🌟 Summary

The release of v8.3.14 brings significant improvements to dynamic inference handling in the TensorRT engine and several documentation updates.

📊 Key Changes

• TensorRT Inference Update: Improved condition handling for image shape management in TensorRT's autobackend module.
• Documentation Corrections: Fixed links, naming errors, and clarified documentation for various user guides and integration instructions.
• Code Refactor: Optimized the codebase for better performance and readability.

🎯 Purpose & Impact

• Enhanced Performance: The TensorRT update optimizes image shape checking, which boosts performance and reduces errors during dynamic input handling.
• Improved User Guidance: Documentation enhancements provide clearer and more accurate guidance, helping both new and experienced users to navigate and utilize Ultralytics features effectively.
• Streamlined Codebase: Refactoring leads to quicker code execution and simplifies maintenance, benefiting developers working with the project.

These updates collectively aim to enhance the efficiency and user experience of the Ultralytics platform. 🌟🚀

What's Changed

• Fix link in docs guide page by @jk4e in https://github.com/ultralytics/ultralytics/pull/16932
• Fix naming of dataset for OBB in Google Colab Tutorial by @jk4e in https://github.com/ultralytics/ultralytics/pull/16937
• Ultralytics Code Refactor https://ultralytics.com/actions by @UltralyticsAssistant in https://github.com/ultralytics/ultralytics/pull/16940
• Comet ML Docs - Fix link, naming and formatting by @jk4e in https://github.com/ultralytics/ultralytics/pull/16941
• Improve Home "Where to Start" Layout in Docs by @jk4e in https://github.com/ultralytics/ultralytics/pull/16846
• Recommend newer Python version in conda docs by @Y-T-G in https://github.com/ultralytics/ultralytics/pull/16946
• Update publish.yml by @glenn-jocher in https://github.com/ultralytics/ultralytics/pull/16948
• Fix Home "Where to Start" grid card link alignment in docs by @jk4e in https://github.com/ultralytics/ultralytics/pull/16945
• Optimize Example YOLO post-processing speed by @franklinOliveira in https://github.com/ultralytics/ultralytics/pull/16821
• Update CLA.md by @glenn-jocher in https://github.com/ultralytics/ultralytics/pull/16913
• Fix self.type variable name in Analytics solution by @RizwanMunawar in https://github.com/ultralytics/ultralytics/pull/16965
• ultralytics 8.3.14 update TensorRT dynamic inference by @Laughing-q in https://github.com/ultralytics/ultralytics/pull/16953

New Contributors

• @franklinOliveira made their first contribution in https://github.com/ultralytics/ultralytics/pull/16821

Full Changelog: https://github.com/ultralytics/ultralytics/compare/v8.3.13...v8.3.14