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Top 14 Hnsw Open-Source Projects
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qdrant
Qdrant - High-performance, massive-scale Vector Database for the next generation of AI. Also available in the cloud https://cloud.qdrant.io/
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InfluxDB
Power Real-Time Data Analytics at Scale. Get real-time insights from all types of time series data with InfluxDB. Ingest, query, and analyze billions of data points in real-time with unbounded cardinality.
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Weaviate
Weaviate is an open-source vector database that stores both objects and vectors, allowing for the combination of vector search with structured filtering with the fault tolerance and scalability of a cloud-native database.
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hora
🚀 efficient approximate nearest neighbor search algorithm collections library written in Rust 🦀 .
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datasketch
MinHash, LSH, LSH Forest, Weighted MinHash, HyperLogLog, HyperLogLog++, LSH Ensemble and HNSW
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infinity
The AI-native database built for LLM applications, providing incredibly fast full-text and vector search (by infiniflow)
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voyager
🛰️ An approximate nearest-neighbor search library for Python and Java with a focus on ease of use, simplicity, and deployability. (by spotify)
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oasysdb
An embedded vector database designed to run on edge devices. Lightweight and fast with HNSW indexing algorithm.
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hn-recommendation-api
A recommendation system for Hacker News. Get the most similar posts for a given URL
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Project mention: Computer Vision Meetup: Develop a Legal Search Application from Scratch using Milvus and DSPy! | dev.to | 2024-05-02Legal practitioners often need to find specific cases and clauses across thousands of dense documents. While traditional keyword-based search techniques are useful, they fail to fully capture semantic content of queries and case files. Vector search engines and large language models provide an intriguing alternative. In this talk, I will show you how to build a legal search application using the DSPy framework and the Milvus vector search engine.
Project mention: How to Build a Chat App with Your Postgres Data using Agent Cloud | dev.to | 2024-05-13AgentCloud 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.
Project mention: Weaviate – A cloud-native, open-source vector database | news.ycombinator.com | 2024-05-07
We (Marqo) are doing a lot on 1 and 2. There is a huge amount to be done on the ML side of vector search and we are investing heavily in it. I think it has not quite sunk in that vector search systems are ML systems and everything that comes with that. I would love to chat about 1 and 2 so feel free to email me (email is in my profile). What we have done so far is here -> https://github.com/marqo-ai/marqo
Project mention: Building a Vector Database with Rust to Make Use of Vector Embeddings | /r/rust | 2023-06-01We have been playing around with Hora as a replacement for the Rust-CV implementation as we want PQ as well. I'll check out instanct-distance, looks very interesting!
Using C++20 modules, take a look at this project: https://github.com/infiniflow/infinity
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.
Project mention: Show HN: HN recommend – A recommendation engine for Hacker News | news.ycombinator.com | 2023-06-19
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).
Hnsw related posts
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Boost Your Code's Efficiency: Introducing Semantic Cache with Qdrant
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Show HN: A fast HNSW implementation in Rust
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pgvecto.rs alternatives - qdrant and Weaviate
3 projects | 13 Mar 2024 -
Qdrant 1.8.0 - Major Performance Enhancements
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Perform Image-Driven Reverse Image Search on E-Commerce Sites with ImageBind and Qdrant
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Show HN: OasysDB, Storing vectors for RAG in Rust simplified
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7 Vector Databases Every Developer Should Know!
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A note from our sponsor - SaaSHub
www.saashub.com | 15 May 2024
Index
What are some of the best open-source Hnsw projects? This list will help you:
| Project | Stars | |
|---|---|---|
| 1 | Milvus | 27,068 |
| 2 | qdrant | 18,129 |
| 3 | Weaviate | 9,641 |
| 4 | marqo | 4,177 |
| 5 | hora | 2,558 |
| 6 | datasketch | 2,357 |
| 7 | infinity | 1,793 |
| 8 | voyager | 1,167 |
| 9 | feder | 320 |
| 10 | oasysdb | 302 |
| 11 | instant-distance | 282 |
| 12 | cuhnsw | 112 |
| 13 | citrus | 93 |
| 14 | hn-recommendation-api | 79 |
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