mohammadnaqvi04 opened a new pull request, #26904:
URL: https://github.com/apache/datafusion/pull/26904

   ## Which issue does this PR close?
   
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   Part of #5492.
   
   ## Rationale for this change
   
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    Why are you proposing this change? If this is already explained clearly in 
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   behavior, rather than the implementation.
   
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   Many correlated subqueries fail to plan in DataFusion today, and some return 
wrong rows. #5492 tracks a general decorrelation rule to replace the current 
rules, and the plan proposed there starts with a tests-only PR, so every later 
PR has a fixed set of queries to check its fixes against.
   
   ## What changes are included in this PR?
   
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   There is no need to duplicate the description in the issue here, but it is 
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   `subquery_decorrelation.slt` containing 57 queries.
   
   Includes the following:
   
   - The 12 shapes of the shape catalog linked in 
[#5492](https://github.com/apache/datafusion/issues/5492#issuecomment-5934476405).
 Three fail at planning with a schema error, six are left in the plan and fail 
at physical planning, one is a control that works today, and two are not valid 
SQL, because an aggregate over outer columns only belongs to the outer query. 
DuckDB rejects those two, and DataFusion should reject them while planning.
   - All 44 queries from the repros in @jayzhan211's prototype branch, mostly 
one per issue, including the dbolympics shapes 
([#26704](https://github.com/apache/datafusion/issues/26704), 
[#26710](https://github.com/apache/datafusion/issues/26710), 
[#14554](https://github.com/apache/datafusion/issues/14554), 
[#16137](https://github.com/apache/datafusion/issues/16137), 
[#15558](https://github.com/apache/datafusion/issues/15558)) and the 
wrong-result issues 
([#26014](https://github.com/apache/datafusion/issues/26014), 
[#26032](https://github.com/apache/datafusion/issues/26032), 
[#25808](https://github.com/apache/datafusion/issues/25808), 
[#26503](https://github.com/apache/datafusion/issues/26503), 
[#26692](https://github.com/apache/datafusion/issues/26692)). The 
[#26285](https://github.com/apache/datafusion/issues/26285) query panics in the 
hash join today, so it runs with `datafusion.optimizer.prefer_hash_join = 
false`, which gives the error from the issue instead.
   - The repro for [#26572](https://github.com/apache/datafusion/issues/26572) 
from the list on 
[#5492](https://github.com/apache/datafusion/issues/5492#issuecomment-6479109212).
   
   [#26569](https://github.com/apache/datafusion/issues/26569) from that list 
isn't included, because it only affects joins built through the Rust API. 
DataFusion's own decorrelation sets the value key count 
(`null_aware(value_keys=2)` for a two-column `NOT IN`), so no SQL query shows 
it.
   
   The cases @jayzhan211's fuzzer found will follow in a second PR.
   
   Each query records what `main` returns today, so a PR that fixes one 
replaces the recorded error or rows with the right answer. Cases taken from an 
issue link to it. Today the 57 queries break down as follows.
   
   | Today | Queries |
   |---|---|
   | Fails to plan or execute | 34 |
   | Returns wrong rows | 11 |
   | Returns the right rows | 8 |
   | Fails, as it should | 4 |
   
   ## What is the testing strategy for this PR?
   
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   1. Prevent the code from being accidentally broken by subsequent changes
   2. Serve as another way to document the expected behavior of the code
   
   Briefly describe how this PR is tested, and point to the specific tests you 
added. For example: 'This new feature is covered by the `sqllogictest` cases 
added in `foo.slt`'.
   
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   The file passes on `main`, with output recorded by `--complete`, errors 
trimmed to stable patterns, and `rowsort` for queries without an `ORDER BY`. 
Answers were checked against DuckDB 2.0.0, and SQLite 3.51 agrees on 51 of the 
57. @jayzhan211's harness agrees with the file on the 40 of 44 repro queries it 
can check.
   
   ## Are there any user-facing changes?
   
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   No, this only adds tests.
   
   ## AI Usage
   
   _AI was used during development of this PR, primarily to help review the 
test suite and verify test cases against the DB binaries._
   


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