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

    https://github.com/apache/spark/pull/16483#discussion_r106535595
  
    --- Diff: graphx/src/main/scala/org/apache/spark/graphx/lib/PageRank.scala 
---
    @@ -322,13 +335,12 @@ object PageRank extends Logging {
         def personalizedVertexProgram(id: VertexId, attr: (Double, Double),
           msgSum: Double): (Double, Double) = {
           val (oldPR, lastDelta) = attr
    -      var teleport = oldPR
    -      val delta = if (src==id) resetProb else 0.0
    -      teleport = oldPR*delta
    -
    -      val newPR = teleport + (1.0 - resetProb) * msgSum
    -      val newDelta = if (lastDelta == Double.NegativeInfinity) newPR else 
newPR - oldPR
    -      (newPR, newDelta)
    +      val newPR = if (lastDelta == Double.NegativeInfinity) {
    --- End diff --
    
    My memory of the algorithm is a bit rusty. Why don't you need to check for 
self-loops here anymore?


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