Rust vector-database

Open-source Rust projects categorized as vector-database
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Topics: vector-search embeddings-similarity Embeddings Postgres Search Engines
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Top 7 Rust vector-database Projects

  • MeiliSearch

    A lightning-fast search API that fits effortlessly into your apps, websites, and workflow

    • Project mention: Publish/Subscribe with Sidekiq | dev.to | 2024-02-21

    We needed to introduce a new service for search. As we settled on using meilisearch, we needed a way to sync updates on our models with the records in meilisearch. We could've continued to use callbacks but we needed something better.

  • qdrant

    Qdrant - High-performance, massive-scale Vector Database for the next generation of AI. Also available in the cloud https://cloud.qdrant.io/

    • Project mention: How to Build a Chat App with Your Postgres Data using Agent Cloud | dev.to | 2024-05-13

    AgentCloud uses Qdrant as the vector store to efficiently store and manage large sets of vector embeddings. For a given user query the RAG application fetches relevant documents from vector store by analyzing how similar their vector representation is compared to the query vector.

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  • postgresml

    The GPU-powered AI application database. Get your app to market faster using the simplicity of SQL and the latest NLP, ML + LLM models.

    • Project mention: PostgresML | /r/programming | 2023-08-30

  • paradedb

    Postgres for Search and Analytics

    • Project mention: Pg_lakehouse: Query Any Data Lake from Postgres | news.ycombinator.com | 2024-05-13

  • pgvecto.rs

    Scalable, Low-latency and Hybrid-enabled Vector Search in Postgres. Revolutionize Vector Search, not Database.

    • Project mention: My binary vector search is better than your FP32 vectors | dev.to | 2024-03-25

    To evaluate the performance metrics in comparison to the original vector approach, we conducted benchmarking using the dbpedia-entities-openai3-text-embedding-3-large-3072-1M dataset. The benchmark was performed on a Google Cloud virtual machine (VM) with specifications of n2-standard-8, which includes 8 virtual CPUs and 32GB of memory. We used pgvecto.rs v0.2.1 as the vector database.

  • tinyvector

    A tiny embedding database in pure Rust.

    • Project mention: Tinyvector - a tiny embedding database in pure Rust | /r/aiengineer | 2023-07-11

  • oasysdb

    An embedded vector database designed to run on edge devices. Lightweight and fast with HNSW indexing algorithm.

    • Project mention: How I got my first Rust job by doing open-source | dev.to | 2024-04-30

    I just want to share my story and my most recent achievement about landing on a Rust-oriented software engineering position at a startup by creating and maintaining an open-source project, OasysDB, an embedded vector database.

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NOTE: The open source projects on this list are ordered by number of github stars. The number of mentions indicates repo mentiontions in the last 12 Months or since we started tracking (Dec 2020).

Rust vector-database related posts

  • How I got my first Rust job by doing open-source

    3 projects | dev.to | 30 Apr 2024

  • My binary vector search is better than your FP32 vectors

    1 project | dev.to | 25 Mar 2024

  • pgvecto.rs alternatives - qdrant and Weaviate

    3 projects | 13 Mar 2024

  • Show HN: OasysDB, Storing vectors for RAG in Rust simplified

    1 project | news.ycombinator.com | 27 Feb 2024

  • Show HN: OasysDB rewritten as embedded and efficient vector database

    1 project | news.ycombinator.com | 1 Feb 2024

  • First Postgres Vector Extension with Filtering Support

    1 project | news.ycombinator.com | 28 Aug 2023

  • 20x Faster as the Beginning: Introducing pgvecto.rs extension written in Rust

    1 project | /r/rust | 8 Aug 2023
  • A note from our sponsor - SaaSHub
    www.saashub.com | 16 May 2024
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Index

What are some of the best open-source vector-database projects in Rust? This list will help you:

Project Stars
1 MeiliSearch 43,577
2 qdrant 18,129
3 postgresml 5,483
4 paradedb 4,053
5 pgvecto.rs 1,429
6 tinyvector 342
7 oasysdb 302

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