I have an idea that I'm currently working on – developing a standard API for large models. This standard would ensure compatibility with all known protocols, enabling large models worldwide to be accessed through a unified API. For instance, it could connect models like qwen, deepseek, and GLM from China. However, I haven't found a suitable forum for democratic discussion on this yet. I'm unsure of the next steps. 😥😥😥
I'm excited to announce significant improvements to my HF Daily Paper Newsletter Bot! Here are the key updates:
🖼️ Enhanced Poster Generation - Implemented dynamic height adjustment for daily paper posters - Added support for displaying complete paper content without truncation - Improved Chinese font rendering and text layout - Integrated Hugging Face logo for better branding - Enhanced visual aesthetics with optimized card layouts
📝 Content Improvements - Removed paper count limitations (previously capped at 5 papers) - Enhanced title and summary extraction algorithms - Improved text wrapping and spacing for better readability - Added proper handling of long content with automatic layout adjustments
🛠️ Technical Enhancements - Implemented better font loading mechanism with fallback options - Added support for multiple Chinese font paths - Improved error handling and logging - Enhanced memory management for image processing - Added detailed debugging information
🌟 Visual Design Updates - Refined color scheme with HF brand colors - Improved card spacing and padding - Enhanced typography with better font sizing - Added smooth transitions between paper cards - Optimized overall layout for better visual hierarchy
🔧 Infrastructure Updates - Improved GitHub Actions workflow reliability - Enhanced error notification system - Added automatic retries for API calls - Improved logging and debugging capabilities
The bot now generates more professional and visually appealing daily paper summaries while ensuring complete content display. These updates make the newsletter more readable and informative for our users.
Try it out and let me know what you think! Your feedback helps me make continuous improvements to better serve the AI research community.
The Hugging Face Download Tool is a sophisticated graphical user interface application designed to simplify the process of downloading resources from Hugging Face repositories. This tool addresses common challenges in model and file downloads through its intelligent features and user-friendly interface.
✨ Key Features - 🖥️ Intuitive graphical interface for easy operation - 🔄 Advanced retry mechanism with smart error handling - ⏸️ Resume capability for interrupted downloads - 📊 Real-time download status monitoring - 🔐 Secure access to private repositories via token authentication
🛠️ Technical Highlights The tool implements several advanced features to ensure reliable downloads: - 📦 Chunk-based downloading with 1MB segments - ⚡ Adaptive retry intervals (5-300 seconds) based on error types - 🔌 Connection pooling for optimized performance - 🛡️ Built-in rate limiting protection - 🔑 Secure token handling for private repository access
This tool is ideal for researchers, developers, and AI practitioners who regularly work with Hugging Face resources and need a reliable, user-friendly download solution. 💻 It supports all major operating systems and requires minimal setup, making it accessible to users of all technical levels. 🚀
Small Language Models Enthusiasts and GPU Poor oss enjoyers lets connect. Just created an organization which main target is to have fun with smaller models tuneable on consumer range GPUs, feel free to join and lets have some fun, much love ;3
After some heated discussion 🔥, we clarify our intent re. storage limits on the Hub
TL;DR: - public storage is free, and (unless blatant abuse) unlimited. We do ask that you consider upgrading to PRO and/or Enterprise Hub if possible - private storage is paid above a significant free tier (1TB if you have a paid account, 100GB otherwise)