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

    https://github.com/apache/spark/pull/16867#discussion_r106436689
  
    --- Diff: 
core/src/test/scala/org/apache/spark/util/collection/MedianHeapSuite.scala ---
    @@ -0,0 +1,67 @@
    +/*
    + * 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 java.util.Arrays
    +import java.util.NoSuchElementException
    +
    +import scala.collection.mutable.ArrayBuffer
    +import scala.util.Random
    +
    +import org.apache.spark.SparkFunSuite
    +
    +class MedianHeapSuite extends SparkFunSuite {
    +
    +  test("If no numbers in MedianHeap, NoSuchElementException is thrown.") {
    +    val medianHeap = new MedianHeap()
    +    var valid = false
    +    try {
    +      medianHeap.median
    +    } catch {
    +      case e: NoSuchElementException =>
    +        valid = true
    +    }
    +
    +    assert(valid)
    +  }
    +
    +  test("Median should be correct when size of MedianHeap is even") {
    +    val array = Array(0, 1, 2, 3, 4, 5, 6, 7, 8, 9)
    +    val medianHeap = new MedianHeap()
    +    array.foreach(medianHeap.insert(_))
    +    assert(medianHeap.size() === 10)
    +    assert(medianHeap.median === ((array(4) + array(5)) / 2.0))
    +  }
    +
    +  test("Median should be correct when size of MedianHeap is odd") {
    +    val array = Array(0, 1, 2, 3, 4, 5, 6, 7, 8)
    +    val medianHeap = new MedianHeap()
    +    array.foreach(medianHeap.insert(_))
    +    assert(medianHeap.size() === 9)
    +    assert(medianHeap.median === (array(4)))
    +  }
    +
    +  test("Size of Median should be correct though there are duplicated 
numbers inside.") {
    +    val array = Array(0, 0, 1, 1, 2, 2, 3, 3, 4, 4)
    +    val medianHeap = new MedianHeap()
    +    array.foreach(medianHeap.insert(_))
    +    Arrays.sort(array)
    +    assert(medianHeap.size === 10)
    +    assert(medianHeap.median === ((array(4) + array(5)) / 2.0))
    +  }
    --- End diff --
    
    I know Kay asked for tests with a some hardcoded data, but I think these 
tests are too simplistic.  All of these tests insert data in order, and none 
have significant skew.
    
    Can you add a test case which does something like:
    1) inserts 10 elements with the same value (eg. 5), check the median
    2) insert 100 elements with a larger value (eg 10) check the median
    3) insert 1000 elements with an even smaller value (eg 0), check the median



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