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omarespejel opened this issue Mar 23, 2022 · 0 comments
Open

Sharing models through Hugging Face Hub #68

omarespejel opened this issue Mar 23, 2022 · 0 comments

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@omarespejel
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omarespejel commented Mar 23, 2022

Hi MedicalNet team!

This project is terrific. I see you host and share the 3D-ResNet pre-trained models with your server. Would you be interested in sharing your models in the Hugging Face Hub?

This integration would allow you to freely download/upload models and make your work more accessible and visible to the rest of the ML community. We can help you set up a MedicalNet/Tencent organization (examples, Facebook AI y Stanford NLP).

Creating the repositories and adding new models should be a relatively straightforward process. Here is a step-by-step guide explaining the process in case you're interested. Please let us know if you would be interested and if you have any questions.

Some of the benefits of sharing your models through the Hub would be:

  • Presence in the HF Hub might lower the entry of barrier to MedicalNet as well as increase its visibility.
    • Repos provide valuable metadata about their tasks, languages, metrics, etc. that make them discoverable
  • versioning, commit history, and diffs.
  • multiple features from TensorBoard visualizations, PapersWithCode integration, and more.

Additionally, we have a library to access repositories programmatically (both downloading pre-trained models and pushing, with many nice things such as filtering, caching, etc.). If we want to try out this integration, I would suggest you add one or two models manually and then use the huggingface_hub library to implement downloading those models programmatically from MedicalNet. To read more about it, you might want to check our documentation to read more about it.

Relevant references:

Happy to hear your thoughts,

Omar and the Hugging Face team (cc @osanseviero @abidlabs )

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