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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