HeartSaVioR opened a new pull request, #56057:
URL: https://github.com/apache/spark/pull/56057

   ### What changes were proposed in this pull request?
   
   Introduce two new methods on `LogicalPlan`:
   
   - `def isStateful: Boolean = false` -- per-operator declaration of whether 
the node is a streaming stateful operator (kept across microbatches).
   - `def containsStatefulOperator: Boolean` -- subtree-level check, memoized.
   
   Override `isStateful` on the operators that are streaming stateful: 
`Aggregate`, `Join` (stream-stream), `GlobalLimit`, `Distinct`, `Deduplicate`, 
`DeduplicateWithinWatermark`, `FlatMapGroupsWithState`, 
`FlatMapGroupsInPandasWithState`, `TransformWithState`, 
`TransformWithStateInPySpark`.
   
   ### Why are the changes needed?
   
   This will be used as a convenient utility for future works. Currently we ask 
each rule to re-derive the stateful-operator check via pattern matching.
   
   ### Does this PR introduce any user-facing change?
   
   No.
   
   ### How was this patch tested?
   
   N/A.
   
   ### Was this patch authored or co-authored using generative AI tooling?
   
   Yes. Generated-by: Claude 4.6 Opus
   


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