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<!DOCTYPE html><html class="default" lang="en" data-base=".."><head><meta charset="utf-8"/><meta http-equiv="x-ua-compatible" content="IE=edge"/><title>ModelArtifacts | @vladmandic/face-api - v1.7.15</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/icons.js" id="tsd-icons-script"></script><script async src="../assets/search.js" id="tsd-search-script"></script><script async src="../assets/navigation.js" id="tsd-nav-script"></script><script async src="../assets/hierarchy.js" id="tsd-hierarchy-script"></script></head><body><script>document.documentElement.dataset.theme = localStorage.getItem("tsd-theme") || "os";document.body.style.display="none";setTimeout(() => app?app.showPage():document.body.style.removeProperty("display"),500)</script><header class="tsd-page-toolbar"><div class="tsd-toolbar-contents container"><div class="table-cell" id="tsd-search"><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="../assets/icons.svg#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 - v1.7.15</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="../assets/icons.svg#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>
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<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/>    <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/>    <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/>    <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/>    <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">=&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><br/>    <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/>    <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/>    <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/>    <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/>    <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/>    <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> <span class="tsd-signature-symbol">[</span><span class="tsd-kind-index-signature">key</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-symbol">;</span><br/>    <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/>    <a class="tsd-kind-property" href="tf.io.ModelArtifacts.html#weightspecs">weightSpecs</a><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><span class="tsd-signature-symbol">;</span><br/><span class="tsd-s
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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="../assets/icons.svg#icon-1024"></use></svg><span>format?</span></a>
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<a href="tf.io.ModelArtifacts.html#generatedby" class="tsd-index-link"><svg class="tsd-kind-icon" viewBox="0 0 24 24"><use href="../assets/icons.svg#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="../assets/icons.svg#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="../assets/icons.svg#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="../assets/icons.svg#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="../assets/icons.svg#icon-1024"></use></svg><span>model<wbr/>Topology?</span></a>
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<a href="tf.io.ModelArtifacts.html#signature" class="tsd-index-link"><svg class="tsd-kind-icon" viewBox="0 0 24 24"><use href="../assets/icons.svg#icon-1024"></use></svg><span>signature?</span></a>
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<a href="tf.io.ModelArtifacts.html#trainingconfig" class="tsd-index-link"><svg class="tsd-kind-icon" viewBox="0 0 24 24"><use href="../assets/icons.svg#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="../assets/icons.svg#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="../assets/icons.svg#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="../assets/icons.svg#icon-1024"></use></svg><span>weight<wbr/>Specs?</span></a>
</div></section></div></details></section></section><details class="tsd-panel-group tsd-member-group tsd-accordion" open><summary class="tsd-accordion-summary" data-key="section-Properties"><h2><svg width="20" height="20" viewBox="0 0 24 24" fill="none"><use href="../assets/icons.svg#icon-chevronDown"></use></svg> Properties</h2></summary><section><section class="tsd-panel tsd-member"><a id="convertedby" class="tsd-anchor"></a><h3 class="tsd-anchor-link"><code class="tsd-tag">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="../assets/icons.svg#icon-anchor"></use></svg></a></h3><div class="tsd-signature"><span class="tsd-kind-property">convertedBy</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
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to this format, applicable only if the model is output by a converter.</p>
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<p>Used for debugging purposes. E.g., 'TensorFlow.js Converter v1.0.0'.</p>
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<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/.pnpm/@tensorflow+tfjs-core@4.22.0/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">Optional</code><span>format</span><a href="#format" aria-label="Permalink" class="tsd-anchor-icon"><svg viewBox="0 0 24 24"><use href="../assets/icons.svg#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/.pnpm/@tensorflow+tfjs-core@4.22.0/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">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="../assets/icons.svg#icon-anchor"></use></svg></a></h3><div class="tsd-signature"><span class="tsd-kind-property">generatedBy</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., 'TensorFlow.js v1.0.0'.</p>
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</div><div class="tsd-comment tsd-typography"></div><aside class="tsd-sources"><ul><li>Defined in node_modules/.pnpm/@tensorflow+tfjs-core@4.22.0/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">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="../assets/icons.svg#icon-anchor"></use></svg></a></h3><div class="tsd-signature"><span class="tsd-kind-property">getWeightStream</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></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's memory heap, and <code>getWeightStream</code> loads their weights without storing
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them all in memory at the same time.</p>
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</div><div class="tsd-comment tsd-typography"></div><aside class="tsd-sources"><ul><li>Defined in node_modules/.pnpm/@tensorflow+tfjs-core@4.22.0/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">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="../assets/icons.svg#icon-anchor"></use></svg></a></h3><div class="tsd-signature"><span class="tsd-kind-property">initializerSignature</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-comment tsd-typography"></div><aside class="tsd-sources"><ul><li>Defined in node_modules/.pnpm/@tensorflow+tfjs-core@4.22.0/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">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="../assets/icons.svg#icon-anchor"></use></svg></a></h3><div class="tsd-signature"><span class="tsd-kind-property">modelInitializer</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-comment tsd-typography"></div><aside class="tsd-sources"><ul><li>Defined in node_modules/.pnpm/@tensorflow+tfjs-core@4.22.0/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">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="../assets/icons.svg#icon-anchor"></use></svg></a></h3><div class="tsd-signature"><span class="tsd-kind-property">modelTopology</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-comment tsd-typography"></div><aside class="tsd-sources"><ul><li>Defined in node_modules/.pnpm/@tensorflow+tfjs-core@4.22.0/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">Optional</code><span>signature</span><a href="#signature" aria-label="Permalink" class="tsd-anchor-icon"><svg viewBox="0 0 24 24"><use href="../assets/icons.svg#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-comment tsd-typography"></div><aside class="tsd-sources"><ul><li>Defined in node_modules/.pnpm/@tensorflow+tfjs-core@4.22.0/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">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="../assets/icons.svg#icon-anchor"></use></svg></a></h3><div class="tsd-signature"><span class="tsd-kind-property">trainingConfig</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's training.</p>
</div><div class="tsd-comment tsd-typography"></div><aside class="tsd-sources"><ul><li>Defined in node_modules/.pnpm/@tensorflow+tfjs-core@4.22.0/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">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="../assets/icons.svg#icon-anchor"></use></svg></a></h3><div class="tsd-signature"><span class="tsd-kind-property">userDefinedMetadata</span><span class="tsd-signature-symbol">?:</span> <span class="tsd-signature-symbol">{</span> <span class="tsd-signature-symbol">[</span><span class="tsd-kind-index-signature">key</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></div><div class="tsd-comment tsd-typography"><p>User-defined metadata about the model.</p>
</div><div class="tsd-comment tsd-typography"></div><aside class="tsd-sources"><ul><li>Defined in node_modules/.pnpm/@tensorflow+tfjs-core@4.22.0/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">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="../assets/icons.svg#icon-anchor"></use></svg></a></h3><div class="tsd-signature"><span class="tsd-kind-property">weightData</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/.pnpm/@tensorflow+tfjs-core@4.22.0/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">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="../assets/icons.svg#icon-anchor"></use></svg></a></h3><div class="tsd-signature"><span class="tsd-kind-property">weightSpecs</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>
full rebuild Signed-off-by: Vladimir Mandic <mandic00@live.com>
2025-02-05 15:15:34 +01:00
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