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

    https://github.com/apache/spark/pull/16867#discussion_r106833737
  
    --- Diff: 
core/src/main/scala/org/apache/spark/util/collection/MedianHeap.scala ---
    @@ -0,0 +1,95 @@
    +/*
    + * Licensed to the Apache Software Foundation (ASF) under one or more
    + * contributor license agreements.  See the NOTICE file distributed with
    + * this work for additional information regarding copyright ownership.
    + * The ASF licenses this file to You under the Apache License, Version 2.0
    + * (the "License"); you may not use this file except in compliance with
    + * the License.  You may obtain a copy of the License at
    + *
    + *    http://www.apache.org/licenses/LICENSE-2.0
    + *
    + * Unless required by applicable law or agreed to in writing, software
    + * distributed under the License is distributed on an "AS IS" BASIS,
    + * WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
    + * See the License for the specific language governing permissions and
    + * limitations under the License.
    + */
    +
    +package org.apache.spark.util.collection
    +
    +import scala.collection.mutable.PriorityQueue
    +
    +/**
    + * MedianHeap is designed to be used to quickly track the median of a 
group of numbers
    + * that may contain duplicates. Inserting a new number has O(log n) time 
complexity and
    + * determining the median has O(1) time complexity.
    + * The basic idea is to maintain two heaps: a smallerHalf and a 
largerHalf. The smallerHalf
    + * stores the smaller half of all numbers while the largerHalf stores the 
larger half.
    + * The sizes of two heaps need to be balanced each time when a new number 
is inserted so
    + * that their sizes will not be different by more than 1. Therefore each 
time when
    + * findMedian() is called we check if two heaps have the same size. If 
they do, we should
    + * return the average of the two top values of heaps. Otherwise we return 
the top of the
    + * heap which has one more element.
    + */
    +
    +private[spark] class MedianHeap(implicit val ord: Ordering[Double]) {
    +
    +  // Stores all the numbers less than the current median in a smallerHalf,
    +  // i.e median is the maximum, at the root
    +  private[this] var smallerHalf = PriorityQueue.empty[Double](ord)
    --- End diff --
    
    very minor -- could you make this comment a doc with `/**`?  Even though 
its private, I find that helpful as that is useful in IDEs where they'll show 
this text w/ a hover on a reference


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