Just some tips for future users using similar device:
I changed to 2022.1.1 version (latest)(very helpful)
Then I meet this bug:
G== No kernels were profiled
==WARNING== Profiling kernels launched by child processes requires the --target-processes all option
I find this blog useful: nsight compute ui and cli can't profiling any cuda application
And then I follow their tips to open NVIDIA panel and You would need to select “Desktop”, “Enable Developer Settings”, “Manage GPU Performance Counters”. I choose : set it for every users
And it works!!!