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Korvus: Single-query RAG with Postgres
Hey folks!
We built Korvus, an open-source RAG (Retrieval-Augmented Generation) pipeline that consolidates the entire RAG workflow - from embedding generation to text generation - into a single SQL query, significantly reducing architectural complexity and latency.
https://github.com/postgresml/korvus
Here's some of the highlights:
- Full RAG pipeline (embedding generation, vector search, reranking, and text generation) in one SQL query
- SDKs for Python, JavaScript, and Rust (more languages planned)
- Built on PostgreSQL, leveraging pgvector and pgml
- Open-source, with support for open models
- Designed for high performance and scalability
We're eager to get feedback from the community and welcome contributions. Check out our GitHub repo for more details:
https://github.com/postgresml/korvus
Hey folks!
We built Korvus, an open-source RAG (Retrieval-Augmented Generation) pipeline that consolidates the entire RAG workflow - from embedding generation to text generation - into a single SQL query, significantly reducing architectural complexity and latency.
https://github.com/postgresml/korvus
Here's some of the highlights:
- Full RAG pipeline (embedding generation, vector search, reranking, and text generation) in one SQL query
- SDKs for Python, JavaScript, and Rust (more languages planned)
- Built on PostgreSQL, leveraging pgvector and pgml
- Open-source, with support for open models
- Designed for high performance and scalability
We're eager to get feedback from the community and welcome contributions. Check out our GitHub repo for more details:
https://github.com/postgresml/korvus