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CONTRIBUTING.md

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## Model Conversion
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Deep Learning Inference Engine (IE) supports models in the Intermediate Representation (IR) format. A model from any supported framework can be converted to IR using the Model Optimizer tool included in the OpenVINO™ toolkit. Find more information about conversion in the [Model Optimizer Developer Guide](https://docs.openvinotoolkit.org/latest/_docs_MO_DG_Deep_Learning_Model_Optimizer_DevGuide.html). After a successful conversion you get a model in the IR format, with the `*.xml` file representing the net graph and the `*.bin` file containing the net parameters.
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Deep Learning Inference Engine (IE) supports models in the Intermediate Representation (IR) format. A model from any supported framework can be converted to IR using the Model Optimizer tool included in the OpenVINO™ toolkit. Find more information about conversion in the [Model Optimizer Developer Guide](https://docs.openvino.ai/latest/_docs_MO_DG_Deep_Learning_Model_Optimizer_DevGuide.html). After a successful conversion you get a model in the IR format, with the `*.xml` file representing the net graph and the `*.bin` file containing the net parameters.
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> **NOTE 1**: Image preprocessing parameters (mean and scale) must be built into a converted model to simplify model usage.
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> **NOTE 2**: If a model input is a color image, color channel order should be `BGR`.
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## Demo
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A demo shows the main idea of how to infer a model using IE. If your model solves one of the tasks supported by the Open Model Zoo, try to find an appropriate option from [demos](demos/README.md) or [samples](https://docs.openvinotoolkit.org/latest/_docs_IE_DG_Samples_Overview.html). Otherwise, you must provide your own demo (C++ or Python).
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A demo shows the main idea of how to infer a model using IE. If your model solves one of the tasks supported by the Open Model Zoo, try to find an appropriate option from [demos](demos/README.md) or [samples](https://docs.openvino.ai/latest/_docs_IE_DG_Samples_Overview.html). Otherwise, you must provide your own demo (C++ or Python).
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The demo's name should end with `_demo` suffix to follow the convention of the project.
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README.md

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# [OpenVINO™ Toolkit](https://01.org/openvinotoolkit) - Open Model Zoo repository
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# [OpenVINO™ Toolkit](https://docs.openvino.ai/latest/index.html) - Open Model Zoo repository
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[![Stable release](https://img.shields.io/badge/version-2021.4-green.svg)](https://github.com/openvinotoolkit/open_model_zoo/releases/tag/2022.1)
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[![Gitter chat](https://badges.gitter.im/gitterHQ/gitter.png)](https://gitter.im/open_model_zoo/community)
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[![Apache License Version 2.0](https://img.shields.io/badge/license-Apache_2.0-green.svg)](LICENSE)
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## Online Documentation
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* [OpenVINO™ Release Notes](https://software.intel.com/en-us/articles/OpenVINO-RelNotes)
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* [Pre-Trained Models](https://docs.openvinotoolkit.org/latest/trained_models.html)
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* [Demos and Samples](https://docs.openvinotoolkit.org/latest/omz_demos.html)
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* [Pre-Trained Models](https://docs.openvino.ai/latest/model_zoo.html)
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* [Demos and Samples](https://docs.openvino.ai/latest/omz_demos.html)
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## Other Usage Examples
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* [Open Visual Cloud](https://01.org/openvisualcloud)
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* [Tutorial: Build and Run the AD Insertion Sample on public cloud or local machine](https://01.org/openvisualcloud/documents/tutorial-build-and-run-ad-insertion-sample-public-cloud-or-local-machine)
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* [Open Visual Cloud](https://www.intel.com/content/www/us/en/developer/articles/technical/open-visual-cloud.html)
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* [Tutorial: Running AD Insertion on Public Cloud](https://github.com/OpenVisualCloud/Ad-Insertion-Sample/wiki/Tutorial:-Running-AD-Insertion-on-Public-Cloud)
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* [GitHub Repo for Ad Insertion Sample](https://github.com/OpenVisualCloud/Ad-Insertion-Sample)
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* [OpenVINO for Smart City](https://github.com/incluit/OpenVino-For-SmartCity)
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* [OpenVINO Driver Behavior](https://github.com/incluit/OpenVino-Driver-Behaviour)

demos/3d_segmentation_demo/python/README.md

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## See Also
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* [Open Model Zoo Demos](../../README.md)
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* [Model Optimizer](https://docs.openvinotoolkit.org/latest/_docs_MO_DG_Deep_Learning_Model_Optimizer_DevGuide.html)
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* [Model Optimizer](https://docs.openvino.ai/latest/_docs_MO_DG_Deep_Learning_Model_Optimizer_DevGuide.html)
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* [Model Downloader](../../../tools/model_tools/README.md)

demos/README.md

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## See Also
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* [Intel OpenVINO Documentation](https://docs.openvinotoolkit.org/latest/documentation.html)
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* [Intel OpenVINO Documentation](https://docs.openvino.ai/latest/documentation.html)
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* [Overview of OpenVINO™ Toolkit Intel's Pre-Trained Models](../models/intel/index.md)
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* [Overview of OpenVINO™ Toolkit Public Pre-Trained Models](../models/public/index.md)
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demos/action_recognition_demo/python/README.md

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## See Also
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* [Open Model Zoo Demos](../../README.md)
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* [Model Optimizer](https://docs.openvinotoolkit.org/latest/_docs_MO_DG_Deep_Learning_Model_Optimizer_DevGuide.html)
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* [Model Optimizer](https://docs.openvino.ai/latest/_docs_MO_DG_Deep_Learning_Model_Optimizer_DevGuide.html)
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* [Model Downloader](../../../tools/model_tools/README.md)

demos/bert_named_entity_recognition_demo/python/README.md

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## See Also
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* [Model Optimizer](https://docs.openvinotoolkit.org/latest/_docs_MO_DG_Deep_Learning_Model_Optimizer_DevGuide.html)
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* [Model Optimizer](https://docs.openvino.ai/latest/_docs_MO_DG_Deep_Learning_Model_Optimizer_DevGuide.html)
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* [Model Downloader](../../../tools/model_tools/README.md)
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* [Benchmark C++ Sample](https://docs.openvinotoolkit.org/latest/_inference_engine_samples_benchmark_app_README.html)
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* [Benchmark C++ Sample](https://docs.openvino.ai/latest/_inference_engine_samples_benchmark_app_README.html)

demos/bert_question_answering_demo/python/README.md

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sequence length that the network expects. This is performance (speed) and memory footprint saving option.
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Since some networks are not-reshapable (due to limitations of the internal layers) the reshaping might fail,
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so you will need to run the demo without it.
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Please see general [reshape intro and limitations](https://docs.openvinotoolkit.org/latest/_docs_IE_DG_ShapeInference.html)
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Please see general [reshape intro and limitations](https://docs.openvino.ai/latest/_docs_IE_DG_ShapeInference.html)
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## Demo Outputs
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## See Also
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* [Model Optimizer](https://docs.openvinotoolkit.org/latest/_docs_MO_DG_Deep_Learning_Model_Optimizer_DevGuide.html)
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* [Model Optimizer](https://docs.openvino.ai/latest/_docs_MO_DG_Deep_Learning_Model_Optimizer_DevGuide.html)
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* [Model Downloader](../../../tools/model_tools/README.md)
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* [Benchmark C++ Sample](https://docs.openvinotoolkit.org/latest/_inference_engine_samples_benchmark_app_README.html)
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* [Benchmark C++ Sample](https://docs.openvino.ai/latest/_inference_engine_samples_benchmark_app_README.html)

demos/bert_question_answering_embedding_demo/python/README.md

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from the command line match the actual network inputs.
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Please see general [reshape intro and limitations](https://docs.openvinotoolkit.org/latest/_docs_IE_DG_ShapeInference.html)
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Please see general [reshape intro and limitations](https://docs.openvino.ai/latest/_docs_IE_DG_ShapeInference.html)
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* [Model Optimizer](https://docs.openvinotoolkit.org/latest/_docs_MO_DG_Deep_Learning_Model_Optimizer_DevGuide.html)
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* [Model Optimizer](https://docs.openvino.ai/latest/_docs_MO_DG_Deep_Learning_Model_Optimizer_DevGuide.html)
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* [Model Downloader](../../../tools/model_tools/README.md)
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* [Benchmark C++ Sample](https://docs.openvinotoolkit.org/latest/_inference_engine_samples_benchmark_app_README.html)
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* [Benchmark C++ Sample](https://docs.openvino.ai/latest/_inference_engine_samples_benchmark_app_README.html)

demos/classification_benchmark_demo/cpp/README.md

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## See Also
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* [Model Optimizer](https://docs.openvinotoolkit.org/latest/_docs_MO_DG_Deep_Learning_Model_Optimizer_DevGuide.html)
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* [Model Optimizer](https://docs.openvino.ai/latest/_docs_MO_DG_Deep_Learning_Model_Optimizer_DevGuide.html)
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demos/classification_demo/python/README.md

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* [Model Optimizer](https://docs.openvinotoolkit.org/latest/_docs_MO_DG_Deep_Learning_Model_Optimizer_DevGuide.html)
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* [Model Optimizer](https://docs.openvino.ai/latest/_docs_MO_DG_Deep_Learning_Model_Optimizer_DevGuide.html)
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* [Model Downloader](../../../tools/model_tools/README.md)

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