Github user shivaram commented on the pull request:

    https://github.com/apache/spark/pull/8280#issuecomment-132345128
  
    The diff I'm proposing is something like 
    ```
    +    val numShuffleDeps = 
rdd.dependencies.filter(_.isInstanceOf[ShuffleDependency[_, _, _]]).length
    +
         // If the RDD has shuffle dependencies and shuffle locality is 
enabled, pick locations that
         // have at least REDUCER_PREF_LOCS_FRACTION of data as preferred 
locations
    -    if (shuffleLocalityEnabled && rdd.partitions.length < 
SHUFFLE_PREF_REDUCE_THRESHOLD) {
    +    if (numShuffleDeps == 1 && shuffleLocalityEnabled &&
    +        rdd.partitions.length < SHUFFLE_PREF_REDUCE_THRESHOLD) {
    ```


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