Uploaded image for project: 'Spark'
  1. Spark
  2. SPARK-2521

Broadcast RDD object once per TaskSet (instead of sending it for every task)

    XMLWordPrintableJSON

    Details

    • Type: Improvement
    • Status: Resolved
    • Priority: Major
    • Resolution: Fixed
    • Affects Version/s: None
    • Fix Version/s: 1.1.0
    • Component/s: Spark Core
    • Labels:
      None
    • Target Version/s:

      Description

      Currently (as of Spark 1.0.1), Spark sends RDD object (which contains closures) using Akka along with the task itself to the executors. This is inefficient because all tasks in the same stage use the same RDD object, but we have to send RDD object multiple times to the executors. This is especially bad when a closure references some variable that is very large. The current design led to users having to explicitly broadcast large variables.

      The patch uses broadcast to send RDD objects and the closures to executors, and use Akka to only send a reference to the broadcast RDD/closure along with the partition specific information for the task. For those of you who know more about the internals, Spark already relies on broadcast to send the Hadoop JobConf every time it uses the Hadoop input, because the JobConf is large.

      The user-facing impact of the change include:

      Users won't need to decide what to broadcast anymore, unless they would want to use a large object multiple times in different operations
      Task size will get smaller, resulting in faster scheduling and higher task dispatch throughput.
      In addition, the change will simplify some internals of Spark, eliminating the need to maintain task caches and the complex logic to broadcast JobConf (which also led to a deadlock recently).

      A simple way to test this:

      val a = new Array[Byte](1000*1000); scala.util.Random.nextBytes(a);
      sc.parallelize(1 to 1000, 1000).map { x => a; x }.groupBy { x => a; x }.count
      Numbers on 3 r3.8xlarge instances on EC2
      
      master branch: 5.648436068 s, 4.715361895 s, 5.360161877 s
      with this change: 3.416348793 s, 1.477846558 s, 1.553432156 s
      

        Attachments

          Issue Links

            Activity

              People

              • Assignee:
                rxin Reynold Xin
                Reporter:
                rxin Reynold Xin
              • Votes:
                0 Vote for this issue
                Watchers:
                4 Start watching this issue

                Dates

                • Created:
                  Updated:
                  Resolved: