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3 changes: 3 additions & 0 deletions .jules/bolt.md
Original file line number Diff line number Diff line change
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## 2024-05-18 - Ultralytics YOLO verbose synchronous I/O
**Learning:** Ultralytics YOLO models print detailed inference logs (timing, image size, detected objects) to stdout by default for every single prediction. Inside list comprehensions or inference loops, this synchronous stdout blocking creates noticeable overhead and slows down the loop unnecessarily.
**Action:** Always add `verbose=False` to `model.predict()` when calling YOLO models in loops or production environments where stdout logging is not needed to prevent I/O blocking overhead.
2 changes: 2 additions & 0 deletions commonforms/inference.py
Original file line number Diff line number Diff line change
Expand Up @@ -124,6 +124,7 @@ def extract_widgets(
conf=confidence,
augment=False,
imgsz=ONNX_IMAGE_SIZE,
verbose=False, # Bolt: Prevent synchronous stdout I/O overhead
)
for p in pages
]
Expand All @@ -135,6 +136,7 @@ def extract_widgets(
augment=True,
imgsz=image_size,
device=self.device,
verbose=False, # Bolt: Prevent synchronous stdout I/O overhead
)

widgets = {}
Expand Down