zhengruifeng commented on a change in pull request #28206: [SPARK-31436][ML]
MinHash keyDistance optimization
URL: https://github.com/apache/spark/pull/28206#discussion_r407828815
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File path: mllib/src/main/scala/org/apache/spark/ml/feature/MinHashLSH.scala
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@@ -70,19 +70,51 @@ class MinHashLSHModel private[ml](
@Since("2.1.0")
override protected[ml] def keyDistance(x: Vector, y: Vector): Double = {
- val xSet = x.nonZeroIterator.map(_._1).toSet
- val ySet = y.nonZeroIterator.map(_._1).toSet
- val intersectionSize = xSet.intersect(ySet).size.toDouble
- val unionSize = xSet.size + ySet.size - intersectionSize
+ val xIter = x.nonZeroIterator.map(_._1)
Review comment:
Yes, the iterator here is in order and has unique indices
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