zecookiez commented on PR #50030:
URL: https://github.com/apache/spark/pull/50030#issuecomment-2696799664

   @HeartSaVioR There are two non-test main differences compared to the RocksDB 
PR:
   
   - Add tracking of `lastSnapshotUploadedVersion` to HDFS state stores, which 
is updated in the state store object instead of RocksDB. Also updates at the 
end of `writeUpdates` instead of `uploadSnapshot`.
   - Metric creation is done in the state store provider class instead of object
   
   As for the test changes:
   
   - Modified the RocksDB tests slightly to process some additional data in the 
queries, because the version difference check used in HDFS and RocksDB state 
stores uses `>` and `>=` respectively. The general structure of the tests 
remain the same.


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