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mendonk 2025-10-08 16:51:19 +00:00
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<title data-rh="true">Docling Ingestion | OpenRAG</title><meta data-rh="true" name="viewport" content="width=device-width,initial-scale=1"><meta data-rh="true" name="twitter:card" content="summary_large_image"><meta data-rh="true" property="og:url" content="https://docs.openr.ag/ingestion"><meta data-rh="true" property="og:locale" content="en"><meta data-rh="true" name="docusaurus_locale" content="en"><meta data-rh="true" name="docsearch:language" content="en"><meta data-rh="true" name="docusaurus_version" content="current"><meta data-rh="true" name="docusaurus_tag" content="docs-default-current"><meta data-rh="true" name="docsearch:version" content="current"><meta data-rh="true" name="docsearch:docusaurus_tag" content="docs-default-current"><meta data-rh="true" property="og:title" content="Docling Ingestion | OpenRAG"><meta data-rh="true" name="description" content="OpenRAG uses Docling for its document ingestion pipeline."><meta data-rh="true" property="og:description" content="OpenRAG uses Docling for its document ingestion pipeline."><link data-rh="true" rel="icon" href="/img/favicon.ico"><link data-rh="true" rel="canonical" href="https://docs.openr.ag/ingestion"><link data-rh="true" rel="alternate" href="https://docs.openr.ag/ingestion" hreflang="en"><link data-rh="true" rel="alternate" href="https://docs.openr.ag/ingestion" hreflang="x-default"><script data-rh="true" type="application/ld+json">{"@context":"https://schema.org","@type":"BreadcrumbList","itemListElement":[{"@type":"ListItem","position":1,"name":"Docling Ingestion","item":"https://docs.openr.ag/ingestion"}]}</script><link rel="stylesheet" href="/assets/css/styles.1847d619.css">
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<title data-rh="true">Install OpenRAG | OpenRAG</title><meta data-rh="true" name="viewport" content="width=device-width,initial-scale=1"><meta data-rh="true" name="twitter:card" content="summary_large_image"><meta data-rh="true" property="og:url" content="https://docs.openr.ag/install"><meta data-rh="true" property="og:locale" content="en"><meta data-rh="true" name="docusaurus_locale" content="en"><meta data-rh="true" name="docsearch:language" content="en"><meta data-rh="true" name="docusaurus_version" content="current"><meta data-rh="true" name="docusaurus_tag" content="docs-default-current"><meta data-rh="true" name="docsearch:version" content="current"><meta data-rh="true" name="docsearch:docusaurus_tag" content="docs-default-current"><meta data-rh="true" property="og:title" content="Install OpenRAG | OpenRAG"><meta data-rh="true" name="description" content="Install the OpenRAG Python wheel, and then run the OpenRAG Terminal User Interface(TUI) to start your OpenRAG deployment with a guided setup process."><meta data-rh="true" property="og:description" content="Install the OpenRAG Python wheel, and then run the OpenRAG Terminal User Interface(TUI) to start your OpenRAG deployment with a guided setup process."><link data-rh="true" rel="icon" href="/img/favicon.ico"><link data-rh="true" rel="canonical" href="https://docs.openr.ag/install"><link data-rh="true" rel="alternate" href="https://docs.openr.ag/install" hreflang="en"><link data-rh="true" rel="alternate" href="https://docs.openr.ag/install" hreflang="x-default"><script data-rh="true" type="application/ld+json">{"@context":"https://schema.org","@type":"BreadcrumbList","itemListElement":[{"@type":"ListItem","position":1,"name":"Install OpenRAG","item":"https://docs.openr.ag/install"}]}</script><link rel="stylesheet" href="/assets/css/styles.1847d619.css">
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<title data-rh="true">OpenSearch Knowledge | OpenRAG</title><meta data-rh="true" name="viewport" content="width=device-width,initial-scale=1"><meta data-rh="true" name="twitter:card" content="summary_large_image"><meta data-rh="true" property="og:url" content="https://docs.openr.ag/knowledge"><meta data-rh="true" property="og:locale" content="en"><meta data-rh="true" name="docusaurus_locale" content="en"><meta data-rh="true" name="docsearch:language" content="en"><meta data-rh="true" name="docusaurus_version" content="current"><meta data-rh="true" name="docusaurus_tag" content="docs-default-current"><meta data-rh="true" name="docsearch:version" content="current"><meta data-rh="true" name="docsearch:docusaurus_tag" content="docs-default-current"><meta data-rh="true" property="og:title" content="OpenSearch Knowledge | OpenRAG"><meta data-rh="true" name="description" content="OpenRAG uses OpenSearch for its vector-backed knowledge store."><meta data-rh="true" property="og:description" content="OpenRAG uses OpenSearch for its vector-backed knowledge store."><link data-rh="true" rel="icon" href="/img/favicon.ico"><link data-rh="true" rel="canonical" href="https://docs.openr.ag/knowledge"><link data-rh="true" rel="alternate" href="https://docs.openr.ag/knowledge" hreflang="en"><link data-rh="true" rel="alternate" href="https://docs.openr.ag/knowledge" hreflang="x-default"><script data-rh="true" type="application/ld+json">{"@context":"https://schema.org","@type":"BreadcrumbList","itemListElement":[{"@type":"ListItem","position":1,"name":"OpenSearch Knowledge","item":"https://docs.openr.ag/knowledge"}]}</script><link rel="stylesheet" href="/assets/css/styles.1847d619.css">
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@ -58,12 +58,6 @@ You can select multiples.</li>
The ingestion process may take some time, depending on the size of your documents.</li>
<li>When ingestion is complete, your documents are available in the Knowledge screen.</li>
</ol>
<h3 class="anchor anchorWithStickyNavbar_LWe7" id="sync-cloud-connectors">Sync cloud connectors<a href="#sync-cloud-connectors" class="hash-link" aria-label="Direct link to Sync cloud connectors" title="Direct link to Sync cloud connectors"></a></h3>
<p>Your connected data sources are found in the <svg xmlns="http://www.w3.org/2000/svg" width="24" height="24" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-settings2 lucide-settings-2" aria-hidden="true"><path d="M14 17H5"></path><path d="M19 7h-9"></path><circle cx="17" cy="17" r="3"></circle><circle cx="7" cy="7" r="3"></circle></svg> <strong>Settings</strong> page.</p>
<p>When you click <strong>Sync Now</strong> for a connected cloud service like Google Drive, OpenRAG scans your connected Google Drive account to find files that match your sync criteria. Sync criteria are controlled in <strong>Sync Settings</strong> on the same page. You can sync all files, or select a maximum number of files to sync.</p>
<p>For each file found, OpenRAG downloads, converts, and embeds the processed content into OpenSearch.</p>
<p>You can monitor the sync progress in the <svg xmlns="http://www.w3.org/2000/svg" width="24" height="24" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-bell" aria-hidden="true"><path d="M10.268 21a2 2 0 0 0 3.464 0"></path><path d="M3.262 15.326A1 1 0 0 0 4 17h16a1 1 0 0 0 .74-1.673C19.41 13.956 18 12.499 18 8A6 6 0 0 0 6 8c0 4.499-1.411 5.956-2.738 7.326"></path></svg> <strong>Tasks</strong> sidebar.</p>
<p>Once processing is complete, the synced documents become available in your knowledge base and can be searched through the chat interface or Knowledge page.</p>
<h2 class="anchor anchorWithStickyNavbar_LWe7" id="explore-knowledge">Explore knowledge<a href="#explore-knowledge" class="hash-link" aria-label="Direct link to Explore knowledge" title="Direct link to Explore knowledge"></a></h2>
<p>The <strong>Knowledge</strong> page lists the documents OpenRAG has ingested into the OpenSearch vector database&#x27;s <code>documents</code> index.</p>
<p>To explore your current knowledge, click <svg xmlns="http://www.w3.org/2000/svg" width="24" height="24" viewBox="0 0 24 24" fill="none" stroke="currentColor" stroke-width="2" stroke-linecap="round" stroke-linejoin="round" class="lucide lucide-library" aria-hidden="true"><path d="m16 6 4 14"></path><path d="M12 6v14"></path><path d="M8 8v12"></path><path d="M4 4v16"></path></svg> <strong>Knowledge</strong>.
@ -113,7 +107,7 @@ A new filter is created with default settings that match everything.</p>
<p>You can use custom embedding models by specifying them in your configuration.</p>
<p>If you use an unknown embedding model, OpenRAG will automatically fall back to <code>1536</code> dimensions and log a warning. The system will continue to work, but search quality may be affected if the actual model dimensions differ from <code>1536</code>.</p>
<p>The default embedding dimension is <code>1536</code> and the default model is <code>text-embedding-3-small</code>.</p>
<p>For models with known vector dimensions, see <a href="https://github.com/langflow-ai/openrag/blob/main/src/config/settings.py" target="_blank" rel="noopener noreferrer"><code>settings.py</code> in the OpenRAG repository</a>.</p></div><footer class="theme-doc-footer docusaurus-mt-lg"><div class="row margin-top--sm theme-doc-footer-edit-meta-row"><div class="col"><a href="https://github.com/openrag/openrag/tree/main/docs/docs/core-components/knowledge.mdx" target="_blank" rel="noopener noreferrer" class="theme-edit-this-page"><svg fill="currentColor" height="20" width="20" viewBox="0 0 40 40" class="iconEdit_Z9Sw" aria-hidden="true"><g><path d="m34.5 11.7l-3 3.1-6.3-6.3 3.1-3q0.5-0.5 1.2-0.5t1.1 0.5l3.9 3.9q0.5 0.4 0.5 1.1t-0.5 1.2z m-29.5 17.1l18.4-18.5 6.3 6.3-18.4 18.4h-6.3v-6.2z"></path></g></svg>Edit this page</a></div><div class="col lastUpdated_JAkA"></div></div></footer></article><nav class="docusaurus-mt-lg pagination-nav" aria-label="Docs pages"><a class="pagination-nav__link pagination-nav__link--prev" href="/agents"><div class="pagination-nav__sublabel">Previous</div><div class="pagination-nav__label">Langflow Agents</div></a><a class="pagination-nav__link pagination-nav__link--next" href="/ingestion"><div class="pagination-nav__sublabel">Next</div><div class="pagination-nav__label">Docling Ingestion</div></a></nav></div></div><div class="col col--3"><div class="tableOfContents_bqdL thin-scrollbar theme-doc-toc-desktop"><ul class="table-of-contents table-of-contents__left-border"><li><a href="#ingest-knowledge" class="table-of-contents__link toc-highlight">Ingest knowledge</a><ul><li><a href="#direct-file-ingestion" class="table-of-contents__link toc-highlight">Direct file ingestion</a></li><li><a href="#oauth-ingestion" class="table-of-contents__link toc-highlight">Ingest files through OAuth connectors</a></li><li><a href="#sync-cloud-connectors" class="table-of-contents__link toc-highlight">Sync cloud connectors</a></li></ul></li><li><a href="#explore-knowledge" class="table-of-contents__link toc-highlight">Explore knowledge</a></li><li><a href="#create-knowledge-filters" class="table-of-contents__link toc-highlight">Create knowledge filters</a></li><li><a href="#openrag-default-configuration" class="table-of-contents__link toc-highlight">OpenRAG default configuration</a></li></ul></div></div></div></div></main></div></div></div><footer class="theme-layout-footer footer"><div class="container container-fluid"><div class="row footer__links"><div class="theme-layout-footer-column col footer__col"><div class="footer__title"></div><ul class="footer__items clean-list"><li class="footer__item"><div class="footer-links">
<p>For models with known vector dimensions, see <a href="https://github.com/langflow-ai/openrag/blob/main/src/config/settings.py" target="_blank" rel="noopener noreferrer"><code>settings.py</code> in the OpenRAG repository</a>.</p></div><footer class="theme-doc-footer docusaurus-mt-lg"><div class="row margin-top--sm theme-doc-footer-edit-meta-row"><div class="col"><a href="https://github.com/openrag/openrag/tree/main/docs/docs/core-components/knowledge.mdx" target="_blank" rel="noopener noreferrer" class="theme-edit-this-page"><svg fill="currentColor" height="20" width="20" viewBox="0 0 40 40" class="iconEdit_Z9Sw" aria-hidden="true"><g><path d="m34.5 11.7l-3 3.1-6.3-6.3 3.1-3q0.5-0.5 1.2-0.5t1.1 0.5l3.9 3.9q0.5 0.4 0.5 1.1t-0.5 1.2z m-29.5 17.1l18.4-18.5 6.3 6.3-18.4 18.4h-6.3v-6.2z"></path></g></svg>Edit this page</a></div><div class="col lastUpdated_JAkA"></div></div></footer></article><nav class="docusaurus-mt-lg pagination-nav" aria-label="Docs pages"><a class="pagination-nav__link pagination-nav__link--prev" href="/agents"><div class="pagination-nav__sublabel">Previous</div><div class="pagination-nav__label">Langflow Agents</div></a><a class="pagination-nav__link pagination-nav__link--next" href="/ingestion"><div class="pagination-nav__sublabel">Next</div><div class="pagination-nav__label">Docling Ingestion</div></a></nav></div></div><div class="col col--3"><div class="tableOfContents_bqdL thin-scrollbar theme-doc-toc-desktop"><ul class="table-of-contents table-of-contents__left-border"><li><a href="#ingest-knowledge" class="table-of-contents__link toc-highlight">Ingest knowledge</a><ul><li><a href="#direct-file-ingestion" class="table-of-contents__link toc-highlight">Direct file ingestion</a></li><li><a href="#oauth-ingestion" class="table-of-contents__link toc-highlight">Ingest files through OAuth connectors</a></li></ul></li><li><a href="#explore-knowledge" class="table-of-contents__link toc-highlight">Explore knowledge</a></li><li><a href="#create-knowledge-filters" class="table-of-contents__link toc-highlight">Create knowledge filters</a></li><li><a href="#openrag-default-configuration" class="table-of-contents__link toc-highlight">OpenRAG default configuration</a></li></ul></div></div></div></div></main></div></div></div><footer class="theme-layout-footer footer"><div class="container container-fluid"><div class="row footer__links"><div class="theme-layout-footer-column col footer__col"><div class="footer__title"></div><ul class="footer__items clean-list"><li class="footer__item"><div class="footer-links">
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