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

    https://github.com/apache/spark/pull/16971#discussion_r103844007
  
    --- Diff: 
sql/catalyst/src/main/scala/org/apache/spark/sql/catalyst/util/QuantileSummaries.scala
 ---
    @@ -176,17 +176,21 @@ class QuantileSummaries(
        * @param quantile the target quantile
        * @return
        */
    -  def query(quantile: Double): Double = {
    +  def query(quantile: Double): Option[Double] = {
         require(quantile >= 0 && quantile <= 1.0, "quantile should be in the 
range [0.0, 1.0]")
         require(headSampled.isEmpty,
           "Cannot operate on an uncompressed summary, call compress() first")
     
    +    if (sampled.isEmpty) {
    +      return None
    +    }
    --- End diff --
    
    Nit: 
    ```
    if (sampled.isEmpty) return None
    ```


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