ivoson opened a new pull request, #37268:
URL: https://github.com/apache/spark/pull/37268

   ### What changes were proposed in this pull request?
   Support specify resource profiles only with task resources requests for 
standalone cluster when dynamic allocation is disabled. `TaskScheduler` will 
schedule tasks based on custom task resource requests to executors with default 
resource profile.
   
   ### Why are the changes needed?
   When dynamic allocation is disabled, we can also leverage stage level 
schedule to customize task resource requests for different stages.
   
   ### Does this PR introduce _any_ user-facing change?
   No
   
   ### How was this patch tested?
   New UTs added.


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