Community

Support

Get help and connect with the Twinkle community. We welcome contributions, questions, and feedback.

Documentation

• View the Twinkle Documentation
• Read the Quick Start Guide

Source Code

• Twinkle on GitHub — Star the repo and follow development
• Cookbook Examples

Bug Reports & Feature Requests

• Open an Issue — Report bugs or request new features
• Pull Requests — Contribute code, fixes, or documentation

Discussions

• Join the GitHub Discussions — Ask questions, share ideas, and connect with other users

News

Stay up-to-date with the latest Twinkle releases and features:

• Subscribe to the Twinkle Blog
• Watch the GitHub Repository for release notifications

ModelScope Ecosystem

Twinkle is part of the ModelScope open-source ecosystem, building AI infrastructure for the community. Related projects include:

• ms-swift — Efficient fine-tuning framework
• Transformers — Model framework

Contributors

Twinkle✨ is designed, developed, and maintained by an Open Workshop composed of members from various open-source technology teams. We welcome more developers passionate about large model training to join us in building and improving this framework.

The core members of the workshop currently come from:

• ModelScope Open Source Community Project Team
• China Merchants Bank Open Source Technology Team
• Technical staff from various compute hardware teams

We are grateful to the open-source community, particularly the projects that inspired us, including Transformers, MS-SWIFT, veRL, Tinker, and many others.

We welcome open contributions via Issues and Pull Requests.

Further Resources

• Ray Documentation — The distributed computing framework
• PyTorch Documentation — The deep learning framework
• PEFT Documentation — Parameter-Efficient Fine-Tuning