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

    https://github.com/apache/spark/pull/11190#discussion_r53517795
  
    --- Diff: 
sql/core/src/main/scala/org/apache/spark/sql/execution/SparkPlan.scala ---
    @@ -122,7 +125,42 @@ abstract class SparkPlan extends QueryPlan[SparkPlan] 
with Logging with Serializ
       final def prepare(): Unit = {
         if (prepareCalled.compareAndSet(false, true)) {
           doPrepare()
    +
    +      // collect all the subqueries and submit jobs to execute them in 
background
    +      val queryResults = ArrayBuffer[(ScalarSubquery, 
Future[Array[InternalRow]])]()
    +      val allSubqueries = expressions.flatMap(_.collect {case e: 
ScalarSubquery => e})
    +      allSubqueries.foreach { e =>
    +        val futureResult = scala.concurrent.future {
    +          val df = DataFrame(sqlContext, e.query)
    +          df.queryExecution.toRdd.collect()
    +        }(SparkPlan.subqueryExecutionContext)
    +        queryResults += e -> futureResult
    +      }
    +
           children.foreach(_.prepare())
    +
    +      val timeout: Duration = {
    +        val timeoutValue = sqlContext.conf.broadcastTimeout
    +        if (timeoutValue < 0) {
    +          Duration.Inf
    +        } else {
    +          timeoutValue.seconds
    +        }
    +      }
    +
    +      // fill in the result of subqueries
    +      queryResults.foreach {
    +        case (e, futureResult) =>
    +          val rows = Await.result(futureResult, timeout)
    --- End diff --
    
    All the subqueries are submitted in the same (during beginning of 
prepare()), so the total time should be `timeout`.
    
    Should we create another config for subquery or rename the broadcast one?


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