Github user zsxwing commented on the issue:

    https://github.com/apache/spark/pull/17610
  
    @mridulm yeah, I was thinking to just change `stopping` to a AtomicBoolean 
flag. However, it changes the semantics a little, e.g., the second `stop` will 
return at once when the first `stop` is running. I'm not sure if this is safe.


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