Github user viirya commented on the issue:

    https://github.com/apache/spark/pull/16785
  
    I don't find a way to improve `getAliasedConstraints` significantly by 
re-writing its logic. The current way to improve its performance is using 
parallel collection to do the transformation in parallel. It can cut the 
running time by half (see benchmark in the pr description), but the running 
time (13.5 secs) is still too long compared with 1.6.
    
    We may consider #16775 which is an another solution to fix this issue by 
checkpointing datasets for pipelines of long stages, or both of them.


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