Agent with Storage

Code

1from kern.agent import Agent
2from kern.db.postgres import PostgresDb
3from kern.models.lmstudio import LMStudio
4from kern.tools.hackernews import HackerNewsTools
5
6# Setup the database
7db_url = "postgresql+psycopg://ai:ai@localhost:5532/ai"
8db = PostgresDb(db_url=db_url)
9
10agent = Agent(
11    model=LMStudio(id="qwen2.5-7b-instruct-1m"),
12    db=db,
13    tools=[HackerNewsTools()],
14    add_history_to_context=True,
15)
16agent.print_response("How many people live in Canada?")
17agent.print_response("What is their national anthem called?")

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 LM Studio

Install LM Studio from here and download the model you want to use.

Install dependencies

1uv pip install -U sqlalchemy psycopg kern-ai

Run PgVector

1docker run -d \
2  -e POSTGRES_DB=ai \
3  -e POSTGRES_USER=ai \
4  -e POSTGRES_PASSWORD=ai \
5  -e PGDATA=/var/lib/postgresql/data/pgdata \
6  -v pgvolume:/var/lib/postgresql/data \
7  -p 5532:5432 \
8  --name pgvector \
9  agnohq/pgvector:16

Run Agent

1python cookbook/11_models/lmstudio/db.py