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Support profiling for specific stages on a limited number of tasks #11708

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Close #11666

In a customer use case we found that the profiling files were sometimes very large even when we enabled stage/time range limit config on a job.

This pr add support for profiling on only a limited number of tasks for specific stages.

before this pr:

Screenshot 2024-11-07 at 15 11 24

after this pr, task limit = 3:

Screenshot 2024-11-07 at 15 08 35

This nsys-rep file size dropped from 10.4 Mb to 451 Kb.

@thirtiseven thirtiseven self-assigned this Nov 7, 2024
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[FEA] support task limit profiling for specified stages
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