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[FEATURE] Add GRPC support for k-NN queries #2816

@karenyrx

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@karenyrx

Is your feature request related to a problem? Please describe.

Currently, the k-NN plugin only supports REST API queries. With OpenSearch moving transport-grpc from a plugin to a core module (PR #18897), and real world benchmarking results (which will be published in a separate future issue) showing a sizeable performance gains for GRPC KNN over HTTP queries, there's an opportunity to provide native GRPC support for k-NN queries.

Describe the solution you'd like

Add native GRPC support for k-NN queries, enabling clients to perform vector searches using Protocol Buffers over GRPC transport instead of REST APIs.

Expected performance benefits include:

  • Reduced Serialization Overhead: Binary protocol buffers vs JSON
  • Lower Network Latency: HTTP/2 multiplexing vs HTTP/1.1
  • Better Throughput: Connection reuse and streaming capabilities
  • Type Safety: Compile-time validation vs runtime JSON parsing
  • Streaming support: Potential for streaming large result sets

Describe alternatives you've considered

N/A

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