Github user imatiach-msft commented on the issue:

    https://github.com/apache/spark/pull/16654
  
    Wouldn't we eventually want to add a lot more clustering metrics like Dunn, 
Davies-Bouldin, Simplified Silhouette etc... there are a lot of clustering 
metrics and it seems like a good idea to have separate metrics and evaluator 
classes for them so that it would be easy to use/extend them.  It would also be 
nice to be able to sweep over the hyperparameters of the clustering algorithms 
and use the evaluators as part of cross validate (or am I misunderstanding and 
it is already possible with the changes in this review?).


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