Allison Wang created SPARK-34974:
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             Summary: Improve the subquery decorrelation framework
                 Key: SPARK-34974
                 URL: https://issues.apache.org/jira/browse/SPARK-34974
             Project: Spark
          Issue Type: Improvement
          Components: SQL
    Affects Versions: 3.2.0
            Reporter: Allison Wang


Currently, Spark has limited support for correlated subqueries. It only allows 
Filter to have outer column references and does not support non-equality 
predicates when the subquery is aggregated. Please see 
https://issues.apache.org/jira/browse/SPARK-18455 for more details on how 
subquery decorrelation works in Spark.

The task here is to implement another technique introduced in "Unnesting 
Arbitrary Queries" by T. Neumann; A. Kemper
([http://www.btw-2015.de/res/proceedings/Hauptband/Wiss/Neumann-Unnesting_Arbitrary_Querie.pdf]).
 This allows Spark to have outer query column references other than Filter, 
decorrelate subqueries with more types of operators, and support correlated 
non-equality predicates.



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