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

    https://github.com/apache/spark/pull/18693#discussion_r128635631
  
    --- Diff: graphx/src/main/scala/org/apache/spark/graphx/lib/PageRank.scala 
---
    @@ -199,10 +199,10 @@ object PageRank extends Logging {
         require(sources.max <= Int.MaxValue.toLong,
           s"This implementation currently only works for source vertex ids at 
most ${Int.MaxValue}")
         val zero = Vectors.sparse(sources.size, List()).asBreeze
    -    val sourcesInitMap = sources.zipWithIndex.map { case (vid, i) =>
    +    val sourcesInitMap: Map[VertexId, BV[Double]] = 
sources.zipWithIndex.map { case (vid, i) =>
           val v = Vectors.sparse(sources.size, Array(i), Array(1.0)).asBreeze
           (vid, v)
    -    }.toMap
    +    }(collection.breakOut)
    --- End diff --
    
    The principles are the same, 
    `sources.zipWithIndex.map {...}' allocates a collection of tuples, `.toMap` 
then uterates and converts them into the map (hehe).
    breakOut is the implementation of CanBuildFrom, the implicit parameter 
passed to `Traversable.map` method. Once used, it allows populating newborn map 
directly, without intermediate collection of tuples. 


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