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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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## 2024-04-12 - Disable synchronous stdout logging in Ultralytics YOLO inference
**Learning:** Ultralytics YOLO models write detailed inference stats to stdout by default on every prediction. Synchronous logging to stdout creates blocking I/O overhead that accumulates, particularly when processing sequences of inputs (like document pages) inside loops.
**Action:** Always set `verbose=False` in `model.predict()` (and similar model inference calls) within loop bodies or production code paths to prevent unnecessary I/O blocking overhead, improving throughput.
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, # Optimization: avoid synchronous stdout blocking overhead
)
for p in pages
]
Expand All @@ -135,6 +136,7 @@ def extract_widgets(
augment=True,
imgsz=image_size,
device=self.device,
verbose=False, # Optimization: avoid synchronous stdout blocking overhead
)

widgets = {}
Expand Down