Github user szhem commented on the issue:

    https://github.com/apache/spark/pull/19410
  
    I've tested the mentioned checkpointers with 
`spark.cleaner.referenceTracking.cleanCheckpoints` set to `true` and without 
explicit checkpoint files removal.
    
    It seems that there are somewhere hard references remained - old checkpoint 
files are not deleted at all and it seems that ContextCleaner.doCleanCheckpoint 
is never called.


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