Github user viirya commented on the issue:

    https://github.com/apache/spark/pull/16263
  
    @holdenk @dusenberrymw There are timeouts for connection and reading data. 
If we want to keep the connection timeout, which I think is reasonable, eagerly 
evaluating of the first element is necessary in both JVM and Python sides.
    
    Timeout for reading data needs to be removed if we want to completely solve 
this. As the newer test case shows, the materialization time of RDD partitions 
is unpredictable and can easily cause timeout problem. I removed the timeout 
for reading operation on the socket. This can solve the test cases locally.



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