🌟 Summary

This release, version 8.3.35, introduces enhanced support for models with dynamic shapes in image processing, making model handling more adaptable and efficient. 🚀

📊 Key Changes

• Dynamic Models Support: Improved the pre_transform function to enable automatic letterboxing when working with models that support dynamic input shapes.
• Updated Docker Configuration: Switched Docker's base image to Python 3.11.10 for better consistency and added PaddlePaddle installation for broader compatibility.
• Documentation Enhancements: Improved Ray Tune documentation, benchmarking tools, and documentation site usability with a scalable search bar.
• Cosmetic and Code Maintenance: Various JavaScript updates for cleaner code structure and updated styles for improved user interaction.

🎯 Purpose & Impact

• Enhanced Model Handling: By supporting dynamic shapes, the update ensures that users working with such models benefit from accurate image preprocessing and potentially improved performance.
• Consistency and Compatibility: Docker updates aid in consistent environment setup and extend functionality by supporting PaddlePaddle installations.
• Improved User Experience: Revised documentation and a smoother search experience make it easier for users to find information and ensure a seamless interaction with the site.
• Developer-Focused Improvements: Code and workflow updates facilitate easier maintenance and readability, enabling developers to work more efficiently.

What's Changed

• Add RTDETRv2 in benchmarks.md chart 📈 by @RizwanMunawar in https://github.com/ultralytics/ultralytics/pull/17635
• Update extra.js by @glenn-jocher in https://github.com/ultralytics/ultralytics/pull/17665
• Update Dockerfile-cpu to ubuntu:latest by @glenn-jocher in https://github.com/ultralytics/ultralytics/pull/17670
• Docs Search Bar improvements by @glenn-jocher in https://github.com/ultralytics/ultralytics/pull/17669
• Add missing import to Raytune docs by @Y-T-G in https://github.com/ultralytics/ultralytics/pull/17683
• ultralytics 8.3.35 enable auto letterbox if model is dynamic by @Laughing-q in https://github.com/ultralytics/ultralytics/pull/17687

Full Changelog: https://github.com/ultralytics/ultralytics/compare/v8.3.34...v8.3.35