Frederic Branchaud-Charron

Dref360

AI & ML interests

Bayesian deep learning, uncertainty estimation, and trustworthiness.

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Dref360's activity

Reacted to jsulz's post with 🧠❀️πŸ”₯ 3 days ago
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2800
When the XetHub crew joined Hugging Face this fall, @erinys and I started brainstorming how to share our work to replace Git LFS on the Hub. Uploading and downloading large models and datasets takes precious time. That’s where our chunk-based approach comes in.

Instead of versioning files (like Git and Git LFS), we version variable-sized chunks of data. For the Hugging Face community, this means:

⏩ Only upload the chunks that changed.
πŸš€ Download just the updates, not the whole file.
🧠 We store your file as deduplicated chunks

In our benchmarks, we found that using CDC to store iterative model and dataset version led to transfer speedups of ~2x, but this isn’t just a performance boost. It’s a rethinking of how we manage models and datasets on the Hub.

We're planning on our new storage backend to the Hub in early 2025 - check out our blog to dive deeper, and let us know: how could this improve your workflows?

https://huggingface.co/blog/from-files-to-chunks
New activity in mhyatt000/YOLOv5 10 days ago

🚩 Report: Spam

#1 opened 10 days ago by Dref360
posted an update 13 days ago
Reacted to averoo's post with πŸ‘πŸ”₯πŸ‘€ 26 days ago
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3773
Hello, researchers! I've tried to made reading HF Daily Papers easier and made a tool that does reviews with LLMs like Claude 3.5, GPT-4o and sometimes FLUX.

πŸ“š Classification by topics
πŸ“… Sorting by publication date and HF addition date
πŸ”„ Syncing every 2 hours
πŸ’» Hosted on GitHub
🌏 English, Russian, and Chinese
πŸ“ˆ Top by week/month (in progress)

πŸ‘‰ https://hfday.ru

Let me know what do you think of it.
liked a Space about 1 month ago
Reacted to merve's post with πŸ”₯ 6 months ago
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3014
releasing: smol vision 🌼

A repository with notebooks on shrinking, optimizing, speeding-up, customizing large vision models! https://github.com/merveenoyan/smol-vision
  • 1 reply
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Reacted to clem's post with πŸš€ 6 months ago
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3648
Who said you couldn't build a big business based on open-source AI? Congrats Mistral team: https://huggingface.co/mistralai