Github user erikerlandson commented on the pull request:

    https://github.com/apache/spark/pull/1964#issuecomment-52848633
  
    I like where this RFE is going.
    
    One comment about "metric" versus "measure" - cosine distance is a subclass 
of DistanceMeasure, as it is *not* a metric.  Others should be subclasses of 
DistanceMetric, such as manhattan, L2, etc.  Others of them I'm not sure of, 
but recommend to verify which ones are true metrics, and which are just 
measures.


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