raft
faiss-rs
| raft | faiss-rs | |
|---|---|---|
| 3 | 2 | |
| 614 | 185 | |
| 4.7% | - | |
| 9.5 | 6.3 | |
| 1 day ago | about 1 month ago | |
| Cuda | Rust | |
| Apache License 2.0 | Apache License 2.0 |
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raft
faiss-rs
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Do we really need a specialized vector database?
Rewriting pgvector in Rust can enable the code to be organized in a more modern and extensible way. Rust's ecosystem is also very rich, with existing Rust bindings such as faiss-rs.
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Faiss: A library for efficient similarity search
I know rust has beings to FAISS (see https://github.com/Enet4/faiss-rs), I don't know if there's anything that would be considered comparable. Alot of work has gone into FAISS
What are some alternatives?
faiss - A library for efficient similarity search and clustering of dense vectors.
qdrant - Qdrant - High-performance, massive-scale Vector Database for the next generation of AI. Also available in the cloud https://cloud.qdrant.io/
pgvecto.rs - Scalable, Low-latency and Hybrid-enabled Vector Search in Postgres. Revolutionize Vector Search, not Database.
ann-benchmarks - Benchmarks of approximate nearest neighbor libraries in Python
hnswlib - Header-only C++/python library for fast approximate nearest neighbors
hnsqlite - hnsqlite integrates hnswlib and sqlite for simple text embedding search
Milvus - A cloud-native vector database, storage for next generation AI applications
hora - 🚀 efficient approximate nearest neighbor search algorithm collections library written in Rust 🦀 .
vimGPT - Browse the web with GPT-4V and Vimium
txtai - 💡 All-in-one open-source embeddings database for semantic search, LLM orchestration and language model workflows