Github user jerryshao commented on a diff in the pull request:

    https://github.com/apache/spark/pull/20404#discussion_r164350171
  
    --- Diff: python/pyspark/sql/session.py ---
    @@ -760,6 +764,7 @@ def stop(self):
             """Stop the underlying :class:`SparkContext`.
             """
             self._sc.stop()
    +        self._jvm.SparkSession.clearDefaultSession()
    --- End diff --
    
    IIUC, since we already stop the jvm `SparkContext` with above line, it is 
not necessary to keep it.


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