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

    https://github.com/apache/spark/pull/19108#discussion_r174977489
  
    --- Diff: 
mllib/src/test/scala/org/apache/spark/ml/stat/KolmogorovSmirnovTestSuite.scala 
---
    @@ -0,0 +1,133 @@
    +/*
    + * 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.ml.stat
    +
    +import org.apache.commons.math3.distribution.{ExponentialDistribution, 
NormalDistribution}
    +import org.apache.commons.math3.stat.inference.{KolmogorovSmirnovTest => 
Math3KSTest}
    +
    +import org.apache.spark.SparkFunSuite
    +import org.apache.spark.ml.util.DefaultReadWriteTest
    +import org.apache.spark.ml.util.TestingUtils._
    +import org.apache.spark.mllib.util.MLlibTestSparkContext
    +import org.apache.spark.sql.Row
    +
    +class KolmogorovSmirnovTestSuite
    +  extends SparkFunSuite with MLlibTestSparkContext with 
DefaultReadWriteTest {
    +
    +  import testImplicits._
    +
    +  test("1 sample Kolmogorov-Smirnov test: apache commons math3 
implementation equivalence") {
    +    // Create theoretical distributions
    +    val stdNormalDist = new NormalDistribution(0, 1)
    +    val expDist = new ExponentialDistribution(0.6)
    +
    --- End diff --
    
    In the spark.mllib tests, it looks like they meant to test against the 
uniform distribution but forgot to.  Would you mind adding that test?


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