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

    https://github.com/apache/spark/pull/18695#discussion_r129516461
  
    --- Diff: python/pyspark/context.py ---
    @@ -195,7 +195,7 @@ def _do_init(self, master, appName, sparkHome, pyFiles, 
environment, batchSize,
             # This allows other code to determine which Broadcast instances 
have
             # been pickled, so it can determine which Java broadcast objects to
             # send.
    -        self._pickled_broadcast_vars = set()
    +        self._pickled_broadcast_registry = 
BroadcastPickleRegistry(self._lock)
    --- End diff --
    
    Instead of using lock, how about use thread local data?


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