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XetHub brings block-based storage to the Hub

Summary

XetHub joins Hugging Face to version large model and data set files more efficiently. Content-based deduplication is meant to transfer changed blocks instead of complete files. Xet works with block-based, content-addressed storage.

Ideas

  • ML versioning needs deduplication below the level of huge monolithic files.
  • Content addressing can share storage and transfer across many similar model versions.

Insights

  • ML storage has to move large, similar artefacts efficiently without giving up reproducibility.

Facts

  • The technology is being integrated into the infrastructure of the Hugging Face Hub.

Critique

  • A new storage layer increases protocol and vendor dependency as long as alternative tools are missing.

Recommendations

  • Measure upload, checkout, cache requirements and recovery with your real model revisions.

References

Read the original article on Hugging Face

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