Github user jerryshao commented on the issue:

    https://github.com/apache/spark/pull/19135
  
    So it somehow reflects that CPU core contention is the main issue for 
memory pre-occupation , am I right?
    
    AFAIK from our customer, we usually don't allocate so many cores to one 
executor, also avoid big executor (many cores + large heap memory) to reduce GC 
and other memory/cpu contentions.


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