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

    https://github.com/apache/spark/pull/16263#discussion_r92831404
  
    --- Diff: python/pyspark/rdd.py ---
    @@ -2349,7 +2352,12 @@ def toLocalIterator(self):
             """
             with SCCallSiteSync(self.context) as css:
                 port = 
self.ctx._jvm.PythonRDD.toLocalIteratorAndServe(self._jrdd.rdd())
    -        return _load_from_socket(port, self._jrdd_deserializer)
    +        # We set a timeout for connecting socket. The connection only 
begins when we start
    +        # to consume the first element. If we do not begin to consume the 
returned iterator
    +        # immediately, there will be a failure.
    +        iter = _load_from_socket(port, self._jrdd_deserializer)
    --- End diff --
    
    We still keep connection timeout. Eagerly evaluating of the first element 
is needed for it. Because it is going to connect the socket only if we begin to 
consume the iterator. Otherwise, the server socket in JVM side will be timeout.
    



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