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<div align="center"> | ||
<h1>MLIP Arena</h1> | ||
<a href="https://zenodo.org/doi/10.5281/zenodo.13704399"><img src="https://zenodo.org/badge/776930320.svg" alt="DOI"></a> | ||
<a href="https://huggingface.co/spaces/atomind/mlip-arena"><img src="https://huggingface.co/datasets/huggingface/brand-assets/resolve/main/hf-logo-with-title.svg" style="height: 20px; background-color: white;" alt="Hugging Face"></a> | ||
</div> | ||
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> [!CAUTION] | ||
> MLIP Arena is currently in pre-alpha. The results are not stable. Please intepret them with care. | ||
> [!NOTE] | ||
> If you're interested in joining the effort, please reach out to Yuan at [[email protected]](mailto:[email protected]). See [project page](https://github.com/orgs/atomind-ai/projects/1) for some outstanding tasks. | ||
> If you're interested in joining the effort, please reach out to Yuan at [[email protected]](mailto:[email protected]). | ||
MLIP Arena is an open-source platform for benchmarking machine learning interatomic potentials (MLIPs). The platform provides a unified interface for users to evaluate the performance of their models on a variety of tasks, including single-point density functional theory calculations and molecular dynamics simulations. The platform is designed to be extensible, allowing users to contribute new models, benchmarks, and training data to the platform. | ||
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## Contribute | ||
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MLIP Arena is now in pre-alpha. If you're interested in joining the effort, please reach out to Yuan at [[email protected]](mailto:[email protected]). See [project page](https://github.com/orgs/atomind-ai/projects/1) for some outstanding tasks. | ||
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### Development | ||
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``` | ||
streamlit run serva/app.py | ||
``` | ||
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### Add new MLIP models | ||
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If you have pretrained MLIP models that you would like to contribute to the MLIP Arena and show benchmark in real-time, there are two ways: | ||
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