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Investigating how language agents can solve complex Public Health problems

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Agents

Sean Browning (NCEZID/OD Data Science Team)

Background

I wanted to learn how to create and use language agents to solve complex problems. LangChain wasn't cutting it for me, so I made my own library from first principles to suit a few projects we're working on.

This package contains a few classes that can be used as building blocks for language agents and agentic systems. I plan to expand it with additional functionality as I need it, but keep a minimal footprint (ie. if you're already using openai and pydantic, this should bring no additional dependencies).

All code uses asyncio by design, and though I've tried to generalize as I can, I mostly built around OpenAI and specifically Azure OpenAI since that's what we are allowed to work with internally.

Installation

Not currently on pypi, so just use pip to install via GitHub:

pip install git+https://github.com/cdcai/multiagent.git

Examples

Example Link
Taking output from one agent as input to another in a callback agent_with_callback.py
Getting structured output from agent / Text Prediction structured_prediction.py
Batch processing large inputs over the same agent in parallel batch_processing.py

Public Domain Standard Notice

This repository constitutes a work of the United States Government and is not subject to domestic copyright protection under 17 USC § 105. This repository is in the public domain within the United States, and copyright and related rights in the work worldwide are waived through the CC0 1.0 Universal public domain dedication. All contributions to this repository will be released under the CC0 dedication. By submitting a pull request you are agreeing to comply with this waiver of copyright interest.

License Standard Notice

The repository utilizes code licensed under the terms of the Apache Software License and therefore is licensed under ASL v2 or later.

This source code in this repository is free: you can redistribute it and/or modify it under the terms of the Apache Software License version 2, or (at your option) any later version.

This source code in this repository is distributed in the hope that it will be useful, but WITHOUT ANY WARRANTY; without even the implied warranty of MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the Apache Software License for more details.

You should have received a copy of the Apache Software License along with this program. If not, see http://www.apache.org/licenses/LICENSE-2.0.html

The source code forked from other open source projects will inherit its license.

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