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Improve Coral Edge TPU guide #8160

Merged
merged 4 commits into from Feb 12, 2024
Merged

Improve Coral Edge TPU guide #8160

merged 4 commits into from Feb 12, 2024

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Skillnoob
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@Skillnoob Skillnoob commented Feb 12, 2024

This pr contains some small improvements suggested to me by @Burhan-Q .
This should also fix the author being wrong in the guide.

I have read the CLA Document and I hereby sign the CLA

🛠️ PR Summary

Made with ❤️ by Ultralytics Actions

🌟 Summary

Guide update for using Coral Edge TPU with Ultralytics on Raspberry Pi. 🚀

📊 Key Changes

  • Updated the description to reflect the guide's purpose more clearly.
  • Renamed sections for better clarity and context.
  • Provided a new guide to replace the outdated Coral guide, ensuring compatibility with the latest TensorFlow Lite runtime versions.
  • Added an updated link for downloading the latest version of the Coral Edge TPU runtime.
  • Simplified the installation command for the Edge TPU runtime.
  • Included detailed commands for both model export and prediction using the Edge TPU.

🎯 Purpose & Impact

  • Enhanced Clarity: Provides clearer instructions, helping users successfully set up Ultralytics with a Coral Edge TPU on a Raspberry Pi.
  • Performance Improvement: Aims at improving inference performance on resource-constrained devices like Raspberry Pi.
  • Compatibility Maintenance: Updates ensure smooth operation with the latest software, given Google's apparent abandonment of the Coral project.
  • User Empowerment: By providing an alternative guide, users can continue leveraging the Coral Edge TPU for machine learning applications despite the lack of official updates.

Signed-off-by: Skillnoob <78843978+Skillnoob@users.noreply.github.com>
Signed-off-by: Skillnoob <78843978+Skillnoob@users.noreply.github.com>
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codecov bot commented Feb 12, 2024

Codecov Report

All modified and coverable lines are covered by tests ✅

Comparison is base (7169ce8) 76.58% compared to head (357d32d) 39.32%.

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@@             Coverage Diff             @@
##             main    #8160       +/-   ##
===========================================
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===========================================
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===========================================
- Hits        11072     5686     -5386     
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@Skillnoob Skillnoob changed the title Imrove coral edge tpu guide Improve coral edge tpu guide Feb 12, 2024
@Burhan-Q Burhan-Q mentioned this pull request Feb 12, 2024
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All looks good to me ☄️ thanks @Skillnoob ! CI error due to Google Drive quota limit and mentioned in #8161 for discussion about fixing or changing

@Burhan-Q Burhan-Q added the documentation Improvements or additions to documentation label Feb 12, 2024
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Pedantic comment 😆, no change required

docs/en/guides/coral-edge-tpu-on-raspberry-pi.md Outdated Show resolved Hide resolved
Signed-off-by: Skillnoob <78843978+Skillnoob@users.noreply.github.com>
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@Skillnoob @Burhan-Q awesome, thanks for the updates! This should reflect the correct author now on Docs deploy in a few min :)

@glenn-jocher glenn-jocher changed the title Improve coral edge tpu guide Improve Coral Edge TPU guide Feb 12, 2024
@glenn-jocher glenn-jocher merged commit 8a41bed into ultralytics:main Feb 12, 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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* New `MLFLOW_KEEP_RUN_ACTIVE` flag for enhanced MLflow run management (ultralytics#8808)

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* `ultralytics 8.1.26` `LoadImagesAndVideos` batched inference (ultralytics#8817)

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* Update `fraction` arg to employ a random selection (ultralytics#8234)

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* Batch inference fixes (ultralytics#8854)

* Integrate OpenVINO `CUMULATIVE_THROUGHPUT` mode batched inference (ultralytics#8834)

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* Add PaddlePaddle Docs Integrations Page (ultralytics#8858)

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* `ultralytics 8.1.27` batched tracking fixes (ultralytics#8842)

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* Faster batch `same_shapes` (ultralytics#8851)

* More robust PNNX downloads (ultralytics#8866)

* Fix `test_mlflow_keep_run_active()` (ultralytics#8868)

* Add polygon regions drawing support in `object-counting.md` and minor docs update (ultralytics#8885)

* Add TFLite Edge TPU Docs Integrations Page  (ultralytics#8900)

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* Update Docs README (ultralytics#8919)

* Fix `names` bug when exporting YOLOv8-World to ONNX (ultralytics#8941)

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* New test for labels and crops (ultralytics#8861)

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* Optimize TFJS export on ARM64 (ultralytics#8946)

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* Auto-format by https://ultralytics.com/actions

* `ultralytics 8.1.28` avoid * ops on bool Tensors for RT-DETR OpenVINO export (ultralytics#8937)

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* Add https://youtu.be/YDXKa1EljmU and https://youtu.be/5BO0Il_YYAg to Docs (ultralytics#8958)

* `ultralytics 8.1.29` improved disk space checking on correct path (ultralytics#8977)

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* Add OpenVINO Latency vs Throughput modes Docs page (ultralytics#9001)

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* Add `brain-tumor` dataset docs page (ultralytics#9041)

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* Fix Neural Magic links (ultralytics#9144)

* Updating a typo on paddlepaddle.md (ultralytics#9108)

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* `ultralytics 8.1.30` add advanced HUB train arguments (ultralytics#9110)

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* fix yolo classify model loading error (ultralytics#9196)

* Add TF GraphDef Docs Integrations Page (ultralytics#9203)

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* `ultralytics 8.1.31` NCNN and CLIP updates (ultralytics#9235)

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* Fix TypeError in check_cfg() (ultralytics#9245)

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Co-authored-by: Glenn Jocher <glenn.jocher@ultralytics.com>

* 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)

Signed-off-by: Glenn Jocher <glenn.jocher@ultralytics.com>

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

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

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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)

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* Simplify metrics calculation (ultralytics#9338)

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* Fix typo in example readme (ultralytics#9306)

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

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

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---------

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hmurari pushed a commit to hmurari/ultralytics that referenced this pull request Apr 17, 2024
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