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README.md

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-license: mit
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+---
+license: mit
+language:
+- en
+---
+
+# Evolla
+
+<a href="https://doi.org/10.1101/2025.01.05.630192"><img src="https://img.shields.io/badge/Paper-bioRxiv-green" style="max-width: 100%;"></a>
+<a href="https://x.com/duguyuan/status/1876446845951492221"><img src="https://img.shields.io/badge/Post-X-black" style="max-width: 100%;"></a>
+
+A frontier protein-language generative model designed to decode the molecular language of proteins.
+
+This set of model parameter is provided for 🤗 Transformers library! If you want to use Evolla by [original repo](https://github.com/westlake-repl/Evolla), please check [Evolla-10B](https://huggingface.co/westlake-repl/Evolla-10B) or [Evolla-10B-DPO](https://huggingface.co/westlake-repl/Evolla-10B-DPO)
+
+## Integration Status Update: Evolla into 🤗 Transformers
+
+We're currently contributing Evolla to the 🤗 Transformers library to enable seamless community access. The implementation is under active review via [PR #36232](https://github.com/huggingface/transformers/pull/36232/). 
+
+Anyone is welcomed to comment on the PR to contribute suggestions!
+
+### Temporary Usage Instructions
+
+To experiment with these parameters before official merging:
+
+1. Fork our [development repository](https://github.com/zhoubay/transformers/tree/add-evolla-rebase-main)
+2. Checkout to the `add-evolla-rebase-main` branch:
+```bash
+git checkout add-evolla-rebase-main
+```
+
+### Important Notes
+⚠️ This implementation in 🤗 Transformers library is **pre-release** and considered **unstable**. Architectural changes may occur during the review process. We strongly recommend:
+
+- Regularly pulling updates from the development branch
+- Monitoring the PR status for critical implementation updates
+- Avoiding production deployments until official integration