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⚡ Bolt: [performance improvement] Add verbose=False to YOLO predictions to reduce stdout overhead#28

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⚡ Bolt: [performance improvement] Add verbose=False to YOLO predictions to reduce stdout overhead#28
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💡 What: Added verbose=False to all model.predict() calls within commonforms/inference.py. Also created a .jules/bolt.md journal entry to track this codebase-specific learning.

🎯 Why: By default, Ultralytics YOLO models write detailed inference results to stdout for every call. When executing inference loops over multiple pages of a PDF, this synchronous I/O logging blocks the main thread and causes measurable overhead, which is not needed outside of active debugging.

📊 Impact: Reduces raw loop execution overhead by eliminating synchronous string formatting and I/O writes. This will slightly improve end-to-end processing time for multi-page PDF documents.

🔬 Measurement: Verify by processing a multi-page PDF locally without and with the patch. stdout should be silent during detection, and timing overhead for the extraction step should be reduced. Tests can also be run locally with uv run pytest tests/ to guarantee safety.


PR created automatically by Jules for task 8127495599153063043 started by @kingkillery

Ultralytics YOLO models log predictions to stdout on every call by default.
In a loop processing multiple pages, this synchronous logging blocks the main thread
and introduces significant unnecessary performance overhead.

This commit explicitly sets verbose=False for all model.predict() calls in inference.py.

Co-authored-by: kingkillery <200727508+kingkillery@users.noreply.github.com>
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  • .jules/bolt.md
  • commonforms/inference.py
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