Github user srowen commented on the issue:

    https://github.com/apache/spark/pull/14948
  
    Note this also now resolves SPARK-3261. This change already means that with 
k-means|| init, fewer than k cluster centers may be returned, which is probably 
correct (and faster). Now random init will also return no duplicate centers, 
and thus < k clusters when the input has size < k.


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