diff --git a/cleanrl.md b/cleanrl.md new file mode 100644 index 0000000000..3792ca1e2a --- /dev/null +++ b/cleanrl.md @@ -0,0 +1,70 @@ +--- +title: 'Welcome CleanRL to the Hugging Face Hub 🤗' +thumbnail: /blog/assets/114_cleanrl/thumbnail.png +--- + +

+ Welcome CleanRL to the Hugging Face Hub 🤗 +

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+ Published November 27, 2022. + + Update on GitHub + +
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+ + +
+ ThomasSimonini + Thomas Simonini +
+ +
+ +At Hugging Face, we are contributing to the ecosystem for Deep Reinforcement Learning researchers and enthusiasts. That’s why we’re happy to announce that we integrated [CleanRL](https://github.com/vwxyzjn/cleanrl) to the Hugging Face Hub. + +[CleanRL](https://github.com/vwxyzjn/cleanrl) is a Deep Reinforcement Learning library that provides high-quality single-file implementation with research-friendly features. +With this integration, you can now host your saved models 💾 and load powerful models from the community. + +ADD VIDEO CleanRL + +In this article, we’re going to show how you can do it. But if you want to follow with a tutorial, we wrote one where you'll learn: +- How to train a Deep Reinforcement Learning lander agent to land correctly on the Moon 🌕 +- How to upload it to the Hub 🚀 + +![gif](assets/47_sb3/lunarlander.gif) + +- How to download and use a saved model from the Hub that CHOOSE ENVIRONMENT + +👉 [The tutorial]() ADD LINK + +Sounds exciting? Let's get started! + +- [Install the library]() +- [Exploring CleanRL in the Hub]() +- [Uploading models to the Hub]() +- [Loading models from the Hub]() + +TODO finish the table des matières when titles are chosen + + +## What's next? +In the coming weeks and months, we plan on supporting other tools from the ecosystem: + +- Integrating [Sample Factory](https://github.com/alex-petrenko/sample-factory) to the Hub. +- Launching the Beta of [Simulate](https://github.com/huggingface/simulate), a library for easily creating and sharing simulation environments for intelligent agents +- Expanding our repository of Decision Transformer models with models trained or finetuned in an online setting [1] + +The best way to keep in touch is to **[join our discord server](https://discord.gg/YRAq8fMnUG)** to exchange with us and with the community. + +Finally, we would like to thank the ADD COSTA THANKS + +### Would you like to integrate your library to the Hub? + +This integration is possible thanks to the [`huggingface_hub`](https://github.com/huggingface/huggingface_hub) library which has all our widgets and the API for all our supported libraries. If you would like to integrate your library to the Hub, we have a [guide](https://huggingface.co/docs/hub/models-adding-libraries) for you! + +## References +[1] Zheng, Qinqing and Zhang, Amy and Grover, Aditya “Online Decision Transformer” (arXiv preprint, 2022)