[SPARK-54138][SQL] Enforce constant configuration parameter for Theta and HLL #52836
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What changes were proposed in this pull request?
This PR enforces that the sketch configuration parameter (lgConfigK/lgNomEntries) in both HllSketchAgg and ThetaSketchAgg must be a constant value.
If the parameter expression (right) is not foldable, a QueryExecutionErrors.*MustBeConstantError(prettyName) is thrown.
This change ensures that the aggregation configuration is validated at analysis time rather than runtime, preventing inconsistent or invalid sketch behavior.
Why are the changes needed?
The configuration parameter determines the accuracy and memory footprint of the sketch.
Allowing it to vary dynamically at runtime could lead to nondeterministic aggregation results and incorrect computations.
By enforcing it as a constant expression, we ensure deterministic behavior, predictable memory use, and alignment with the expected semantics of sketch-based aggregations.
Does this PR introduce any user-facing change?
No
How was this patch tested?
Added tests in SQLQueryTestSuite
Was this patch authored or co-authored using generative AI tooling?
No