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@dnth dnth commented Apr 4, 2025

This PR introduces comprehensive improvements to our model inference and checkpoint management system:

Key Changes:

  • Enhanced model checkpoint handling:
    • Automated checkpoint download functionality
    • Refactored checkpoint management for better modularity
    • Removed hardcoded URLs in favor of centralized configuration
  • Improved visualization features:
    • Bounding box rendering
    • Text overlay support for detections
  • Dependency optimization:
    • Removed unnecessary packages from pixi.lock
    • Eliminated gdown dependency
    • Streamlined project dependencies

Documentation Updates:

  • Added instructions for using pretrained models
  • Updated README.md with new inference capabilities
  • Enhanced notebook documentation with timestamp logging and configuration details

New Tasks:

  • Added live-inference-pretrained task for quick model testing

This PR simplifies the user experience for model inference while improving code maintainability and reducing dependency overhead.

dnth added 3 commits April 4, 2025 12:19
- Removed gdown dependency for downloading model checkpoints and replaced it with a custom download function in model.py.
- Introduced a new method to retrieve model checkpoints with error handling for invalid names and custom paths.
- Updated README to include details about the new live inference script for pretrained models.
- Added a new task in pyproject.toml for running the pretrained model inference script.
- Cleaned up the predictor class by delegating checkpoint validation to the model module.
@dnth dnth merged commit ce07d7c into main Apr 4, 2025
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@dnth dnth deleted the checkpoints branch April 4, 2025 05:05
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2 participants