Github user witgo commented on the issue:

    https://github.com/apache/spark/pull/15505
  
    @squito
    My understanding is that the TaskSchedulerImpl class contains many 
synchronized statements (synchronized the methods). If a synchronized 
statements execution time is very long, it will block other synchronized 
statements,  this causes reduced performance in the TaskSchedulerImpl instance. 


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