Github user tdas commented on the pull request:

    https://github.com/apache/spark/pull/2624#issuecomment-57840767
  
    Okay, this is a pretty significant change to remove the threadlocal object 
completely. There are two things we can do
    - Either we can do something minimal to just clear the reference, so that 
repeated sparkContext creation works from pySpark.
    - Or we do this scary refactoring and eliminate the threadlocal completely. 
I know that there are probably no usecases where the threadlocal object on any 
thread would be different from that of the global lastSparkEnv, but are we 
entirely sure?
    
    I think we need more input from others @pwendell @mateiz @rxin 


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