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

    https://github.com/apache/spark/pull/11919#discussion_r58854519
  
    --- Diff: mllib/src/main/scala/org/apache/spark/ml/recommendation/ALS.scala 
---
    @@ -656,7 +656,8 @@ object ALS extends DefaultParamsReadable[ALS] with 
Logging {
             
itemFactors.setName(s"itemFactors-$iter").persist(intermediateRDDStorageLevel)
             // TODO: Generalize PeriodicGraphCheckpointer and use it here.
             if (shouldCheckpoint(iter)) {
    -          itemFactors.checkpoint() // itemFactors gets materialized in 
computeFactors.
    +          // itemFactors gets materialized in computeFactors & here.
    +          ALS.checkpointAndCleanParents(itemFactors)
    --- End diff --
    
    `cleanEagerly` does a `rdd.count()` - in the implicit case I believe 
`itemFactors` is already materialized hence in this case we would be doing 2 
counts which may be wasteful.


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