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tanyuqian committed Jul 22, 2024
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**Red Coast** (redco) is a lightweight and user-friendly tool designed to automate distributed training and inference for large models while simplifying the ML pipeline development process without necessitating MLSys expertise from users.

RedCoast supports *Large Models* + *Complex Algorithms*, in a *lightweight* and *user-friendly* manner:
* Large Models beyond Transformers, e.g, [Stable Diffusion](examples/text_to_image), etc.
* Complex algorithms beyond cross entropy, e.g., [Meta Learning](examples/meta_learning), etc.

Check out our [Tech Report](https://aclanthology.org/2024.naacl-demo.14/) for more details!

**RedCoast: A Lightweight Tool to Automate Distributed Training of LLMs on Any GPU/TPUs** \
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[[Twitter]](https://x.com/BowenTan8/status/1730240627068031295?s=20)
[[Slides]](https://drive.google.com/file/d/1MmBjxP5gInqhg0ydasby2a5UauLZFxQH/view)
[[Demo Video]](https://bowentan.bitcron.com/RedCoast_demo.webm) \
<span style="color:red">(Best Demo Paper Runner Up @ NAACL 2024)</span>
*Best Demo Paper Runner Up @ NAACL 2024*

RedCoast supports *Large Models* + *Complex Algorithms*, in a *lightweight* and *user-friendly* manner:
* Large Models beyond Transformers, e.g, [Stable Diffusion](examples/text_to_image), etc.
* Complex algorithms beyond cross entropy, e.g., [Meta Learning](examples/meta_learning), etc.

![](images/redco_coding.png)

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