pgvector's profile picture. Open-source vector similarity search for Postgres

pgvector

@pgvector

Open-source vector similarity search for Postgres

pgvector 0.8.0 is now available with improved filtering and performance 🔥


pgvector 0.7.1 is now available with improved performance for on-disk HNSW index builds (thanks to findings from Tomas Vondra) 🔥


pgvector 0.7.0 will support indexing vectors at half precision with both HNSW and IVFFlat 🔥

pgvector's tweet image. pgvector 0.7.0 will support indexing vectors at half precision with both HNSW and IVFFlat 🔥

pgvector now uses intrinsics + CPU dispatching for key float16 operations, providing much better halfvec performance on x86-64 than before 🔥


pgvector reposted

Hybrid search combines full text and semantic search for more relevant results Learn how to implement it using @pgvector and @OpenAI 🤖 supabase.com/docs/guides/ai…

supabase's tweet image. Hybrid search combines full text and semantic search for more relevant results 

Learn how to implement it using @pgvector and @OpenAI 🤖

supabase.com/docs/guides/ai…

pgvector reposted

Jonathan Katz (@jkatz05): Scalar and binary quantization for pgvector vector search and storage postgr.es/p/6sO


Support for float16 vectors has been merged 🔥 Store and/or index your vectors at half-precision to save space and memory

pgvector's tweet image. Support for float16 vectors has been merged 🔥 Store and/or index your vectors at half-precision to save space and memory

Support for indexing binary vectors has been merged and will be available in 0.7.0 🔥

pgvector's tweet image. Support for indexing binary vectors has been merged and will be available in 0.7.0 🔥

pgvector 0.6.2 is now available, improving performance for HNSW index builds with a large number of parallel workers 🔥


pgvector reposted

Postgres community delivers again 💚 pgvector 0.6.0: 30x faster with parallel index builds Link: supabase.com/blog/pgvector-…

supabase's tweet image. Postgres community delivers again 💚

pgvector 0.6.0: 30x faster with parallel index builds

Link: supabase.com/blog/pgvector-…

pgvector 0.6.0 is out 🎉

The @pgvector 0.6.0 release is now available! There are many performance improvements to HNSW index building, including support for parallel builds. Lots of awesome work by @andrewkane and Heikki Linnakangas on this release. Changelog here: github.com/pgvector/pgvec…



pgvector reposted

New episode: "pgvector" Michael is joined by Jonathan Katz (@jkatz05), @PostgreSQL Core Team member, Product Manager @awscloud, and @pgvector contributor. They cover what it is, some tuning guidance, and a look ahead. 🎧 postgres.fm/episodes/pgvec… 📺 youtube.com/watch?v=vvImP6…

PostgresFM's tweet image. New episode: "pgvector"

Michael is joined by Jonathan Katz (@jkatz05), @PostgreSQL Core Team member, Product Manager @awscloud, and @pgvector contributor.

They cover what it is, some tuning guidance, and a look ahead.

🎧 postgres.fm/episodes/pgvec…

📺 youtube.com/watch?v=vvImP6…

pgvector 0.5.1 is out with much faster HNSW build times thanks to Heikki Linnakangas 🔥


pgvector reposted

🧠 A developer's guide to the ivfflat index in pgvector Learn how it enables approximate nearest neighbor search when using @PostgreSQL as a vector database, plus best practices (and gotchas!) when using it for similarity search over @OpenAI embeddings. timescale.com/blog/nearest-n…


pgvector reposted

Jonathan Katz (@jkatz05): Vectors are the new JSON in PostgreSQL postgr.es/p/5N4


pgvector reposted

✨A zero to hero guide to create, store and query @OpenAI embeddings with @PostgreSQL and pgvector. Learn how to build a chatbot to answer questions about blog posts using PostgreSQL as a vector database for OpenAI embeddings. timescale.com/blog/postgresq…


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