Github user MLnick commented on the issue:

    https://github.com/apache/spark/pull/17000
  
    Is the speedup coming mostly from the `MultivariateOnlineSummarizer` stage?
    
    See https://issues.apache.org/jira/browse/SPARK-19634 which is for porting 
this operation to use DataFrame UDAF and for computing only the required 
metrics (instead of forcing computing all as is done currently). I wonder how 
that will compare?


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