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

    https://github.com/apache/spark/pull/11119#discussion_r80833366
  
    --- Diff: 
mllib/src/test/scala/org/apache/spark/ml/util/DefaultReadWriteTest.scala ---
    @@ -107,24 +133,34 @@ trait DefaultReadWriteTest extends TempDirectory { 
self: Suite =>
         }
         val model = estimator.fit(dataset)
     
    -    // Test Estimator save/load
    -    val estimator2 = testDefaultReadWrite(estimator)
    -    testParams.foreach { case (p, v) =>
    -      val param = estimator.getParam(p)
    -      assert(estimator.get(param).get === estimator2.get(param).get)
    +    val testFunctions = if (testParams.contains("initialModel")) {
    +      Map(("initialModel", checkModelData.asInstanceOf[(Any, Any) => 
Unit]))
    --- End diff --
    
    I don't think it's a good idea. The code is technically incorrect. At the 
very least, we could pass in a map of functions for each param that has a 
special check. Like adding an extra method argument `checkParamsFunctions: 
Map[String, (Any, Any) => Unit] = Map.empty`. I don't think it's an elegant 
solution but it should at least apply generically. I think it might be 
reasonable to override the equals method, but we should check with @jkbradley.


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