - mmengine - INFO - Epoch(train) [239][200/314] lr: 1.5992e-05 eta: 0:02:09 time: 0.3070 data_time: 0.0478 memory: 9706 grad_norm: 0.9635 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0229 loss: 0.0229 2022/08/05 19:35:24 - mmengine - INFO - Epoch(train) [239][220/314] lr: 1.4535e-05 eta: 0:02:03 time: 0.3093 data_time: 0.0509 memory: 9706 grad_norm: 0.9071 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0323 loss: 0.0323 2022/08/05 19:35:30 - mmengine - INFO - Epoch(train) [239][240/314] lr: 1.3149e-05 eta: 0:01:57 time: 0.3155 data_time: 0.0480 memory: 9706 grad_norm: 0.8236 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0153 loss: 0.0153 2022/08/05 19:35:37 - mmengine - INFO - Epoch(train) [239][260/314] lr: 1.1831e-05 eta: 0:01:51 time: 0.3105 data_time: 0.0536 memory: 9706 grad_norm: 0.8439 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0329 loss: 0.0329 2022/08/05 19:35:39 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_ntu60_xsub_keypoint_20220805_124409 2022/08/05 19:35:43 - mmengine - INFO - Epoch(train) [239][280/314] lr: 1.0584e-05 eta: 0:01:45 time: 0.3089 data_time: 0.0485 memory: 9706 grad_norm: 0.9260 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.0199 loss: 0.0199 2022/08/05 19:35:49 - mmengine - INFO - Epoch(train) [239][300/314] lr: 9.4053e-06 eta: 0:01:39 time: 0.3124 data_time: 0.0520 memory: 9706 grad_norm: 0.9237 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0274 loss: 0.0274 2022/08/05 19:35:53 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_ntu60_xsub_keypoint_20220805_124409 2022/08/05 19:35:53 - mmengine - INFO - Epoch(train) [239][314/314] lr: 8.6219e-06 eta: 0:01:39 time: 0.2916 data_time: 0.0461 memory: 9706 grad_norm: 1.0905 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0225 loss: 0.0225 2022/08/05 19:35:53 - mmengine - INFO - Saving checkpoint at 239 epochs 2022/08/05 19:36:01 - mmengine - INFO - Epoch(train) [240][20/314] lr: 7.5618e-06 eta: 0:01:28 time: 0.3457 data_time: 0.0877 memory: 9706 grad_norm: 1.0412 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0213 loss: 0.0213 2022/08/05 19:36:07 - mmengine - INFO - Epoch(train) [240][40/314] lr: 6.5713e-06 eta: 0:01:22 time: 0.3086 data_time: 0.0474 memory: 9706 grad_norm: 1.0664 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0151 loss: 0.0151 2022/08/05 19:36:13 - mmengine - INFO - Epoch(train) [240][60/314] lr: 5.6502e-06 eta: 0:01:16 time: 0.3167 data_time: 0.0495 memory: 9706 grad_norm: 0.7840 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.0398 loss: 0.0398 2022/08/05 19:36:20 - mmengine - INFO - Epoch(train) [240][80/314] lr: 4.7987e-06 eta: 0:01:10 time: 0.3100 data_time: 0.0491 memory: 9706 grad_norm: 0.8968 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0241 loss: 0.0241 2022/08/05 19:36:26 - mmengine - INFO - Epoch(train) [240][100/314] lr: 4.0166e-06 eta: 0:01:04 time: 0.3084 data_time: 0.0532 memory: 9706 grad_norm: 1.0585 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0181 loss: 0.0181 2022/08/05 19:36:32 - mmengine - INFO - Epoch(train) [240][120/314] lr: 3.3041e-06 eta: 0:00:58 time: 0.3152 data_time: 0.0495 memory: 9706 grad_norm: 0.8379 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0310 loss: 0.0310 2022/08/05 19:36:38 - mmengine - INFO - Epoch(train) [240][140/314] lr: 2.6611e-06 eta: 0:00:52 time: 0.3144 data_time: 0.0578 memory: 9706 grad_norm: 0.8823 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0217 loss: 0.0217 2022/08/05 19:36:44 - mmengine - INFO - Epoch(train) [240][160/314] lr: 2.0876e-06 eta: 0:00:46 time: 0.3089 data_time: 0.0490 memory: 9706 grad_norm: 0.9994 top1_acc: 0.9375 top5_acc: 1.0000 loss_cls: 0.0357 loss: 0.0357 2022/08/05 19:36:51 - mmengine - INFO - Epoch(train) [240][180/314] lr: 1.5836e-06 eta: 0:00:40 time: 0.3304 data_time: 0.0516 memory: 9706 grad_norm: 0.7829 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0152 loss: 0.0152 2022/08/05 19:36:57 - mmengine - INFO - Epoch(train) [240][200/314] lr: 1.1492e-06 eta: 0:00:34 time: 0.3073 data_time: 0.0464 memory: 9706 grad_norm: 0.8848 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0271 loss: 0.0271 2022/08/05 19:37:03 - mmengine - INFO - Epoch(train) [240][220/314] lr: 7.8421e-07 eta: 0:00:28 time: 0.3086 data_time: 0.0491 memory: 9706 grad_norm: 0.8099 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0201 loss: 0.0201 2022/08/05 19:37:10 - mmengine - INFO - Epoch(train) [240][240/314] lr: 4.8878e-07 eta: 0:00:22 time: 0.3245 data_time: 0.0480 memory: 9706 grad_norm: 0.9600 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0234 loss: 0.0234 2022/08/05 19:37:16 - mmengine - INFO - Epoch(train) [240][260/314] lr: 2.6285e-07 eta: 0:00:16 time: 0.3085 data_time: 0.0505 memory: 9706 grad_norm: 0.8256 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0150 loss: 0.0150 2022/08/05 19:37:22 - mmengine - INFO - Epoch(train) [240][280/314] lr: 1.0644e-07 eta: 0:00:10 time: 0.3100 data_time: 0.0484 memory: 9706 grad_norm: 1.0915 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0222 loss: 0.0222 2022/08/05 19:37:29 - mmengine - INFO - Epoch(train) [240][300/314] lr: 1.9551e-08 eta: 0:00:04 time: 0.3125 data_time: 0.0530 memory: 9706 grad_norm: 0.7498 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0372 loss: 0.0372 2022/08/05 19:37:33 - mmengine - INFO - Exp name: slowonly_r50_u48_240e_8xb16_ntu60_xsub_keypoint_20220805_124409 2022/08/05 19:37:33 - mmengine - INFO - Epoch(train) [240][314/314] lr: 8.6894e-11 eta: 0:00:04 time: 0.2945 data_time: 0.0462 memory: 9706 grad_norm: 1.0835 top1_acc: 1.0000 top5_acc: 1.0000 loss_cls: 0.0306 loss: 0.0306 2022/08/05 19:37:33 - mmengine - INFO - Saving checkpoint at 240 epochs 2022/08/05 19:37:40 - mmengine - INFO - Epoch(val) [240][20/129] eta: 0:00:36 time: 0.3351 data_time: 0.1823 memory: 1867 2022/08/05 19:37:45 - mmengine - INFO - Epoch(val) [240][40/129] eta: 0:00:21 time: 0.2433 data_time: 0.0900 memory: 1867 2022/08/05 19:37:50 - mmengine - INFO - Epoch(val) [240][60/129] eta: 0:00:16 time: 0.2441 data_time: 0.0884 memory: 1867 2022/08/05 19:37:55 - mmengine - INFO - Epoch(val) [240][80/129] eta: 0:00:12 time: 0.2525 data_time: 0.0935 memory: 1867 2022/08/05 19:38:00 - mmengine - INFO - Epoch(val) [240][100/129] eta: 0:00:06 time: 0.2355 data_time: 0.0795 memory: 1867 2022/08/05 19:38:04 - mmengine - INFO - Epoch(val) [240][120/129] eta: 0:00:01 time: 0.2069 data_time: 0.0592 memory: 1867 2022/08/05 19:38:06 - mmengine - INFO - Epoch(val) [240][129/129] acc/top1: 0.9347 acc/top5: 0.9954 acc/mean1: 0.9346 2022/08/05 19:38:06 - mmengine - INFO - The previous best checkpoint /mnt/lustre/daiwenxun/X/mmaction2/work_dirs/slowonly_r50_u48_240e_8xb16_ntu60_xsub_keypoint/best_acc/top1_epoch_221.pth is removed 2022/08/05 19:38:07 - mmengine - INFO - The best checkpoint with 0.9347 acc/top1 at 241 epoch is saved to best_acc/top1_epoch_241.pth.