Milvus Async Hybrid Search

Code

1import asyncio
2from kern.agent import Agent
3from kern.knowledge.knowledge import Knowledge
4from kern.vectordb.milvus import Milvus, SearchType
5
6vector_db = Milvus(
7    collection="recipes", uri="tmp/milvus.db", search_type=SearchType.hybrid
8)
9
10knowledge = Knowledge(
11    vector_db=vector_db,
12)
13
14asyncio.run(knowledge.ainsert(
15    url="https://kern-public.s3.amazonaws.com/recipes/ThaiRecipes.pdf",
16))
17
18agent = Agent(knowledge=knowledge)
19if __name__ == "__main__":
20    asyncio.run(agent.aprint_response("How to make Tom Kha Gai", markdown=True))

Usage

Set up your virtual environment

1uv venv --python 3.12
2source .venv/bin/activate

1uv venv --python 3.12
2.venv\Scripts\activate

Install dependencies

1uv pip install -U pymilvus pypdf openai kern-ai

Run Agent

1python cookbook/08_knowledge/vector_db/milvus_db/async_milvus_db_hybrid_search.py