taiyang-li opened a new pull request, #12486:
URL: https://github.com/apache/gluten/pull/12486

   ## What changes were proposed in this pull request?
   
   ColumnarPartialProject previously did not handle generic unmapped catalyst 
expressions shipped in user jars. When such a custom catalyst expression was 
not registered in `ExpressionMappings`, it could still reach native expression 
conversion and fail at runtime.
   
   This patch makes Velox detect those generic unmapped catalyst expressions 
earlier and route them through `ColumnarPartialProject` fallback. `ScalaUDF` 
and Hive UDF keep using their existing dedicated paths instead of being folded 
into the generic fallback path.
   
   ## How was this patch tested?
   
   - Added a Velox unit test with a custom `DummyUnmappedExpr` in 
`UDFPartialProjectSuite`
   - Ran `./dev/format-scala-code.sh`
   - Attempted `./build/mvn -pl backends-velox -Pbackends-velox -Pspark-3.5 
-Pscala-2.12 -Dtest=none 
-Dsuites=org.apache.gluten.expression.UDFPartialProjectSuite test`
   - The Maven test build is currently blocked by pre-existing branch baseline 
compilation errors in files such as `FilterExecTransformer.scala` and 
`VeloxSparkPlanExecApi.scala`, which are unrelated to this patch
   
   ## Does this PR introduce _any_ user-facing change?
   
   No.
   
   ## Was this patch authored or co-authored using generative AI tooling?
   
   Yes.
   Generated-by: OpenAI GPT-5
   


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