Q
qdrant
Apache-2.0RustQdrant - High-performance, massive-scale Vector Database and Vector Search Engine for the next generation of AI. Also available in the cloud
★ 33kFork 2k更新于 2026-06-27
软件介绍
qdrant 是一个开源项目。Vector Search Engine for the next generation of AI applications。主要涉及 ai-search、ai-search-engine、embeddings-similarity、hnsw、hybrid-search 等方向。README 覆盖了 Getting Started、Agent Skills、Client-Server、Clients 等内容。云图梭建议在部署前阅读官方文档，确认版本、License 和生产环境配置要求。
核心功能
Faceting - aggregate search results by payload values.
Recommendation - use positive and negative examples to find similar points.
Discovery - constrain search to a specific region of the vector space.
Search Relevance Tuning - tools for adjusting search results, such as Maximal Marginal Relevance (MMR) and the Relevance Feedback Query.
Multitenancy - scalable partitioning of data for multi-user environments.
Observability - comprehensive metrics, telemetry, and audit logging for monitoring and debugging.
Query Planning and Payload Indexes - leverages stored payload information to optimize query execution strategy.
SIMD Hardware Acceleration - utilizes modern CPU x86-x64 and Neon architectures to deliver better performance.
适用场景
ai-search 相关场景ai-search-engine 相关场景embeddings-similarity 相关场景hnsw 相关场景Docker 自托管部署
Docker 部署
docker run -p 6333:6333 qdrant/qdrant
FAQ
qdrant 是开源软件吗？
是。该项目提供 GitHub 仓库，当前 License 信息为 Apache-2.0。
qdrant 适合 Docker 部署吗？
README 中提供了 Docker 相关命令，可参考官方示例进行部署： docker run -p 6333:6333 qdrant/qdrant