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opensearch-project / k-NN

🆕 Find the k-nearest neighbors (k-NN) for your vector data
https://opensearch.org/docs/latest/search-plugins/knn/index/
Apache License 2.0
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Add IVF changes to support Faiss byte vector #2002

Closed naveentatikonda closed 4 weeks ago

naveentatikonda commented 1 month ago

Description

Add IVF changes to support Faiss byte vector which behind the scenes uses Faiss SQ8_direct_signed scalar quantizer.

Related Issues

https://github.com/opensearch-project/k-NN/issues/1659

Check List

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navneet1v commented 1 month ago

@naveentatikonda can we put a small benchmark run for this to showcase that ByteVector with IVF is working and we are seeing drop in memory usage.

naveentatikonda commented 1 month ago

@naveentatikonda can we put a small benchmark run for this to showcase that ByteVector with IVF is working and we are seeing drop in memory usage.

This is the RSS metrics for Cohere-wiki-768 dataset (475,858 vectors) and the memory usage is as expected. IVF memory requirement - 0.4 gb (appx.) Heap - 1GB Total memory provided - 1.7 GB

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