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【📚 Wiki | 🚀 Visualizer | 👥 Community Built Software | 🔧 Customization | 👾 Discord】
- ChatDev stands as a virtual software company that operates through various intelligent agents holding
different roles, including Chief Executive Officer
, Chief Product Officer 
, Chief Technology Officer 
, Programmer 
, Reviewer 
, Tester 
, Art designer 
. These
agents form a multi-agent organizational structure and are united by a mission to "revolutionize the digital world
through programming." The agents within ChatDev collaborate by participating in specialized functional seminars,
including tasks such as designing, coding, testing and documenting. - The primary objective of ChatDev is to offer an easy-to-use, highly customizable and extendable framework, which is based on large language models (LLMs) and serves as an ideal scenario for studying and understanding collective intelligence.
•June 25, 2024: 🎉To foster development in LLM-powered multi-agent collaboration🤖🤖 and related fields, the ChatDev team has curated a collection of seminal papers📄 presented in a open-source interactive e-book📚 format. Now you can explore the latest advancements on the Ebook Website and download the paper list.
•June 12, 2024: We introduced Multi-Agent Collaboration Networks (MacNet) 🎉, which utilize directed acyclic graphs to facilitate effective task-oriented collaboration among agents through linguistic interactions 🤖🤖. MacNet supports co-operation across various topologies and among more than a thousand agents without exceeding context limits. More versatile and scalable, MacNet can be considered as a more advanced version of ChatDev's chain-shaped topology. Our preprint paper is available at https://arxiv.org/abs/2406.07155. This technique will soon be incorporated into this repository, enhancing support for diverse organizational structures and offering richer solutions beyond software development (e.g., logical reasoning, data analysis, story generation, and more).
Old News
• May 07, 2024, we introduced "Iterative Experience Refinement" (IER), a novel method where instructor and assistant agents enhance shortcut-oriented experiences to efficiently adapt to new tasks. This approach encompasses experience acquisition, utilization, propagation and elimination across a series of tasks and making the pricess shorter and efficient. Our preprint paper is available at https://arxiv.org/abs/2405.04219, and this technique will soon be incorporated into ChatDev.
• January 25, 2024: We have integrated Experiential Co-Learning Module into ChatDev. Please see the Experiential Co-Learning Guide.
• December 28, 2023: We present Experiential Co-Learning, an innovative approach where instructor and assistant agents accumulate shortcut-oriented experiences to effectively solve new tasks, reducing repetitive errors and enhancing efficiency. Check out our preprint paper at https://arxiv.org/abs/2312.17025 and this technique will soon be integrated into ChatDev.
• November 2, 2023: ChatDev is now supported with a new feature: incremental development, which allows agents to develop upon existing codes. Try --config "incremental" --path "[source_code_directory_path]" to start it.
• October 26, 2023: ChatDev is now supported with Docker for safe execution (thanks to contribution from ManindraDeMel). Please see Docker Start Guide.
to utilize Git for version control. To enable this feature, simply set ``"git_management"`` to ``"True"`` in ``ChatChainConfig.json``. See [guide](wiki.md#git-mode).
and making suggestions to the programmer ;
try ``python3 run.py --task [description_of_your_idea] --config "Human"``. See [guide](wiki.md#human-agent-interaction) and [example](WareHouse/Gomoku_HumanAgentInteraction_20230920135038).
to generate images used in the software;
try ``python3 run.py --task [description_of_your_idea] --config "Art"``. See [guide](wiki.md#art) and [example](WareHouse/gomokugameArtExample_THUNLP_20230831122822).
• August 28, 2023: The system is publicly available.
• August 17, 2023: The v1.0.0 version was ready for release.
• July 30, 2023: Users can customize ChatChain, Phasea and Role settings. Additionally, both online Log mode and replay
mode are now supported.
• July 16, 2023: The [preprint paper](https://arxiv.org/abs/2307.07924) associated with this project was published.
• June 30, 2023: The initial version of the ChatDev repository was released.
demo.mp4
Access the web page for visualization and configuration use: https://chatdev.modelbest.cn/
To get started, follow these steps:
-
Clone the GitHub Repository: Begin by cloning the repository using the command:
git clone https://github.com/OpenBMB/ChatDev.git -
Set Up Python Environment: Ensure you have a version 3.9 or higher Python environment. You can create and activate this environment using the following commands, replacing
ChatDev_conda_envwith your preferred environment name:conda create -n ChatDev_conda_env python=3.9 -y conda activate ChatDev_conda_env -
Install Dependencies: Move into the
ChatDevdirectory and install the necessary dependencies by running:cd ChatDev pip3 install -r requirements.txt -
Set OpenAI API Key: Export your OpenAI API key as an environment variable. Replace
"your_OpenAI_API_key"with your actual API key. Remember that this environment variable is session-specific, so you need to set it again if you open a new terminal session. On Unix/Linux:export OPENAI_API_KEY="your_OpenAI_API_key"On Windows:
$env:OPENAI_API_KEY="your_OpenAI_API_key" -
Build Your Software: Use the following command to initiate the building of your software, replacing
[description_of_your_idea]with your idea's description and[project_name]with your desired project name: On Unix/Linux:python3 run.py --task "[description_of_your_idea]" --name "[project_name]"On Windows:
python run.py --task "[description_of_your_idea]" --name "[project_name]" -
Run Your Software: Once generated, you can find your software in the
WareHousedirectory under a specific project folder, such asproject_name_DefaultOrganization_timestamp. Run your software using the following command within that directory: On Unix/Linux:cd WareHouse/project_name_DefaultOrganization_timestamp python3 main.pyOn Windows:
cd WareHouse/project_name_DefaultOrganization_timestamp python main.py
- We thank ManindraDeMel for providing Docker support. Please see Docker Start Guide.
For more detailed information, please refer to our Wiki, where you can find:
- An introduction to all command run parameters.
- A straightforward guide for setting up a local web visualizer demo, which can visualize real-time logs, replayed logs, and ChatChain.
- An overview of the ChatDev framework.
- A comprehensive introduction to all advanced parameters in ChatChain configuration.
- Guides for customizing ChatDev, including:
- ChatChain: Design your own software development process (or any other process), such
as
DemandAnalysis -> Coding -> Testing -> Manual. - Phase: Design your own phase within ChatChain, like
DemandAnalysis. - Role: Defining the various agents in your company, such as the
Chief Executive Officer.
- ChatChain: Design your own software development process (or any other process), such
as
Code: We are enthusiastic about your interest in participating in our open-source project. If you come across any problems, don't hesitate to report them. Feel free to create a pull request if you have any inquiries or if you are prepared to share your work with us! Your contributions are highly valued. Please let me know if there's anything else you need assistance!
Company: Creating your own customized "ChatDev Company" is a breeze. This personalized setup involves three simple
configuration JSON files. Check out the example provided in the CompanyConfig/Default directory. For detailed
instructions on customization, refer to our Wiki.
Software: Whenever you develop software using ChatDev, a corresponding folder is generated containing all the
essential information. Sharing your work with us is as simple as making a pull request. Here's an example: execute the
command python3 run.py --task "design a 2048 game" --name "2048" --org "THUNLP" --config "Default". This will
create a software package and generate a folder named /WareHouse/2048_THUNLP_timestamp. Inside, you'll find:
- All the files and documents related to the 2048 game software
- Configuration files of the company responsible for this software, including the three JSON config files
from
CompanyConfig/Default - A comprehensive log detailing the software's building process that can be used to replay (
timestamp.log) - The initial prompt used to create this software (
2048.prompt)
See community contributed software here!
Made with contrib.rocks.
@article{chatdev,
title = {ChatDev: Communicative Agents for Software Development},
author = {Chen Qian and Wei Liu and Hongzhang Liu and Nuo Chen and Yufan Dang and Jiahao Li and Cheng Yang and Weize Chen and Yusheng Su and Xin Cong and Juyuan Xu and Dahai Li and Zhiyuan Liu and Maosong Sun},
journal = {arXiv preprint arXiv:2307.07924},
url = {https://arxiv.org/abs/2307.07924},
year = {2023}
}
- Source Code Licensing: Our project's source code is licensed under the Apache 2.0 License. This license permits the use, modification, and distribution of the code, subject to certain conditions outlined in the Apache 2.0 License.
- Data Licensing: The related data utilized in our project is licensed under CC BY-NC 4.0. This license explicitly permits non-commercial use of the data. We would like to emphasize that any models trained using these datasets should strictly adhere to the non-commercial usage restriction and should be employed exclusively for research purposes.
If you have any questions, feedback, or would like to get in touch, please feel free to reach out to us via email at [email protected]