mirror of https://github.com/vladmandic/human
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482 lines
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<!DOCTYPE html><html class="default" lang="en"><head><meta charSet="utf-8"/><meta http-equiv="x-ua-compatible" content="IE=edge"/><title>GraphModel | @vladmandic/human - v3.0.0</title><meta name="description" content="Documentation for @vladmandic/human - v3.0.0"/><meta name="viewport" content="width=device-width, initial-scale=1"/><link rel="stylesheet" href="../assets/style.css"/><link rel="stylesheet" href="../assets/highlight.css"/><script async src="../assets/search.js" id="search-script"></script></head><body><script>document.documentElement.dataset.theme = localStorage.getItem("tsd-theme") || "os"</script><header class="tsd-page-toolbar">
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<li class="state loading">Preparing search index...</li>
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<li class="state failure">The search index is not available</li></ul><a href="../index.html" class="title">@vladmandic/human - v3.0.0</a></div>
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<div class="table-cell" id="tsd-widgets"><a href="#" class="tsd-widget tsd-toolbar-icon menu no-caption" data-toggle="menu" aria-label="Menu"><svg width="16" height="16" viewBox="0 0 16 16" fill="none"><rect x="1" y="3" width="14" height="2" fill="var(--color-text)"></rect><rect x="1" y="7" width="14" height="2" fill="var(--color-text)"></rect><rect x="1" y="11" width="14" height="2" fill="var(--color-text)"></rect></svg></a></div></div></header>
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<ul class="tsd-breadcrumb">
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<li><a href="../index.html">@vladmandic/human - v3.0.0</a></li>
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<li><a href="GraphModel.html">GraphModel</a></li></ul>
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<h1>Class GraphModel<ModelURL></h1></div>
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<section class="tsd-panel tsd-comment">
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<div class="tsd-comment tsd-typography"><p>A <code>tf.GraphModel</code> is a directed, acyclic graph built from a
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SavedModel GraphDef and allows inference execution.</p>
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<p>A <code>tf.GraphModel</code> can only be created by loading from a model converted from
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a <a href="https://www.tensorflow.org/guide/saved_model">TensorFlow SavedModel</a> using
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the command line converter tool and loaded via <code>tf.loadGraphModel</code>.</p>
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<h3>Doc</h3></div></section>
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<section class="tsd-panel tsd-type-parameters">
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<h4>Type Parameters</h4>
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<ul class="tsd-type-parameters">
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<li>
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<h4>ModelURL<span class="tsd-signature-symbol"> extends </span><span class="tsd-signature-type">Url</span> = <span class="tsd-signature-type">string</span><span class="tsd-signature-symbol"> | </span><span class="tsd-signature-type">io.IOHandler</span></h4></li></ul></section>
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<section class="tsd-panel tsd-hierarchy">
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<h4>Hierarchy</h4>
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<ul class="tsd-hierarchy">
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<li><span class="target">GraphModel</span></li></ul></section>
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<section class="tsd-panel">
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<h4>Implements</h4>
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<ul class="tsd-hierarchy">
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<li><span class="tsd-signature-type">InferenceModel</span></li></ul></section><aside class="tsd-sources">
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<ul>
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<li>Defined in node_modules/.pnpm/@tensorflow+tfjs-converter@4.1.0_npjwttp6o2hhjgfcmiedqvkgoa/node_modules/@tensorflow/tfjs-converter/dist/executor/graph_model.d.ts:34</li></ul></aside>
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<section class="tsd-panel-group tsd-index-group">
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<section class="tsd-panel tsd-index-panel">
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<details class="tsd-index-content tsd-index-accordion" open><summary class="tsd-accordion-summary tsd-index-summary">
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<h5 class="tsd-index-heading uppercase" role="button" aria-expanded="false" tabIndex=0><svg width="16" height="16" viewBox="0 0 16 16" fill="none"><path d="M1.5 5.50969L8 11.6609L14.5 5.50969L12.5466 3.66086L8 7.96494L3.45341 3.66086L1.5 5.50969Z" fill="var(--color-text)"></path></svg> Index</h5></summary>
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<div class="tsd-accordion-details">
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<section class="tsd-index-section">
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<h3 class="tsd-index-heading">Constructors</h3>
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<div class="tsd-index-list"><a href="GraphModel.html#constructor" class="tsd-index-link tsd-kind-constructor tsd-parent-kind-class"><svg class="tsd-kind-icon" width="24" height="24" viewBox="0 0 24 24"><rect fill="var(--color-icon-background)" stroke="#4D7FFF" stroke-width="1.5" x="1" y="1" width="22" height="22" rx="12" id="icon-512-path"></rect><path d="M11.898 16.1201C11.098 16.1201 10.466 15.8961 10.002 15.4481C9.53803 15.0001 9.30603 14.3841 9.30603 13.6001V9.64012C9.30603 8.85612 9.53803 8.24012 10.002 7.79212C10.466 7.34412 11.098 7.12012 11.898 7.12012C12.682 7.12012 13.306 7.34812 13.77 7.80412C14.234 8.25212 14.466 8.86412 14.466 9.64012H13.386C13.386 9.14412 13.254 8.76412 12.99 8.50012C12.734 8.22812 12.37 8.09212 11.898 8.09212C11.426 8.09212 11.054 8.22412 10.782 8.48812C10.518 8.75212 10.386 9.13212 10.386 9.62812V13.6001C10.386 14.0961 10.518 14.4801 10.782 14.7521C11.054 15.0161 11.426 15.1481 11.898 15.1481C12.37 15.1481 12.734 15.0161 12.99 14.7521C13.254 14.4801 13.386 14.0961 13.386 13.6001H14.466C14.466 14.3761 14.234 14.9921 13.77 15.4481C13.306 15.8961 12.682 16.1201 11.898 16.1201Z" fill="var(--color-text)" id="icon-512-text"></path></svg><span>constructor</span></a>
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</div></section>
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<section class="tsd-index-section">
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<h3 class="tsd-index-heading">Accessors</h3>
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<div class="tsd-index-list"><a href="GraphModel.html#inputNodes" class="tsd-index-link tsd-kind-accessor tsd-parent-kind-class"><svg class="tsd-kind-icon" width="24" height="24" viewBox="0 0 24 24"><rect fill="var(--color-icon-background)" stroke="#FF4D4D" stroke-width="1.5" x="1" y="1" width="22" height="22" rx="12" id="icon-262144-path"></rect><path d="M8.85 16L11.13 7.24H12.582L14.85 16H13.758L13.182 13.672H10.53L9.954 16H8.85ZM10.746 12.76H12.954L12.282 10.06C12.154 9.548 12.054 9.12 11.982 8.776C11.91 8.432 11.866 8.208 11.85 8.104C11.834 8.208 11.79 8.432 11.718 8.776C11.646 9.12 11.546 9.544 11.418 10.048L10.746 12.76Z" fill="var(--color-text)" id="icon-262144-text"></path></svg><span>input<wbr/>Nodes</span></a>
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<a href="GraphModel.html#inputs" class="tsd-index-link tsd-kind-accessor tsd-parent-kind-class"><svg class="tsd-kind-icon" width="24" height="24" viewBox="0 0 24 24"><use href="#icon-262144-path"></use><use href="#icon-262144-text"></use></svg><span>inputs</span></a>
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<a href="GraphModel.html#metadata" class="tsd-index-link tsd-kind-accessor tsd-parent-kind-class"><svg class="tsd-kind-icon" width="24" height="24" viewBox="0 0 24 24"><use href="#icon-262144-path"></use><use href="#icon-262144-text"></use></svg><span>metadata</span></a>
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<a href="GraphModel.html#modelSignature" class="tsd-index-link tsd-kind-accessor tsd-parent-kind-class"><svg class="tsd-kind-icon" width="24" height="24" viewBox="0 0 24 24"><use href="#icon-262144-path"></use><use href="#icon-262144-text"></use></svg><span>model<wbr/>Signature</span></a>
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<a href="GraphModel.html#modelStructuredOutputKeys" class="tsd-index-link tsd-kind-accessor tsd-parent-kind-class"><svg class="tsd-kind-icon" width="24" height="24" viewBox="0 0 24 24"><use href="#icon-262144-path"></use><use href="#icon-262144-text"></use></svg><span>model<wbr/>Structured<wbr/>Output<wbr/>Keys</span></a>
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<a href="GraphModel.html#modelVersion" class="tsd-index-link tsd-kind-accessor tsd-parent-kind-class"><svg class="tsd-kind-icon" width="24" height="24" viewBox="0 0 24 24"><use href="#icon-262144-path"></use><use href="#icon-262144-text"></use></svg><span>model<wbr/>Version</span></a>
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<a href="GraphModel.html#outputNodes" class="tsd-index-link tsd-kind-accessor tsd-parent-kind-class"><svg class="tsd-kind-icon" width="24" height="24" viewBox="0 0 24 24"><use href="#icon-262144-path"></use><use href="#icon-262144-text"></use></svg><span>output<wbr/>Nodes</span></a>
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<a href="GraphModel.html#outputs" class="tsd-index-link tsd-kind-accessor tsd-parent-kind-class"><svg class="tsd-kind-icon" width="24" height="24" viewBox="0 0 24 24"><use href="#icon-262144-path"></use><use href="#icon-262144-text"></use></svg><span>outputs</span></a>
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<a href="GraphModel.html#weights" class="tsd-index-link tsd-kind-accessor tsd-parent-kind-class"><svg class="tsd-kind-icon" width="24" height="24" viewBox="0 0 24 24"><use href="#icon-262144-path"></use><use href="#icon-262144-text"></use></svg><span>weights</span></a>
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</div></section>
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<section class="tsd-index-section">
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<h3 class="tsd-index-heading">Methods</h3>
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<div class="tsd-index-list"><a href="GraphModel.html#dispose" class="tsd-index-link tsd-kind-method tsd-parent-kind-class"><svg class="tsd-kind-icon" width="24" height="24" viewBox="0 0 24 24"><rect fill="var(--color-icon-background)" stroke="#FF4DB8" stroke-width="1.5" x="1" y="1" width="22" height="22" rx="12" id="icon-2048-path"></rect><path d="M9.162 16V7.24H10.578L11.514 10.072C11.602 10.328 11.674 10.584 11.73 10.84C11.794 11.088 11.842 11.28 11.874 11.416C11.906 11.28 11.954 11.088 12.018 10.84C12.082 10.584 12.154 10.324 12.234 10.06L13.122 7.24H14.538V16H13.482V12.82C13.482 12.468 13.49 12.068 13.506 11.62C13.53 11.172 13.558 10.716 13.59 10.252C13.622 9.78 13.654 9.332 13.686 8.908C13.726 8.476 13.762 8.1 13.794 7.78L12.366 12.16H11.334L9.894 7.78C9.934 8.092 9.97 8.456 10.002 8.872C10.042 9.28 10.078 9.716 10.11 10.18C10.142 10.636 10.166 11.092 10.182 11.548C10.206 12.004 10.218 12.428 10.218 12.82V16H9.162Z" fill="var(--color-text)" id="icon-2048-text"></path></svg><span>dispose</span></a>
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<a href="GraphModel.html#disposeIntermediateTensors" class="tsd-index-link tsd-kind-method tsd-parent-kind-class"><svg class="tsd-kind-icon" width="24" height="24" viewBox="0 0 24 24"><use href="#icon-2048-path"></use><use href="#icon-2048-text"></use></svg><span>dispose<wbr/>Intermediate<wbr/>Tensors</span></a>
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<a href="GraphModel.html#execute" class="tsd-index-link tsd-kind-method tsd-parent-kind-class"><svg class="tsd-kind-icon" width="24" height="24" viewBox="0 0 24 24"><use href="#icon-2048-path"></use><use href="#icon-2048-text"></use></svg><span>execute</span></a>
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<a href="GraphModel.html#executeAsync" class="tsd-index-link tsd-kind-method tsd-parent-kind-class"><svg class="tsd-kind-icon" width="24" height="24" viewBox="0 0 24 24"><use href="#icon-2048-path"></use><use href="#icon-2048-text"></use></svg><span>execute<wbr/>Async</span></a>
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<a href="GraphModel.html#getIntermediateTensors" class="tsd-index-link tsd-kind-method tsd-parent-kind-class"><svg class="tsd-kind-icon" width="24" height="24" viewBox="0 0 24 24"><use href="#icon-2048-path"></use><use href="#icon-2048-text"></use></svg><span>get<wbr/>Intermediate<wbr/>Tensors</span></a>
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<a href="GraphModel.html#load" class="tsd-index-link tsd-kind-method tsd-parent-kind-class"><svg class="tsd-kind-icon" width="24" height="24" viewBox="0 0 24 24"><use href="#icon-2048-path"></use><use href="#icon-2048-text"></use></svg><span>load</span></a>
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<a href="GraphModel.html#loadSync" class="tsd-index-link tsd-kind-method tsd-parent-kind-class"><svg class="tsd-kind-icon" width="24" height="24" viewBox="0 0 24 24"><use href="#icon-2048-path"></use><use href="#icon-2048-text"></use></svg><span>load<wbr/>Sync</span></a>
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<a href="GraphModel.html#predict" class="tsd-index-link tsd-kind-method tsd-parent-kind-class"><svg class="tsd-kind-icon" width="24" height="24" viewBox="0 0 24 24"><use href="#icon-2048-path"></use><use href="#icon-2048-text"></use></svg><span>predict</span></a>
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<a href="GraphModel.html#predictAsync" class="tsd-index-link tsd-kind-method tsd-parent-kind-class"><svg class="tsd-kind-icon" width="24" height="24" viewBox="0 0 24 24"><use href="#icon-2048-path"></use><use href="#icon-2048-text"></use></svg><span>predict<wbr/>Async</span></a>
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<a href="GraphModel.html#save" class="tsd-index-link tsd-kind-method tsd-parent-kind-class"><svg class="tsd-kind-icon" width="24" height="24" viewBox="0 0 24 24"><use href="#icon-2048-path"></use><use href="#icon-2048-text"></use></svg><span>save</span></a>
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</div></section></div></details></section></section>
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<section class="tsd-panel-group tsd-member-group">
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<h2>Constructors</h2>
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<section class="tsd-panel tsd-member tsd-kind-constructor tsd-parent-kind-class"><a id="constructor" class="tsd-anchor"></a>
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<h3 class="tsd-anchor-link"><span>constructor</span><a href="#constructor" aria-label="Permalink" class="tsd-anchor-icon"><svg class="icon icon-tabler icon-tabler-link" viewBox="0 0 24 24" stroke-width="2" stroke="currentColor" fill="none" stroke-linecap="round" stroke-linejoin="round"><path stroke="none" d="M0 0h24v24H0z" fill="none" id="icon-anchor-a"></path><path d="M10 14a3.5 3.5 0 0 0 5 0l4 -4a3.5 3.5 0 0 0 -5 -5l-.5 .5" id="icon-anchor-b"></path><path d="M14 10a3.5 3.5 0 0 0 -5 0l-4 4a3.5 3.5 0 0 0 5 5l.5 -.5" id="icon-anchor-c"></path></svg></a></h3>
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<ul class="tsd-signatures tsd-kind-constructor tsd-parent-kind-class">
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<li class="tsd-signature tsd-anchor-link" id="constructor.new_GraphModel">new <wbr/>Graph<wbr/>Model<span class="tsd-signature-symbol"><</span><span class="tsd-signature-type" data-tsd-kind="Type parameter">ModelURL</span><span class="tsd-signature-symbol">></span><span class="tsd-signature-symbol">(</span>modelUrl<span class="tsd-signature-symbol">: </span><span class="tsd-signature-type" data-tsd-kind="Type parameter">ModelURL</span>, loadOptions<span class="tsd-signature-symbol">?: </span><span class="tsd-signature-type">LoadOptions</span>, tfio<span class="tsd-signature-symbol">?: </span><span class="tsd-signature-type">__module</span><span class="tsd-signature-symbol">)</span><span class="tsd-signature-symbol">: </span><a href="GraphModel.html" class="tsd-signature-type" data-tsd-kind="Class">GraphModel</a><span class="tsd-signature-symbol"><</span><span class="tsd-signature-type" data-tsd-kind="Type parameter">ModelURL</span><span class="tsd-signature-symbol">></span><a href="#constructor.new_GraphModel" aria-label="Permalink" class="tsd-anchor-icon"><svg class="icon icon-tabler icon-tabler-link" viewBox="0 0 24 24" stroke-width="2" stroke="currentColor" fill="none" stroke-linecap="round" stroke-linejoin="round"><use href="#icon-anchor-a"></use><use href="#icon-anchor-b"></use><use href="#icon-anchor-c"></use></svg></a></li>
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<li class="tsd-description">
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<section class="tsd-panel tsd-type-parameters">
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<h4>Type Parameters</h4>
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<ul class="tsd-type-parameters">
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<li>
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<h4>ModelURL<span class="tsd-signature-symbol"> extends </span><span class="tsd-signature-type">Url</span> = <span class="tsd-signature-type">string</span><span class="tsd-signature-symbol"> | </span><span class="tsd-signature-type">IOHandler</span></h4></li></ul></section>
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<div class="tsd-parameters">
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<h4 class="tsd-parameters-title">Parameters</h4>
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<ul class="tsd-parameter-list">
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<li>
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<h5>modelUrl: <span class="tsd-signature-type" data-tsd-kind="Type parameter">ModelURL</span></h5>
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<div class="tsd-comment tsd-typography"><p>url for the model, or an <code>io.IOHandler</code>.</p>
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</div></li>
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<li>
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<h5><code class="tsd-tag ts-flagOptional">Optional</code> loadOptions: <span class="tsd-signature-type">LoadOptions</span></h5></li>
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<li>
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<h5><code class="tsd-tag ts-flagOptional">Optional</code> tfio: <span class="tsd-signature-type">__module</span></h5></li></ul></div>
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<h4 class="tsd-returns-title">Returns <a href="GraphModel.html" class="tsd-signature-type" data-tsd-kind="Class">GraphModel</a><span class="tsd-signature-symbol"><</span><span class="tsd-signature-type" data-tsd-kind="Type parameter">ModelURL</span><span class="tsd-signature-symbol">></span></h4><aside class="tsd-sources">
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<ul>
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<li>Defined in node_modules/.pnpm/@tensorflow+tfjs-converter@4.1.0_npjwttp6o2hhjgfcmiedqvkgoa/node_modules/@tensorflow/tfjs-converter/dist/executor/graph_model.d.ts:66</li></ul></aside></li></ul></section></section>
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<section class="tsd-panel-group tsd-member-group">
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<h2>Accessors</h2>
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<section class="tsd-panel tsd-member tsd-kind-accessor tsd-parent-kind-class"><a id="inputNodes" class="tsd-anchor"></a>
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<h3 class="tsd-anchor-link"><span>input<wbr/>Nodes</span><a href="#inputNodes" aria-label="Permalink" class="tsd-anchor-icon"><svg class="icon icon-tabler icon-tabler-link" viewBox="0 0 24 24" stroke-width="2" stroke="currentColor" fill="none" stroke-linecap="round" stroke-linejoin="round"><use href="#icon-anchor-a"></use><use href="#icon-anchor-b"></use><use href="#icon-anchor-c"></use></svg></a></h3>
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<ul class="tsd-signatures tsd-kind-accessor tsd-parent-kind-class">
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<li class="tsd-signature" id="inputNodes.inputNodes-1"><span class="tsd-signature-symbol">get</span> inputNodes<span class="tsd-signature-symbol">(</span><span class="tsd-signature-symbol">)</span><span class="tsd-signature-symbol">: </span><span class="tsd-signature-type">string</span><span class="tsd-signature-symbol">[]</span></li>
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<li class="tsd-description">
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<h4 class="tsd-returns-title">Returns <span class="tsd-signature-type">string</span><span class="tsd-signature-symbol">[]</span></h4><aside class="tsd-sources">
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<ul>
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<li>Defined in node_modules/.pnpm/@tensorflow+tfjs-converter@4.1.0_npjwttp6o2hhjgfcmiedqvkgoa/node_modules/@tensorflow/tfjs-converter/dist/executor/graph_model.d.ts:49</li></ul></aside></li></ul></section>
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<section class="tsd-panel tsd-member tsd-kind-accessor tsd-parent-kind-class"><a id="inputs" class="tsd-anchor"></a>
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<h3 class="tsd-anchor-link"><span>inputs</span><a href="#inputs" aria-label="Permalink" class="tsd-anchor-icon"><svg class="icon icon-tabler icon-tabler-link" viewBox="0 0 24 24" stroke-width="2" stroke="currentColor" fill="none" stroke-linecap="round" stroke-linejoin="round"><use href="#icon-anchor-a"></use><use href="#icon-anchor-b"></use><use href="#icon-anchor-c"></use></svg></a></h3>
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<ul class="tsd-signatures tsd-kind-accessor tsd-parent-kind-class">
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<li class="tsd-signature" id="inputs.inputs-1"><span class="tsd-signature-symbol">get</span> inputs<span class="tsd-signature-symbol">(</span><span class="tsd-signature-symbol">)</span><span class="tsd-signature-symbol">: </span><span class="tsd-signature-type">TensorInfo</span><span class="tsd-signature-symbol">[]</span></li>
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<li class="tsd-description">
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<h4 class="tsd-returns-title">Returns <span class="tsd-signature-type">TensorInfo</span><span class="tsd-signature-symbol">[]</span></h4><aside class="tsd-sources">
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<p>Implementation of InferenceModel.inputs</p>
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<ul>
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<li>Defined in node_modules/.pnpm/@tensorflow+tfjs-converter@4.1.0_npjwttp6o2hhjgfcmiedqvkgoa/node_modules/@tensorflow/tfjs-converter/dist/executor/graph_model.d.ts:51</li></ul></aside></li></ul></section>
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<section class="tsd-panel tsd-member tsd-kind-accessor tsd-parent-kind-class"><a id="metadata" class="tsd-anchor"></a>
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<h3 class="tsd-anchor-link"><span>metadata</span><a href="#metadata" aria-label="Permalink" class="tsd-anchor-icon"><svg class="icon icon-tabler icon-tabler-link" viewBox="0 0 24 24" stroke-width="2" stroke="currentColor" fill="none" stroke-linecap="round" stroke-linejoin="round"><use href="#icon-anchor-a"></use><use href="#icon-anchor-b"></use><use href="#icon-anchor-c"></use></svg></a></h3>
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<ul class="tsd-signatures tsd-kind-accessor tsd-parent-kind-class">
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<li class="tsd-signature" id="metadata.metadata-1"><span class="tsd-signature-symbol">get</span> metadata<span class="tsd-signature-symbol">(</span><span class="tsd-signature-symbol">)</span><span class="tsd-signature-symbol">: </span><span class="tsd-signature-symbol">{}</span></li>
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<li class="tsd-description">
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<h4 class="tsd-returns-title">Returns <span class="tsd-signature-symbol">{}</span></h4>
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<ul class="tsd-parameters"></ul><aside class="tsd-sources">
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<ul>
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<li>Defined in node_modules/.pnpm/@tensorflow+tfjs-converter@4.1.0_npjwttp6o2hhjgfcmiedqvkgoa/node_modules/@tensorflow/tfjs-converter/dist/executor/graph_model.d.ts:54</li></ul></aside></li></ul></section>
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<section class="tsd-panel tsd-member tsd-kind-accessor tsd-parent-kind-class"><a id="modelSignature" class="tsd-anchor"></a>
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<h3 class="tsd-anchor-link"><span>model<wbr/>Signature</span><a href="#modelSignature" aria-label="Permalink" class="tsd-anchor-icon"><svg class="icon icon-tabler icon-tabler-link" viewBox="0 0 24 24" stroke-width="2" stroke="currentColor" fill="none" stroke-linecap="round" stroke-linejoin="round"><use href="#icon-anchor-a"></use><use href="#icon-anchor-b"></use><use href="#icon-anchor-c"></use></svg></a></h3>
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<ul class="tsd-signatures tsd-kind-accessor tsd-parent-kind-class">
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<li class="tsd-signature" id="modelSignature.modelSignature-1"><span class="tsd-signature-symbol">get</span> modelSignature<span class="tsd-signature-symbol">(</span><span class="tsd-signature-symbol">)</span><span class="tsd-signature-symbol">: </span><span class="tsd-signature-symbol">{}</span></li>
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<li class="tsd-description">
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<h4 class="tsd-returns-title">Returns <span class="tsd-signature-symbol">{}</span></h4>
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<ul class="tsd-parameters"></ul><aside class="tsd-sources">
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<ul>
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<li>Defined in node_modules/.pnpm/@tensorflow+tfjs-converter@4.1.0_npjwttp6o2hhjgfcmiedqvkgoa/node_modules/@tensorflow/tfjs-converter/dist/executor/graph_model.d.ts:55</li></ul></aside></li></ul></section>
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<section class="tsd-panel tsd-member tsd-kind-accessor tsd-parent-kind-class"><a id="modelStructuredOutputKeys" class="tsd-anchor"></a>
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<h3 class="tsd-anchor-link"><span>model<wbr/>Structured<wbr/>Output<wbr/>Keys</span><a href="#modelStructuredOutputKeys" aria-label="Permalink" class="tsd-anchor-icon"><svg class="icon icon-tabler icon-tabler-link" viewBox="0 0 24 24" stroke-width="2" stroke="currentColor" fill="none" stroke-linecap="round" stroke-linejoin="round"><use href="#icon-anchor-a"></use><use href="#icon-anchor-b"></use><use href="#icon-anchor-c"></use></svg></a></h3>
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<ul class="tsd-signatures tsd-kind-accessor tsd-parent-kind-class">
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<li class="tsd-signature" id="modelStructuredOutputKeys.modelStructuredOutputKeys-1"><span class="tsd-signature-symbol">get</span> modelStructuredOutputKeys<span class="tsd-signature-symbol">(</span><span class="tsd-signature-symbol">)</span><span class="tsd-signature-symbol">: </span><span class="tsd-signature-symbol">{}</span></li>
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<li class="tsd-description">
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<h4 class="tsd-returns-title">Returns <span class="tsd-signature-symbol">{}</span></h4>
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<ul class="tsd-parameters"></ul><aside class="tsd-sources">
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<ul>
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<li>Defined in node_modules/.pnpm/@tensorflow+tfjs-converter@4.1.0_npjwttp6o2hhjgfcmiedqvkgoa/node_modules/@tensorflow/tfjs-converter/dist/executor/graph_model.d.ts:56</li></ul></aside></li></ul></section>
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<section class="tsd-panel tsd-member tsd-kind-accessor tsd-parent-kind-class"><a id="modelVersion" class="tsd-anchor"></a>
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<h3 class="tsd-anchor-link"><span>model<wbr/>Version</span><a href="#modelVersion" aria-label="Permalink" class="tsd-anchor-icon"><svg class="icon icon-tabler icon-tabler-link" viewBox="0 0 24 24" stroke-width="2" stroke="currentColor" fill="none" stroke-linecap="round" stroke-linejoin="round"><use href="#icon-anchor-a"></use><use href="#icon-anchor-b"></use><use href="#icon-anchor-c"></use></svg></a></h3>
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<ul class="tsd-signatures tsd-kind-accessor tsd-parent-kind-class">
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<li class="tsd-signature" id="modelVersion.modelVersion-1"><span class="tsd-signature-symbol">get</span> modelVersion<span class="tsd-signature-symbol">(</span><span class="tsd-signature-symbol">)</span><span class="tsd-signature-symbol">: </span><span class="tsd-signature-type">string</span></li>
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<li class="tsd-description">
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<h4 class="tsd-returns-title">Returns <span class="tsd-signature-type">string</span></h4><aside class="tsd-sources">
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<ul>
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<li>Defined in node_modules/.pnpm/@tensorflow+tfjs-converter@4.1.0_npjwttp6o2hhjgfcmiedqvkgoa/node_modules/@tensorflow/tfjs-converter/dist/executor/graph_model.d.ts:48</li></ul></aside></li></ul></section>
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<section class="tsd-panel tsd-member tsd-kind-accessor tsd-parent-kind-class"><a id="outputNodes" class="tsd-anchor"></a>
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<h3 class="tsd-anchor-link"><span>output<wbr/>Nodes</span><a href="#outputNodes" aria-label="Permalink" class="tsd-anchor-icon"><svg class="icon icon-tabler icon-tabler-link" viewBox="0 0 24 24" stroke-width="2" stroke="currentColor" fill="none" stroke-linecap="round" stroke-linejoin="round"><use href="#icon-anchor-a"></use><use href="#icon-anchor-b"></use><use href="#icon-anchor-c"></use></svg></a></h3>
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<ul class="tsd-signatures tsd-kind-accessor tsd-parent-kind-class">
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<li class="tsd-signature" id="outputNodes.outputNodes-1"><span class="tsd-signature-symbol">get</span> outputNodes<span class="tsd-signature-symbol">(</span><span class="tsd-signature-symbol">)</span><span class="tsd-signature-symbol">: </span><span class="tsd-signature-type">string</span><span class="tsd-signature-symbol">[]</span></li>
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<li class="tsd-description">
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<h4 class="tsd-returns-title">Returns <span class="tsd-signature-type">string</span><span class="tsd-signature-symbol">[]</span></h4><aside class="tsd-sources">
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<ul>
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<li>Defined in node_modules/.pnpm/@tensorflow+tfjs-converter@4.1.0_npjwttp6o2hhjgfcmiedqvkgoa/node_modules/@tensorflow/tfjs-converter/dist/executor/graph_model.d.ts:50</li></ul></aside></li></ul></section>
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<section class="tsd-panel tsd-member tsd-kind-accessor tsd-parent-kind-class"><a id="outputs" class="tsd-anchor"></a>
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<h3 class="tsd-anchor-link"><span>outputs</span><a href="#outputs" aria-label="Permalink" class="tsd-anchor-icon"><svg class="icon icon-tabler icon-tabler-link" viewBox="0 0 24 24" stroke-width="2" stroke="currentColor" fill="none" stroke-linecap="round" stroke-linejoin="round"><use href="#icon-anchor-a"></use><use href="#icon-anchor-b"></use><use href="#icon-anchor-c"></use></svg></a></h3>
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<ul class="tsd-signatures tsd-kind-accessor tsd-parent-kind-class">
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<li class="tsd-signature" id="outputs.outputs-1"><span class="tsd-signature-symbol">get</span> outputs<span class="tsd-signature-symbol">(</span><span class="tsd-signature-symbol">)</span><span class="tsd-signature-symbol">: </span><span class="tsd-signature-type">TensorInfo</span><span class="tsd-signature-symbol">[]</span></li>
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<li class="tsd-description">
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<h4 class="tsd-returns-title">Returns <span class="tsd-signature-type">TensorInfo</span><span class="tsd-signature-symbol">[]</span></h4><aside class="tsd-sources">
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<p>Implementation of InferenceModel.outputs</p>
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<ul>
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<li>Defined in node_modules/.pnpm/@tensorflow+tfjs-converter@4.1.0_npjwttp6o2hhjgfcmiedqvkgoa/node_modules/@tensorflow/tfjs-converter/dist/executor/graph_model.d.ts:52</li></ul></aside></li></ul></section>
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<section class="tsd-panel tsd-member tsd-kind-accessor tsd-parent-kind-class"><a id="weights" class="tsd-anchor"></a>
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<h3 class="tsd-anchor-link"><span>weights</span><a href="#weights" aria-label="Permalink" class="tsd-anchor-icon"><svg class="icon icon-tabler icon-tabler-link" viewBox="0 0 24 24" stroke-width="2" stroke="currentColor" fill="none" stroke-linecap="round" stroke-linejoin="round"><use href="#icon-anchor-a"></use><use href="#icon-anchor-b"></use><use href="#icon-anchor-c"></use></svg></a></h3>
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<ul class="tsd-signatures tsd-kind-accessor tsd-parent-kind-class">
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<li class="tsd-signature" id="weights.weights-1"><span class="tsd-signature-symbol">get</span> weights<span class="tsd-signature-symbol">(</span><span class="tsd-signature-symbol">)</span><span class="tsd-signature-symbol">: </span><span class="tsd-signature-type">NamedTensorsMap</span></li>
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<li class="tsd-description">
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<h4 class="tsd-returns-title">Returns <span class="tsd-signature-type">NamedTensorsMap</span></h4><aside class="tsd-sources">
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<ul>
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<li>Defined in node_modules/.pnpm/@tensorflow+tfjs-converter@4.1.0_npjwttp6o2hhjgfcmiedqvkgoa/node_modules/@tensorflow/tfjs-converter/dist/executor/graph_model.d.ts:53</li></ul></aside></li></ul></section></section>
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<section class="tsd-panel-group tsd-member-group">
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<h2>Methods</h2>
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<section class="tsd-panel tsd-member tsd-kind-method tsd-parent-kind-class"><a id="dispose" class="tsd-anchor"></a>
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<h3 class="tsd-anchor-link"><span>dispose</span><a href="#dispose" aria-label="Permalink" class="tsd-anchor-icon"><svg class="icon icon-tabler icon-tabler-link" viewBox="0 0 24 24" stroke-width="2" stroke="currentColor" fill="none" stroke-linecap="round" stroke-linejoin="round"><use href="#icon-anchor-a"></use><use href="#icon-anchor-b"></use><use href="#icon-anchor-c"></use></svg></a></h3>
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<ul class="tsd-signatures tsd-kind-method tsd-parent-kind-class">
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<li class="tsd-signature tsd-anchor-link" id="dispose.dispose-1">dispose<span class="tsd-signature-symbol">(</span><span class="tsd-signature-symbol">)</span><span class="tsd-signature-symbol">: </span><span class="tsd-signature-type">void</span><a href="#dispose.dispose-1" aria-label="Permalink" class="tsd-anchor-icon"><svg class="icon icon-tabler icon-tabler-link" viewBox="0 0 24 24" stroke-width="2" stroke="currentColor" fill="none" stroke-linecap="round" stroke-linejoin="round"><use href="#icon-anchor-a"></use><use href="#icon-anchor-b"></use><use href="#icon-anchor-c"></use></svg></a></li>
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<li class="tsd-description">
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<div class="tsd-comment tsd-typography"><p>Releases the memory used by the weight tensors and resourceManager.</p>
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<h3>Doc</h3></div>
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<h4 class="tsd-returns-title">Returns <span class="tsd-signature-type">void</span></h4><aside class="tsd-sources">
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<ul>
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<li>Defined in node_modules/.pnpm/@tensorflow+tfjs-converter@4.1.0_npjwttp6o2hhjgfcmiedqvkgoa/node_modules/@tensorflow/tfjs-converter/dist/executor/graph_model.d.ts:266</li></ul></aside></li></ul></section>
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<section class="tsd-panel tsd-member tsd-kind-method tsd-parent-kind-class"><a id="disposeIntermediateTensors" class="tsd-anchor"></a>
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<h3 class="tsd-anchor-link"><span>dispose<wbr/>Intermediate<wbr/>Tensors</span><a href="#disposeIntermediateTensors" aria-label="Permalink" class="tsd-anchor-icon"><svg class="icon icon-tabler icon-tabler-link" viewBox="0 0 24 24" stroke-width="2" stroke="currentColor" fill="none" stroke-linecap="round" stroke-linejoin="round"><use href="#icon-anchor-a"></use><use href="#icon-anchor-b"></use><use href="#icon-anchor-c"></use></svg></a></h3>
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<ul class="tsd-signatures tsd-kind-method tsd-parent-kind-class">
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<li class="tsd-signature tsd-anchor-link" id="disposeIntermediateTensors.disposeIntermediateTensors-1">dispose<wbr/>Intermediate<wbr/>Tensors<span class="tsd-signature-symbol">(</span><span class="tsd-signature-symbol">)</span><span class="tsd-signature-symbol">: </span><span class="tsd-signature-type">void</span><a href="#disposeIntermediateTensors.disposeIntermediateTensors-1" aria-label="Permalink" class="tsd-anchor-icon"><svg class="icon icon-tabler icon-tabler-link" viewBox="0 0 24 24" stroke-width="2" stroke="currentColor" fill="none" stroke-linecap="round" stroke-linejoin="round"><use href="#icon-anchor-a"></use><use href="#icon-anchor-b"></use><use href="#icon-anchor-c"></use></svg></a></li>
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<li class="tsd-description">
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<div class="tsd-comment tsd-typography"><p>Dispose intermediate tensors for model debugging mode (flag
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KEEP_INTERMEDIATE_TENSORS is true).</p>
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<h3>Doc</h3></div>
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<h4 class="tsd-returns-title">Returns <span class="tsd-signature-type">void</span></h4><aside class="tsd-sources">
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<ul>
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<li>Defined in node_modules/.pnpm/@tensorflow+tfjs-converter@4.1.0_npjwttp6o2hhjgfcmiedqvkgoa/node_modules/@tensorflow/tfjs-converter/dist/executor/graph_model.d.ts:259</li></ul></aside></li></ul></section>
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<section class="tsd-panel tsd-member tsd-kind-method tsd-parent-kind-class"><a id="execute" class="tsd-anchor"></a>
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<h3 class="tsd-anchor-link"><span>execute</span><a href="#execute" aria-label="Permalink" class="tsd-anchor-icon"><svg class="icon icon-tabler icon-tabler-link" viewBox="0 0 24 24" stroke-width="2" stroke="currentColor" fill="none" stroke-linecap="round" stroke-linejoin="round"><use href="#icon-anchor-a"></use><use href="#icon-anchor-b"></use><use href="#icon-anchor-c"></use></svg></a></h3>
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<ul class="tsd-signatures tsd-kind-method tsd-parent-kind-class">
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<li class="tsd-signature tsd-anchor-link" id="execute.execute-1">execute<span class="tsd-signature-symbol">(</span>inputs<span class="tsd-signature-symbol">: </span><a href="Tensor-1.html" class="tsd-signature-type" data-tsd-kind="Class">Tensor</a><span class="tsd-signature-symbol"><</span><a href="../enums/Rank.html" class="tsd-signature-type" data-tsd-kind="Enumeration">Rank</a><span class="tsd-signature-symbol">></span><span class="tsd-signature-symbol"> | </span><a href="Tensor-1.html" class="tsd-signature-type" data-tsd-kind="Class">Tensor</a><span class="tsd-signature-symbol"><</span><a href="../enums/Rank.html" class="tsd-signature-type" data-tsd-kind="Enumeration">Rank</a><span class="tsd-signature-symbol">></span><span class="tsd-signature-symbol">[]</span><span class="tsd-signature-symbol"> | </span><span class="tsd-signature-type">NamedTensorMap</span>, outputs<span class="tsd-signature-symbol">?: </span><span class="tsd-signature-type">string</span><span class="tsd-signature-symbol"> | </span><span class="tsd-signature-type">string</span><span class="tsd-signature-symbol">[]</span><span class="tsd-signature-symbol">)</span><span class="tsd-signature-symbol">: </span><a href="Tensor-1.html" class="tsd-signature-type" data-tsd-kind="Class">Tensor</a><span class="tsd-signature-symbol"><</span><a href="../enums/Rank.html" class="tsd-signature-type" data-tsd-kind="Enumeration">Rank</a><span class="tsd-signature-symbol">></span><span class="tsd-signature-symbol"> | </span><a href="Tensor-1.html" class="tsd-signature-type" data-tsd-kind="Class">Tensor</a><span class="tsd-signature-symbol"><</span><a href="../enums/Rank.html" class="tsd-signature-type" data-tsd-kind="Enumeration">Rank</a><span class="tsd-signature-symbol">></span><span class="tsd-signature-symbol">[]</span><a href="#execute.execute-1" aria-label="Permalink" class="tsd-anchor-icon"><svg class="icon icon-tabler icon-tabler-link" viewBox="0 0 24 24" stroke-width="2" stroke="currentColor" fill="none" stroke-linecap="round" stroke-linejoin="round"><use href="#icon-anchor-a"></use><use href="#icon-anchor-b"></use><use href="#icon-anchor-c"></use></svg></a></li>
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<li class="tsd-description">
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<div class="tsd-comment tsd-typography"><p>Executes inference for the model for given input tensors.</p>
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<h3>Returns</h3><p>A single tensor if provided with a single output or no outputs
|
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are provided and there is only one default output, otherwise return a
|
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tensor array. The order of the tensor array is the same as the outputs
|
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if provided, otherwise the order of outputNodes attribute of the model.</p>
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<h3>Doc</h3></div>
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<div class="tsd-parameters">
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<h4 class="tsd-parameters-title">Parameters</h4>
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<ul class="tsd-parameter-list">
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<li>
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<h5>inputs: <a href="Tensor-1.html" class="tsd-signature-type" data-tsd-kind="Class">Tensor</a><span class="tsd-signature-symbol"><</span><a href="../enums/Rank.html" class="tsd-signature-type" data-tsd-kind="Enumeration">Rank</a><span class="tsd-signature-symbol">></span><span class="tsd-signature-symbol"> | </span><a href="Tensor-1.html" class="tsd-signature-type" data-tsd-kind="Class">Tensor</a><span class="tsd-signature-symbol"><</span><a href="../enums/Rank.html" class="tsd-signature-type" data-tsd-kind="Enumeration">Rank</a><span class="tsd-signature-symbol">></span><span class="tsd-signature-symbol">[]</span><span class="tsd-signature-symbol"> | </span><span class="tsd-signature-type">NamedTensorMap</span></h5>
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<div class="tsd-comment tsd-typography"><p>tensor, tensor array or tensor map of the inputs for the
|
|
model, keyed by the input node names.</p>
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</div></li>
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<li>
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<h5><code class="tsd-tag ts-flagOptional">Optional</code> outputs: <span class="tsd-signature-type">string</span><span class="tsd-signature-symbol"> | </span><span class="tsd-signature-type">string</span><span class="tsd-signature-symbol">[]</span></h5>
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<div class="tsd-comment tsd-typography"><p>output node name from the TensorFlow model, if no
|
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outputs are specified, the default outputs of the model would be used.
|
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You can inspect intermediate nodes of the model by adding them to the
|
|
outputs array.</p>
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</div></li></ul></div>
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<h4 class="tsd-returns-title">Returns <a href="Tensor-1.html" class="tsd-signature-type" data-tsd-kind="Class">Tensor</a><span class="tsd-signature-symbol"><</span><a href="../enums/Rank.html" class="tsd-signature-type" data-tsd-kind="Enumeration">Rank</a><span class="tsd-signature-symbol">></span><span class="tsd-signature-symbol"> | </span><a href="Tensor-1.html" class="tsd-signature-type" data-tsd-kind="Class">Tensor</a><span class="tsd-signature-symbol"><</span><a href="../enums/Rank.html" class="tsd-signature-type" data-tsd-kind="Enumeration">Rank</a><span class="tsd-signature-symbol">></span><span class="tsd-signature-symbol">[]</span></h4><aside class="tsd-sources">
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<p>Implementation of InferenceModel.execute</p>
|
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<ul>
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<li>Defined in node_modules/.pnpm/@tensorflow+tfjs-converter@4.1.0_npjwttp6o2hhjgfcmiedqvkgoa/node_modules/@tensorflow/tfjs-converter/dist/executor/graph_model.d.ts:228</li></ul></aside></li></ul></section>
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<section class="tsd-panel tsd-member tsd-kind-method tsd-parent-kind-class"><a id="executeAsync" class="tsd-anchor"></a>
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<h3 class="tsd-anchor-link"><span>execute<wbr/>Async</span><a href="#executeAsync" aria-label="Permalink" class="tsd-anchor-icon"><svg class="icon icon-tabler icon-tabler-link" viewBox="0 0 24 24" stroke-width="2" stroke="currentColor" fill="none" stroke-linecap="round" stroke-linejoin="round"><use href="#icon-anchor-a"></use><use href="#icon-anchor-b"></use><use href="#icon-anchor-c"></use></svg></a></h3>
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<ul class="tsd-signatures tsd-kind-method tsd-parent-kind-class">
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<li class="tsd-signature tsd-anchor-link" id="executeAsync.executeAsync-1">execute<wbr/>Async<span class="tsd-signature-symbol">(</span>inputs<span class="tsd-signature-symbol">: </span><a href="Tensor-1.html" class="tsd-signature-type" data-tsd-kind="Class">Tensor</a><span class="tsd-signature-symbol"><</span><a href="../enums/Rank.html" class="tsd-signature-type" data-tsd-kind="Enumeration">Rank</a><span class="tsd-signature-symbol">></span><span class="tsd-signature-symbol"> | </span><a href="Tensor-1.html" class="tsd-signature-type" data-tsd-kind="Class">Tensor</a><span class="tsd-signature-symbol"><</span><a href="../enums/Rank.html" class="tsd-signature-type" data-tsd-kind="Enumeration">Rank</a><span class="tsd-signature-symbol">></span><span class="tsd-signature-symbol">[]</span><span class="tsd-signature-symbol"> | </span><span class="tsd-signature-type">NamedTensorMap</span>, outputs<span class="tsd-signature-symbol">?: </span><span class="tsd-signature-type">string</span><span class="tsd-signature-symbol"> | </span><span class="tsd-signature-type">string</span><span class="tsd-signature-symbol">[]</span><span class="tsd-signature-symbol">)</span><span class="tsd-signature-symbol">: </span><span class="tsd-signature-type">Promise</span><span class="tsd-signature-symbol"><</span><a href="Tensor-1.html" class="tsd-signature-type" data-tsd-kind="Class">Tensor</a><span class="tsd-signature-symbol"><</span><a href="../enums/Rank.html" class="tsd-signature-type" data-tsd-kind="Enumeration">Rank</a><span class="tsd-signature-symbol">></span><span class="tsd-signature-symbol"> | </span><a href="Tensor-1.html" class="tsd-signature-type" data-tsd-kind="Class">Tensor</a><span class="tsd-signature-symbol"><</span><a href="../enums/Rank.html" class="tsd-signature-type" data-tsd-kind="Enumeration">Rank</a><span class="tsd-signature-symbol">></span><span class="tsd-signature-symbol">[]</span><span class="tsd-signature-symbol">></span><a href="#executeAsync.executeAsync-1" aria-label="Permalink" class="tsd-anchor-icon"><svg class="icon icon-tabler icon-tabler-link" viewBox="0 0 24 24" stroke-width="2" stroke="currentColor" fill="none" stroke-linecap="round" stroke-linejoin="round"><use href="#icon-anchor-a"></use><use href="#icon-anchor-b"></use><use href="#icon-anchor-c"></use></svg></a></li>
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<li class="tsd-description">
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<div class="tsd-comment tsd-typography"><p>Executes inference for the model for given input tensors in async
|
|
fashion, use this method when your model contains control flow ops.</p>
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|
|
|
<h3>Returns</h3><p>A Promise of single tensor if provided with a single output or
|
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no outputs are provided and there is only one default output, otherwise
|
|
return a tensor map.</p>
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<h3>Doc</h3></div>
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<div class="tsd-parameters">
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<h4 class="tsd-parameters-title">Parameters</h4>
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<ul class="tsd-parameter-list">
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<li>
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<h5>inputs: <a href="Tensor-1.html" class="tsd-signature-type" data-tsd-kind="Class">Tensor</a><span class="tsd-signature-symbol"><</span><a href="../enums/Rank.html" class="tsd-signature-type" data-tsd-kind="Enumeration">Rank</a><span class="tsd-signature-symbol">></span><span class="tsd-signature-symbol"> | </span><a href="Tensor-1.html" class="tsd-signature-type" data-tsd-kind="Class">Tensor</a><span class="tsd-signature-symbol"><</span><a href="../enums/Rank.html" class="tsd-signature-type" data-tsd-kind="Enumeration">Rank</a><span class="tsd-signature-symbol">></span><span class="tsd-signature-symbol">[]</span><span class="tsd-signature-symbol"> | </span><span class="tsd-signature-type">NamedTensorMap</span></h5>
|
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<div class="tsd-comment tsd-typography"><p>tensor, tensor array or tensor map of the inputs for the
|
|
model, keyed by the input node names.</p>
|
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</div></li>
|
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<li>
|
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<h5><code class="tsd-tag ts-flagOptional">Optional</code> outputs: <span class="tsd-signature-type">string</span><span class="tsd-signature-symbol"> | </span><span class="tsd-signature-type">string</span><span class="tsd-signature-symbol">[]</span></h5>
|
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<div class="tsd-comment tsd-typography"><p>output node name from the TensorFlow model, if no outputs
|
|
are specified, the default outputs of the model would be used. You can
|
|
inspect intermediate nodes of the model by adding them to the outputs
|
|
array.</p>
|
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</div></li></ul></div>
|
|
<h4 class="tsd-returns-title">Returns <span class="tsd-signature-type">Promise</span><span class="tsd-signature-symbol"><</span><a href="Tensor-1.html" class="tsd-signature-type" data-tsd-kind="Class">Tensor</a><span class="tsd-signature-symbol"><</span><a href="../enums/Rank.html" class="tsd-signature-type" data-tsd-kind="Enumeration">Rank</a><span class="tsd-signature-symbol">></span><span class="tsd-signature-symbol"> | </span><a href="Tensor-1.html" class="tsd-signature-type" data-tsd-kind="Class">Tensor</a><span class="tsd-signature-symbol"><</span><a href="../enums/Rank.html" class="tsd-signature-type" data-tsd-kind="Enumeration">Rank</a><span class="tsd-signature-symbol">></span><span class="tsd-signature-symbol">[]</span><span class="tsd-signature-symbol">></span></h4><aside class="tsd-sources">
|
|
<ul>
|
|
<li>Defined in node_modules/.pnpm/@tensorflow+tfjs-converter@4.1.0_npjwttp6o2hhjgfcmiedqvkgoa/node_modules/@tensorflow/tfjs-converter/dist/executor/graph_model.d.ts:245</li></ul></aside></li></ul></section>
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<section class="tsd-panel tsd-member tsd-kind-method tsd-parent-kind-class"><a id="getIntermediateTensors" class="tsd-anchor"></a>
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<h3 class="tsd-anchor-link"><span>get<wbr/>Intermediate<wbr/>Tensors</span><a href="#getIntermediateTensors" aria-label="Permalink" class="tsd-anchor-icon"><svg class="icon icon-tabler icon-tabler-link" viewBox="0 0 24 24" stroke-width="2" stroke="currentColor" fill="none" stroke-linecap="round" stroke-linejoin="round"><use href="#icon-anchor-a"></use><use href="#icon-anchor-b"></use><use href="#icon-anchor-c"></use></svg></a></h3>
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<ul class="tsd-signatures tsd-kind-method tsd-parent-kind-class">
|
|
<li class="tsd-signature tsd-anchor-link" id="getIntermediateTensors.getIntermediateTensors-1">get<wbr/>Intermediate<wbr/>Tensors<span class="tsd-signature-symbol">(</span><span class="tsd-signature-symbol">)</span><span class="tsd-signature-symbol">: </span><span class="tsd-signature-type">NamedTensorsMap</span><a href="#getIntermediateTensors.getIntermediateTensors-1" aria-label="Permalink" class="tsd-anchor-icon"><svg class="icon icon-tabler icon-tabler-link" viewBox="0 0 24 24" stroke-width="2" stroke="currentColor" fill="none" stroke-linecap="round" stroke-linejoin="round"><use href="#icon-anchor-a"></use><use href="#icon-anchor-b"></use><use href="#icon-anchor-c"></use></svg></a></li>
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<li class="tsd-description">
|
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<div class="tsd-comment tsd-typography"><p>Get intermediate tensors for model debugging mode (flag
|
|
KEEP_INTERMEDIATE_TENSORS is true).</p>
|
|
|
|
<h3>Doc</h3></div>
|
|
<h4 class="tsd-returns-title">Returns <span class="tsd-signature-type">NamedTensorsMap</span></h4><aside class="tsd-sources">
|
|
<ul>
|
|
<li>Defined in node_modules/.pnpm/@tensorflow+tfjs-converter@4.1.0_npjwttp6o2hhjgfcmiedqvkgoa/node_modules/@tensorflow/tfjs-converter/dist/executor/graph_model.d.ts:252</li></ul></aside></li></ul></section>
|
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<section class="tsd-panel tsd-member tsd-kind-method tsd-parent-kind-class"><a id="load" class="tsd-anchor"></a>
|
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<h3 class="tsd-anchor-link"><span>load</span><a href="#load" aria-label="Permalink" class="tsd-anchor-icon"><svg class="icon icon-tabler icon-tabler-link" viewBox="0 0 24 24" stroke-width="2" stroke="currentColor" fill="none" stroke-linecap="round" stroke-linejoin="round"><use href="#icon-anchor-a"></use><use href="#icon-anchor-b"></use><use href="#icon-anchor-c"></use></svg></a></h3>
|
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<ul class="tsd-signatures tsd-kind-method tsd-parent-kind-class">
|
|
<li class="tsd-signature tsd-anchor-link" id="load.load-1">load<span class="tsd-signature-symbol">(</span><span class="tsd-signature-symbol">)</span><span class="tsd-signature-symbol">: </span><span class="tsd-signature-type">UrlIOHandler</span><span class="tsd-signature-symbol"><</span><span class="tsd-signature-type" data-tsd-kind="Type parameter">ModelURL</span><span class="tsd-signature-symbol">></span><span class="tsd-signature-symbol"> extends </span><span class="tsd-signature-type">IOHandlerSync</span><span class="tsd-signature-symbol"> ? </span><span class="tsd-signature-type">boolean</span><span class="tsd-signature-symbol"> : </span><span class="tsd-signature-type">Promise</span><span class="tsd-signature-symbol"><</span><span class="tsd-signature-type">boolean</span><span class="tsd-signature-symbol">></span><a href="#load.load-1" aria-label="Permalink" class="tsd-anchor-icon"><svg class="icon icon-tabler icon-tabler-link" viewBox="0 0 24 24" stroke-width="2" stroke="currentColor" fill="none" stroke-linecap="round" stroke-linejoin="round"><use href="#icon-anchor-a"></use><use href="#icon-anchor-b"></use><use href="#icon-anchor-c"></use></svg></a></li>
|
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<li class="tsd-description">
|
|
<div class="tsd-comment tsd-typography"><p>Loads the model and weight files, construct the in memory weight map and
|
|
compile the inference graph.</p>
|
|
</div>
|
|
<h4 class="tsd-returns-title">Returns <span class="tsd-signature-type">UrlIOHandler</span><span class="tsd-signature-symbol"><</span><span class="tsd-signature-type" data-tsd-kind="Type parameter">ModelURL</span><span class="tsd-signature-symbol">></span><span class="tsd-signature-symbol"> extends </span><span class="tsd-signature-type">IOHandlerSync</span><span class="tsd-signature-symbol"> ? </span><span class="tsd-signature-type">boolean</span><span class="tsd-signature-symbol"> : </span><span class="tsd-signature-type">Promise</span><span class="tsd-signature-symbol"><</span><span class="tsd-signature-type">boolean</span><span class="tsd-signature-symbol">></span></h4><aside class="tsd-sources">
|
|
<ul>
|
|
<li>Defined in node_modules/.pnpm/@tensorflow+tfjs-converter@4.1.0_npjwttp6o2hhjgfcmiedqvkgoa/node_modules/@tensorflow/tfjs-converter/dist/executor/graph_model.d.ts:72</li></ul></aside></li></ul></section>
|
|
<section class="tsd-panel tsd-member tsd-kind-method tsd-parent-kind-class"><a id="loadSync" class="tsd-anchor"></a>
|
|
<h3 class="tsd-anchor-link"><span>load<wbr/>Sync</span><a href="#loadSync" aria-label="Permalink" class="tsd-anchor-icon"><svg class="icon icon-tabler icon-tabler-link" viewBox="0 0 24 24" stroke-width="2" stroke="currentColor" fill="none" stroke-linecap="round" stroke-linejoin="round"><use href="#icon-anchor-a"></use><use href="#icon-anchor-b"></use><use href="#icon-anchor-c"></use></svg></a></h3>
|
|
<ul class="tsd-signatures tsd-kind-method tsd-parent-kind-class">
|
|
<li class="tsd-signature tsd-anchor-link" id="loadSync.loadSync-1">load<wbr/>Sync<span class="tsd-signature-symbol">(</span>artifacts<span class="tsd-signature-symbol">: </span><span class="tsd-signature-type">ModelArtifacts</span><span class="tsd-signature-symbol">)</span><span class="tsd-signature-symbol">: </span><span class="tsd-signature-type">boolean</span><a href="#loadSync.loadSync-1" aria-label="Permalink" class="tsd-anchor-icon"><svg class="icon icon-tabler icon-tabler-link" viewBox="0 0 24 24" stroke-width="2" stroke="currentColor" fill="none" stroke-linecap="round" stroke-linejoin="round"><use href="#icon-anchor-a"></use><use href="#icon-anchor-b"></use><use href="#icon-anchor-c"></use></svg></a></li>
|
|
<li class="tsd-description">
|
|
<div class="tsd-comment tsd-typography"><p>Synchronously construct the in memory weight map and
|
|
compile the inference graph.</p>
|
|
|
|
<h3>Doc</h3></div>
|
|
<div class="tsd-parameters">
|
|
<h4 class="tsd-parameters-title">Parameters</h4>
|
|
<ul class="tsd-parameter-list">
|
|
<li>
|
|
<h5>artifacts: <span class="tsd-signature-type">ModelArtifacts</span></h5></li></ul></div>
|
|
<h4 class="tsd-returns-title">Returns <span class="tsd-signature-type">boolean</span></h4><aside class="tsd-sources">
|
|
<ul>
|
|
<li>Defined in node_modules/.pnpm/@tensorflow+tfjs-converter@4.1.0_npjwttp6o2hhjgfcmiedqvkgoa/node_modules/@tensorflow/tfjs-converter/dist/executor/graph_model.d.ts:79</li></ul></aside></li></ul></section>
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|
<section class="tsd-panel tsd-member tsd-kind-method tsd-parent-kind-class"><a id="predict" class="tsd-anchor"></a>
|
|
<h3 class="tsd-anchor-link"><span>predict</span><a href="#predict" aria-label="Permalink" class="tsd-anchor-icon"><svg class="icon icon-tabler icon-tabler-link" viewBox="0 0 24 24" stroke-width="2" stroke="currentColor" fill="none" stroke-linecap="round" stroke-linejoin="round"><use href="#icon-anchor-a"></use><use href="#icon-anchor-b"></use><use href="#icon-anchor-c"></use></svg></a></h3>
|
|
<ul class="tsd-signatures tsd-kind-method tsd-parent-kind-class">
|
|
<li class="tsd-signature tsd-anchor-link" id="predict.predict-1">predict<span class="tsd-signature-symbol">(</span>inputs<span class="tsd-signature-symbol">: </span><a href="Tensor-1.html" class="tsd-signature-type" data-tsd-kind="Class">Tensor</a><span class="tsd-signature-symbol"><</span><a href="../enums/Rank.html" class="tsd-signature-type" data-tsd-kind="Enumeration">Rank</a><span class="tsd-signature-symbol">></span><span class="tsd-signature-symbol"> | </span><a href="Tensor-1.html" class="tsd-signature-type" data-tsd-kind="Class">Tensor</a><span class="tsd-signature-symbol"><</span><a href="../enums/Rank.html" class="tsd-signature-type" data-tsd-kind="Enumeration">Rank</a><span class="tsd-signature-symbol">></span><span class="tsd-signature-symbol">[]</span><span class="tsd-signature-symbol"> | </span><span class="tsd-signature-type">NamedTensorMap</span>, config<span class="tsd-signature-symbol">?: </span><span class="tsd-signature-type">ModelPredictConfig</span><span class="tsd-signature-symbol">)</span><span class="tsd-signature-symbol">: </span><a href="Tensor-1.html" class="tsd-signature-type" data-tsd-kind="Class">Tensor</a><span class="tsd-signature-symbol"><</span><a href="../enums/Rank.html" class="tsd-signature-type" data-tsd-kind="Enumeration">Rank</a><span class="tsd-signature-symbol">></span><span class="tsd-signature-symbol"> | </span><a href="Tensor-1.html" class="tsd-signature-type" data-tsd-kind="Class">Tensor</a><span class="tsd-signature-symbol"><</span><a href="../enums/Rank.html" class="tsd-signature-type" data-tsd-kind="Enumeration">Rank</a><span class="tsd-signature-symbol">></span><span class="tsd-signature-symbol">[]</span><span class="tsd-signature-symbol"> | </span><span class="tsd-signature-type">NamedTensorMap</span><a href="#predict.predict-1" aria-label="Permalink" class="tsd-anchor-icon"><svg class="icon icon-tabler icon-tabler-link" viewBox="0 0 24 24" stroke-width="2" stroke="currentColor" fill="none" stroke-linecap="round" stroke-linejoin="round"><use href="#icon-anchor-a"></use><use href="#icon-anchor-b"></use><use href="#icon-anchor-c"></use></svg></a></li>
|
|
<li class="tsd-description">
|
|
<div class="tsd-comment tsd-typography"><p>Execute the inference for the input tensors.</p>
|
|
|
|
<h3>See</h3><p><a href="GraphModel.html#inputNodes">inputNodes</a></p>
|
|
<p>You can also feed any intermediate nodes using the NamedTensorMap as the
|
|
input type. For example, given the graph
|
|
InputNode => Intermediate => OutputNode,
|
|
you can execute the subgraph Intermediate => OutputNode by calling
|
|
model.execute('IntermediateNode' : tf.tensor(...));</p>
|
|
<p>This is useful for models that uses tf.dynamic_rnn, where the intermediate
|
|
state needs to be fed manually.</p>
|
|
<p>For batch inference execution, the tensors for each input need to be
|
|
concatenated together. For example with mobilenet, the required input shape
|
|
is [1, 244, 244, 3], which represents the [batch, height, width, channel].
|
|
If we are provide a batched data of 100 images, the input tensor should be
|
|
in the shape of [100, 244, 244, 3].</p>
|
|
|
|
<h3>Returns</h3><p>Inference result tensors. If the model is converted and it
|
|
originally had structured_outputs in tensorflow, then a NamedTensorMap
|
|
will be returned matching the structured_outputs. If no structured_outputs
|
|
are present, the output will be single <code>tf.Tensor</code> if the model has single
|
|
output node, otherwise Tensor[].</p>
|
|
|
|
<h3>Doc</h3></div>
|
|
<div class="tsd-parameters">
|
|
<h4 class="tsd-parameters-title">Parameters</h4>
|
|
<ul class="tsd-parameter-list">
|
|
<li>
|
|
<h5>inputs: <a href="Tensor-1.html" class="tsd-signature-type" data-tsd-kind="Class">Tensor</a><span class="tsd-signature-symbol"><</span><a href="../enums/Rank.html" class="tsd-signature-type" data-tsd-kind="Enumeration">Rank</a><span class="tsd-signature-symbol">></span><span class="tsd-signature-symbol"> | </span><a href="Tensor-1.html" class="tsd-signature-type" data-tsd-kind="Class">Tensor</a><span class="tsd-signature-symbol"><</span><a href="../enums/Rank.html" class="tsd-signature-type" data-tsd-kind="Enumeration">Rank</a><span class="tsd-signature-symbol">></span><span class="tsd-signature-symbol">[]</span><span class="tsd-signature-symbol"> | </span><span class="tsd-signature-type">NamedTensorMap</span></h5></li>
|
|
<li>
|
|
<h5><code class="tsd-tag ts-flagOptional">Optional</code> config: <span class="tsd-signature-type">ModelPredictConfig</span></h5>
|
|
<div class="tsd-comment tsd-typography"><p>Prediction configuration for specifying the batch size.
|
|
Currently the batch size option is ignored for graph model.</p>
|
|
</div></li></ul></div>
|
|
<h4 class="tsd-returns-title">Returns <a href="Tensor-1.html" class="tsd-signature-type" data-tsd-kind="Class">Tensor</a><span class="tsd-signature-symbol"><</span><a href="../enums/Rank.html" class="tsd-signature-type" data-tsd-kind="Enumeration">Rank</a><span class="tsd-signature-symbol">></span><span class="tsd-signature-symbol"> | </span><a href="Tensor-1.html" class="tsd-signature-type" data-tsd-kind="Class">Tensor</a><span class="tsd-signature-symbol"><</span><a href="../enums/Rank.html" class="tsd-signature-type" data-tsd-kind="Enumeration">Rank</a><span class="tsd-signature-symbol">></span><span class="tsd-signature-symbol">[]</span><span class="tsd-signature-symbol"> | </span><span class="tsd-signature-type">NamedTensorMap</span></h4><aside class="tsd-sources">
|
|
<p>Implementation of InferenceModel.predict</p>
|
|
<ul>
|
|
<li>Defined in node_modules/.pnpm/@tensorflow+tfjs-converter@4.1.0_npjwttp6o2hhjgfcmiedqvkgoa/node_modules/@tensorflow/tfjs-converter/dist/executor/graph_model.d.ts:165</li></ul></aside></li></ul></section>
|
|
<section class="tsd-panel tsd-member tsd-kind-method tsd-parent-kind-class"><a id="predictAsync" class="tsd-anchor"></a>
|
|
<h3 class="tsd-anchor-link"><span>predict<wbr/>Async</span><a href="#predictAsync" aria-label="Permalink" class="tsd-anchor-icon"><svg class="icon icon-tabler icon-tabler-link" viewBox="0 0 24 24" stroke-width="2" stroke="currentColor" fill="none" stroke-linecap="round" stroke-linejoin="round"><use href="#icon-anchor-a"></use><use href="#icon-anchor-b"></use><use href="#icon-anchor-c"></use></svg></a></h3>
|
|
<ul class="tsd-signatures tsd-kind-method tsd-parent-kind-class">
|
|
<li class="tsd-signature tsd-anchor-link" id="predictAsync.predictAsync-1">predict<wbr/>Async<span class="tsd-signature-symbol">(</span>inputs<span class="tsd-signature-symbol">: </span><a href="Tensor-1.html" class="tsd-signature-type" data-tsd-kind="Class">Tensor</a><span class="tsd-signature-symbol"><</span><a href="../enums/Rank.html" class="tsd-signature-type" data-tsd-kind="Enumeration">Rank</a><span class="tsd-signature-symbol">></span><span class="tsd-signature-symbol"> | </span><a href="Tensor-1.html" class="tsd-signature-type" data-tsd-kind="Class">Tensor</a><span class="tsd-signature-symbol"><</span><a href="../enums/Rank.html" class="tsd-signature-type" data-tsd-kind="Enumeration">Rank</a><span class="tsd-signature-symbol">></span><span class="tsd-signature-symbol">[]</span><span class="tsd-signature-symbol"> | </span><span class="tsd-signature-type">NamedTensorMap</span>, config<span class="tsd-signature-symbol">?: </span><span class="tsd-signature-type">ModelPredictConfig</span><span class="tsd-signature-symbol">)</span><span class="tsd-signature-symbol">: </span><span class="tsd-signature-type">Promise</span><span class="tsd-signature-symbol"><</span><a href="Tensor-1.html" class="tsd-signature-type" data-tsd-kind="Class">Tensor</a><span class="tsd-signature-symbol"><</span><a href="../enums/Rank.html" class="tsd-signature-type" data-tsd-kind="Enumeration">Rank</a><span class="tsd-signature-symbol">></span><span class="tsd-signature-symbol"> | </span><a href="Tensor-1.html" class="tsd-signature-type" data-tsd-kind="Class">Tensor</a><span class="tsd-signature-symbol"><</span><a href="../enums/Rank.html" class="tsd-signature-type" data-tsd-kind="Enumeration">Rank</a><span class="tsd-signature-symbol">></span><span class="tsd-signature-symbol">[]</span><span class="tsd-signature-symbol"> | </span><span class="tsd-signature-type">NamedTensorMap</span><span class="tsd-signature-symbol">></span><a href="#predictAsync.predictAsync-1" aria-label="Permalink" class="tsd-anchor-icon"><svg class="icon icon-tabler icon-tabler-link" viewBox="0 0 24 24" stroke-width="2" stroke="currentColor" fill="none" stroke-linecap="round" stroke-linejoin="round"><use href="#icon-anchor-a"></use><use href="#icon-anchor-b"></use><use href="#icon-anchor-c"></use></svg></a></li>
|
|
<li class="tsd-description">
|
|
<div class="tsd-comment tsd-typography"><p>Execute the inference for the input tensors in async fashion, use this
|
|
method when your model contains control flow ops.</p>
|
|
|
|
<h3>See</h3><p><a href="GraphModel.html#inputNodes">inputNodes</a></p>
|
|
<p>You can also feed any intermediate nodes using the NamedTensorMap as the
|
|
input type. For example, given the graph
|
|
InputNode => Intermediate => OutputNode,
|
|
you can execute the subgraph Intermediate => OutputNode by calling
|
|
model.execute('IntermediateNode' : tf.tensor(...));</p>
|
|
<p>This is useful for models that uses tf.dynamic_rnn, where the intermediate
|
|
state needs to be fed manually.</p>
|
|
<p>For batch inference execution, the tensors for each input need to be
|
|
concatenated together. For example with mobilenet, the required input shape
|
|
is [1, 244, 244, 3], which represents the [batch, height, width, channel].
|
|
If we are provide a batched data of 100 images, the input tensor should be
|
|
in the shape of [100, 244, 244, 3].</p>
|
|
|
|
<h3>Returns</h3><p>A Promise of inference result tensors. If the model is converted
|
|
and it originally had structured_outputs in tensorflow, then a
|
|
NamedTensorMap will be returned matching the structured_outputs. If no
|
|
structured_outputs are present, the output will be single <code>tf.Tensor</code> if
|
|
the model has single output node, otherwise Tensor[].</p>
|
|
|
|
<h3>Doc</h3></div>
|
|
<div class="tsd-parameters">
|
|
<h4 class="tsd-parameters-title">Parameters</h4>
|
|
<ul class="tsd-parameter-list">
|
|
<li>
|
|
<h5>inputs: <a href="Tensor-1.html" class="tsd-signature-type" data-tsd-kind="Class">Tensor</a><span class="tsd-signature-symbol"><</span><a href="../enums/Rank.html" class="tsd-signature-type" data-tsd-kind="Enumeration">Rank</a><span class="tsd-signature-symbol">></span><span class="tsd-signature-symbol"> | </span><a href="Tensor-1.html" class="tsd-signature-type" data-tsd-kind="Class">Tensor</a><span class="tsd-signature-symbol"><</span><a href="../enums/Rank.html" class="tsd-signature-type" data-tsd-kind="Enumeration">Rank</a><span class="tsd-signature-symbol">></span><span class="tsd-signature-symbol">[]</span><span class="tsd-signature-symbol"> | </span><span class="tsd-signature-type">NamedTensorMap</span></h5></li>
|
|
<li>
|
|
<h5><code class="tsd-tag ts-flagOptional">Optional</code> config: <span class="tsd-signature-type">ModelPredictConfig</span></h5>
|
|
<div class="tsd-comment tsd-typography"><p>Prediction configuration for specifying the batch size.
|
|
Currently the batch size option is ignored for graph model.</p>
|
|
</div></li></ul></div>
|
|
<h4 class="tsd-returns-title">Returns <span class="tsd-signature-type">Promise</span><span class="tsd-signature-symbol"><</span><a href="Tensor-1.html" class="tsd-signature-type" data-tsd-kind="Class">Tensor</a><span class="tsd-signature-symbol"><</span><a href="../enums/Rank.html" class="tsd-signature-type" data-tsd-kind="Enumeration">Rank</a><span class="tsd-signature-symbol">></span><span class="tsd-signature-symbol"> | </span><a href="Tensor-1.html" class="tsd-signature-type" data-tsd-kind="Class">Tensor</a><span class="tsd-signature-symbol"><</span><a href="../enums/Rank.html" class="tsd-signature-type" data-tsd-kind="Enumeration">Rank</a><span class="tsd-signature-symbol">></span><span class="tsd-signature-symbol">[]</span><span class="tsd-signature-symbol"> | </span><span class="tsd-signature-type">NamedTensorMap</span><span class="tsd-signature-symbol">></span></h4><aside class="tsd-sources">
|
|
<ul>
|
|
<li>Defined in node_modules/.pnpm/@tensorflow+tfjs-converter@4.1.0_npjwttp6o2hhjgfcmiedqvkgoa/node_modules/@tensorflow/tfjs-converter/dist/executor/graph_model.d.ts:206</li></ul></aside></li></ul></section>
|
|
<section class="tsd-panel tsd-member tsd-kind-method tsd-parent-kind-class"><a id="save" class="tsd-anchor"></a>
|
|
<h3 class="tsd-anchor-link"><span>save</span><a href="#save" aria-label="Permalink" class="tsd-anchor-icon"><svg class="icon icon-tabler icon-tabler-link" viewBox="0 0 24 24" stroke-width="2" stroke="currentColor" fill="none" stroke-linecap="round" stroke-linejoin="round"><use href="#icon-anchor-a"></use><use href="#icon-anchor-b"></use><use href="#icon-anchor-c"></use></svg></a></h3>
|
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<ul class="tsd-signatures tsd-kind-method tsd-parent-kind-class">
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<li class="tsd-signature tsd-anchor-link" id="save.save-1">save<span class="tsd-signature-symbol">(</span>handlerOrURL<span class="tsd-signature-symbol">: </span><span class="tsd-signature-type">string</span><span class="tsd-signature-symbol"> | </span><span class="tsd-signature-type">IOHandler</span>, config<span class="tsd-signature-symbol">?: </span><span class="tsd-signature-type">SaveConfig</span><span class="tsd-signature-symbol">)</span><span class="tsd-signature-symbol">: </span><span class="tsd-signature-type">Promise</span><span class="tsd-signature-symbol"><</span><span class="tsd-signature-type">SaveResult</span><span class="tsd-signature-symbol">></span><a href="#save.save-1" aria-label="Permalink" class="tsd-anchor-icon"><svg class="icon icon-tabler icon-tabler-link" viewBox="0 0 24 24" stroke-width="2" stroke="currentColor" fill="none" stroke-linecap="round" stroke-linejoin="round"><use href="#icon-anchor-a"></use><use href="#icon-anchor-b"></use><use href="#icon-anchor-c"></use></svg></a></li>
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<li class="tsd-description">
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<div class="tsd-comment tsd-typography"><p>Save the configuration and/or weights of the GraphModel.</p>
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<p>An <code>IOHandler</code> is an object that has a <code>save</code> method of the proper
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signature defined. The <code>save</code> method manages the storing or
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transmission of serialized data ("artifacts") that represent the
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model's topology and weights onto or via a specific medium, such as
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file downloads, local storage, IndexedDB in the web browser and HTTP
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requests to a server. TensorFlow.js provides <code>IOHandler</code>
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implementations for a number of frequently used saving mediums, such as
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<code>tf.io.browserDownloads</code> and <code>tf.io.browserLocalStorage</code>. See <code>tf.io</code>
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for more details.</p>
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<p>This method also allows you to refer to certain types of <code>IOHandler</code>s
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as URL-like string shortcuts, such as 'localstorage://' and
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'indexeddb://'.</p>
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<p>Example 1: Save <code>model</code>'s topology and weights to browser <a href="https://developer.mozilla.org/en-US/docs/Web/API/Window/localStorage">local
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storage</a>;
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then load it back.</p>
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<pre><code class="language-js"><span class="hl-0">const</span><span class="hl-1"> </span><span class="hl-2">modelUrl</span><span class="hl-1"> =</span><br/><span class="hl-1"> </span><span class="hl-3">'https://storage.googleapis.com/tfjs-models/savedmodel/mobilenet_v2_1.0_224/model.json'</span><span class="hl-1">;</span><br/><span class="hl-0">const</span><span class="hl-1"> </span><span class="hl-2">model</span><span class="hl-1"> = </span><span class="hl-4">await</span><span class="hl-1"> </span><span class="hl-5">tf</span><span class="hl-1">.</span><span class="hl-6">loadGraphModel</span><span class="hl-1">(</span><span class="hl-5">modelUrl</span><span class="hl-1">);</span><br/><span class="hl-0">const</span><span class="hl-1"> </span><span class="hl-2">zeros</span><span class="hl-1"> = </span><span class="hl-5">tf</span><span class="hl-1">.</span><span class="hl-6">zeros</span><span class="hl-1">([</span><span class="hl-7">1</span><span class="hl-1">, </span><span class="hl-7">224</span><span class="hl-1">, </span><span class="hl-7">224</span><span class="hl-1">, </span><span class="hl-7">3</span><span class="hl-1">]);</span><br/><span class="hl-5">model</span><span class="hl-1">.</span><span class="hl-6">predict</span><span class="hl-1">(</span><span class="hl-5">zeros</span><span class="hl-1">).</span><span class="hl-6">print</span><span class="hl-1">();</span><br/><br/><span class="hl-0">const</span><span class="hl-1"> </span><span class="hl-2">saveResults</span><span class="hl-1"> = </span><span class="hl-4">await</span><span class="hl-1"> </span><span class="hl-5">model</span><span class="hl-1">.</span><span class="hl-6">save</span><span class="hl-1">(</span><span class="hl-3">'localstorage://my-model-1'</span><span class="hl-1">);</span><br/><br/><span class="hl-0">const</span><span class="hl-1"> </span><span class="hl-2">loadedModel</span><span class="hl-1"> = </span><span class="hl-4">await</span><span class="hl-1"> </span><span class="hl-5">tf</span><span class="hl-1">.</span><span class="hl-6">loadGraphModel</span><span class="hl-1">(</span><span class="hl-3">'localstorage://my-model-1'</span><span class="hl-1">);</span><br/><span class="hl-5">console</span><span class="hl-1">.</span><span class="hl-6">log</span><span class="hl-1">(</span><span class="hl-3">'Prediction from loaded model:'</span><span class="hl-1">);</span><br/><span class="hl-5">model</span><span class="hl-1">.</span><span class="hl-6">predict</span><span class="hl-1">(</span><span class="hl-5">zeros</span><span class="hl-1">).</span><span class="hl-6">print</span><span class="hl-1">();</span>
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</code></pre>
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|
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<h3>Returns</h3><p>A <code>Promise</code> of <code>SaveResult</code>, which summarizes the result of
|
|
the saving, such as byte sizes of the saved artifacts for the model's
|
|
topology and weight values.</p>
|
|
|
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<h3>Doc</h3></div>
|
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<div class="tsd-parameters">
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<h4 class="tsd-parameters-title">Parameters</h4>
|
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<ul class="tsd-parameter-list">
|
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<li>
|
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<h5>handlerOrURL: <span class="tsd-signature-type">string</span><span class="tsd-signature-symbol"> | </span><span class="tsd-signature-type">IOHandler</span></h5>
|
|
<div class="tsd-comment tsd-typography"><p>An instance of <code>IOHandler</code> or a URL-like,
|
|
scheme-based string shortcut for <code>IOHandler</code>.</p>
|
|
</div></li>
|
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<li>
|
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<h5><code class="tsd-tag ts-flagOptional">Optional</code> config: <span class="tsd-signature-type">SaveConfig</span></h5>
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<div class="tsd-comment tsd-typography"><p>Options for saving the model.</p>
|
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</div></li></ul></div>
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<h4 class="tsd-returns-title">Returns <span class="tsd-signature-type">Promise</span><span class="tsd-signature-symbol"><</span><span class="tsd-signature-type">SaveResult</span><span class="tsd-signature-symbol">></span></h4><aside class="tsd-sources">
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<ul>
|
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<li>Defined in node_modules/.pnpm/@tensorflow+tfjs-converter@4.1.0_npjwttp6o2hhjgfcmiedqvkgoa/node_modules/@tensorflow/tfjs-converter/dist/executor/graph_model.d.ts:124</li></ul></aside></li></ul></section></section></div>
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