Just wanted to add a comment to the Jira ticket but I don't think I have
permission to do so, so answering here instead. I am encountering the same
issue with a stackOverflow Exception. 
I would like to point out that there is a  
localCheckpoint
<https://jaceklaskowski.gitbooks.io/mastering-apache-spark/spark-rdd-checkpointing.html>
  
method which does not require HDFS to be installed. We could use this
instead of Checkpoint to cut down the lineage. 



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