Top 13 vector-search Open-Source Projects
Vector database for scalable similarity search and AI applications.Project mention: Calvin and Hobbes Search Engine | news.ycombinator.com | 2022-07-20
I remember this from a while back - good to bring back memories. This may be a bit excessive, but using CLIP (https://openai.com/blog/clip) or some other multimodal learning model in conjunction with Milvus (https://milvus.io) could make for a search engine that takes the graphics into consideration as well. Not sure how well it would work for comics, but it could make for a pretty unique weekend hack.
A distributed approximate nearest neighborhood search (ANN) library which provides a high quality vector index build, search and distributed online serving toolkits for large scale vector search scenario.Project mention: Better text search | reddit.com/r/artificial | 2022-05-04
Less time debugging, more time building. Scout APM allows you to find and fix performance issues with no hassle. Now with error monitoring and external services monitoring, Scout is a developer's best friend when it comes to application development.
Weaviate is a cloud-native, modular, real-time vector search engineProject mention: [D] Mining restaurant reviews for vibe | reddit.com/r/MachineLearning | 2022-05-20
If I needed to get up an running quickly, and it was just me working on it, I'd roll with Weaviate. https://weaviate.io/developers/weaviate/current/
💡 Build AI-powered semantic search applicationsProject mention: In Praise Of SQLite | reddit.com/r/programming | 2022-07-28
I've done that in txtai. It combines Faiss with SQLite and can be run as part of a distributed cluster.
🚀 efficient approximate nearest neighbor search algorithm collections library written in Rust 🦀 .Project mention: An efficient library for nearest neighbor search in native rust | news.ycombinator.com | 2022-03-27
Qdrant - Vector Search Engine for the next generation of AI applicationsProject mention: Nearest Neighbor Embeddings Search with Qdrant and FiftyOne | dev.to | 2022-07-21
Qdrant is an open-source vector database designed to perform an approximate nearest neighbor search (ANN) on dense neural embeddings which is necessary for any production-ready system that is expected to scale to large amounts of data.
A distributed system for embedding-based vector retrieval
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Collections of vector search related libraries, service and research papersProject mention: What are vector search engines? | dev.to | 2022-05-01
If you want a proper curated list of various libraries and standalone services of vector search engines, refer to this awesome GitHub repository by Currents API.
Mobile(iOS) Text-to-Image search powered by multimodal semantic representation models(e.g., OpenAI's CLIP). Accepted at NAACL 2022. (by DRSY)Project mention: [D] Are there any apps that run model inference on the mobile device (Android or iPhone) itself? | reddit.com/r/MachineLearning | 2021-10-24
I personally is maintaining an iOS app which enables users to search photos with text query using cross-modal retrieval. Github repo is here: https://github.com/DRSY/MoTIS.
NucliaDB is a cloud-native database for unstructured data, indexing vectors, text, paragraphs and relations.Project mention: qdrant VS nucliadb - a user suggested alternative | libhunt.com/r/qdrant | 2022-07-18
alvd = A Lightweight Vald. A lightweight distributed vector search engine works without K8s.
Platform for unstructured data analysisProject mention: Launch a beautiful projector in under 10 lines of code! | reddit.com/r/Python | 2022-02-14
🌋 You can view our github repository here!
A compilation of Vector Search DatabasesProject mention: A GitHub repository that collects vector Search Databases | reddit.com/r/vectordatabase | 2022-05-13
vector-search related posts
Better text search
1 project | reddit.com/r/artificial | 4 May 2022
What are vector search engines?
2 projects | dev.to | 1 May 2022
2 projects | news.ycombinator.com | 13 Apr 2022
[Discussion] Is RETRO inference faster than GPT-3?
1 project | reddit.com/r/MachineLearning | 11 Feb 2022
We just got funded for an open-source project
3 projects | reddit.com/r/opensource | 15 Jan 2022
Find anything fast with Google's vector search technology
4 projects | reddit.com/r/hackernews | 14 Dec 2021
[R] SPANN: A Highly-Efficient Billion-Scale Approximate Nearest Neighbour Search That’s 2× Faster Than the SOTA Method
2 projects | reddit.com/r/MachineLearning | 19 Nov 2021
What are some of the best open-source vector-search projects? This list will help you:
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