Github user pwendell commented on the pull request:

    https://github.com/apache/spark/pull/5565#issuecomment-94366735
  
    Hey @nkronenfeld - simply put, we cannot make binary-incompatible changes 
to API's in Spark due to our API guarantees, so this rules out many of your 
proposed changes. This has been true since Spark 1.0. Basically code compiled 
against older versions needs to work with newer ones, and that sometimes means 
swallowing minor API inconsistencies.
    
    If you'd like to add new versions of functions with more arguments, or add 
shared parent interfaces in a way that is binary compatible, that's not a 
violation of the policy. In those cases though, a JIRA might be helpful to sort 
of summarize your high level thoughts.


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