LuciferYang opened a new pull request, #12541:
URL: https://github.com/apache/gluten/pull/12541

   ### What changes were proposed in this pull request?
   
   Two small Spark 3.2-era workarounds in the ClickHouse backend that are no 
longer justified now that Gluten supports only Spark 3.3+:
   
   **`ExtendedGeneratorNestedColumnAliasing` 
(`backends-clickhouse/.../ExtendedColumnPruning.scala`)**
   
   Previously reimplemented `NestedColumnAliasing.getAttributeToExtractValues` 
locally because the Spark 3.2 version only accepted two arguments. Every 
currently supported branch (3.3, 3.4, 3.5, 4.0, 4.1) exposes the three-argument 
overload with the `extractor` parameter, so both call sites now delegate to 
upstream and the private reimplementation 
(`collectRootReferenceAndExtractValue`, `getAttributeToExtractValues`, 
`totalFieldNum`) is removed. The Gluten-specific `collectNestedGetStructFields` 
extractor is kept and the call site now has a comment explaining why it is 
needed.
   
   **`HadoopMapReduceAdapter.isBucketWrite` 
(`backends-clickhouse/.../CHColumnarWrite.scala`)**
   
   Previously used reflection to read `WriteJobDescription.bucketSpec`, 
guarding against Spark 3.2 where the field did not exist. `bucketSpec` is a 
public `val` on every currently supported branch, so the reflection helper is 
replaced with a direct `description.bucketSpec.isDefined` check.
   
   No behavior change on any supported Spark version.
   
   ### How was this patch tested?
   
   - `./build/mvn -Pbackends-clickhouse -Pspark-3.3 -Pdelta -pl 
backends-clickhouse -am test-compile -DskipTests`: SUCCESS
   - `./dev/format-scala-code.sh`: no diff
   - Cross-checked `NestedColumnAliasing.getAttributeToExtractValues` bodies on 
`upstream/branch-3.3`, `branch-3.4`, `branch-3.5`, `branch-4.0`, `branch-4.1`: 
three-argument overload present on every branch. The internal `canAlias` guard 
reshuffled between 3.4 and 3.5, but for the Gluten call site using 
`collectNestedGetStructFields` the guard is a semantic no-op (single-attribute 
chains, never traverses lambda variables).
   - Cross-checked `WriteJobDescription.bucketSpec` on the same five branches: 
`val bucketSpec: Option[WriterBucketSpec]` on all of them.
   - ClickHouse-specific runtime tests (`GlutenClickHouseHiveTableSuite`'s 
"Nested column pruning for Project(Filter(Generate))" cases, 
`GlutenClickHouseTPCHParquetBucketSuite`) rely on native artifacts and Linux, 
so they run in CI rather than locally.
   
   ### Was this patch authored or co-authored using generative AI tooling?
   
   Generated-by: Claude claude-opus-4-7
   


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