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victorย 
posted an update 1 day ago
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Finally, an open-source AI that turns your lyrics into full songs is hereโ€”meet YuE! Unlike other tools that only create short clips, YuE can make entire songs (up to 5 minutes) with vocals, melody, and instruments all working together. Letsss go!

m-a-p/YuE-s1-7B-anneal-en-cot
jbilcke-hfย 
posted an update about 1 month ago
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5599
Doing some testing with HunyuanVideo on the Hugging Face Inference Endpoints ๐Ÿค—

prompt: "a Shiba Inu is acting as a DJ, he wears sunglasses and is mixing and scratching with vinyl discs at a Ibiza sunny sand beach party"

1280x720, 22 steps, 121 frames

There are still some things to iron out regarding speed and memory usage, right now it takes 20min on an A100 (see attached charts)

but you can check it out here:

https://huggingface.co/jbilcke-hf/HunyuanVideo-for-InferenceEndpoints

There are various things I want to try like the 100% diffusers version and other models (LTX-Video..)
jsulzย 
posted an update about 2 months ago
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Doing a lot of benchmarking and visualization work, which means I'm always searching for interesting repos in terms of file types, size, branches, and overall structure.

To help, I built a Space jsulz/repo-info that lets you search for any repo and get back:

- Treemap of the repository, color coded by file/directory size
- Repo branches and their size
- Cumulative size of different file types (e.g., the total size of all the safetensors in the repo)

And because I'm interested in how this will fit in our work to leverage content-defined chunking for versioning repos on the Hub
- https://huggingface.co/blog/from-files-to-chunks - everything has the number of chunks (1 chunk = 64KB) as well as the total size in bytes.

Some of the treemaps are pretty cool. Attached are black-forest-labs/FLUX.1-dev and for fun laion/laion-audio-preview (which has nearly 10k .tar files ๐Ÿคฏ)

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victorย 
posted an update 2 months ago
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Qwen/QwQ-32B-Preview shows us the future (and it's going to be exciting)...

I tested it against some really challenging reasoning prompts and the results are amazing ๐Ÿคฏ.

Check this dataset for the results: victor/qwq-misguided-attention
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jsulzย 
posted an update 2 months ago
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Something I love about working at Hugging Face is the opportunity to design and work in public. Right now, weโ€™re redesigning the architecture that supports uploads and downloads on the Hub.

Datasets and models are growing fast, and so are the challenges of storing and transferring them efficiently. To keep up, we're introducing a new protocol for uploads and downloads, supported by a content-addressed store (CAS).

Hereโ€™s whatโ€™s coming:

๐Ÿ“ฆ Smarter uploads: Chunk-level management enables advanced deduplication, compression, and reduces redundant transfers, speeding up uploads.
โšก Efficient downloads: High throughput and low latency ensure fast access, even during high-demand model releases.
๐Ÿ”’ Enhanced security: Validate uploads before storage to block malicious or invalid data.

We analyzed 24 hours of global upload activity in October (88 countries, 130TB of data!) to design a system that scales with your needs.

The result? A proposed infrastructure with CAS nodes in us-east-1, eu-west-3, and ap-southeast-1.

๐Ÿ”— Read the blog post for the full details: https://huggingface.co/blog/rearchitecting-uploads-and-downloads

๐ŸŒŸ Check out our interactive demo to explore the data yourself!
xet-team/cas-analysis

Weโ€™d love to hear your feedback - let us know if you have questions or want to see more.
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victorย 
posted an update 2 months ago
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Perfect example of why Qwen/Qwen2.5-Coder-32B-Instruct is insane?

Introducing: AI Video Composer ๐Ÿ”ฅ
huggingface-projects/ai-video-composer

Drag and drop your assets (images/videos/audios) to create any video you want using natural language!

It works by asking the model to output a valid FFMPEG and this can be quite complex but most of the time Qwen2.5-Coder-32B gets it right (that thing is a beast). It's an update of an old project made with GPT4 and it was almost impossible to make it work with open models back then (~1.5 years ago), but not anymore, let's go open weights ๐Ÿš€.
victorย 
posted an update 2 months ago
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Qwen2.5-72B is now the default HuggingChat model.
This model is so good that you must try it! I often get better results on rephrasing with it than Sonnet or GPT-4!!
jsulzย 
posted an update 2 months ago
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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. Thatโ€™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:

โฉ Only upload the chunks that changed.
๐Ÿš€ Download just the updates, not the whole file.
๐Ÿง  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 isnโ€™t just a performance boost. Itโ€™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
martin-gornerย 
updated a Space 3 months ago
victorย 
posted an update 3 months ago
jsulzย 
posted an update 4 months ago
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The Hugging Face Hub hosts over 1.5M Model, Dataset, and Space repositories. To scale to 10M+, the XetHub team (https://huggingface.co/xet-team) is replacing Git LFS with a new technology that improves storage and transfer capabilities with some future developer experience benefits to boot.

Thanks to @yuchenglow and @port8080 (for their analysis covering LFS usage from March 2022โ€“Sept 2024), we now have insights into what weโ€™re storing. Check out the Gradio app to explore:
- Storage growth over time
- File types over all repositories
- Some simple optimizations we're investigating

xet-team/lfs-analysis
victorย 
posted an update 4 months ago
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NEW - Inference Playground

Maybe like me you have always wanted a super easy way to compare llama3.2-1B vs. llama3.2-3B? or the same model with different temperatures?

Trying and comparing warm Inference API models has never been easier!
Just go to https://hf.co/playground, set your token and you're ready to go.
We'll keep improving, feedback welcome ๐Ÿ˜Š
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jsulzย 
posted an update 4 months ago
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In August, the XetHub team joined Hugging Face
- https://huggingface.co/blog/xethub-joins-hf - and weโ€™ve been rolling up our sleeves to bring the best of both worlds together. We started with a deep dive into the current state of files stored with Git LFS on the Hub.

Getting this information was no small feat. We had to:
* Analyze a complete database dump of all repositories and files stored in Git LFS across Hugging Face.
* Parse through metadata on file sizes and types to accurately map the storage breakdown across Spaces, Models, and Datasets.

You can read more about the findings (with some jaw-dropping stats + charts) here https://www.linkedin.com/feed/update/urn:li:activity:7244486280351285248
victorย 
posted an update 5 months ago
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๐Ÿ™‹ Calling all Hugging Face users! We want to hear from YOU!

What feature or improvement would make the biggest impact on Hugging Face?

Whether it's the Hub, better documentation, new integrations, or something completely different โ€“ we're all ears!

Your feedback shapes the future of Hugging Face. Drop your ideas in the comments below! ๐Ÿ‘‡
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victorย 
posted an update 6 months ago
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How good are you at spotting AI-generated images?

Find out by playing Fake Insects ๐Ÿž a Game where you need to identify which insects are fake (AI generated). Good luck & share your best score in the comments!

victor/fake-insects
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victorย 
posted an update 6 months ago
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Hugging Face famous organisations activity. Guess which one has the word "Open" in it ๐Ÿ˜‚
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jbilcke-hfย 
posted an update 7 months ago
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I am working to add automatic speech bubbles to the AI Comic Factory!

This is not finished yet - there are a few things to tweak - but so far results are pretty promising!

(it's available through a "beta" toggle)
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victorย 
posted an update 7 months ago
victorย 
posted an update 8 months ago
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Together MoA is a really interesting approach based on open source models!

"We introduce Mixture of Agents (MoA), an approach to harness the collective strengths of multiple LLMs to improve state-of-the-art quality. And we provide a reference implementation, Together MoA, which leverages several open-source LLM agents to achieve a score of 65.1% on AlpacaEval 2.0, surpassing prior leader GPT-4o (57.5%)."

Read more here: https://www.together.ai/blog/together-moa

PS: they provide some demo code: (https://github.com/togethercomputer/MoA/blob/main/bot.py) - if someone release a Space for it it could go ๐Ÿš€
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victorย 
posted an update 8 months ago
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Congrats to @alvdansen for one of the nicest SD LoRA ever. It's so sharp and beautiful!
Check the model page to try it on your own prompts: alvdansen/BandW-Manga
And follow @alvdansen for more ๐Ÿ˜™
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