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Fix OpenVINO missing batch-size bug #9264

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Mar 24, 2024
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@glenn-jocher glenn-jocher commented Mar 24, 2024

May resolve #9248

πŸ› οΈ PR Summary

Made with ❀️ by Ultralytics Actions

🌟 Summary

Improved OpenVINO backend initialization for better flexibility and performance.

πŸ“Š Key Changes

  • Removed unnecessary batch size determination code in the OpenVINO initialization process.
  • Streamlined the logging message to focus on the batch and inference mode, rather than batch size.
  • Simplified the handling of layouts for OpenVINO models.

🎯 Purpose & Impact

  • Enhanced Flexibility: πŸ”„ By focusing on inference mode based on batch input rather than a static batch size, this update adds flexibility to the backend initialization, accommodating a wider range of use cases.
  • Improved Clarity: πŸ’¬ The logging now directly states the inference mode and batch, making it easier for users to understand how their model is being executed.
  • Performance Optimization: ⏩ Simplifying model initialization can lead to slight performance improvements during the setup phase, especially for dynamic scenarios where batch size may vary.

This change enhances the user and developer experience by making the backend more adaptable and the logging more informative, potentially contributing to smoother and more efficient model deployments.

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codecov bot commented Mar 24, 2024

Codecov Report

All modified and coverable lines are covered by tests βœ…

Project coverage is 76.11%. Comparing base (8d31c50) to head (241cea6).

Additional details and impacted files
@@            Coverage Diff             @@
##             main    #9264      +/-   ##
==========================================
- Coverage   76.95%   76.11%   -0.85%     
==========================================
  Files         117      117              
  Lines       14865    14862       -3     
==========================================
- Hits        11440    11312     -128     
- Misses       3425     3550     +125     
Flag Coverage Ξ”
Benchmarks 36.46% <100.00%> (-0.27%) ⬇️
GPU 38.83% <0.00%> (+<0.01%) ⬆️
Tests 71.37% <100.00%> (-0.72%) ⬇️

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@glenn-jocher glenn-jocher merged commit fc6c66a into main Mar 24, 2024
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@glenn-jocher glenn-jocher deleted the glenn-jocher-patch-1 branch March 24, 2024 04:56
DannyCooler added a commit to ecs-enerserv/ultralytics that referenced this pull request Mar 28, 2024
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* Conda cv2 ImportError libEGL.so.1 fix (ultralytics#9255)

* Fix `IS_PYTHON_3_12` bug (ultralytics#9258)

Co-authored-by: UltralyticsAssistant <[email protected]>

* Reverse IoU threshold for NMS docs descriptions (ultralytics#9151)

Co-authored-by: Glenn Jocher <[email protected]>

* Add `bgr` hyperparameter (ultralytics#9139)

Co-authored-by: Glenn Jocher <[email protected]>

* Update pyproject.toml `[tool.pytest.ini_options]` (ultralytics#9259)

Signed-off-by: Glenn Jocher <[email protected]>

* Fix OpenVINO missing batch-size bug (ultralytics#9264)

* `ultralytics 8.1.33` fix HUB model checks (ultralytics#9153)

Signed-off-by: Glenn Jocher <[email protected]>
Co-authored-by: Laughing <[email protected]>
Co-authored-by: Glenn Jocher <[email protected]>

* Update Discord and Contributing Guide URLs (ultralytics#9270)

Signed-off-by: Glenn Jocher <[email protected]>

* Add https://youtu.be/uDrn9QZJ2lk and `object_counting.py`, `ai_gym.py` updates (ultralytics#9265)

* `ultralytics 8.1.34` Inference API robust imgsz checks (ultralytics#9274)

Signed-off-by: Glenn Jocher <[email protected]>

* Bump contributor-assistant/github-action from 2.3.1 to 2.3.2 in /.github/workflows (ultralytics#9279)

Signed-off-by: dependabot[bot] <[email protected]>
Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>

* Add https://youtu.be/u3pLlgzUeV8 to docs (ultralytics#9367)

* Fix typo in YOLOv8-Libtorch-CPP-Inference (ultralytics#9330)

Co-authored-by: Glenn Jocher <[email protected]>

* Simplify metrics calculation (ultralytics#9338)

Co-authored-by: Glenn Jocher <[email protected]>

* Fix typo in example readme (ultralytics#9306)

Co-authored-by: Glenn Jocher <[email protected]>

* Specify YOLODataset task arg during INT8 calibration (ultralytics#9309)

Co-authored-by: UltralyticsAssistant <[email protected]>
Co-authored-by: Glenn Jocher <[email protected]>

* `ultralytics 8.1.35` simplify network modules (ultralytics#9321)

Co-authored-by: Glenn Jocher <[email protected]>

---------

Signed-off-by: Glenn Jocher <[email protected]>
Signed-off-by: dependabot[bot] <[email protected]>
Signed-off-by: Skillnoob <[email protected]>
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Co-authored-by: dependabot[bot] <49699333+dependabot[bot]@users.noreply.github.com>
Co-authored-by: Yonghye Kwon <[email protected]>
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hmurari pushed a commit to hmurari/ultralytics that referenced this pull request Apr 17, 2024
gkinman pushed a commit to Octasic/ultralytics that referenced this pull request May 30, 2024
puzhiyuan pushed a commit to puzhiyuan/ultralytics that referenced this pull request Oct 18, 2024
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