Github user viirya commented on the issue:

    https://github.com/apache/spark/pull/15651
  
    @yhuai  We have `RDD.localCheckpoint` which provides alternative approach 
to truncate periodically long lineages  while skipping the expensive step of 
replicating the materialized data in a reliable distributed file system.
    
    What do you think we can also add it to Dataset?


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