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F9 Specify YOLODataset task arg during INT8 calibration by sifan-intel Β· Pull Request #9309 Β· ultralytics/ultralytics Β· GitHub
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Specify YOLODataset task arg during INT8 calibration #9309

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merged 3 commits into from
Mar 27, 2024

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@sifan-intel sifan-intel commented Mar 26, 2024

πŸ› οΈ PR Summary

Made with ❀️ by Ultralytics Actions

🌟 Summary

Improved INT8 calibration by specifying model task in dataset preparation.

πŸŒ™ Related Issue

#9284
Incorporate the model's task into YOLODataset initialization in function export_openvino(), to ensure that the dataset is correctly configured for the model's specific task, whether it's detection, segmentation, classification, or pose estimation.

πŸ“Š Key Changes

  • Added the model's task (e.g., detection, classification) when preparing datasets for INT8 calibration in the model's exporting process.

🎯 Purpose & Impact

  • Enhances Accuracy: By specifying the model task during dataset preparation, the calibration process becomes more tailored to the actual use case, potentially improving the precision of quantized models.
  • Improves User Experience: Helps in avoiding common pitfalls during model quantization by ensuring enough data is used for calibration, as indicated by the warning when fewer than 300 images are found.
  • Promotes Efficiency: This change targets a more efficient and effective calibration process, leading to better optimized models for deployment, especially on hardware with limited computing resources.

πŸ” In simple terms, this update makes models smarter and more compatible with different devices by fine-tuning the way they understand images, ensuring users get faster and more accurate results.

πŸ› οΈ PR Summary

Made with ❀️ by Ultralytics Actions

🌟 Summary

Enhanced INT8 Calibration in Model Exporter πŸ”„

πŸ“Š Key Changes

  • Modified dataset creation during INT8 calibration process to include task parameter from the model.

🎯 Purpose & Impact

  • Purpose: This change aims to ensure the dataset used for INT8 calibration is correctly tailored to the model's specific task, leading to more precise and task-specific calibration.
  • Impact: Users can expect improved accuracy and efficiency during the INT8 calibration process. This change is particularly beneficial for those engaging in tasks that require fine-tuned calibration, potentially leading to better performance of quantized models.

πŸ” Users should note the importance of having more than 300 images for optimal calibration, as cautioned in the update.

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πŸ‘‹ Hello @sifan-intel, thank you for submitting an Ultralytics YOLOv8 πŸš€ PR! To allow your work to be integrated as seamlessly as possible, we advise you to:

  • βœ… Verify your PR is up-to-date with ultralytics/ultralytics main branch. If your PR is behind you can update your code by clicking the 'Update branch' button or by running git pull and git merge main locally.
  • βœ… Verify all YOLOv8 Continuous Integration (CI) checks are passing.
  • βœ… Update YOLOv8 Docs for any new or updated features.
  • βœ… Reduce changes to the absolute minimum required for your bug fix or feature addition. "It is not daily increase but daily decrease, hack away the unessential. The closer to the source, the less wastage there is." β€” Bruce Lee

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Codecov Report

Attention: Patch coverage is 0% with 1 lines in your changes are missing coverage. Please review.

Project coverage is 38.85%. Comparing base (d4072f7) to head (684d87a).

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ultralytics/engine/exporter.py 0.00% 1 Missing ⚠️
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I have read the CLA Document and I sign the CLA

@Burhan-Q Burhan-Q added the enhancement New feature or request label Mar 27, 2024
@glenn-jocher glenn-jocher changed the title specify the task when building YOLODataset to correctly load labels i… Specify YOLODataset task arg during INT8 calibration Mar 27, 2024
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@sifan-intel great improvement, thank you for the PR!

@glenn-jocher glenn-jocher merged commit e84e117 into ultralytics:main Mar 27, 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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* Modify tuner best.pt logic to train first (ultralytics#8792)

* Update CI.md with CI links (ultralytics#8786)

* Add https://youtu.be/ZzUSXQkLbNw to Integration Docs (ultralytics#8793)

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

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

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

* Add docs guide terminal images (ultralytics#8819)

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

* `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)

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

* `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)

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

* 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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Co-authored-by: Kayzwer <68285002+Kayzwer@users.noreply.github.com>

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

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* 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)

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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)

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

* 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)

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

* `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)

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)

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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)

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)

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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)

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)

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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>

---------

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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
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Not specifying the task when building YOLODataset in function export_openvino()
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