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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>ModelArtifacts | @vladmandic/face-api - v1.7.13</title><meta name="description" content="Documentation for @vladmandic/face-api"/><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 defer src="../assets/main.js"></script><script async src="../assets/search.js" id="tsd-search-script"></script><script async src="../assets/navigation.js" id="tsd-nav-script"></script></head><body><script>document.documentElement.dataset.theme = localStorage.getItem("tsd-theme") || "os"</script><header class="tsd-page-toolbar"><div class="tsd-toolbar-contents container"><div class="table-cell" id="tsd-search" data-base=".."><div class="field"><label for="tsd-search-field" class="tsd-widget tsd-toolbar-icon search no-caption"><svg width="16" height="16" viewBox="0 0 16 16" fill="none"><use href="#icon-search"></use></svg></label><input type="text" id="tsd-search-field" aria-label="Search"/></div><div class="field"><div id="tsd-toolbar-links"></div></div><ul class="results"><li class="state loading">Preparing search index...</li><li class="state failure">The search index is not available</li></ul><a href="../index.html" class="title">@vladmandic/face-api - v1.7.13</a></div><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"><use href="#icon-menu"></use></svg></a></div></div></header><div class="container container-main"><div class="col-content"><div class="tsd-page-title"><ul class="tsd-breadcrumb"><li><a href="../index.html">@vladmandic/face-api</a></li><li><a href="../modules/tf.html">tf</a></li><li><a href="../modules/tf.io.html">io</a></li><li><a href="tf.io.ModelArtifacts.html">ModelArtifacts</a></li></ul><h1>Interface ModelArtifacts</h1></div><section class="tsd-panel tsd-comment"><div class="tsd-comment tsd-typography"><p>The serialized artifacts of a model, including topology and weights.</p>
<p>The <code>modelTopology</code>, <code>trainingConfig</code>, <code>weightSpecs</code> and <code>weightData</code> fields
of this interface are optional, in order to support topology- or weights-only
saving and loading.</p>
<p>Note this interface is used internally in IOHandlers. For the file format
written to disk as <code>model.json</code>, see <code>ModelJSON</code>.</p>
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</div><div class="tsd-comment tsd-typography"></div></section><div class="tsd-signature"><span class="tsd-signature-keyword">interface </span><span class="tsd-kind-interface">ModelArtifacts</span> <span class="tsd-signature-symbol">{ </span><br/><span>    </span><a class="tsd-kind-property" href="tf.io.ModelArtifacts.html#convertedBy">convertedBy</a><span class="tsd-signature-symbol">?: </span><span class="tsd-signature-type">null</span><span class="tsd-signature-symbol"> | </span><span class="tsd-signature-type">string</span><span class="tsd-signature-symbol">; </span><br/><span>    </span><a class="tsd-kind-property" href="tf.io.ModelArtifacts.html#format">format</a><span class="tsd-signature-symbol">?: </span><span class="tsd-signature-type">string</span><span class="tsd-signature-symbol">; </span><br/><span>    </span><a class="tsd-kind-property" href="tf.io.ModelArtifacts.html#generatedBy">generatedBy</a><span class="tsd-signature-symbol">?: </span><span class="tsd-signature-type">string</span><span class="tsd-signature-symbol">; </span><br/><span>    </span><a class="tsd-kind-property" href="tf.io.ModelArtifacts.html#getWeightStream">getWeightStream</a><span class="tsd-signature-symbol">?: </span><span class="tsd-signature-symbol">(</span><span class="tsd-signature-symbol">(</span><span class="tsd-signature-symbol">)</span><span class="tsd-signature-symbol"> =&gt; </span><span class="tsd-signature-type">ReadableStream</span><span class="tsd-signature-symbol">&lt;</span><span class="tsd-signature-type">ArrayBuffer</span><span class="tsd-signature-symbol">&gt;</span><span class="tsd-signature-symbol">)</span><span class="tsd-signature-symbol">; </span><br/><span>    </span><a class="tsd-kind-property" href="tf.io.ModelArtifacts.html#initializerSignature">initializerSignature</a><span class="tsd-signature-symbol">?: </span><span class="tsd-signature-symbol">{}</span><span class="tsd-signature-symbol">; </span><br/><span>    </span><a class="tsd-kind-property" href="tf.io.ModelArtifacts.html#modelInitializer">modelInitializer</a><span class="tsd-signature-symbol">?: </span><span class="tsd-signature-symbol">{}</span><span class="tsd-signature-symbol">; </span><br/><span>    </span><a class="tsd-kind-property" href="tf.io.ModelArtifacts.html#modelTopology">modelTopology</a><span class="tsd-signature-symbol">?: </span><span class="tsd-signature-symbol">{}</span><span class="tsd-signature-symbol"> | </span><span class="tsd-signature-type">ArrayBuffer</span><span class="tsd-signature-symbol">; </span><br/><span>    </span><a class="tsd-kind-property" href="tf.io.ModelArtifacts.html#signature">signature</a><span class="tsd-signature-symbol">?: </span><span class="tsd-signature-symbol">{}</span><span class="tsd-signature-symbol">; </span><br/><span>    </span><a class="tsd-kind-property" href="tf.io.ModelArtifacts.html#trainingConfig">trainingConfig</a><span class="tsd-signature-symbol">?: </span><a href="tf.io.TrainingConfig.html" class="tsd-signature-type tsd-kind-interface">TrainingConfig</a><span class="tsd-signature-symbol">; </span><br/><span>    </span><a class="tsd-kind-property" href="tf.io.ModelArtifacts.html#userDefinedMetadata">userDefinedMetadata</a><span class="tsd-signature-symbol">?: </span><span class="tsd-signature-symbol">{ </span><br/><span>        </span>[<span class="tsd-kind-index-signature">key</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><br/><span>    </span><span class="tsd-signature-symbol">}</span><span class="tsd-signature-symbol">; </span><br/><span>    </span><a class="tsd-kind-property" href="tf.io.ModelArtifacts.html#weightData">weightData</a><span class="tsd-signature-symbol">?: </span><a href="../types/tf.io.WeightData.html" class="tsd-signature-type tsd-kind-type-alias">WeightData</a><span class="tsd-signature-symbol">; </span><br/><span>    </span><a class="tsd-kind-property" href="tf.io.
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<a href="tf.io.ModelArtifacts.html#format" class="tsd-index-link"><svg class="tsd-kind-icon" viewBox="0 0 24 24"><use href="#icon-1024"></use></svg><span>format?</span></a>
<a href="tf.io.ModelArtifacts.html#generatedBy" class="tsd-index-link"><svg class="tsd-kind-icon" viewBox="0 0 24 24"><use href="#icon-1024"></use></svg><span>generated<wbr/>By?</span></a>
<a href="tf.io.ModelArtifacts.html#getWeightStream" class="tsd-index-link"><svg class="tsd-kind-icon" viewBox="0 0 24 24"><use href="#icon-1024"></use></svg><span>get<wbr/>Weight<wbr/>Stream?</span></a>
<a href="tf.io.ModelArtifacts.html#initializerSignature" class="tsd-index-link"><svg class="tsd-kind-icon" viewBox="0 0 24 24"><use href="#icon-1024"></use></svg><span>initializer<wbr/>Signature?</span></a>
<a href="tf.io.ModelArtifacts.html#modelInitializer" class="tsd-index-link"><svg class="tsd-kind-icon" viewBox="0 0 24 24"><use href="#icon-1024"></use></svg><span>model<wbr/>Initializer?</span></a>
<a href="tf.io.ModelArtifacts.html#modelTopology" class="tsd-index-link"><svg class="tsd-kind-icon" viewBox="0 0 24 24"><use href="#icon-1024"></use></svg><span>model<wbr/>Topology?</span></a>
<a href="tf.io.ModelArtifacts.html#signature" class="tsd-index-link"><svg class="tsd-kind-icon" viewBox="0 0 24 24"><use href="#icon-1024"></use></svg><span>signature?</span></a>
<a href="tf.io.ModelArtifacts.html#trainingConfig" class="tsd-index-link"><svg class="tsd-kind-icon" viewBox="0 0 24 24"><use href="#icon-1024"></use></svg><span>training<wbr/>Config?</span></a>
<a href="tf.io.ModelArtifacts.html#userDefinedMetadata" class="tsd-index-link"><svg class="tsd-kind-icon" viewBox="0 0 24 24"><use href="#icon-1024"></use></svg><span>user<wbr/>Defined<wbr/>Metadata?</span></a>
<a href="tf.io.ModelArtifacts.html#weightData" class="tsd-index-link"><svg class="tsd-kind-icon" viewBox="0 0 24 24"><use href="#icon-1024"></use></svg><span>weight<wbr/>Data?</span></a>
<a href="tf.io.ModelArtifacts.html#weightSpecs" class="tsd-index-link"><svg class="tsd-kind-icon" viewBox="0 0 24 24"><use href="#icon-1024"></use></svg><span>weight<wbr/>Specs?</span></a>
</div></section></div></details></section></section><section class="tsd-panel-group tsd-member-group"><h2>Properties</h2><section class="tsd-panel tsd-member"><a id="convertedBy" class="tsd-anchor"></a><h3 class="tsd-anchor-link"><code class="tsd-tag ts-flagOptional">Optional</code> <span>converted<wbr/>By</span><a href="#convertedBy" aria-label="Permalink" class="tsd-anchor-icon"><svg viewBox="0 0 24 24"><use href="#icon-anchor"></use></svg></a></h3><div class="tsd-signature"><span class="tsd-kind-property">converted<wbr/>By</span><span class="tsd-signature-symbol">?:</span> <span class="tsd-signature-type">null</span><span class="tsd-signature-symbol"> | </span><span class="tsd-signature-type">string</span></div><div class="tsd-comment tsd-typography"><p>What library or tool is responsible for converting the original model
to this format, applicable only if the model is output by a converter.</p>
<p>Used for debugging purposes. E.g., &#39;TensorFlow.js Converter v1.0.0&#39;.</p>
<p>A value of <code>null</code> means the model artifacts are generated without any
conversion process (e.g., saved directly from a TensorFlow.js
<code>tf.LayersModel</code> instance.)</p>
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</div><div class="tsd-comment tsd-typography"></div><aside class="tsd-sources"><ul><li>Defined in node_modules/@tensorflow/tfjs-core/dist/io/types.d.ts:246</li></ul></aside></section><section class="tsd-panel tsd-member"><a id="format" class="tsd-anchor"></a><h3 class="tsd-anchor-link"><code class="tsd-tag ts-flagOptional">Optional</code> <span>format</span><a href="#format" aria-label="Permalink" class="tsd-anchor-icon"><svg viewBox="0 0 24 24"><use href="#icon-anchor"></use></svg></a></h3><div class="tsd-signature"><span class="tsd-kind-property">format</span><span class="tsd-signature-symbol">?:</span> <span class="tsd-signature-type">string</span></div><div class="tsd-comment tsd-typography"><p>Hard-coded format name for models saved from TensorFlow.js or converted
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by TensorFlow.js Converter.</p>
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</div><div class="tsd-comment tsd-typography"></div><aside class="tsd-sources"><ul><li>Defined in node_modules/@tensorflow/tfjs-core/dist/io/types.d.ts:229</li></ul></aside></section><section class="tsd-panel tsd-member"><a id="generatedBy" class="tsd-anchor"></a><h3 class="tsd-anchor-link"><code class="tsd-tag ts-flagOptional">Optional</code> <span>generated<wbr/>By</span><a href="#generatedBy" aria-label="Permalink" class="tsd-anchor-icon"><svg viewBox="0 0 24 24"><use href="#icon-anchor"></use></svg></a></h3><div class="tsd-signature"><span class="tsd-kind-property">generated<wbr/>By</span><span class="tsd-signature-symbol">?:</span> <span class="tsd-signature-type">string</span></div><div class="tsd-comment tsd-typography"><p>What library is responsible for originally generating this artifact.</p>
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<p>Used for debugging purposes. E.g., &#39;TensorFlow.js v1.0.0&#39;.</p>
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</div><div class="tsd-comment tsd-typography"></div><aside class="tsd-sources"><ul><li>Defined in node_modules/@tensorflow/tfjs-core/dist/io/types.d.ts:235</li></ul></aside></section><section class="tsd-panel tsd-member"><a id="getWeightStream" class="tsd-anchor"></a><h3 class="tsd-anchor-link"><code class="tsd-tag ts-flagOptional">Optional</code> <span>get<wbr/>Weight<wbr/>Stream</span><a href="#getWeightStream" aria-label="Permalink" class="tsd-anchor-icon"><svg viewBox="0 0 24 24"><use href="#icon-anchor"></use></svg></a></h3><div class="tsd-signature"><span class="tsd-kind-property">get<wbr/>Weight<wbr/>Stream</span><span class="tsd-signature-symbol">?:</span> <span class="tsd-signature-symbol">(</span><span class="tsd-signature-symbol">(</span><span class="tsd-signature-symbol">)</span><span class="tsd-signature-symbol"> =&gt; </span><span class="tsd-signature-type">ReadableStream</span><span class="tsd-signature-symbol">&lt;</span><span class="tsd-signature-type">ArrayBuffer</span><span class="tsd-signature-symbol">&gt;</span><span class="tsd-signature-symbol">)</span></div><div class="tsd-comment tsd-typography"><p>Returns a stream of the weights. Some models are too large to fit in
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V8&#39;s memory heap, and <code>getWeightStream</code> loads their weights without storing
them all in memory at the same time.</p>
</div><div class="tsd-type-declaration"><h4>Type declaration</h4><ul class="tsd-parameters"><li class="tsd-parameter-signature"><ul class="tsd-signatures"><li class="tsd-signature" id="getWeightStream.__type.__type-1"><span class="tsd-signature-symbol">(</span><span class="tsd-signature-symbol">)</span><span class="tsd-signature-symbol">: </span><span class="tsd-signature-type">ReadableStream</span><span class="tsd-signature-symbol">&lt;</span><span class="tsd-signature-type">ArrayBuffer</span><span class="tsd-signature-symbol">&gt;</span></li><li class="tsd-description"><div class="tsd-comment tsd-typography"><p>Returns a stream of the weights. Some models are too large to fit in
V8&#39;s memory heap, and <code>getWeightStream</code> loads their weights without storing
them all in memory at the same time.</p>
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</div><h4 class="tsd-returns-title">Returns <span class="tsd-signature-type">ReadableStream</span><span class="tsd-signature-symbol">&lt;</span><span class="tsd-signature-type">ArrayBuffer</span><span class="tsd-signature-symbol">&gt;</span></h4><div class="tsd-comment tsd-typography"></div></li></ul></li></ul></div><div class="tsd-comment tsd-typography"></div><aside class="tsd-sources"><ul><li>Defined in node_modules/@tensorflow/tfjs-core/dist/io/types.d.ts:224</li></ul></aside></section><section class="tsd-panel tsd-member"><a id="initializerSignature" class="tsd-anchor"></a><h3 class="tsd-anchor-link"><code class="tsd-tag ts-flagOptional">Optional</code> <span>initializer<wbr/>Signature</span><a href="#initializerSignature" aria-label="Permalink" class="tsd-anchor-icon"><svg viewBox="0 0 24 24"><use href="#icon-anchor"></use></svg></a></h3><div class="tsd-signature"><span class="tsd-kind-property">initializer<wbr/>Signature</span><span class="tsd-signature-symbol">?:</span> <span class="tsd-signature-symbol">{}</span></div><div class="tsd-comment tsd-typography"><p>Inputs and outputs signature for model initializer.</p>
</div><div class="tsd-type-declaration"><h4>Type declaration</h4><ul class="tsd-parameters"></ul></div><div class="tsd-comment tsd-typography"></div><aside class="tsd-sources"><ul><li>Defined in node_modules/@tensorflow/tfjs-core/dist/io/types.d.ts:264</li></ul></aside></section><section class="tsd-panel tsd-member"><a id="modelInitializer" class="tsd-anchor"></a><h3 class="tsd-anchor-link"><code class="tsd-tag ts-flagOptional">Optional</code> <span>model<wbr/>Initializer</span><a href="#modelInitializer" aria-label="Permalink" class="tsd-anchor-icon"><svg viewBox="0 0 24 24"><use href="#icon-anchor"></use></svg></a></h3><div class="tsd-signature"><span class="tsd-kind-property">model<wbr/>Initializer</span><span class="tsd-signature-symbol">?:</span> <span class="tsd-signature-symbol">{}</span></div><div class="tsd-comment tsd-typography"><p>Initializer for the model.</p>
</div><div class="tsd-type-declaration"><h4>Type declaration</h4><ul class="tsd-parameters"></ul></div><div class="tsd-comment tsd-typography"></div><aside class="tsd-sources"><ul><li>Defined in node_modules/@tensorflow/tfjs-core/dist/io/types.d.ts:260</li></ul></aside></section><section class="tsd-panel tsd-member"><a id="modelTopology" class="tsd-anchor"></a><h3 class="tsd-anchor-link"><code class="tsd-tag ts-flagOptional">Optional</code> <span>model<wbr/>Topology</span><a href="#modelTopology" aria-label="Permalink" class="tsd-anchor-icon"><svg viewBox="0 0 24 24"><use href="#icon-anchor"></use></svg></a></h3><div class="tsd-signature"><span class="tsd-kind-property">model<wbr/>Topology</span><span class="tsd-signature-symbol">?:</span> <span class="tsd-signature-symbol">{}</span><span class="tsd-signature-symbol"> | </span><span class="tsd-signature-type">ArrayBuffer</span></div><div class="tsd-comment tsd-typography"><p>Model topology.</p>
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<p>For Keras-style <code>tf.Model</code>s, this is a JSON object.
For TensorFlow-style models (e.g., <code>SavedModel</code>), this is the JSON
encoding of the <code>GraphDef</code> protocol buffer.</p>
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</div><div class="tsd-type-declaration"><h4>Type declaration</h4><ul class="tsd-parameters"></ul></div><div class="tsd-comment tsd-typography"></div><aside class="tsd-sources"><ul><li>Defined in node_modules/@tensorflow/tfjs-core/dist/io/types.d.ts:201</li></ul></aside></section><section class="tsd-panel tsd-member"><a id="signature" class="tsd-anchor"></a><h3 class="tsd-anchor-link"><code class="tsd-tag ts-flagOptional">Optional</code> <span>signature</span><a href="#signature" aria-label="Permalink" class="tsd-anchor-icon"><svg viewBox="0 0 24 24"><use href="#icon-anchor"></use></svg></a></h3><div class="tsd-signature"><span class="tsd-kind-property">signature</span><span class="tsd-signature-symbol">?:</span> <span class="tsd-signature-symbol">{}</span></div><div class="tsd-comment tsd-typography"><p>Inputs and outputs signature for saved model.</p>
</div><div class="tsd-type-declaration"><h4>Type declaration</h4><ul class="tsd-parameters"></ul></div><div class="tsd-comment tsd-typography"></div><aside class="tsd-sources"><ul><li>Defined in node_modules/@tensorflow/tfjs-core/dist/io/types.d.ts:250</li></ul></aside></section><section class="tsd-panel tsd-member"><a id="trainingConfig" class="tsd-anchor"></a><h3 class="tsd-anchor-link"><code class="tsd-tag ts-flagOptional">Optional</code> <span>training<wbr/>Config</span><a href="#trainingConfig" aria-label="Permalink" class="tsd-anchor-icon"><svg viewBox="0 0 24 24"><use href="#icon-anchor"></use></svg></a></h3><div class="tsd-signature"><span class="tsd-kind-property">training<wbr/>Config</span><span class="tsd-signature-symbol">?:</span> <a href="tf.io.TrainingConfig.html" class="tsd-signature-type tsd-kind-interface">TrainingConfig</a></div><div class="tsd-comment tsd-typography"><p>Serialized configuration for the model&#39;s training.</p>
</div><div class="tsd-comment tsd-typography"></div><aside class="tsd-sources"><ul><li>Defined in node_modules/@tensorflow/tfjs-core/dist/io/types.d.ts:205</li></ul></aside></section><section class="tsd-panel tsd-member"><a id="userDefinedMetadata" class="tsd-anchor"></a><h3 class="tsd-anchor-link"><code class="tsd-tag ts-flagOptional">Optional</code> <span>user<wbr/>Defined<wbr/>Metadata</span><a href="#userDefinedMetadata" aria-label="Permalink" class="tsd-anchor-icon"><svg viewBox="0 0 24 24"><use href="#icon-anchor"></use></svg></a></h3><div class="tsd-signature"><span class="tsd-kind-property">user<wbr/>Defined<wbr/>Metadata</span><span class="tsd-signature-symbol">?:</span> <span class="tsd-signature-symbol">{ </span><br/><span>    </span>[<span class="tsd-kind-index-signature">key</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><br/><span class="tsd-signature-symbol">}</span></div><div class="tsd-comment tsd-typography"><p>User-defined metadata about the model.</p>
</div><div class="tsd-type-declaration"><h4>Type declaration</h4><ul class="tsd-parameters"><li class="tsd-parameter-index-signature"><h5><span class="tsd-signature-symbol">[</span><span class="tsd-kind-parameter">key</span>: <span class="tsd-signature-type">string</span><span class="tsd-signature-symbol">]: </span><span class="tsd-signature-symbol">{}</span></h5><ul class="tsd-parameters"></ul></li></ul></div><div class="tsd-comment tsd-typography"></div><aside class="tsd-sources"><ul><li>Defined in node_modules/@tensorflow/tfjs-core/dist/io/types.d.ts:254</li></ul></aside></section><section class="tsd-panel tsd-member"><a id="weightData" class="tsd-anchor"></a><h3 class="tsd-anchor-link"><code class="tsd-tag ts-flagOptional">Optional</code> <span>weight<wbr/>Data</span><a href="#weightData" aria-label="Permalink" class="tsd-anchor-icon"><svg viewBox="0 0 24 24"><use href="#icon-anchor"></use></svg></a></h3><div class="tsd-signature"><span class="tsd-kind-property">weight<wbr/>Data</span><span class="tsd-signature-symbol">?:</span> <a href="../types/tf.io.WeightData.html" class="tsd-signature-type tsd-kind-type-alias">WeightData</a></div><div class="tsd-comment tsd-typography"><p>Binary buffer(s) for all weight values in the order specified by
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<code>weightSpecs</code>. This may be a single ArrayBuffer of all the weights
concatenated together or an Array of ArrayBuffers containing the weights
(weights may be sharded across multiple ArrayBuffers).</p>
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</div><div class="tsd-comment tsd-typography"></div><aside class="tsd-sources"><ul><li>Defined in node_modules/@tensorflow/tfjs-core/dist/io/types.d.ts:218</li></ul></aside></section><section class="tsd-panel tsd-member"><a id="weightSpecs" class="tsd-anchor"></a><h3 class="tsd-anchor-link"><code class="tsd-tag ts-flagOptional">Optional</code> <span>weight<wbr/>Specs</span><a href="#weightSpecs" aria-label="Permalink" class="tsd-anchor-icon"><svg viewBox="0 0 24 24"><use href="#icon-anchor"></use></svg></a></h3><div class="tsd-signature"><span class="tsd-kind-property">weight<wbr/>Specs</span><span class="tsd-signature-symbol">?:</span> <a href="tf.io.WeightsManifestEntry.html" class="tsd-signature-type tsd-kind-interface">WeightsManifestEntry</a><span class="tsd-signature-symbol">[]</span></div><div class="tsd-comment tsd-typography"><p>Weight specifications.</p>
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<p>This corresponds to the weightsData below.</p>
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