Github user mengxr commented on the pull request:

    https://github.com/apache/spark/pull/3382#issuecomment-71796637
  
    @fjiang6 It seems that we don't really have a scalable solution at this 
time. Do you mind closing this PR? It would be great if you can maintain this 
k-medoids implementation as a package. For example: 
http://spark-packages.org/package/26


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