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[SPARK-54122] [WIP] Implement TwsTester #53159
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- Add TwsTester.scala: Main testing framework for TransformWithState - Add InMemoryStatefulProcessorHandleImpl.scala: In-memory implementation for testing - Add TwsTesterSuite.scala: Test suite for TwsTester framework - Add processors: EventTimeWindow, MultiTimer, RunningCount, SessionTimeout, TopK, WordFrequency
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What changes were proposed in this pull request?
test().setValueState,setListState,setMapState.peekValueState,peekListState,peekMapState.transformWithState, the other is used intransformWithStateInPandas).Why are the changes needed?
Some users requested unit testing functionality for TWS.
Does this PR introduce any user-facing change?
Yes, it adds new public API to Spark:
How was this patch tested?
Added unit and end-to-end tests in this PR. End-to-end tests compare TwsTester output with results of a real streaming query.
Was this patch authored or co-authored using generative AI tooling?
Yes. Cursor with claude-4.5-sonnet was used to assist with coding and generate some of documentation and tests.
Generated-by: claude-4.5-sonnet