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

    https://github.com/apache/spark/pull/6112#discussion_r31387451
  
    --- Diff: mllib/src/main/scala/org/apache/spark/mllib/linalg/Vectors.scala 
---
    @@ -717,6 +719,49 @@ class SparseVector(
           new SparseVector(size, ii, vv)
         }
       }
    +
    +  override def argmax: Int = {
    +    if (size == 0) {
    +      -1
    +    } else {
    +
    +      //grab first active index and value by default
    +      var maxIdx = indices(0)
    +      var maxValue = values(0)
    +
    +      foreachActive { (i, v) =>
    +        if (v > maxValue) {
    +          maxIdx = i
    +          maxValue = v
    +        }
    +      }
    +
    +      // look for inactive values incase all active node values are 
negative
    +      if(size != values.size && maxValue <= 0){
    --- End diff --
    
    btw, scipy also allows zero values to be stored in the active nodes. Doing 
such a check might be expensive when values are large. 


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