malinjawi opened a new pull request, #11963:
URL: https://github.com/apache/gluten/pull/11963

   ## What changes are proposed in this pull request?
   
   This PR takes the direction we settled on after the earlier native DV PoC 
work and the follow-up benchmarks.
   
   The earlier PoC showed that a fully native Delta DV read path is feasible. 
But the benchmark results did not show a strong performance reason to keep 
native DV IO/materialization as the default design. The hotter path is still 
native DV consume/apply/filter during scan.
   
   So this PR changes the read path to:
   
   - JVM / Delta side materializes the deletion vector and serializes it into 
bytes
   - Java passes the serialized DV payload to C++
   - native / Velox keeps scan-time responsibilities:
     - consume/deserialization of the serialized DV payload
     - DV application and filtering during scan
     - Delta split / connector / datasource integration
   
   In other words, this PR keeps the native execution-side work from the 
earlier PoC, but moves DV materialization/loading to the JVM side for a simpler 
and easier-to-maintain baseline.
   
   Additional cleanup in this PR:
   - remove native DV file/inline/materialization ownership from this path
   - strip the synthetic Spark DV predicate/column from the native offloaded 
plan so DV is not applied twice
   - add native Delta tests for the retained consume/apply path
   
   So the intended split is now:
   
   - JVM / Delta utilities own DV materialization/loading
   - native / Velox owns scan-time DV consume/apply/filter
   
   This also keeps the door open to add a native DV IO layer later if future 
DV-heavy workloads justify it.
   
   
   ## How was this patch tested?
   
   Build / validation:
   - `./build/mvn -pl gluten-delta,backends-velox -am -Pbackends-velox 
-Pspark-3.5 -Pdelta -DskipTests compile`
   
   Functional validation:
   - Real uncached Spark 3.5 Delta DV benchmark on a `4,000,000` row table with 
`64` DV-bearing files
   - Verified Gluten offloads through `FileDeltaScanTransformer`
   - Verified result correctness matches vanilla Spark exactly
   
   
   ## Was this patch authored or co-authored using generative AI tooling?
   
   Generated-by: IBM BOB
   


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