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

    https://github.com/apache/spark/pull/19588#discussion_r152443133
  
    --- Diff: 
mllib/src/main/scala/org/apache/spark/ml/feature/VectorIndexer.scala ---
    @@ -311,22 +342,39 @@ class VectorIndexerModel private[ml] (
       // TODO: Check more carefully about whether this whole class will be 
included in a closure.
     
       /** Per-vector transform function */
    -  private val transformFunc: Vector => Vector = {
    +  private lazy val transformFunc: Vector => Vector = {
    --- End diff --
    
    I'm not super familiar with scala closures, but if we do
    ```
    def transformFunc: Vector => Vector = {
        
        val sortedCatFeatureIndices = categoryMaps.keys.toArray.sorted
        val localVectorMap = categoryMaps
        val localNumFeatures = numFeatures
        val localHandleInvalid = getHandleInvalid
        val f : Vector => Vector = { (v: Vector) => ...}
        f
    }
    ```
    Won't we still get a closure and avoid serializing the entire model?


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