Github user viirya commented on the issue:

    https://github.com/apache/spark/pull/14452
  
    @hvanhovell Thanks for looking at this.
    
    The first attempt of this PR is to address all `SubqueryAlias`. But looks 
like we use `SubqueryAlias` plan in many places. To de-duplicating all of them 
causes the query plan weird and fails some tests as I remember. So I turn to 
only address the subqueries in CTE.
    
    I have no cue about the exchange reuse, is it about broadcast exchange? If 
so, I think not all subqueries are able for broadcasting? Our initial test 
shows that de-duplicating the CTE subqueries can save half of the execution 
time for query 64.
    
    BTW, the CTE is the motivation of this PR. We found the duplicate 
materialization of CTE subqueries in TPC-DS queries (for example, query 64) 
degrades the performance.


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