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Milvus

Milvus is a high-performance, open-source vector database designed for GenAI applications and scalable similarity search. It offers versatile deployment options—from lightweight local setups to enterprise-grade distributed clusters—ensuring minimal performance loss even when handling tens of billions of vectors.

Milvus is the open source alternative to:
Milvus screenshot

About Milvus

Milvus empowers developers with advanced Approximate Nearest Neighbor search capabilities and seamless integration with popular AI tools such as LangChain, LlamaIndex, OpenAI, and Hugging Face. Its flexible deployment models, including Milvus Lite for prototyping, Milvus Standalone for production testing, and a distributed architecture for large-scale operations, streamline the process of data ingestion, search, and management with a simple pip installation and Python client support.

Key Features

  • High-performance vector search tailored for GenAI applications
  • Scalable architecture handling billions of vectors efficiently
  • Multiple deployment options: Lite, Standalone, Distributed, and fully managed cloud
  • Simple integration via pip and Python client for quick setup
  • Seamless integration with leading AI development tools

Representation of core functionalities

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mindmap Milvus Core Features Vector Database Vector Search HNSW IVF FLAT SCANN DiskANN Hardware Acceleration CPU Optimization GPU Support NVIDIA CAGRA Scalar Filtering Hybrid Search Architecture Distributed System Coordinators Root Coordinator Query Coordinator Data Coordinator Index Coordinator Worker Nodes Query Nodes Data Nodes Index Nodes Storage Layer Meta Storage etcd Object Storage MinIO S3 Message Queue Pulsar Kafka Data Management Multi-tenancy Database Level Collection Level Partition Level Storage Options Hot Storage Memory SSD Cold Storage HDD Data Security Authentication TLS Encryption RBAC Search Capabilities Vector Search Dense Vectors Sparse Vectors Full Text Search BM25 SPLADE BGE-M3 Metadata Filtering Range Search Integrations AI Tools LangChain LlamaIndex OpenAI HuggingFace Monitoring Prometheus Grafana Birdwatcher Data Connectors Spark Kafka Fivetran Airbyte Deployment Standalone Mode Docker Milvus Lite Distributed Mode Kubernetes Native Cloud Platforms Zilliz Cloud Serverless Dedicated BYOC

This is the mind map that represents the core functionality of the application. It focuses on the key features and functionalities of the application and provides a visual representation of how they are interrelated.

Summary

Milvus stands out by combining flexibility with robust performance, facilitating rapid and precise similarity searches for extensive, high-dimensional datasets. It adapts to both learning environments and demanding production settings, making it an essential tool for modern AI and machine learning applications.

Adrian
Created by
Adrian
Mar 9, 2025Updated1 min read
This content was partially generated using artificial intelligence.

Tool Details

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