autoagents.egg-info/PKG-INFO

Metadata-Version: 2.1
Name: autoagents
Version: 0.1
Summary: The Automatic Agents Generation Framework
Home-page: https://github.com/LinkSoul-AI/AutoAgents
Author: Guangyao Chen
Author-email: [email protected]
License: Apache 2.0
Keywords: autoagent multi-agent agent-generation gpt llm
Requires-Python: >=3.9
Description-Content-Type: text/markdown
License-File: LICENSE
Requires-Dist: matplotlib==3.8.0
Requires-Dist: matplotlib-inline==0.1.6
Requires-Dist: abstract_singleton==1.0.1
Requires-Dist: aiofiles==23.2.1
Requires-Dist: aiohttp==3.8.4
Requires-Dist: aiosignal==1.3.1
Requires-Dist: altair==5.1.1
Requires-Dist: anthropic==0.3.6
Requires-Dist: anyio==3.7.1
Requires-Dist: appdirs==1.4.4
Requires-Dist: asgiref==3.7.2
Requires-Dist: asttokens==2.2.1
Requires-Dist: astunparse==1.6.3
Requires-Dist: async-generator==1.10
Requires-Dist: async-timeout==4.0.2
Requires-Dist: asynctest==0.13.0
Requires-Dist: attrs==23.1.0
Requires-Dist: auto_gpt_plugin_template==0.0.3
Requires-Dist: autoflake==2.1.1
Requires-Dist: backcall==0.2.0
Requires-Dist: beautifulsoup4==4.12.2
Requires-Dist: black==23.3.0
Requires-Dist: blis==0.7.9
Requires-Dist: cachetools==5.3.0
Requires-Dist: camel-converter==3.0.2
Requires-Dist: catalogue==2.0.8
Requires-Dist: certifi==2023.7.22
Requires-Dist: cffi==1.15.1
Requires-Dist: cfgv==3.3.1
Requires-Dist: channels==4.0.0
Requires-Dist: chardet==5.1.0
Requires-Dist: charset-normalizer==3.1.0
Requires-Dist: click==8.1.3
Requires-Dist: colorama==0.4.6
Requires-Dist: common==0.1.2
Requires-Dist: confection==0.0.4
Requires-Dist: contourpy==1.1.1
Requires-Dist: coverage==7.2.5
Requires-Dist: cryptography==40.0.2
Requires-Dist: cssselect==1.2.0
Requires-Dist: cycler==0.11.0
Requires-Dist: cymem==2.0.7
Requires-Dist: dataclasses-json==0.5.7
Requires-Dist: decorator==5.1.1
Requires-Dist: diskcache==5.6.1
Requires-Dist: distlib==0.3.6
Requires-Dist: distro==1.8.0
Requires-Dist: Django==4.2.3
Requires-Dist: dnspython==2.3.0
Requires-Dist: docker==6.1.2
Requires-Dist: docker-pycreds==0.4.0
Requires-Dist: duckduckgo-search==2.9.4
Requires-Dist: et-xmlfile==1.1.0
Requires-Dist: exceptiongroup==1.1.1
Requires-Dist: execnet==1.9.0
Requires-Dist: executing==1.2.0
Requires-Dist: faiss-cpu==1.7.4
Requires-Dist: fastapi==0.103.1
Requires-Dist: ffmpy==0.3.1
Requires-Dist: filelock==3.12.0
Requires-Dist: fire==0.4.0
Requires-Dist: flake8==6.0.0
Requires-Dist: fonttools==4.42.1
Requires-Dist: frozenlist==1.3.3
Requires-Dist: fsspec==2023.9.2
Requires-Dist: ghp-import==2.1.0
Requires-Dist: gitdb==4.0.10
Requires-Dist: GitPython==3.1.31
Requires-Dist: google-api-core==2.11.0
Requires-Dist: google-api-python-client==2.86.0
Requires-Dist: google-auth==2.18.0
Requires-Dist: google-auth-httplib2==0.1.0
Requires-Dist: google-search-results==2.4.2
Requires-Dist: googleapis-common-protos==1.59.0
Requires-Dist: gradio==3.44.4
Requires-Dist: gradio_client==0.5.1
Requires-Dist: greenlet==2.0.2
Requires-Dist: gTTS==2.3.1
Requires-Dist: h11==0.14.0
Requires-Dist: httpcore==0.17.0
Requires-Dist: httplib2==0.22.0
Requires-Dist: httpx==0.24.0
Requires-Dist: huggingface-hub==0.17.2
Requires-Dist: icecream==2.1.3
Requires-Dist: identify==2.5.24
Requires-Dist: idna==3.4
Requires-Dist: importlib-metadata==6.8.0
Requires-Dist: importlib-resources==6.1.0
Requires-Dist: iniconfig==2.0.0
Requires-Dist: ipdb==0.13.13
Requires-Dist: ipython==8.14.0
Requires-Dist: iso-639==0.4.5
Requires-Dist: isort==5.12.0
Requires-Dist: jedi==0.18.2
Requires-Dist: Jinja2==3.1.2
Requires-Dist: joblib==1.3.2
Requires-Dist: jsonschema==4.17.3
Requires-Dist: kiwisolver==1.4.5
Requires-Dist: langchain==0.0.231
Requires-Dist: langchainplus-sdk==0.0.20
Requires-Dist: langcodes==3.3.0
Requires-Dist: langsmith==0.0.33
Requires-Dist: litellm==0.7.5
Requires-Dist: loguru==0.6.0
Requires-Dist: lxml==4.9.2
Requires-Dist: Markdown==3.3.7
Requires-Dist: MarkupSafe==2.1.2
Requires-Dist: marshmallow==3.19.0
Requires-Dist: marshmallow-enum==1.5.1
Requires-Dist: mccabe==0.7.0
Requires-Dist: meilisearch==0.21.0
Requires-Dist: mergedeep==1.3.4
Requires-Dist: mkdocs==1.4.3
Requires-Dist: mkl-service==2.4.0
Requires-Dist: multidict==6.0.4
Requires-Dist: murmurhash==1.0.9
Requires-Dist: mypy-extensions==1.0.0
Requires-Dist: nltk==3.8.1
Requires-Dist: nodeenv==1.8.0
Requires-Dist: numexpr==2.8.4
Requires-Dist: numpy==1.25.2
Requires-Dist: oauthlib==3.2.2
Requires-Dist: openai==0.27.2
Requires-Dist: openapi-python-client==0.13.4
Requires-Dist: openapi-schema-pydantic==1.2.4
Requires-Dist: opencv-python==4.8.0.76
Requires-Dist: openpyxl==3.2.0b1
Requires-Dist: orjson==3.8.10
Requires-Dist: outcome==1.2.0
Requires-Dist: packaging==23.1
Requires-Dist: pandas==1.4.1
Requires-Dist: parso==0.8.3
Requires-Dist: pathspec==0.11.1
Requires-Dist: pathtools==0.1.2
Requires-Dist: pathy==0.10.1
Requires-Dist: pexpect==4.8.0
Requires-Dist: pickleshare==0.7.5
Requires-Dist: Pillow==9.5.0
Requires-Dist: pinecone-client==2.2.1
Requires-Dist: pip==23.0.1
Requires-Dist: platformdirs==3.5.1
Requires-Dist: playsound==1.2.2
Requires-Dist: pluggy==1.0.0
Requires-Dist: pre-commit==3.3.1
Requires-Dist: preshed==3.0.8
Requires-Dist: promise==2.3
Requires-Dist: prompt-toolkit==3.0.38
Requires-Dist: protobuf==3.20.3
Requires-Dist: psutil==5.9.5
Requires-Dist: ptyprocess==0.7.0
Requires-Dist: pure-eval==0.2.2
Requires-Dist: py-cpuinfo==9.0.0
Requires-Dist: py3langid==0.2.2
Requires-Dist: pyasn1==0.5.0
Requires-Dist: pyasn1-modules==0.3.0
Requires-Dist: pycodestyle==2.10.0
Requires-Dist: pycparser==2.21
Requires-Dist: pydantic==1.10.7
Requires-Dist: pydub==0.25.1
Requires-Dist: pyflakes==3.0.1
Requires-Dist: Pygments==2.15.1
Requires-Dist: pymdown-extensions==10.0.1
Requires-Dist: pyOpenSSL==23.1.1
Requires-Dist: pyparsing==3.0.9
Requires-Dist: pyrsistent==0.19.3
Requires-Dist: PySocks==1.7.1
Requires-Dist: pytest==7.2.2
Requires-Dist: pytest-asyncio==0.21.0
Requires-Dist: pytest-benchmark==4.0.0
Requires-Dist: pytest-cov==4.0.0
Requires-Dist: pytest-integration==0.2.3
Requires-Dist: pytest-mock==3.10.0
Requires-Dist: pytest-recording==0.12.2
Requires-Dist: pytest-xdist==3.3.0
Requires-Dist: python-dateutil==2.8.2
Requires-Dist: python-docx==0.8.11
Requires-Dist: python-dotenv==1.0.0
Requires-Dist: python-multipart==0.0.6
Requires-Dist: pytz==2023.3
Requires-Dist: PyYAML==6.0
Requires-Dist: pyyaml_env_tag==0.1
Requires-Dist: readability-lxml==0.8.1
Requires-Dist: redis==4.5.5
Requires-Dist: regex==2023.5.5
Requires-Dist: requests==2.30.0
Requires-Dist: requests-oauthlib==1.3.1
Requires-Dist: rsa==4.9
Requires-Dist: scikit-learn==1.3.0
Requires-Dist: scipy==1.11.1
Requires-Dist: selenium==4.1.4
Requires-Dist: semantic-version==2.10.0
Requires-Dist: sentry-sdk==1.31.0
Requires-Dist: setproctitle==1.3.2
Requires-Dist: setuptools==65.6.3
Requires-Dist: shellingham==1.5.0.post1
Requires-Dist: shortuuid==1.0.11
Requires-Dist: six==1.16.0
Requires-Dist: smart-open==6.3.0
Requires-Dist: smmap==5.0.0
Requires-Dist: sniffio==1.3.0
Requires-Dist: socksio==1.0.0
Requires-Dist: sortedcontainers==2.4.0
Requires-Dist: soupsieve==2.4.1
Requires-Dist: spacy==3.5.3
Requires-Dist: spacy-legacy==3.0.12
Requires-Dist: spacy-loggers==1.0.4
Requires-Dist: SQLAlchemy==2.0.15
Requires-Dist: sqlparse==0.4.4
Requires-Dist: srsly==2.4.6
Requires-Dist: stack-data==0.6.2
Requires-Dist: starlette==0.27.0
Requires-Dist: tenacity==8.2.2
Requires-Dist: termcolor==2.3.0
Requires-Dist: thinc==8.1.10
Requires-Dist: threadpoolctl==2.2.0
Requires-Dist: tiktoken==0.5.1
Requires-Dist: tokenizers==0.13.3
Requires-Dist: tomli==2.0.1
Requires-Dist: toolz==0.12.0
Requires-Dist: tqdm==4.64.1
Requires-Dist: traitlets==5.9.0
Requires-Dist: trio==0.22.0
Requires-Dist: trio-websocket==0.10.2
Requires-Dist: tweepy==4.14.0
Requires-Dist: typer==0.7.0
Requires-Dist: typing_extensions==4.5.0
Requires-Dist: typing-inspect==0.8.0
Requires-Dist: uritemplate==4.1.1
Requires-Dist: urllib3==1.26.15
Requires-Dist: urllib3-secure-extra==0.1.0
Requires-Dist: uvicorn==0.23.2
Requires-Dist: vcrpy==4.2.1
Requires-Dist: virtualenv==20.23.0
Requires-Dist: wandb==0.13.2
Requires-Dist: wasabi==1.1.1
Requires-Dist: watchdog==3.0.0
Requires-Dist: wcwidth==0.2.6
Requires-Dist: webdriver-manager==3.8.6
Requires-Dist: websocket-client==1.5.1
Requires-Dist: websockets==11.0.3
Requires-Dist: wheel==0.38.4
Requires-Dist: wrapt==1.15.0
Requires-Dist: wsproto==1.2.0
Requires-Dist: yarl==1.9.2
Requires-Dist: zipp==3.17.0

# AutoAgents: A Framework for Automatic Agent Generation



<p align="center">

<a href=""><img src="docs/resources/logo-autoagents.jpg" alt="autoagents logo: A Framework for Automatic Agent Generation." width="150px"></a>

</p>



<p align="center">

<b>Generate different roles for GPTs to form a collaborative entity for complex tasks.</b>

</p>



<p align="center">

<a href="docs/README_CN.md"><img src="https://img.shields.io/badge/文档-中文版-blue.svg" alt="CN doc"></a>

<a href="README.md"><img src="https://img.shields.io/badge/document-English-blue.svg" alt="EN doc"></a>

<a href="docs/README_JA.md"><img src="https://img.shields.io/badge/ドキュメント-日本語-blue.svg" alt="JA doc"></a>

<a href="https://opensource.org/licenses/MIT"><img src="https://img.shields.io/badge/License-MIT-yellow.svg" alt="License: MIT"></a>

</p>



AutoAgents is an experimental open-source application for an Automatic Agents Generation Experiment based on LLM. This program, driven by LLM, autonomously generates multi-agents to achieve whatever goal you set.



<p align="center">

    <img src=./docs/resources/framework2.jpg width="800">

</p>



## <a name="updates"/> :boom: Updates

- **2023.09.31**: 📝 We're excited to share our paper [AutoAgents: A Framework for Automatic Agent Generation](https://arxiv.org/abs/2309.17288) related to this repository.


<p align="center">


<img width="616" alt="The execution process of AutoAgents." src="docs/resources/process.jpg">


</p> 





- **2023.08.30**: 🚀 Adding a custom agent collection, AgentBank, allows you to add custom agents. 





## 🚀 Features


- **Planner**: Determines the expert roles to be added and the specific execution plan according to the problem.


- **Tools**: The set of tools that can be used, currently only compatible with the search tools.


- **Observers**: Responsible for reflecting on whether the planner and the results in the execution process are reasonable, currently including reflection checks on Agents, Plan, and Action.


- **Agents**: Expert role agents generated by the planner, including name, expertise, tools used, and LLM enhancement.


- **Plan**: The execution plan is composed of the generated expert roles, each step of the execution plan has at least one expert role agent.


- **Actions**: The specific actions of the expert roles in the execution plan, such as calling tools or outputting results.





## Demo


Online demo: 


- [Demo / HuggingFace Spaces](https://huggingface.co/spaces/LinkSoul/AutoAgents)





Video demo:


- **Rumor Verification**


<video src='https://github.com/shiyemin/AutoAgents/assets/1501158/41898e0d-4137-450c-ad9b-bfb9b8c1d27b.mp4'></video>


- **Gluttonous Snake**


<video src='https://github.com/shiyemin/AutoAgents/assets/1501158/97e408cb-b70d-4045-82ea-07319c085138.mp4'></video>





## Installation and Usage





### Installation





```bash


git clone https://github.com/LinkSoul-AI/AutoAgents


cd AutoAgents


python setup.py install


```





### Configuration





- Configure your `OPENAI_API_KEY` in any of `config/key.yaml / config/config.yaml / env`


- Priority order: `config/key.yaml > config/config.yaml > env`





```bash


# Copy the configuration file and make the necessary modifications.


cp config/config.yaml config/key.yaml


```





| Variable Name                              | config/key.yaml                           | env                                             |


| ------------------------------------------ | ----------------------------------------- | ----------------------------------------------- |


| OPENAI_API_KEY # Replace with your own key | OPENAI_API_KEY: "sk-..."                  | export OPENAI_API_KEY="sk-..."                  |


| OPENAI_API_BASE # Optional                 | OPENAI_API_BASE: "https://<YOUR_SITE>/v1" | export OPENAI_API_BASE="https://<YOUR_SITE>/v1" |





### Usage


- Commandline mode:


```python


python main.py --mode commandline --llm_api_key YOUR_OPENAI_API_KEY --serpapi_key YOUR_SERPAPI_KEY --idea "Is LK-99 really a room temperature superconducting material?"


```


- Websocket service mode:


```python


python main.py --mode service --host "127.0.0.1" --port 9000


```





### Docker


- Build docker image:


```bash


IMAGE="linksoul.ai/autoagents"


VERSION=1.0





docker build -f docker/Dockerfile -t "${IMAGE}:${VERSION}" .


```


- Start docker container:


```bash


docker run -it --rm -p 7860:7860 "${IMAGE}:${VERSION}"


```


- Open http://127.0.0.1:7860 in the browser.





## Contact Information





If you have any questions or feedback about this project, please feel free to contact us. We highly appreciate your suggestions!





- **Email:** [email protected], [email protected]


- **GitHub Issues:** For more technical inquiries, you can also create a new issue in our [GitHub repository](https://github.com/LinkSoul-AI/AutoAgents/issues).





We will respond to all questions within 2-3 business days.





## License





[MIT license](https://raw.githubusercontent.com/LinkSoul-AI/AutoAgents/main/LICENSE)





## Citation





If you find our work and this repository useful, please consider giving a star :star: and citation :beer::


```bibtex


@article{chen2023auto,


  title={AutoAgents: The Automatic Agents Generation Framework},


  author={Chen, Guangyao and Dong, Siwei and Shu, Yu and Zhang, Ge and Jaward, Sesay and Börje, Karlsson and Fu, Jie and Shi, Yemin},


  journal={arXiv preprint},


  year={2023}


}


```





## Wechat Group





<img src=".github/QRcode.jpg" alt="Wechat Group" width="200"/>





## Acknowledgements


The [system](https://github.com/LinkSoul-AI/AutoAgents/tree/main/autoagents/system), [action_bank](https://github.com/LinkSoul-AI/AutoAgents/tree/main/autoagents/actions/action_bank) and [role_bank](https://github.com/LinkSoul-AI/AutoAgents/tree/main/autoagents/roles/role_bank) of this code base is built using [MetaGPT](https://github.com/geekan/MetaGPT)





Icons in the framework made by Darius Dan, Freepik, kmg design, Flat Icons, Vectorslab from [FlatIcon](https://www.flaticon.com)