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

    https://github.com/apache/spark/pull/9364#discussion_r43452622
  
    --- Diff: sql/core/src/test/scala/org/apache/spark/sql/DataFrameSuite.scala 
---
    @@ -987,4 +992,116 @@ class DataFrameSuite extends QueryTest with 
SharedSQLContext {
         val df = (1 to 10).map(Tuple1.apply).toDF("i").as("src")
         assert(df.select($"src.i".cast(StringType)).columns.head === "i")
       }
    +
    +  /**
    +   * Verifies that there is no Exchange between the Aggregations for `df`
    +   */
    +  private def verifyNonExchangingAgg(df: DataFrame) = {
    +    var atFirstAgg: Boolean = false
    +    df.queryExecution.executedPlan.foreach {
    +      case agg: TungstenAggregate => {
    +        atFirstAgg = !atFirstAgg
    +      }
    +      case _ => {
    +        if (atFirstAgg) {
    +          fail("Should not have operators between the two aggregations")
    +        }
    +      }
    +    }
    +  }
    +
    +  /**
    +   * Verifies that there is an Exchange between the Aggregations for `df`
    +   */
    +  private def verifyExchangingAgg(df: DataFrame) = {
    --- End diff --
    
    If we can verify the plan by checking the number of `Exchange`s, how about 
we can merge `verifyNonExchangingAgg` and `verifyExchangingAgg` and add a new 
argument to specify the expected number of `Exchange`s?


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