Qdrant on Ubuntu 24.04

Overview

Qdrant is a high performance open source vector similarity search engine and vector database, written in Rust for speed and reliability under heavy load. It stores points made of a vector and a JSON payload, indexes them with HNSW, and answers nearest neighbour, filtered and hybrid search queries in milliseconds through a clean REST and gRPC API, with official client libraries for Python, JavaScript, Rust, Go and more.

It suits any team building semantic search, recommendations, retrieval augmented generation or anomaly detection that wants a fast vector database they run and own inside their own cloud account rather than a hosted service.

Common uses

• Semantic search and retrieval augmented generation over your own embeddings
• Recommendations, similarity matching and anomaly detection at scale
• A self hosted vector database you run inside your own cloud account

See it running

Real screenshots taken while testing this image against its deployment guide.