Ultralytics Refactor https://ultralytics.com/actions

[pderrenger]

This Ultralytics PR refactors code to improve performance and readability. 🔄

Key changes include:

• 🚀 Optimized various functions for faster execution.
• 🧩 Simplified complex logic for better understanding and maintenance.
• 🗑️ Removed redundant code to streamline operations.
• 📚 Improved code structure and organization.

These changes aim to enhance the overall quality and efficiency of the code. 🌟

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🛠️ PR Summary

_{Made with ❤️ by Ultralytics Actions}

🌟 Summary

Enhanced THOP documentation with clearer examples, improved readability, and stronger integration with Ultralytics resources.

📊 Key Changes

• Added expected output examples for profiling results to clarify usage.
• Improved explanations for custom profiling rules, linking them to Ultralytics models for better context.
• Enhanced readability of formatted MACs and parameter outputs, referencing Ultralytics YOLO resources for consistency.
• Expanded benchmarking documentation with detailed explanations of FLOPs vs. MACs, emphasizing their relevance to Ultralytics models and hardware considerations.

🎯 Purpose & Impact

• Improved Clarity: Helps users better understand and utilize THOP for profiling models, especially with custom or complex architectures.
• Stronger Integration: Aligns THOP documentation with Ultralytics tools and models, providing a seamless experience for users familiar with Ultralytics.
• Enhanced Usability: Makes profiling results more interpretable, aiding in model selection and optimization for specific hardware. 🚀

[UltralyticsAssistant]

👋 Hello @pderrenger, thank you for submitting an ultralytics/thop 🚀 PR! To ensure a seamless integration of your work, please review the following checklist:

• ✅ Define a Purpose: Clearly explain the purpose of your fix or feature in your PR description, and link to any relevant issues. Ensure your commit messages are clear, concise, and adhere to the project's conventions.
• ✅ Synchronize with Source: Confirm your PR is synchronized with the ultralytics/thop main branch. If it's behind, update it by clicking the 'Update branch' button or by running git pull and git merge main locally.
• ✅ Ensure CI Checks Pass: Verify all Ultralytics Continuous Integration (CI) checks are passing. If any checks fail, please address the issues.
• ✅ Update Documentation: Update the relevant documentation for any new or modified features.
• ✅ Add Tests: If applicable, include or update tests to cover your changes, and confirm that all tests are passing.
• ✅ Sign the CLA: Please ensure you have signed our Contributor License Agreement if this is your first Ultralytics PR by writing "I have read the CLA Document and I sign the CLA" in a new message.
• ✅ Minimize Changes: Limit your changes to the minimum necessary for your bug fix or feature addition. "It is not daily increase but daily decrease, hack away the unessential. The closer to the source, the less wastage there is." — Bruce Lee

For more guidance, please refer to our Contributing Guide. Don’t hesitate to leave a comment if you have any questions. Thank you for contributing to Ultralytics! 🚀

⚙️ Automated Note: This is an automated response. One of our Ultralytics engineers will review your contribution soon. Stay tuned! 😊

[UltralyticsAssistant]

"🎉 Merged! Huge thanks to @pderrenger for the incredible effort and to @glenn-jocher for the collaboration on this fantastic PR! Your work has truly elevated THOP's documentation, making it more intuitive and seamlessly integrated with Ultralytics resources. 🌟

As Albert Einstein once said, 'Strive not to be a success, but rather to be of value.' Your contributions have added immense value to the community, making model profiling clearer, more accessible, and impactful for users worldwide. 🚀

Keep up the amazing work—your dedication inspires us all!"