Documentation Index
Fetch the complete documentation index at: https://docs.praison.ai/llms.txt
Use this file to discover all available pages before exploring further.
Milvus
Distributed vector database for large-scale similarity search.
Setup
# Docker
docker run -d -p 19530:19530 milvusdb/milvus
pip install pymilvus
Quick Start (Agent with Knowledge)
Use Milvus as a knowledge store with an agent:
from praisonaiagents import Agent
agent = Agent(
name="Assistant",
instructions="You are a helpful assistant with access to documents.",
knowledge=["./docs/guide.pdf"]
)
agent.chat("What does the guide say?")
Advanced Usage (Direct Store)
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)
Configuration
| Option | Description |
|---|
url | Milvus server URL |
collection_name | Default collection name |
