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23 Add `integrations/gradio` Docs page by glenn-jocher · Pull Request #7935 · ultralytics/ultralytics · GitHub
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Add integrations/gradio Docs page #7935

Merged
merged 6 commits into from
Feb 1, 2024
Merged

Add integrations/gradio Docs page #7935

merged 6 commits into from
Feb 1, 2024

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glenn-jocher
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@glenn-jocher glenn-jocher commented Jan 31, 2024

@WangQvQ @AyushExel this demo code is not working for me, the preview thumbnails are broken, can you debug please?

Screenshot 2024-01-31 at 17 23 53

🛠️ PR Summary

Made with ❤️ by Ultralytics Actions

🌟 Summary

Introducing Gradio integration for interactive YOLOv8 object detection and corrections to DOTAv2 training code snippet.

📊 Key Changes

  • 📝 Updated documentation for training models on the DOTAv2 dataset with the correct command.
  • 🎉 Added new Gradio integration documentation for interactive object detection using Ultralytics YOLOv8.
  • 🧑‍🏫 Created a Gradio web interface that allows users to upload images, adjust detection parameters, and view results in real time.
  • ✂️ Provided a quick start Python code for setting up a Gradio interface with YOLOv8.
  • 📚 Updated the documentation navigation to include Gradio integration.
  • 🪲 Fixed inaccurate documentation in metrics.py concerning mAP50 and mAP75 descriptions.

🎯 Purpose & Impact

  • 🚀 The new Gradio integration enables easy access and demonstration of YOLOv8's capabilities without needing programming knowledge, enhancing user experience and outreach.
  • 🐛 Correcting the DOTAv2 training command ensures users adopt the accurate model file and avoid potential confusion.
  • 🔍 By fixing the descriptions in metrics.py, the documentation accurately reflects the metric calculations, allowing developers to correctly interpret performance metrics.
  • 📖 The Gradio integration provides a practical example, fostering education and experimentation in AI and object detection for a broad audience.

WangQvQ and others added 3 commits January 31, 2024 16:36
Co-authored-by: Glenn Jocher <glenn.jocher@ultralytics.com>
Signed-off-by: Glenn Jocher <glenn.jocher@ultralytics.com>
Signed-off-by: Glenn Jocher <glenn.jocher@ultralytics.com>
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codecov bot commented Jan 31, 2024

Codecov Report

All modified and coverable lines are covered by tests ✅

Comparison is base (2881cda) 78.91% compared to head (838e504) 39.35%.

❗ Current head 838e504 differs from pull request most recent head 093fb8d. Consider uploading reports for the commit 093fb8d to get more accurate results

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@@             Coverage Diff             @@
##             main    #7935       +/-   ##
===========================================
- Coverage   78.91%   39.35%   -39.57%     
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  Files         117      117               
  Lines       14454    14454               
===========================================
- Hits        11407     5688     -5719     
- Misses       3047     8766     +5719     
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WangQvQ commented Feb 1, 2024

@glenn-jocher It seems that this is the url problem, I think you can use the path of the local image, like this

examples=[
        ["ultralytics/assets/bus.jpg", 0.25, 0.45],
        ["ultralytics/assets/zidane.jpg", 0.25, 0.45],
    ]

mplk and others added 3 commits February 1, 2024 15:10
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@WangQvQ ok I fixed it now by using i.e. ASSETS / "bus.jpg"

Screenshot 2024-02-01 at 15 16 25

@glenn-jocher glenn-jocher merged commit ba48492 into main Feb 1, 2024
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@glenn-jocher glenn-jocher deleted the docs branch February 1, 2024 14:18
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@WangQvQ PR merged, thank you for your contributions!

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Screenshot 2024-02-07 at 02 59 58

Screenshot 2024-02-07 at 02 59 43 (1)

DannyCooler added a commit to ecs-enerserv/ultralytics that referenced this pull request Mar 28, 2024
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* Add HUB-SDK Docs reference section (ultralytics#7781)

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* Add `integrations/gradio` Docs page (ultralytics#7935)

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* Fix an issue with flatbuffer version for Raspberry Pi (ultralytics#8311)

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* Add simple-utilities.md Docs page (ultralytics#8269)

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* Update `mkdocs-ultralytics-plugin>=0.0.44` (ultralytics#8347)

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* `ultralytics 8.1.17` fix `ClassificationDataset` caching (ultralytics#8358)

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* Add missing single-line docstrings (ultralytics#8362)

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* Allow Annotator PIL.Image inputs (ultralytics#8397)

* Add Non-Maximum Suppression (NMS) `inplace` flag (ultralytics#8368)

* Compare `plt.get_backend()` in lowercase (ultralytics#8409)

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* Improve Docs arguments tables (ultralytics#8415)

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* Add plot_images `conf_thresh` parameter (ultralytics#8446)

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* Add YOLOv9 Docs page (ultralytics#8478)

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* Rename `model_id` to `model.id` (ultralytics#8447)

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* Do RTDETR file suffix check using pathlib instead of string manipulations (ultralytics#8525)

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* `ultralytics 8.1.25` fix `**kwargs: (dict)` warnings (ultralytics#8815)

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* Add docs guide terminal images (ultralytics#8819)

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* `RTDETRDetectionModel` TorchScript, ONNX Predict and Val support (ultralytics#8818)

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

* New `MLFLOW_KEEP_RUN_ACTIVE` flag for enhanced MLflow run management (ultralytics#8808)

Co-authored-by: UltralyticsAssistant <web@ultralytics.com>
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* `ultralytics 8.1.26` `LoadImagesAndVideos` batched inference (ultralytics#8817)

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

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

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

* Batch inference fixes (ultralytics#8854)

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

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

* Add PaddlePaddle Docs Integrations Page (ultralytics#8858)

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

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

* 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)

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

* Update Docs README (ultralytics#8919)

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

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

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

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

* Optimize TFJS export on ARM64 (ultralytics#8946)

Co-authored-by: UltralyticsAssistant <web@ultralytics.com>
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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)

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

* 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)

Signed-off-by: Glenn Jocher <glenn.jocher@ultralytics.com>
Co-authored-by: Kayzwer <68285002+Kayzwer@users.noreply.github.com>

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

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

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

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

* Fix Neural Magic links (ultralytics#9144)

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

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

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

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

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

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

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

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

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

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

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

* Add https://youtu.be/aeAX6vWpfR0 to docs & `african-wildlife` dataset docs page (ultralytics#9102)

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

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

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

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

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

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

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

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

* Fix `IS_PYTHON_3_12` bug (ultralytics#9258)

Co-authored-by: UltralyticsAssistant <web@ultralytics.com>

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

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

* Add `bgr` hyperparameter (ultralytics#9139)

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

* 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)

Signed-off-by: Glenn Jocher <glenn.jocher@ultralytics.com>
Co-authored-by: Laughing <61612323+Laughing-q@users.noreply.github.com>
Co-authored-by: Glenn Jocher <glenn.jocher@ultralytics.com>

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

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

* 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 <glenn.jocher@ultralytics.com>

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

Signed-off-by: dependabot[bot] <support@github.com>
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 <glenn.jocher@ultralytics.com>

* Simplify metrics calculation (ultralytics#9338)

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

* Fix typo in example readme (ultralytics#9306)

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

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

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

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

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

---------

Signed-off-by: Glenn Jocher <glenn.jocher@ultralytics.com>
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gkinman pushed a commit to Octasic/ultralytics that referenced this pull request May 30, 2024
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puzhiyuan pushed a commit to puzhiyuan/ultralytics that referenced this pull request Oct 18, 2024
Signed-off-by: Glenn Jocher <glenn.jocher@ultralytics.com>
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