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

    https://github.com/apache/spark/pull/19186#discussion_r138140113
  
    --- Diff: 
mllib/src/main/scala/org/apache/spark/ml/regression/IsotonicRegression.scala ---
    @@ -165,8 +170,7 @@ class IsotonicRegression @Since("1.5.0") 
(@Since("1.5.0") override val uid: Stri
         transformSchema(dataset.schema, logging = true)
         // Extract columns from data.  If dataset is persisted, do not persist 
oldDataset.
         val instances = extractWeightedLabeledPoints(dataset)
    -    val handlePersistence = dataset.rdd.getStorageLevel == 
StorageLevel.NONE
    -    if (handlePersistence) instances.persist(StorageLevel.MEMORY_AND_DISK)
    +    if ($(handlePersistence)) 
instances.persist(StorageLevel.MEMORY_AND_DISK)
    --- End diff --
    
    See comment above, we should also check that `dataset.storageLevel == 
StorageLevel.NONE`


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