malinjawi opened a new pull request, #12078:
URL: https://github.com/apache/gluten/pull/12078

   ## What changes were proposed in this pull request?
   
   This PR fixes the nightly package failure for the Spark 4.1 + Delta 4.0 
Velox build path.
   
   Changes:
   - Use explicit `SparkMDC.of(...)` calls in Delta 4.0 logging code so the 
import is used consistently across Spark 4.0 and Spark 4.1.
   - Add Spark 4.1 compatibility shims for Delta 4.0 references to the old 
streaming `CheckpointFileManager` and `MemoryStream` packages.
   - Add PR CI compile coverage for Spark 4.1 + Delta in the Velox x86 workflow 
so this package-only nightly failure is caught earlier.
   
   ## Why are the changes needed?
   
   The nightly package build compiles Spark 4.1 with `-Pdelta`, but PR CI only 
covered Delta on the Spark 4.0 fast-build path. Spark 4.1 changed the logging 
MDC shape and moved streaming APIs used by Delta 4.0, so the issue only 
surfaced in nightly packaging.
   
   ## How was this patch tested?
   
   - `./build/mvn -ntp -pl shims/spark41 clean install -Pspark-4.1 -Pscala-2.13 
-Pjava-21 -DskipTests -Dmaven.source.skip`
   - `./build/mvn -ntp -pl backends-velox -am clean install -Pspark-4.1 
-Pscala-2.13 -Pjava-21 -Pbackends-velox -Pceleborn -Puniffle -Pdelta 
-DskipTests -Dmaven.source.skip`
   - `./build/mvn -ntp -pl backends-velox -am clean install -Pspark-4.0 
-Pscala-2.13 -Pjava-21 -Pbackends-velox -Pceleborn -Puniffle -Piceberg -Phudi 
-Pdelta -Ppaimon -DskipTests -Dmaven.source.skip`
   - `git diff --check`


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