Qdrant
A high-performance open-source vector database written in Rust. Qdrant focuses on speed and efficiency, with advanced filtering capabilities and support for billion-scale vector collections.
Implements
Concepts this tool claims to implement:
- Vector Search primary
HNSW-based vector search with payload filtering. Supports multiple distance metrics and quantization for efficiency.
- Hybrid Search primary
Sparse vectors for keyword search combined with dense vectors. Fusion methods for combining results.
- Knowledge Base secondary
Collections with rich payload schemas. Point-level metadata for filtering and organization.
Integration Surfaces
Details
- Vendor
- Qdrant
- License
- Apache-2.0
- Runs On
- local, cloud
- Used By
- system
Links
Notes
Qdrant is known for performance and advanced features like quantization and efficient filtering. The Rust implementation makes it fast and memory-efficient. Good choice for self-hosted production deployments.