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

    https://github.com/apache/spark/pull/3997#discussion_r23087164
  
    --- Diff: mllib/src/main/scala/org/apache/spark/mllib/linalg/Vectors.scala 
---
    @@ -449,6 +461,37 @@ class SparseVector(
       override def toString: String =
         "(%s,%s,%s)".format(size, indices.mkString("[", ",", "]"), 
values.mkString("[", ",", "]"))
     
    +  override def equals(other: Any): Boolean = {
    +    other match {
    +      case v: SparseVector => {
    +        if (this.size != v.size) { return false }
    +        val thisValues = this.values
    +        val thisIndices = this.indices
    +        val thisSize = thisValues.size
    +        val otherValues = v.values
    +        val otherIndices = v.indices
    +        val otherSize = otherValues.size
    +
    +        var k1 = 0
    +        var k2 = 0
    +        var allEqual = true
    +        while (allEqual) {
    +          while (k1 < thisSize && thisValues(k1) == 0) k1 += 1
    +          while (k2 < otherSize && otherValues(k2) == 0) k2 += 1
    +
    +          if (k1 >= thisSize || k2 >= otherSize) {
    +            return k1 >= thisSize && k2 >= otherSize // check end alignment
    +          }
    +          allEqual = thisIndices(k1) == otherIndices(k2) && thisValues(k1) 
== otherValues(k2)
    +          k1 += 1
    +          k2 += 1
    +        }
    +        allEqual
    +      }
    +      case _ => super.equals(other)
    +    }
    +  }
    +
    --- End diff --
    
    Yes I like this version. Still pretty clear, and I think it's fine to 
optimize this a bit. There's still an opportunity to optimize sparse vs dense 
comparison, right?


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