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Add blog on binary vector support in KNN#3418

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nateynateynate merged 8 commits intoopensearch-project:mainfrom
heemin32:binary
Nov 25, 2024
Merged

Add blog on binary vector support in KNN#3418
nateynateynate merged 8 commits intoopensearch-project:mainfrom
heemin32:binary

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Description

Add blog on binary vector support in KNN

Issues Resolved

#3417

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  • Commits are signed per the DCO using --signoff

By submitting this pull request, I confirm that my contribution is made under the terms of the BSD-3-Clause License.

Signed-off-by: Heemin Kim <heemin@amazon.com>
@dylan-tong-aws
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I've reviewed the blog. It looks good in terms of content.

@heemin32
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@pajuric Please review this PR.

Signed-off-by: Fanit Kolchina <kolchfa@amazon.com>
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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!

Comment thread _posts/2024-10-30-lower-your-cost-on-opensearch-using-binary-vectors.md Outdated
Comment thread _posts/2024-10-30-lower-your-cost-on-opensearch-using-binary-vectors.md Outdated
Comment thread _posts/2024-10-30-lower-your-cost-on-opensearch-using-binary-vectors.md Outdated
Comment thread _posts/2024-10-30-lower-your-cost-on-opensearch-using-binary-vectors.md Outdated
Comment thread _posts/2024-10-30-lower-your-cost-on-opensearch-using-binary-vectors.md Outdated
Comment thread _posts/2024-10-30-lower-your-cost-on-opensearch-using-binary-vectors.md Outdated
Comment thread _posts/2024-10-30-lower-your-cost-on-opensearch-using-binary-vectors.md Outdated
Comment thread _posts/2024-10-30-lower-your-cost-on-opensearch-using-binary-vectors.md Outdated
kolchfa-aws and others added 2 commits November 13, 2024 15:03
Co-authored-by: Nathan Bower <nbower@amazon.com>
Signed-off-by: kolchfa-aws <105444904+kolchfa-aws@users.noreply.github.com>
…ectors.md

Co-authored-by: Nathan Bower <nbower@amazon.com>
Signed-off-by: kolchfa-aws <105444904+kolchfa-aws@users.noreply.github.com>
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@pajuric: I've addressed editorial comments. Could you review/update the meta for this blog, and it'll be ready for publishing.

Fix typo

Signed-off-by: Heemin Kim <heemin@amazon.com>
categories:
- technical-posts
meta_keywords: binary vectors, vector search, efficient vector storage, binary vector performance, large-scale search, cost-effective vector scaling, memory-efficient vectors
meta_description: Binary vectors significantly reduce memory and storage demands by over 90% compared to FP32 vectors, making them a powerful choice for large-scale vector search applications. Binary vectors help manage massive datasets efficiently, improving performance and cutting costs.
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Please update the meta keywords and description with the following:

meta keywords: vector search, binary vectors in OpenSearch, k-NN plugin, difference between FP32 and binary vectors, Binary vector challenges, HNSW algorithm

meta description: Explore how binary vectors in OpenSearch revolutionize large-scale vector search, offering significant cost savings and performance improvements over traditional FP32 vectors.

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Updated

- vamshin
- dylantong
- kolchfa
date: 2024-10-30 00:00:00 -0700
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Please update the date to 2024-11-21 and we'll publish this on Thursday,

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Updated

- vamshin
- dylantong
- kolchfa
date: 2024-11-21 00:00:00 -0700
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Update to 2024-11-25 and we'll push this now.

Comment thread _posts/2024-10-30-lower-your-cost-on-opensearch-using-binary-vectors.md Outdated
…ectors.md

Signed-off-by: kolchfa-aws <105444904+kolchfa-aws@users.noreply.github.com>
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Pushing to staging.

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Looks good.

@nateynateynate nateynateynate merged commit 683a255 into opensearch-project:main Nov 25, 2024
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6 participants