Github user viirya commented on the issue:

    https://github.com/apache/spark/pull/16785
  
    @hvanhovell Yeah, I think so. As in previous comment, I don't find a way 
now to improve `getAliasedConstraints` significantly by re-writing its logic 
without parallel collection.
    
    We may consider #16775 which is an another solution to fix this issue by 
checkpointing datasets for pipelines of long stages.


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