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Add TFLite Edge TPU Docs Integrations Page #8900

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merged 15 commits into from
Mar 13, 2024

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@abirami-vina abirami-vina commented Mar 12, 2024

🛠️ PR Summary

Made with ❤️ by Ultralytics Actions

🌟 Summary

Introducing the new TFLite Edge TPU export format for Ultralytics YOLOv8 models, optimized for high-speed, low-power inferencing on edge devices! 🚀

📊 Key Changes

  • New Documentation: A comprehensive guide on exporting YOLOv8 models to TFLite Edge TPU format. 📝
  • Integration Addition: TFLite Edge TPU now joins the list of Ultralytics integration options, alongside other frameworks. 🔌
  • Improved Export Instructions: Detailed steps for converting YOLOv8 models to the TFLite Edge TPU format, ensuring seamless deployment on edge devices. 🔄
  • Updated OpenVINO Guide: The guide on exporting models to OpenVINO format has been updated with the latest CPU, GPU, and NPU hardware acceleration info. ✨

🎯 Purpose & Impact

  • Speed and Efficiency on Edge Devices: This update allows developers to harness the power of Google's Edge TPUs, significantly speeding up inference times while consuming less power. 🏃💨
  • Wider Deployment Options: With the addition of TFLite Edge TPU, users have more flexibility in deploying their models, making Ultralytics YOLOv8 suitable for a broader range of applications, from mobile to embedded systems. 📱🔌
  • Easy Integration and Deployment: The straightforward guide makes it easier for both new and seasoned developers to export and deploy their models efficiently, expanding the potential for innovative edge AI solutions. 🛠️🎉

This update is a leap forward for developers looking to deploy high-performance, efficient AI models on edge devices. Whether you're developing smart IoT devices, mobile applications, or any other edge-based AI solution, these changes will provide the tools you need to succeed.

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All modified and coverable lines are covered by tests ✅

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@Burhan-Q Burhan-Q added documentation Improvements or additions to documentation enhancement New feature or request labels Mar 12, 2024
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@abirami-vina thanks for the PR! Just a note that these links are actually at the same level, so you don't need the ../integrations/ in the link, it can just be (index.md).

Screenshot 2024-03-13 at 14 16 33

@glenn-jocher glenn-jocher changed the title Add TF Edge TPU Docs Integrations Page Add TFLite Edge TPU Docs Integrations Page Mar 13, 2024
@glenn-jocher glenn-jocher merged commit e8de3fa into ultralytics:main Mar 13, 2024
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DannyCooler added a commit to ecs-enerserv/ultralytics that referenced this pull request Mar 28, 2024
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* Add https://youtu.be/aeAX6vWpfR0 to docs & `african-wildlife` dataset docs page (ultralytics#9102)

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* Add TF SavedModel Docs Integrations Page (ultralytics#9162)

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* Limit `ray<2.9.3` due to bug in `ray==2.10.0` (ultralytics#9254)

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* `ultralytics 8.1.32` fix CLIP backwards compatibility (ultralytics#9253)

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* Conda cv2 ImportError libEGL.so.1 fix (ultralytics#9255)

* Fix `IS_PYTHON_3_12` bug (ultralytics#9258)

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

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* Add `bgr` hyperparameter (ultralytics#9139)

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

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

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* 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)

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

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

Co-authored-by: Glenn Jocher <[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
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