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Pymilvus
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Version 3.0.0 + Free Support on Ubuntu 26.04
PyMilvus is the official Python SDK for the Milvus vector database, designed for managing vector embeddings, similarity search, and AI-powered data retrieval applications. It enables developers to build scalable semantic search, recommendation systems, Retrieval-Augmented Generation (RAG), and machine learning workloads using Python.
Features of PyMilvus:- Connects Python applications to Milvus vector database servers.
- Supports vector insertion, indexing, querying, and similarity search operations.
- Handles dense and sparse vector embeddings for AI workloads.
- Provides high-performance Approximate Nearest Neighbor (ANN) search capabilities.
- Supports metadata filtering and hybrid search functionality.
- Integrates with AI frameworks such as LangChain, LlamaIndex, Hugging Face, and OpenAI embeddings.
- Compatible with standalone, distributed, and Milvus Lite deployments.
- Suitable for semantic search, recommendation engines, chatbots, and RAG pipelines.
Usage Instruction
$sudo su $cd /root/pymilvus-app source venv/bin/activate $python -c "import pymilvus; print(pymilvus.__version__)"
Disclaimer: PyMilvus is an open-source Python SDK intended for interacting with Milvus vector databases. A running Milvus server or Milvus Lite environment may be required for database operations and vector search functionality. Performance and scalability may depend on deployment architecture and hardware resources.