Github user srowen commented on a diff in the pull request:

    https://github.com/apache/spark/pull/14923#discussion_r77357355
  
    --- Diff: 
mllib/src/main/scala/org/apache/spark/mllib/stat/MultivariateOnlineSummarizer.scala
 ---
    @@ -231,9 +231,9 @@ class MultivariateOnlineSummarizer extends 
MultivariateStatisticalSummary with S
        */
       @Since("1.1.0")
       override def numNonzeros: Vector = {
    -    require(totalWeightSum > 0, s"Nothing has been added to this 
summarizer.")
    +    require(totalCnt > 0, s"Nothing has been added to this summarizer.")
     
    -    Vectors.dense(weightSum)
    +    Vectors.dense(nnz.map(_.asInstanceOf[Double]))
    --- End diff --
    
    The former is a cast, which is 'wrong' because a Long is not a Double, but 
maybe works out with implicits. I assume that's slower. Really you mean "take 
this long and convert it to a double" so the latter is better.


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