lgbo-ustc opened a new pull request, #12417:
URL: https://github.com/apache/gluten/pull/12417

   ## What changes were proposed in this pull request?
   
   Support checkpoint/restore for Gluten Flink native Kafka source offsets:
   
   1. **Persist native source checkpoint records**: `GlutenSourceFunction` now 
snapshots native source state with the real Flink checkpoint id and stores the 
returned records in Flink operator `ListState<String>`.
   
   2. **Restore source offsets from operator state**: restored source 
checkpoint records are loaded from Flink operator state and passed back to 
native execution during source initialization.
   
   3. **Kafka source restore coverage**: add a Kafka + MiniCluster IT that 
verifies checkpoint records are written, restored after failure, and can be 
manually bootstrapped to start consuming from a specified offset.
   
   4. **Kafka source helper**: add a test helper for reading and writing Gluten 
Kafka source checkpoint state through Flink State Processor API.
   
   5. **Kafka source config fixes**: align native Kafka startup offset handling 
with Flink startup mode and pass `task_parallelism` expected by the native 
Kafka connector.
   
   Depends on:
   
   - bigo-sg/velox4j `feature/flink-source-offset-checkpoint-state` (`7bea365`)
   
   ## How was this patch tested?
   
   ```bash
   mvn spotless:apply -pl ut
   mvn test -pl ut -am -Dtest=KafkaSourceCheckpointIT -DfailIfNoTests=false
   ```
   
   ## Was this patch authored or co-authored using generative AI tooling?
   
   Generated-by: OpenAI gpt-5.5
   


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