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On Tue, Mar 19, 2024 at 2:59 PM Shubham Chaudhary <shubhmas...@gmail.com>
wrote:

> Hi Michael,
>
> Lucene already had int8 vector support since 9.5 (#1054
> <https://github.com/apache/lucene/pull/1054>) but it was left to the user
> to get those quantized vectors and index using KnnByteVectorField
> <
> https://lucene.apache.org/core/9_5_0/core/org/apache/lucene/document/KnnByteVectorField.html
> >,
> but with Lucene 9.9 out now there is a native support for int8 scalar
> quantization (#12582 <https://github.com/apache/lucene/pull/12582>) using
> Lucene99ScalarQuantizedVectorsFormat
> <
> https://lucene.apache.org/core/9_9_1/core/org/apache/lucene/codecs/lucene99/Lucene99ScalarQuantizedVectorsFormat.html
> >
> that
> expects a confidence interval from 90-100. Here is a nice blog(s) that
> talks about how it works in Lucene.
>
> -
>
> https://www.elastic.co/search-labs/blog/articles/scalar-quantization-in-lucene
> - https://www.elastic.co/search-labs/blog/articles/scalar-quantization-101
>
> Some other references :
> -
>
> https://lucene.apache.org/core/9_9_1/core/org/apache/lucene/codecs/lucene99/Lucene99ScalarQuantizedVectorsFormat.html
> -
>
> https://lucene.apache.org/core/9_9_1/core/org/apache/lucene/codecs/lucene99/Lucene99ScalarQuantizedVectorsReader.html
> -
>
> https://lucene.apache.org/core/9_9_1/core/org/apache/lucene/codecs/lucene99/Lucene99ScalarQuantizedVectorsWriter.html
>
>
>
> On Wed, Mar 20, 2024 at 1:54 AM Michael Wechner <michael.wech...@wyona.com
> >
> wrote:
>
> > Hi
> >
> > Cohere recently announced there "compressed" embeddings
> >
> > https://twitter.com/Nils_Reimers/status/1769809006762037368
> >
> >
> https://www.linkedin.com/posts/bhavsarpratik_rag-genai-search-activity-7175850704928989187-Ki1N/?utm_source=share&utm_medium=member_desktop
> >
> > Does Lucene Vector Search support this already, or is somebody working
> > on this?
> >
> > Thanks
> >
> > Michael
> >
> > ---------------------------------------------------------------------
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> >
> >
>

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