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455 lines
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HTML
455 lines
33 KiB
HTML
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<title>ONNX Runtime | Home</title>
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<a class="nav-link" target="_blank" href="http://github.com/microsoft/onnxruntime">GitHub</a>
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<h1 class="pt-3 pb-3 pt-md-5 pb-lg-5 px-md-4 px-lg-5 mt-5 mb-0">Optimize and accelerate machine learning
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inferencing across the cloud and the edge</h1>
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<a id="getStarted" href="JavaScript:void(0);" class="btn btn-lg btn-primary text-uppercase px-5 py-3 btn-blue btn-getStarted">Get Started</a>
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<h2 class="mr-xl-5">Easily optimize and accelerate inferencing</h2>
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<p class="mr-xl-5 mb-md-0">Reduce latency and inferencing costs across the cloud and the edge using built-in graph optimizations and hardware accelerators.
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<div class="col-10 col-sm-9 col-xl-10 pl-sm-0 pl-md-3 pl-lg-0 pl-xl-3">
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<h2 class="mr-xl-5">Plug-in to your technology stack</h2>
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<p class="mr-xl-5 mb-md-0">Cross-platform support and convenient <abbr title="Application Program Interface">API</abbr>s make inferencing with ONNX Runtime easy.</p>
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<h2 class="mr-xl-5">Leverage open source innovation</h2>
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<p class="mr-xl-5 mb-0">With innovation and support from its open source community, ONNX Runtime continuously improves while delivering the reliability you need.</p>
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</div>
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</div>
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</div>
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<section class="py-md-5 pb-4 pt-4 get-started-section border-top" id="getStartedTable">
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<h2>Please enable JavaScript to use the interactive installation guide.</h2>
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<p class="mb-0">Need help enabling JavaScript? Follow the instructions <a href="https://www.whatismybrowser.com/guides/how-to-enable-javascript/auto" target="_blank">here</a>.</p>
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<h2>Get Started Easily</h2>
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<p class="mb-0 mb-md-3">Select your requirements and use the resources provided to get started quickly
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<h3 id="selectOS"><abbr title="Operating System">OS</abbr></h3>
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<p id="decriptionOS" class="sr-only"><abbr>OS</abbr> list contains three items</p>
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<div class="col-lg-2dot4 col-md-4 r-option version selected" role="option" tabindex="0" aria-selected="true" id="windows">
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<span>Windows</span>
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<div class="col-lg-2dot4 col-md-4 r-option version" role="option" tabindex="-1" aria-selected="false" id="linux">
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<span>Linux</span>
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<div class="col-lg-2dot4 col-md-4 r-option version" role="option" tabindex="-1" aria-selected="false" id="mac">
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<span>Mac</span>
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<h3 id="selectLanguage">Language</h3>
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<p id="decriptionLanguage" class="sr-only">Language list contains four items</p>
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<div class="col-lg-2dot4 col r-option selected" role="option" tabindex="0" aria-selected="true" id="Python(3.5-3.7)"><span>Python (3.5-3.7)</span></div>
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<div class="col-lg-2dot4 col r-option" role="option" tabindex="-1" aria-selected="false" id="C++"><span>C++</span></div>
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<div class="col-lg-2dot4 col r-option" aria-selected="false" role="option" tabindex="-1" id="C#"><span><abbr>C#</abbr></span></div>
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<div class="col-lg-2dot4 col r-option" role="option" tabindex="-1" aria-selected="false" id="C"><span>C</span></div>
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<h3 id="selectArchitecture" class="align-self-center">Architecture</h3>
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<p id="decriptionArchitecture" class="sr-only">Architecture list contains five items</p>
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<div class="col-md-9 r-content pr-0 pl-md-4" role="listbox" id="listbox-3" aria-labelledby="selectArchitecture" aria-describedby="decriptionArchitecture">
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<div class="col-lg-2dot4 col r-option selected" role="option" tabindex="0" aria-selected="true" id="X64">
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<span><abbr>X64</abbr></span></div>
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<div class="col-lg-2dot4 col r-option" role="option" tabindex="-1" aria-selected="false" id="X86">
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<span><abbr>X86</abbr></span></div>
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<div class="col-lg-2dot4 col r-option" role="option" tabindex="-1" aria-selected="false" id="ARM64">
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<span><abbr>ARM64</abbr></span></div>
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<div class="col-lg-2dot4 col r-option" role="option" tabindex="-1" aria-selected="false" id="ARM32">
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<span><abbr>ARM32</abbr></span></div>
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<div class="col-md-3 r-heading">
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<h3 id="selectHardwareAcceleration">Hardware Acceleration</h3>
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<p id="decriptionHardwareAcceleration" class="sr-only">Hardware Acceleration list contains nine items</p>
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</div>
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<div class="col-md-9 r-content pr-0 pl-md-4" role="listbox" id="listbox-4" aria-labelledby="selectHardwareAcceleration" aria-describedby="decriptionHardwareAcceleration">
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<div class="row hardwareAcceleration">
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<div class="col-lg-2dot5 col r-option version selected" role="option" tabindex="0" aria-selected="true" id="DefaultCPU">
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<span>Default <abbr>CPU</abbr></span></div>
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<div class="col-lg-2dot5 col r-option version" role="option" tabindex="-1" aria-selected="false" id="CUDA">
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<span><abbr>CUDA</abbr></span>
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</div>
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<div class="col-lg-2dot5 col r-option version" role="option" tabindex="-1" aria-selected="false" id="TensorRT">
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<span>Tensor<abbr>RT</abbr></span></div>
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<div class="col-lg-2dot5 col r-option version" role="option" tabindex="-1" aria-selected="false" id="DirectML">
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<span>Direct<abbr>ML</abbr></span>
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</div>
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<div class="col-lg-2dot5 col r-option version" role="option" tabindex="-1" aria-selected="false" id="MKL-DNN">
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<span><abbr>MKL-DNN</abbr></span>
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</div>
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<!-- </div>
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<div class="row hardwareAcceleration"> -->
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<div class="col-lg-2dot4 col-md-3 r-option version" role="option" tabindex="-1" aria-selected="false" id="MKL-ML">
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<span><abbr>MKL-ML</abbr></span>
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</div>
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<div class="col-lg-2dot4 col-md-3 r-option version" role="option" tabindex="-1" aria-selected="false" id="nGraph">
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<span>nGraph</span></div>
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<div class="col-lg-2dot4 col-md-3 r-option version" role="option" tabindex="-1" aria-selected="false" id="NUPHAR">
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<span><abbr>NUPHAR</abbr></span></div>
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<div class="col-lg-2dot4 col-md-3 r-option version" role="option" tabindex="-1" aria-selected="false" id="OpenVINO">
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<span>OpenVINO</span></div>
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</div>
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</div>
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</div>
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<div class="row r-wrap command-block row-eq-height mr-0">
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<div class="col-md-3 r-heading">
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<h3 id="selectRunCommand">Installation Instructions</h3>
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</div>
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<div class="col-md-9 r-content pr-0 pl-md-4">
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<div class="row">
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<div class="col r-option command-container" id="command" role="status">
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<span>
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Please select a combination of resources.
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</span>
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</div>
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</div>
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</div>
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</div>
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</section>
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<section class="py-md-5 pb-4 pb-4 pt-4 blue-title-columns border-top">
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<div class="container-fluid">
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<div class="row equalHeight-1">
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<div class="col-12 col-md-6 mb-2 mb-md-0">
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<div class="row">
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<div class="col-1 col-sm-1 pr-5">
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<div class="icon-container">
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<img src="images/svg/icon-4.svg" alt="" />
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</div>
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</div>
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<div class="col-9 col-sm-9 pl-2 pl-md-4">
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<h2>Build an ONNX Model</h2>
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<div class="onnx-model-content">
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<p>Build and train a machine learning model to meet your project goals using the tools that best meet your needs:</p>
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<ul class="pl-0 custom-list mb-md-0">
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<li class="pb-3"><a href="https://github.com/onnx/tutorials#converting-to-onnx-format" target="_blank" class="link"><span class="link-content">Convert an existing model</span><span class="link-arrow fa fa-angle-right"></span></a></li>
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<li class="pb-3">
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<p class="mb-0"><strong>Develop a new model</strong></p>
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<ul class="custom-list pl-3">
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<li><a href="https://github.com/Azure/MachineLearningNotebooks/tree/master/how-to-use-azureml/deployment/onnx#onnx-on-azure-machine-learning" target="_blank" class="link"><span class="link-content">Azure Machine Learning</span>
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<span class="link-arrow fa fa-angle-right"></span></a></li>
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<li><a href="https://www.customvision.ai/" target="_blank" class="link"><span class="link-content">Custom
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Vision, an Azure Cognitive
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Service</span><span class="link-arrow fa fa-angle-right"></span></a></li>
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</ul>
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</li>
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<li><a href="https://github.com/onnx/models#onnx-model-zoo" target="_blank" class="link"><span class="link-content">Use
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a pre-trained model</span><span class="link-arrow fa fa-angle-right"></span></a></li>
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</ul>
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</div>
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</div>
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</div>
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</div>
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<div class="col-12 col-md-6">
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<div class="row">
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<div class="col-1 col-sm-1 pr-5">
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<div class="icon-container">
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<img src="images/svg/icon-5.svg" alt="" />
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</div>
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</div>
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<div class="col-9 col-sm-9 pl-2 pl-md-4">
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<h2>Deploy your ONNX Model</h2>
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<div class="onnx-model-content">
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<p>Deploy your ONNX model across hardware devices:</p>
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<ul class="custom-list pl-0 mb-0">
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<li class="pb-3"><a href="https://aka.ms/onnxruntime-cloud" target="_blank" class="link"><span class="link-content">Cloud</span><span class="link-arrow fa fa-angle-right"></span></a></li>
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<li class="pb-3"><a href="https://aka.ms/onnxruntime-iot-edge" target="_blank" class="link"><span class="link-content"><abbr title="Internet of things">IoT</abbr> / Edge</span><span class="link-arrow fa fa-angle-right"></span></a></li>
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<li><a href="https://aka.ms/onnxruntime-local" target="_blank" class="link"><span class="link-content">Local
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Applications</span> <span class="link-arrow fa fa-angle-right"></span></a></li>
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</ul>
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</div>
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</div>
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</div>
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</div>
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</div>
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</div>
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</section>
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<section class="py-md-5 pb-4 pt-4 blue-title-columns border-top">
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<div class="container-fluid">
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<div class="row equalHeight-2">
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<div class="col-12 col-md-4 mb-4 mb-md-0">
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<div class="product-logo pb-4 pb-md-5 mr-xl-5 text-center">
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<img src="images/word-logo.png" class="msword-logo" alt="Microsoft Word Logo" />
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</div>
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<h2 class="blue-text mr-xl-5 mb-3">Improved performance by 14x</h2>
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<p class="mr-xl-5 first-child">Microsoft Word Online includes a grammar checker that identifies missing determiners. This feature infers missing determiners in real-time on billions of sentences each month.
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</p>
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<p class="bold-text mr-xl-5 mb-md-0">Using ONNX and ONNX Runtime, inference speed improved by 14.2x
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</p>
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</div>
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<div class="col-12 col-md-4 mb-4 mb-md-0">
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<div class="product-logo pb-4 pb-md-5 mr-xl-5 text-center">
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<img src="images/Micorsoft-Azure-Logo.png" class="msazure-logo" alt="Microsoft Azure logo" />
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</div>
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<h2 class="blue-text mr-xl-5 mb-3">Improved performance by 3x</h2>
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<p class="mr-xl-5 first-child">Computer Vision, an Azure Cognitive Service, uses optical character recognition to detect text in an image and extract the recognized words into a machine-readable character stream.
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</p>
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<p class="bold-text mr-xl-5 mb-md-0">Using ONNX and ONNX Runtime, inference speed improved by 3.7x
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</p>
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</div>
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<div class="col-12 col-md-4">
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<div class="product-logo pb-4 pb-md-5 mr-xl-5 text-center">
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<img src="images/bing-logo.svg" class="bing-logo" alt="bing logo" />
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</div>
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<h2 class="blue-text mr-xl-5 mb-3">Improved performance by 2x</h2>
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<p class="mr-xl-5 first-child">Bing Visual Search allows users to search the web using an image instead of text.
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</p>
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<p class="bold-text mr-xl-5 mb-md-0">Using ONNX and ONNX Runtime, inference speed improved by 2x
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</p>
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</div>
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</div>
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</div>
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</section>
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<section class="pb-md-4">
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<div class="container-fluid border-top">
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<div class="row">
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<div class="col-sm-12 append-play-buttom">
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<div id="ONNXCarousel" class="carousel slide" data-pause="hover" data-interval="15000" data-ride="carousel">
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<!-- Carousel indicators -->
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<ol class="carousel-indicators">
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<li data-target="#ONNXCarousel" data-slide-to="0" class="active"></li>
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<li data-target="#ONNXCarousel" data-slide-to="1"></li>
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</ol>
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<!-- Wrapper for carousel items -->
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<div class="carousel-inner">
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<div class="carousel-item item active">
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<div class="media row">
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