Github user uncleGen commented on the issue:

    https://github.com/apache/spark/pull/17463
  
    @srowen It's hard to say it's because shutting down SparkContext is the 
slow part, and we can improve this case by avoiding stooping SparkContext in a 
separate thread.
    cc @zsxwing 


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