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

    https://github.com/apache/spark/pull/1447#discussion_r15042631
  
    --- Diff: core/src/main/scala/org/apache/spark/rdd/PairRDDFunctions.scala 
---
    @@ -216,17 +216,17 @@ class PairRDDFunctions[K, V](self: RDD[(K, V)])
     
         def reducePartition(iter: Iterator[(K, V)]): Iterator[JHashMap[K, V]] 
= {
           val map = new JHashMap[K, V]
    -      iter.foreach { case (k, v) =>
    -        val old = map.get(k)
    -        map.put(k, if (old == null) v else func(old, v))
    +      iter.foreach { pair =>
    +        val old = map.get(pair._1)
    --- End diff --
    
    This I'm sure has been done a million times, but one more for good luck -- 
here is a `map { case (x, y) => x + y}` versus `foreach { xy => xy._1 + xy._2}`:
    http://www.diffchecker.com/vtv6cptx
    
    No new virtual function calls, but one new branch (trivially branch 
predictable) and one new throw (which will never be invoked), and several 
store/loads. (Perhaps I'm misreading the bytecode, but isn't `astore_2` 
followed by `aload_2` a no-op?)


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