Hugging Face

Now Replace Background in a Video with.. another Video!!💪 Replace background with any color, image or video using this Gradio 5 app. Kudos to hafedh hichri and Nishith Jain (HF Profile: https://lnkd.in/gcgNWQpu) for building and continuously enhancing the app! Access the FREE Gradio 5 app on Hugging Face Space: Ahttps://lnkd.in/gtBmVin8

Gradio is trending as the #1 Python repo on GitHub today! 🎉 Thrilled to see this. Thank you to our amazing community for your support, especially towards our latest Gradio 5 release 🧡 🤗 Build and share ML apps with ease - star us on GitHub to join the excitement: Gradio.dev

Our tutorial at #CVPR2023 went pretty well last Sunday 🔥 Thanks to everyone that turned up (physically and virtually) and talked to us 🤗 Hila did a phenomenal job of presenting the tutorial in person with such poise! Ron was fantastic in his overview of Prompt-to-Prompt and NULL inversion 🚀 Today, we're happy to release the recording of our tutorial along with other things (slides, code samples, demos) for everyone to see and comment on ⚡️ Check out everything here: https://lnkd.in/dN8h4EcX Until next time 🤗

This is game-changer for my local ML workflows: LM Studio 0.3.4 ships with Apple MLX 🚢🍎 Run on-device LLMs super fast, 100% locally and offline on your Apple Silicon Mac. Includes: > run Llama 3.2 1B at ~250 tok/sec (!) on M3 > enforce structured JSON responses (via .txt's outlines 🔥) > use via chat UI, or from your own code > run multiple models simultaneously > download any model from Hugging Face The video below is at 1x speed. via Yagil Burowski and LM Studio based on terrific work from Awni Hannun and the community! 🦾

🔒Gradio 5 Just Got Even More Secure!🔒 🛡️A comprehensive Security overhaul with Trail of Bits! Following the launch of Gradio 5, we are very excited to share about one of the most significant enhancements in Gradio 5 -- Web Security. With Gradio becoming the go-to framework for building and sharing machine learning apps (over 6M monthly downloads & 470K apps on Hugging Face Spaces), we knew that security had to be a top priority. That's why we went ahead and partnered with the cybersecurity experts at Trail of Bits for an in-depth security audit. 🔍 𝐈𝐧 𝐭𝐡𝐞 𝐬𝐩𝐢𝐫𝐢𝐭 𝐨𝐟 𝐭𝐫𝐚𝐧𝐬𝐩𝐚𝐫𝐞𝐧𝐜𝐲 𝐚𝐧𝐝 𝐨𝐩𝐞𝐧-𝐬𝐨𝐮𝐫𝐜𝐞, 𝐰𝐞'𝐫𝐞 𝐦𝐚𝐤𝐢𝐧𝐠 𝐭𝐡𝐞 𝐟𝐮𝐥𝐥 𝐬𝐞𝐜𝐮𝐫𝐢𝐭𝐲 𝐫𝐞𝐩𝐨𝐫𝐭 𝐩𝐮𝐛𝐥𝐢𝐜! 📄 Keep reading to access the report and to learn more 👇 Gradio has successfully addressed all the issues identified by the Trail of Bits team in our security audit. The key highlights are: 1️⃣ Local Apps Security: Addressed CORS misconfigurations to prevent unauthorized access and token theft when running Gradio apps locally. 2️⃣ Deployed Apps Protection: Fixed SSRF vulnerabilities to secure internal networks and prevent data leaks for apps deployed on servers. 3️⃣ Shared Links Safety: Secured communication between frp-client and frp-server to prevent interception and unauthorized access when sharing apps via built-in share links. 4️⃣ Supply Chain Defense: Hardened our CI pipeline against supply chain threats by pinning dependencies and enhancing workflow security. 👉 Read the Full Security Report here: https://lnkd.in/djFewzS5 Q: What Does Gradio's Security Audit mean for You? 🤔 A: Your Gradio apps are now safer by default, without requiring significant changes to your code! You can continue building and sharing amazing ML apps with greater peace of mind. 🚀 💪 Upgrade to Gradio 5 Today with Full Confidence : pip install --upgrade gradio Dive Deeper: Check out our latest blog post on Hugging Face for an in-depth look at our security journey and the steps we've taken to make Gradio more secure: https://lnkd.in/dYcxMumQ We'd Love to Hear From our Community ! Your feedback is invaluable to us. Together, let's build a safer and more robust ecosystem for machine learning applications! 🙌 Let us know your thoughts on the new security enhancements with Gradio 5, or any other features you'd like to see in Gradio. 💬

Fine-tuning 5B param video models should be possible with a SINGLE 24GB GPU 🍓 We're releasing CogVideoX-Factory, a repository containing memory-optimized scripts to fine-tune Cog family of video models for T2V and I2V 🧪 Kudos to the hard work of Aryan V S with help from Yuxuan Zhang, and `glide-the` for making this happen. Go: https://lnkd.in/gY6JX8xw

🔒Gradio 5 Just Got Even More Secure!🔒 🛡️A comprehensive Security overhaul with Trail of Bits! Following the launch of Gradio 5, we are very excited to share about one of the most significant enhancements in Gradio 5 -- Web Security. With Gradio becoming the go-to framework for building and sharing machine learning apps (over 6M monthly downloads & 470K apps on Hugging Face Spaces), we knew that security had to be a top priority. That's why we went ahead and partnered with the cybersecurity experts at Trail of Bits for an in-depth security audit. 🔍 𝐈𝐧 𝐭𝐡𝐞 𝐬𝐩𝐢𝐫𝐢𝐭 𝐨𝐟 𝐭𝐫𝐚𝐧𝐬𝐩𝐚𝐫𝐞𝐧𝐜𝐲 𝐚𝐧𝐝 𝐨𝐩𝐞𝐧-𝐬𝐨𝐮𝐫𝐜𝐞, 𝐰𝐞'𝐫𝐞 𝐦𝐚𝐤𝐢𝐧𝐠 𝐭𝐡𝐞 𝐟𝐮𝐥𝐥 𝐬𝐞𝐜𝐮𝐫𝐢𝐭𝐲 𝐫𝐞𝐩𝐨𝐫𝐭 𝐩𝐮𝐛𝐥𝐢𝐜! 📄 Keep reading to access the report and to learn more 👇 Gradio has successfully addressed all the issues identified by the Trail of Bits team in our security audit. The key highlights are: 1️⃣ Local Apps Security: Addressed CORS misconfigurations to prevent unauthorized access and token theft when running Gradio apps locally. 2️⃣ Deployed Apps Protection: Fixed SSRF vulnerabilities to secure internal networks and prevent data leaks for apps deployed on servers. 3️⃣ Shared Links Safety: Secured communication between frp-client and frp-server to prevent interception and unauthorized access when sharing apps via built-in share links. 4️⃣ Supply Chain Defense: Hardened our CI pipeline against supply chain threats by pinning dependencies and enhancing workflow security. 👉 Read the Full Security Report here: https://lnkd.in/djFewzS5 Q: What Does Gradio's Security Audit mean for You? 🤔 A: Your Gradio apps are now safer by default, without requiring significant changes to your code! You can continue building and sharing amazing ML apps with greater peace of mind. 🚀 💪 Upgrade to Gradio 5 Today with Full Confidence : pip install --upgrade gradio Dive Deeper: Check out our latest blog post on Hugging Face for an in-depth look at our security journey and the steps we've taken to make Gradio more secure: https://lnkd.in/dYcxMumQ We'd Love to Hear From our Community ! Your feedback is invaluable to us. Together, let's build a safer and more robust ecosystem for machine learning applications! 🙌 Let us know your thoughts on the new security enhancements with Gradio 5, or any other features you'd like to see in Gradio. 💬

Gradio 5 comes with Server Side Rendering (SSR) that makes loading of apps extremely fast. Upgrade today to start building your AI apps with the new state of the art! Read more about the release in our official blog on Hugging Face: https://lnkd.in/grnvQuzF

Fine-tuning 5B param video models should be possible with a SINGLE 24GB GPU 🍓 We're releasing CogVideoX-Factory, a repository containing memory-optimized scripts to fine-tune Cog family of video models for T2V and I2V 🧪 Kudos to the hard work of Aryan V S with help from Yuxuan Zhang, and `glide-the` for making this happen. Go: https://lnkd.in/gY6JX8xw

Using Hugging Face models and datasets is powerful for machine learning, but scaling tasks like model inference on large datasets can be challenging. Dask handles out-of-core computing, breaking up datasets into manageable chunks so that even large-scale tasks can run smoothly. In this example, we processed the FineWeb dataset (~715 GB in memory) using the 🤗 HF FineWeb-Edu classifier. Locally, processing 100 rows with pandas took ~10 seconds, but scaling up to 211M rows was possible with Dask on multi-GPU clusters deployed with Coiled. Results: - Handled large-scale text classification, filtering, and saved results to Hugging Face storage - Optimized GPU utilization to efficiently use expensive hardware This example could be adapted for other workflows like: - Genomic data filtering - Large-scale content extraction - Multimodal AI (audio, image, text) Had a lot of fun learning about Hugging Face and putting together this example with Quentin Lhoest, James Bourbeau, and Daniel van Strien Blog post: https://lnkd.in/gcV348fA