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

    https://github.com/apache/spark/pull/11919#discussion_r58854819
  
    --- Diff: mllib/src/main/scala/org/apache/spark/ml/recommendation/ALS.scala 
---
    @@ -672,7 +673,7 @@ object ALS extends DefaultParamsReadable[ALS] with 
Logging {
             itemFactors = computeFactors(userFactors, userOutBlocks, 
itemInBlocks, rank, regParam,
               userLocalIndexEncoder, solver = solver)
             if (shouldCheckpoint(iter)) {
    -          itemFactors.checkpoint()
    +          ALS.checkpointAndCleanParents(itemFactors)
               itemFactors.count() // checkpoint item factors and cut lineage
               deletePreviousCheckpointFile()
    --- End diff --
    
    @mengxr I haven't looked at this code in quite a while - can you remind me 
why in the explicit case `deletePreviousCheckpointFile` and 
`previousCheckpointFile = itemFactors.getCheckpointFile` happens before 
`userFactors` is computed, while in the implicit case it happens after?


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