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mendonk 2025-11-06 23:06:52 +00:00
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<title data-rh="true">Docling in OpenRAG | OpenRAG</title><meta data-rh="true" name="viewport" content="width=device-width,initial-scale=1"><meta data-rh="true" name="robots" content="noindex, nofollow"><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 in OpenRAG | OpenRAG"><meta data-rh="true" name="description" content="OpenRAG uses Docling for document ingestion."><meta data-rh="true" property="og:description" content="OpenRAG uses Docling for document ingestion."><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 in OpenRAG","item":"https://docs.openr.ag/ingestion"}]}</script><link rel="stylesheet" href="/assets/css/styles.66669ecc.css">
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<title data-rh="true">Install OpenRAG with TUI | OpenRAG</title><meta data-rh="true" name="viewport" content="width=device-width,initial-scale=1"><meta data-rh="true" name="robots" content="noindex, nofollow"><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 with TUI | OpenRAG"><meta data-rh="true" name="description" content="Install OpenRAG 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 OpenRAG 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 with TUI","item":"https://docs.openr.ag/install"}]}</script><link rel="stylesheet" href="/assets/css/styles.66669ecc.css">
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@ -128,7 +128,8 @@ When startup is complete, the TUI displays the following:</p>
<p>To start the Docling service, under <strong>Native Services</strong>, click <strong>Start</strong>.</p>
</li>
<li class="">
<p>To open the OpenRAG application, click <strong>Open App</strong>.</p>
<p>To open the OpenRAG application, navigate to the TUI main menu, and then click <strong>Open App</strong>.
Alternatively, in your browser, navigate to <code>localhost:3000</code>.</p>
</li>
<li class="">
<p>Continue with <a href="#application-onboarding" class="">Application Onboarding</a>.</p>
@ -168,7 +169,8 @@ When startup is complete, the TUI displays the following:</p>
<p>To start the Docling service, under <strong>Native Services</strong>, click <strong>Start</strong>.</p>
</li>
<li class="">
<p>To open the OpenRAG application, click <strong>Open App</strong>.
<p>To open the OpenRAG application, navigate to the TUI main menu, and then click <strong>Open App</strong>.
Alternatively, in your browser, navigate to <code>localhost:3000</code>.
You are presented with your provider&#x27;s OAuth sign-in screen.
After sign-in, you are redirected to the redirect URI.</p>
<p>Two additional variables are available for Advanced Setup:</p>

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<title data-rh="true">OpenSearch in OpenRAG | OpenRAG</title><meta data-rh="true" name="viewport" content="width=device-width,initial-scale=1"><meta data-rh="true" name="robots" content="noindex, nofollow"><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 in OpenRAG | 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 in OpenRAG","item":"https://docs.openr.ag/knowledge"}]}</script><link rel="stylesheet" href="/assets/css/styles.66669ecc.css">
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@ -64,6 +64,14 @@ You can select multiple files.</li>
The ingestion process may take some time, depending on the size of your documents.</li>
<li class="">When ingestion is complete, your documents are available in the Knowledge screen.</li>
</ol>
<p>If ingestion fails, click <strong>Status</strong> to view the logged error.</p>
<h2 class="anchor anchorTargetStickyNavbar_Vzrq" id="monitor-ingestion-tasks">Monitor ingestion tasks<a href="#monitor-ingestion-tasks" class="hash-link" aria-label="Direct link to Monitor ingestion tasks" title="Direct link to Monitor ingestion tasks" translate="no"></a></h2>
<p>When you upload files, process folders, or sync documents, OpenRAG processes them as background tasks.
A badge appears on 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> icon when there are active tasks running.
To open the Tasks menu, 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-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>.</p>
<p><strong>Active Tasks</strong> shows tasks that are currently processing.
A <strong>Pending</strong> task is queued and waiting to start, a <strong>Running</strong> task is actively processing files, and a <strong>Processing</strong> task is performing ingestion operations. For each active task, you can find the task ID, start time, duration, the number of files processed so far, and the total files.</p>
<p>You can cancel active tasks by clicking <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-x" aria-hidden="true"><path d="M18 6 6 18"></path><path d="m6 6 12 12"></path></svg> <strong>Cancel</strong>. Canceling a task stops processing immediately and marks the task as failed.</p>
<h2 class="anchor anchorTargetStickyNavbar_Vzrq" 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" translate="no"></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>.
@ -114,7 +122,7 @@ A new filter is created with default settings that match all documents.</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" class=""><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 noPrint_WFHX"><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 in OpenRAG</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 in OpenRAG</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="#auth" class="table-of-contents__link toc-highlight">Authentication and document access</a></li><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">
<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" class=""><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 noPrint_WFHX"><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 in OpenRAG</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 in OpenRAG</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="#auth" class="table-of-contents__link toc-highlight">Authentication and document access</a></li><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="#monitor-ingestion-tasks" class="table-of-contents__link toc-highlight">Monitor ingestion tasks</a></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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<title data-rh="true">Quickstart | OpenRAG</title><meta data-rh="true" name="viewport" content="width=device-width,initial-scale=1"><meta data-rh="true" name="robots" content="noindex, nofollow"><meta data-rh="true" name="twitter:card" content="summary_large_image"><meta data-rh="true" property="og:url" content="https://docs.openr.ag/quickstart"><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="Quickstart | OpenRAG"><meta data-rh="true" name="description" content="Get started with OpenRAG by loading your knowledge, swapping out your language model, and then chatting with the Langflow API."><meta data-rh="true" property="og:description" content="Get started with OpenRAG by loading your knowledge, swapping out your language model, and then chatting with the Langflow API."><link data-rh="true" rel="icon" href="/img/favicon.ico"><link data-rh="true" rel="canonical" href="https://docs.openr.ag/quickstart"><link data-rh="true" rel="alternate" href="https://docs.openr.ag/quickstart" hreflang="en"><link data-rh="true" rel="alternate" href="https://docs.openr.ag/quickstart" hreflang="x-default"><script data-rh="true" type="application/ld+json">{"@context":"https://schema.org","@type":"BreadcrumbList","itemListElement":[{"@type":"ListItem","position":1,"name":"Quickstart","item":"https://docs.openr.ag/quickstart"}]}</script><link rel="stylesheet" href="/assets/css/styles.66669ecc.css">
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<title data-rh="true">Environment variables | OpenRAG</title><meta data-rh="true" name="viewport" content="width=device-width,initial-scale=1"><meta data-rh="true" name="robots" content="noindex, nofollow"><meta data-rh="true" name="twitter:card" content="summary_large_image"><meta data-rh="true" property="og:url" content="https://docs.openr.ag/reference/configuration"><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="Environment variables | OpenRAG"><meta data-rh="true" name="description" content="OpenRAG recognizes environment variables from the following sources:"><meta data-rh="true" property="og:description" content="OpenRAG recognizes environment variables from the following sources:"><link data-rh="true" rel="icon" href="/img/favicon.ico"><link data-rh="true" rel="canonical" href="https://docs.openr.ag/reference/configuration"><link data-rh="true" rel="alternate" href="https://docs.openr.ag/reference/configuration" hreflang="en"><link data-rh="true" rel="alternate" href="https://docs.openr.ag/reference/configuration" hreflang="x-default"><script data-rh="true" type="application/ld+json">{"@context":"https://schema.org","@type":"BreadcrumbList","itemListElement":[{"@type":"ListItem","position":1,"name":"Environment variables","item":"https://docs.openr.ag/reference/configuration"}]}</script><link rel="stylesheet" href="/assets/css/styles.66669ecc.css">
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<title data-rh="true">Troubleshooting | OpenRAG</title><meta data-rh="true" name="viewport" content="width=device-width,initial-scale=1"><meta data-rh="true" name="robots" content="noindex, nofollow"><meta data-rh="true" name="twitter:card" content="summary_large_image"><meta data-rh="true" property="og:url" content="https://docs.openr.ag/support/troubleshoot"><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="Troubleshooting | OpenRAG"><meta data-rh="true" name="description" content="This page provides troubleshooting advice for issues you might encounter when using OpenRAG or contributing to OpenRAG."><meta data-rh="true" property="og:description" content="This page provides troubleshooting advice for issues you might encounter when using OpenRAG or contributing to OpenRAG."><link data-rh="true" rel="icon" href="/img/favicon.ico"><link data-rh="true" rel="canonical" href="https://docs.openr.ag/support/troubleshoot"><link data-rh="true" rel="alternate" href="https://docs.openr.ag/support/troubleshoot" hreflang="en"><link data-rh="true" rel="alternate" href="https://docs.openr.ag/support/troubleshoot" hreflang="x-default"><script data-rh="true" type="application/ld+json">{"@context":"https://schema.org","@type":"BreadcrumbList","itemListElement":[{"@type":"ListItem","position":1,"name":"Troubleshooting","item":"https://docs.openr.ag/support/troubleshoot"}]}</script><link rel="stylesheet" href="/assets/css/styles.66669ecc.css">
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@ -15,6 +15,10 @@
<h2 class="anchor anchorTargetStickyNavbar_Vzrq" id="opensearch-fails-to-start">OpenSearch fails to start<a href="#opensearch-fails-to-start" class="hash-link" aria-label="Direct link to OpenSearch fails to start" title="Direct link to OpenSearch fails to start" translate="no"></a></h2>
<p>Check that <code>OPENSEARCH_PASSWORD</code> set in <a class="" href="/reference/configuration">Environment variables</a> meets requirements.
The password must contain at least 8 characters, and must contain at least one uppercase letter, one lowercase letter, one digit, and one special character that is strong.</p>
<h2 class="anchor anchorTargetStickyNavbar_Vzrq" id="openrag-fails-to-start-from-the-tui-with-operation-not-supported-error">OpenRAG fails to start from the TUI with &quot;Operation not supported&quot; error<a href="#openrag-fails-to-start-from-the-tui-with-operation-not-supported-error" class="hash-link" aria-label="Direct link to OpenRAG fails to start from the TUI with &quot;Operation not supported&quot; error" title="Direct link to OpenRAG fails to start from the TUI with &quot;Operation not supported&quot; error" translate="no"></a></h2>
<p>This error occurs when starting OpenRAG with the TUI in <a href="https://learn.microsoft.com/en-us/windows/wsl/install" target="_blank" rel="noopener noreferrer" class="">WSL (Windows Subsystem for Linux)</a>.</p>
<p>The error occurs because OpenRAG is running within a WSL environment, so <code>webbrowser.open()</code> can&#x27;t launch a browser automatically.</p>
<p>To access the OpenRAG application, open a web browser and enter <code>http://localhost:3000</code> in the address bar.</p>
<h2 class="anchor anchorTargetStickyNavbar_Vzrq" id="langflow-connection-issues">Langflow connection issues<a href="#langflow-connection-issues" class="hash-link" aria-label="Direct link to Langflow connection issues" title="Direct link to Langflow connection issues" translate="no"></a></h2>
<p>Verify the <code>LANGFLOW_SUPERUSER</code> credentials set in <a class="" href="/reference/configuration">Environment variables</a> are correct.</p>
<h2 class="anchor anchorTargetStickyNavbar_Vzrq" id="memory-errors">Memory errors<a href="#memory-errors" class="hash-link" aria-label="Direct link to Memory errors" title="Direct link to Memory errors" translate="no"></a></h2>
@ -58,7 +62,7 @@ This example increases the machine size to 8 GB of RAM, which should be sufficie
When the <strong>Close</strong> button is active, the upgrade is complete.
Close the window and open the OpenRAG appplication.</p>
</li>
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