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

    https://github.com/apache/spark/pull/18428#discussion_r124185896
  
    --- Diff: 
mllib/src/main/scala/org/apache/spark/ml/tuning/ValidatorParams.scala ---
    @@ -126,10 +126,22 @@ private[ml] object ValidatorParams {
           extraMetadata: Option[JObject] = None): Unit = {
         import org.json4s.JsonDSL._
     
    +    var numParamsNotJson = 0
         val estimatorParamMapsJson = compact(render(
           instance.getEstimatorParamMaps.map { case paramMap =>
             paramMap.toSeq.map { case ParamPair(p, v) =>
    -          Map("parent" -> p.parent, "name" -> p.name, "value" -> 
p.jsonEncode(v))
    +          v match {
    +            case writeableObj: MLWritable =>
    --- End diff --
    
    Per my comment below in the load() section, this should be restricted to 
DefaultParamsWritable for now.  Could you please do so, but also add a check 
which throws an error if `v` is MLWritable but not DefaultParamsWritable?


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