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Top 5 Python approximate-nearest-neighbor-search Projects
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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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WorkOS
The modern identity platform for B2B SaaS. The APIs are flexible and easy-to-use, supporting authentication, user identity, and complex enterprise features like SSO and SCIM provisioning.
Project mention: [D]: Best nearest neighbour search for high dimensions | /r/MachineLearning | 2023-05-17I'll assume this is the link to pynndescent, looks cool! Thanks for sharing. I haven't used it before. Also seems like it's an approximate nearest neighbor algorithm, just FYI for others seeing this.
Why do you use pgvector instead of pgANN? My understanding is pgANN is built with FAISS. When I compared pgvector with FAISS, pgvector was 3-5x slower.
https://github.com/netrasys/pgANN
Project mention: Created a smol vector database in my free time. Looking to provide a LangChain integration soon! | /r/LangChain | 2023-05-06It supports all the basic features like creating an index, inserting vectors and searching through them. Here's the GitHub link if anyone's interested in going over it: https://github.com/0xDebabrata/citrus
Python approximate-nearest-neighbor-search related posts
- 7 Vector Databases Every Developer Should Know!
- Vector Databases: A Technical Primer [pdf]
- Ask HN: Who is hiring? (August 2023)
- What Is a Vector Database
- Faiss: A library for efficient similarity search
- Vector database built for scalable similarity search
- DiskANN Pure Rust Implementation Interest
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A note from our sponsor - WorkOS
workos.com | 25 Apr 2024
Index
What are some of the best open-source approximate-nearest-neighbor-search projects in Python? This list will help you:
Project | Stars | |
---|---|---|
1 | pynndescent | 838 |
2 | pecos | 489 |
3 | pgANN | 289 |
4 | citrus | 92 |
5 | horapy | 69 |
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