Add Faiss byte vector support blog #3458
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Signed-off-by: Fanit Kolchina <[email protected]>
kolchfa-aws
requested review from
elfisher,
AMoo-Miki,
nknize,
krisfreedain,
peterzhuamazon,
CEHENKLE,
dtaivpp,
nateynateynate and
natebower
as code owners
Signed-off-by: Fanit Kolchina <[email protected]>
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@pajuric Please edit the meta when you get a chance. Thank you! |
naveentatikonda
approved these changes
Nov 22, 2024
natebower
reviewed
Nov 25, 2024
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@kolchfa-aws Editorial review complete. Please see my comments and changes and let me know if you have any questions. Thanks!
Cc: @pajuric
| ## Future enhancements | ||
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| In future versions, we plan to enhance this feature by adding an `on_disk` mode with a `4x` compression level in Faiss. This mode will accept `fp32` vectors as input, perform online training, and quantize the data into byte-sized vectors, eliminating the need for performing external quantization. | ||
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Line 185, first sentence: "compression level in Faiss" => "Faiss compression level"?
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| OpenSearch 2.17 introduced support for Faiss byte vectors, enabling you to store quantized byte vector embeddings efficiently. This reduces memory consumption by up to 75%, lowers costs, and maintains high performance. These advantages make byte vectors an excellent choice for large-scale similarity search applications, especially where memory resources are limited, and applications that handle large volumes of data within the signed byte value range. | ||
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| ## Future enhancements |
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Nit: This section should probably precede the conclusion.
kolchfa-aws
commented
Nov 25, 2024
kolchfa-aws
commented
Nov 25, 2024
kolchfa-aws
commented
Nov 25, 2024
Co-authored-by: Nathan Bower <[email protected]> Signed-off-by: kolchfa-aws <[email protected]>
Signed-off-by: Fanit Kolchina <[email protected]>
kolchfa-aws
commented
Nov 25, 2024
natebower
reviewed
Nov 25, 2024
Signed-off-by: kolchfa-aws <[email protected]>
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@pajuric Editorial comments addressed. This blog will be ready to publish once we update the meta and date. Thanks! |
Co-authored-by: Nathan Bower <[email protected]> Signed-off-by: kolchfa-aws <[email protected]>
nateynateynate
approved these changes
Nov 26, 2024
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Add Faiss byte vector support blog
Closes #3420
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By submitting this pull request, I confirm that my contribution is made under the terms of the BSD-3-Clause License.