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Add support for pre-quantized vector exact search (#3095)#3202

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Add support for pre-quantized vector exact search (#3095)#3202
VijayanB wants to merge 2 commits intoopensearch-project:3.1from
VijayanB:backport-3-1

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  • Add support for pre-quantized vector exact search

Implement exact KNN search using pre-quantized vectors from native engines to avoid redundant quantization during query execution. This optimization retrieves quantized vectors directly from FAISS memory-optimized indexes and uses them for Hamming distance calculations.

Description

[Describe what this change achieves]

Related Issues

Resolves #[Issue number to be closed when this PR is merged]

Check List

  • New functionality includes testing.
  • New functionality has been documented.
  • API changes companion pull request created.
  • Commits are signed per the DCO using --signoff.
  • Public documentation issue/PR created.

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…#3095)

* Add support for pre-quantized vector exact search

Implement exact KNN search using pre-quantized vectors from native engines
to avoid redundant quantization during query execution. This optimization
retrieves quantized vectors directly from FAISS memory-optimized indexes
and uses them for Hamming distance calculations.

Signed-off-by: Vijayan Balasubramanian <balasvij@amazon.com>
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