Parameterize push.yml

[glenn-jocher]

🛠️ PR Summary

_{Made with ❤️ by Ultralytics Actions}

🌟 Summary

This update streamlines and modernizes the workflow for building, testing, and pushing the YOLO11n model to Replicate, making the process more modular and easier to maintain. 🚀

📊 Key Changes

• Refactored the GitHub Actions workflow to use a matrix strategy, enabling easier scaling to multiple models in the future.
• Moved the model weight download logic into a dedicated download.py script for better modularity.
• Simplified the cog.yaml dependencies by removing unnecessary packages (Torch, torchvision, numpy, opencv-python, pillow).
• Cleaned up and slightly reorganized the predict.py script for clarity and maintainability.

🎯 Purpose & Impact

• Easier Maintenance & Scaling: The new structure makes it simpler to add or update models in the future, reducing manual work. 🛠️
• Faster & Leaner Builds: Removing unneeded dependencies can speed up builds and reduce potential conflicts. ⚡
• Clearer Workflow: Modular scripts and a cleaner workflow make it easier for contributors and users to understand and extend the process. 📚
• Improved Reliability: Dedicated scripts and a streamlined workflow help ensure consistent, reliable model deployment to Replicate. ✅

[UltralyticsAssistant]

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

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[UltralyticsAssistant]

Fantastic work, @glenn-jocher! 🚀 This merge brings incredible clarity and scalability to the YOLO11n workflow, making future advancements smoother for everyone. As Henry Ford once said, “If everyone is moving forward together, then success takes care of itself.” Your commitment to modularity and streamlined processes directly empowers the whole Ultralytics community. Thank you for driving innovation and reliability forward!

[glenn-jocher]

@onuralpszr I parameterized push.yml here so the current yolo11n dir is just one element in the matrix (refactored download code into yolo11n/download.py).

I think this can help us scale model deployments without scaling Action YAMLs. Can you update your two other PRs to use this?

Note also eliminated some deps that are already ultralytics package deps.

[onuralpszr]

@onuralpszr I parameterized push.yml here so the current yolo11n dir is just one element in the matrix (refactored download code into yolo11n/download.py).

I think this can help us scale model deployments without scaling Action YAMLs. Can you update your two other PRs to use this?

Note also eliminated some deps that are already ultralytics package deps.

@glenn-jocher sure, I will update them all and do some clean up and "deployment" test as well.