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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>convertEmbeddingsToHNSW | ai-research-agent</title><meta name="description" content="Documentation for ai-research-agent"/><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></head><body><script>console.log(`Loaded ${location.href}`)</script><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" 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="../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"><a href="https://github.com/vtempest/ai-research-agent">Source Code</a><a href="https://qwksearch.com">Live Demo</a><a href="https://discord.gg/SJdBqBz3tV">Discord Chat</a></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">ai-research-agent</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="../modules.html">ai-research-agent</a></li><li><a href="convertEmbeddingsToHNSW.html">convertEmbeddingsToHNSW</a></li></ul><h1>Function convertEmbeddingsToHNSW</h1></div><section class="tsd-panel"><ul class="tsd-signatures"><li class="tsd-signature tsd-anchor-link"><a id="convertEmbeddingsToHNSW" class="tsd-anchor"></a><span class="tsd-kind-call-signature">convert<wbr/>Embeddings<wbr/>ToHNSW</span><span class="tsd-signature-symbol">(</span><span class="tsd-kind-parameter">documentVectors</span>, <span class="tsd-kind-parameter">options</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">&lt;</span><span class="tsd-signature-type">HierarchicalNSW</span><span class="tsd-signature-symbol">&gt;</span><a href="#convertEmbeddingsToHNSW" aria-label="Permalink" class="tsd-anchor-icon"><svg viewBox="0 0 24 24"><use href="../assets/icons.svg#icon-anchor"></use></svg></a></li><li class="tsd-description"><div class="tsd-comment tsd-typography"><p>Generates vectors for a set of documents and creates an HNSW index using
 hnswlib in C++ compiled to WASM JS for efficient similarity search.</p>
 <p><a href="https://ann-benchmarks.com" target="_blank" class="external">ANN Benchmarks</a></p>
-<p><a href="https://www.pinecone.io/learn/series/faiss/hnsw/" target="_blank" class="external">Pinecone - HNSW</a></p>
-<p><a href="https://en.wikipedia.org/wiki/Hierarchical_navigable_small_world" target="_blank" class="external">Wikipedia - HNSW</a></p>
+<p><a href="https://github.com/brtholomy/hnsw" target="_blank" class="external">https://github.com/brtholomy/hnsw</a>
+<a href="https://www.pinecone.io/learn/series/faiss/hnsw/" target="_blank" class="external">Pinecone - HNSW</a></p>
 </div><div class="tsd-parameters"><h4 class="tsd-parameters-title">Parameters</h4><ul class="tsd-parameter-list"><li><span><span class="tsd-kind-parameter">documentVectors</span>: <span class="tsd-signature-type">string</span><span class="tsd-signature-symbol">[]</span></span><div class="tsd-comment tsd-typography"><p>An array of document texts to be vectorized.</p>
 </div><div class="tsd-comment tsd-typography"></div></li><li><span><code class="tsd-tag">Optional</code><span class="tsd-kind-parameter">options</span>: <span class="tsd-signature-symbol">{ </span><br/><span>    </span><span class="tsd-kind-property">maxElements</span><span class="tsd-signature-symbol">: </span><span class="tsd-signature-type">number</span><span class="tsd-signature-symbol">; </span><br/><span>    </span><span class="tsd-kind-property">numDimensions</span><span class="tsd-signature-symbol">: </span><span class="tsd-signature-type">number</span><span class="tsd-signature-symbol">; </span><br/><span class="tsd-signature-symbol">}</span><span class="tsd-signature-symbol"> = {}</span></span><div class="tsd-comment tsd-typography"><p>Optional parameters for vector generation and indexing.</p>
 </div><div class="tsd-comment tsd-typography"></div><ul class="tsd-parameters"><li class="tsd-parameter"><h5><span class="tsd-kind-property">max<wbr/>Elements</span><span class="tsd-signature-symbol">: </span><span class="tsd-signature-type">number</span></h5><div class="tsd-comment tsd-typography"><p>The maximum number of data points.</p>
 </div><div class="tsd-comment tsd-typography"></div></li><li class="tsd-parameter"><h5><span class="tsd-kind-property">num<wbr/>Dimensions</span><span class="tsd-signature-symbol">: </span><span class="tsd-signature-type">number</span></h5><div class="tsd-comment tsd-typography"><p>The length of data point vector that will be indexed.</p>
 </div><div class="tsd-comment tsd-typography"></div></li></ul></li></ul></div><h4 class="tsd-returns-title">Returns <span class="tsd-signature-type">Promise</span><span class="tsd-signature-symbol">&lt;</span><span class="tsd-signature-type">HierarchicalNSW</span><span class="tsd-signature-symbol">&gt;</span></h4><p>The created HNSW index.</p>
 <div class="tsd-comment tsd-typography"><h4 class="tsd-anchor-link"><a id="Author" class="tsd-anchor"></a>Author<a href="#Author" aria-label="Permalink" class="tsd-anchor-icon"><svg viewBox="0 0 24 24"><use href="../assets/icons.svg#icon-anchor"></use></svg></a></h4><p><a href="https://arxiv.org/abs/1603.09320" target="_blank" class="external">Malkov, Y. et al (2016)</a>,
-<a href="https://github.com/yoshoku/hnswlib-node" target="_blank" class="external">Tatsuma, Y. et al (2022)</a></p>
-</div><aside class="tsd-sources"><ul><li>Defined in similarity/similarity-vector.js:125</li></ul></aside></li></ul></section></div><div class="col-sidebar"><div class="page-menu"><div class="tsd-navigation settings"><details class="tsd-accordion"><summary class="tsd-accordion-summary"><h3><svg width="20" height="20" viewBox="0 0 24 24" fill="none"><use href="../assets/icons.svg#icon-chevronDown"></use></svg>Settings</h3></summary><div class="tsd-accordion-details"><div class="tsd-filter-visibility"><span class="settings-label">Member Visibility</span><ul id="tsd-filter-options"><li class="tsd-filter-item"><label class="tsd-filter-input"><input type="checkbox" id="tsd-filter-protected" name="protected"/><svg width="32" height="32" viewBox="0 0 32 32" aria-hidden="true"><rect class="tsd-checkbox-background" width="30" height="30" x="1" y="1" rx="6" fill="none"></rect><path class="tsd-checkbox-checkmark" d="M8.35422 16.8214L13.2143 21.75L24.6458 10.25" stroke="none" stroke-width="3.5" stroke-linejoin="round" fill="none"></path></svg><span>Protected</span></label></li><li class="tsd-filter-item"><label class="tsd-filter-input"><input type="checkbox" id="tsd-filter-inherited" name="inherited" checked/><svg width="32" height="32" viewBox="0 0 32 32" aria-hidden="true"><rect class="tsd-checkbox-background" width="30" height="30" x="1" y="1" rx="6" fill="none"></rect><path class="tsd-checkbox-checkmark" d="M8.35422 16.8214L13.2143 21.75L24.6458 10.25" stroke="none" stroke-width="3.5" stroke-linejoin="round" fill="none"></path></svg><span>Inherited</span></label></li><li class="tsd-filter-item"><label class="tsd-filter-input"><input type="checkbox" id="tsd-filter-external" name="external"/><svg width="32" height="32" viewBox="0 0 32 32" aria-hidden="true"><rect class="tsd-checkbox-background" width="30" height="30" x="1" y="1" rx="6" fill="none"></rect><path class="tsd-checkbox-checkmark" d="M8.35422 16.8214L13.2143 21.75L24.6458 10.25" stroke="none" stroke-width="3.5" stroke-linejoin="round" fill="none"></path></svg><span>External</span></label></li></ul></div><div class="tsd-theme-toggle"><label class="settings-label" for="tsd-theme">Theme</label><select id="tsd-theme"><option value="os">OS</option><option value="light">Light</option><option value="dark">Dark</option></select></div></div></details></div></div><div class="site-menu"><nav id="tsd-sidebar-links" class="tsd-navigation"><a href="https://github.com/vtempest/ai-research-agent" class="tsd-nav-link">Source Code</a><a href="https://qwksearch.com" class="tsd-nav-link">Live Demo</a><a href="https://discord.gg/SJdBqBz3tV" class="tsd-nav-link">Discord Chat</a></nav><nav class="tsd-navigation"><a href="../modules.html"><svg class="tsd-kind-icon" viewBox="0 0 24 24"><use href="../assets/icons.svg#icon-1"></use></svg><span>ai-research-agent</span></a><ul class="tsd-small-nested-navigation" id="tsd-nav-container" data-base=".."><li>Loading...</li></ul></nav></div></div></div><footer></footer><div class="overlay"></div><script async src="https://www.googletagmanager.com/gtag/js?id=G-E5TZ32BZDF"></script><script>window.dataLayer = window.dataLayer || [];
+<a href="https://github.com/yoshoku/hnswlib-node" target="_blank" class="external">Tatsuma, Y. et al (2022)</a>
+*</p>
+</div><aside class="tsd-sources"><ul><li>Defined in <a href="https://github.com/vtempest/ai-research-agent/tree/master/src/similarity/similarity-vector.js#L128">similarity/similarity-vector.js:128</a></li></ul></aside></li></ul></section></div><div class="col-sidebar"><div class="page-menu"><div class="tsd-navigation settings"><details class="tsd-accordion"><summary class="tsd-accordion-summary"><h3><svg width="20" height="20" viewBox="0 0 24 24" fill="none"><use href="../assets/icons.svg#icon-chevronDown"></use></svg>Settings</h3></summary><div class="tsd-accordion-details"><div class="tsd-filter-visibility"><span class="settings-label">Member Visibility</span><ul id="tsd-filter-options"><li class="tsd-filter-item"><label class="tsd-filter-input"><input type="checkbox" id="tsd-filter-protected" name="protected"/><svg width="32" height="32" viewBox="0 0 32 32" aria-hidden="true"><rect class="tsd-checkbox-background" width="30" height="30" x="1" y="1" rx="6" fill="none"></rect><path class="tsd-checkbox-checkmark" d="M8.35422 16.8214L13.2143 21.75L24.6458 10.25" stroke="none" stroke-width="3.5" stroke-linejoin="round" fill="none"></path></svg><span>Protected</span></label></li><li class="tsd-filter-item"><label class="tsd-filter-input"><input type="checkbox" id="tsd-filter-inherited" name="inherited" checked/><svg width="32" height="32" viewBox="0 0 32 32" aria-hidden="true"><rect class="tsd-checkbox-background" width="30" height="30" x="1" y="1" rx="6" fill="none"></rect><path class="tsd-checkbox-checkmark" d="M8.35422 16.8214L13.2143 21.75L24.6458 10.25" stroke="none" stroke-width="3.5" stroke-linejoin="round" fill="none"></path></svg><span>Inherited</span></label></li><li class="tsd-filter-item"><label class="tsd-filter-input"><input type="checkbox" id="tsd-filter-external" name="external"/><svg width="32" height="32" viewBox="0 0 32 32" aria-hidden="true"><rect class="tsd-checkbox-background" width="30" height="30" x="1" y="1" rx="6" fill="none"></rect><path class="tsd-checkbox-checkmark" d="M8.35422 16.8214L13.2143 21.75L24.6458 10.25" stroke="none" stroke-width="3.5" stroke-linejoin="round" fill="none"></path></svg><span>External</span></label></li></ul></div><div class="tsd-theme-toggle"><label class="settings-label" for="tsd-theme">Theme</label><select id="tsd-theme"><option value="os">OS</option><option value="light">Light</option><option value="dark">Dark</option></select></div></div></details></div></div><div class="site-menu"><nav id="tsd-sidebar-links" class="tsd-navigation"><a href="https://github.com/vtempest/ai-research-agent">Source Code</a><a href="https://qwksearch.com">Live Demo</a><a href="https://discord.gg/SJdBqBz3tV">Discord Chat</a><a href="https://github.com/vtempest/ai-research-agent" class="tsd-nav-link">Source Code</a><a href="https://qwksearch.com" class="tsd-nav-link">Live Demo</a><a href="https://discord.gg/SJdBqBz3tV" class="tsd-nav-link">Discord Chat</a></nav><nav class="tsd-navigation"><a href="../modules.html"><svg class="tsd-kind-icon" viewBox="0 0 24 24"><use href="../assets/icons.svg#icon-1"></use></svg><span>ai-research-agent</span></a><ul class="tsd-small-nested-navigation" id="tsd-nav-container" data-base=".."><li>Loading...</li></ul></nav></div></div></div><footer></footer><div class="overlay"></div><script async src="https://www.googletagmanager.com/gtag/js?id=G-E5TZ32BZDF"></script><script>window.dataLayer = window.dataLayer || [];
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