Github user tgaloppo commented on the pull request:

    https://github.com/apache/spark/pull/4654#issuecomment-75236020
  
    @MechCoder I mean making sure this is run on a cluster and not just on a 
single machine. My hypothesis is that cost of distributing the tasks to the 
cluster nodes (and collecting the results) will exceed the time saved by 
parallelizing the Gaussian initializations for data dimensions within the 
operational utility of the algorithm (as discussed on Jira).  On a single 
[multi-core] machine the savings may be observable, since there is no network 
to contend with.



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