
Nimesh delivered Velox ANSI mode arithmetic expressions support in the apache/incubator-gluten repository, expanding backend capabilities for ANSI-mode workloads. He implemented a configuration option that allows direct execution of arithmetic expressions in ANSI mode on the Velox backend, reducing reliance on Spark fallback. Using Java and Scala, Nimesh focused on backend development and performance optimization, ensuring that arithmetic operations behave predictably under ANSI mode. He also developed comprehensive tests to validate correctness and reliability. The work addressed execution path flexibility and improved maintainability, demonstrating a solid understanding of SQL processing and Spark integration within a complex distributed data processing environment.

In August 2025, delivered Velox ANSI mode arithmetic expressions support in the apache/incubator-gluten repository, with a new configuration option to control fallback behavior when ANSI mode is enabled, enabling execution paths instead of always falling back to Spark. Added tests validating arithmetic operations under ANSI mode to ensure correctness and reliability. Commit 87b58aa5af6bff8d1efecffda0ae9a5e8a2676ba captures the change set. This work expands Velox backend capabilities, improves execution predictability, and reduces dependency on Spark for ANSI-mode workloads.
In August 2025, delivered Velox ANSI mode arithmetic expressions support in the apache/incubator-gluten repository, with a new configuration option to control fallback behavior when ANSI mode is enabled, enabling execution paths instead of always falling back to Spark. Added tests validating arithmetic operations under ANSI mode to ensure correctness and reliability. Commit 87b58aa5af6bff8d1efecffda0ae9a5e8a2676ba captures the change set. This work expands Velox backend capabilities, improves execution predictability, and reduces dependency on Spark for ANSI-mode workloads.
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