# Docker
docker run -d -p 19530:19530 milvusdb/milvus

pip install pymilvus

from praisonai.persistence.factory import create_knowledge_store

store = create_knowledge_store("milvus", url="http://localhost:19530")

store.create_collection("documents", dimension=384)
store.insert("documents", [doc])
results = store.search("documents", query_embedding, limit=5)