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

    https://github.com/apache/spark/pull/20956#discussion_r178518257
  
    --- Diff: 
mllib/src/main/scala/org/apache/spark/ml/tree/impl/NodeIdCache.scala ---
    @@ -166,9 +166,13 @@ private[spark] class NodeIdCache(
             }
           }
         }
    +    if (nodeIdsForInstances != null) {
    +      // Unpersist current one if one exists.
    +      nodeIdsForInstances.unpersist(false)
    +    }
         if (prevNodeIdsForInstances != null) {
           // Unpersist the previous one if one exists.
    -      prevNodeIdsForInstances.unpersist()
    +      prevNodeIdsForInstances.unpersist(false)
    --- End diff --
    
    Same question as above. `deleteAllCheckpoints` is blocking because it 
involves calls to `FileSystem.delete`. So, does it make sense to make the call 
to `unpersist` non-blocking? Am I missing something here?


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