#71 · Primary category: Foundation Models

openchat

large-language-models open-source transformers

OpenChat: Advancing Open-source Language Models with Imperfect Data

Project last updated:09/13/24

GitHub Stars

5.5K

Forks

429

Contributors

17

License

Apache-2.0

Why we included this project

OpenChat is a family of instruction-tuned models built on Llama-2 and Llama-3, and the 7B and 8B releases are small enough to run on a single consumer GPU like an RTX 3090. The more interesting piece is the training method: C-RLFT, an approach inspired by offline reinforcement learning that handles mixed-quality data without preference labels. That part is worth reading even if you plan to fine-tune your own models instead of just downloading the weights. The repo also includes the training and evaluation scripts used to produce and benchmark each release, and the Apache-2.0 license keeps commercial use straightforward. For teams that want a self-hosted assistant without a big hardware budget, it works as both a deployable model and a clear reference for how it was built.

Articles for this project

No articles for this project yet.

To suggest a topic or contribute an article, contact us.

Related projects in this category