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

    https://github.com/apache/spark/pull/18610#discussion_r129997548
  
    --- Diff: mllib/src/main/scala/org/apache/spark/ml/util/ReadWrite.scala ---
    @@ -309,6 +313,23 @@ private[ml] object DefaultParamsWriter {
         val metadataJson: String = compact(render(metadata))
         metadataJson
       }
    +
    +  /**
    +   * Save estimator's `initialModel` to corresponding path.
    +   */
    +  def saveInitialModel[T <: HasInitialModel[_ <: MLWritable with Params]](
    +      instance: T, path: String): Unit = {
    +    if (instance.isDefined(instance.initialModel)) {
    +      val initialModelPath = new Path(path, "initialModel").toString
    +      val initialModel = instance.getOrDefault(instance.initialModel)
    +      // When saving, only keep the direct initialModel by eliminating 
possible initialModels of the
    +      // direct initialModel, to avoid unnecessary deep recursion of 
initialModel.
    +      if (initialModel.hasParam("initialModel")) {
    +        initialModel.clear(initialModel.getParam("initialModel"))
    +      }
    +      initialModel.save(initialModelPath)
    --- End diff --
    
    Actually we did in the later way, ```initialModel``` is only param for 
Estimator, not for Model. Thanks.


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