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<title data-rh="true">Use Langflow 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/agents"><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="Use Langflow in OpenRAG | OpenRAG"><meta data-rh="true" name="description" content="OpenRAG includes a built-in Langflow instance for creating and managing functional application workflows called flows."><meta data-rh="true" property="og:description" content="OpenRAG includes a built-in Langflow instance for creating and managing functional application workflows called flows."><link data-rh="true" rel="icon" href="/img/favicon.ico"><link data-rh="true" rel="canonical" href="https://docs.openr.ag/agents"><link data-rh="true" rel="alternate" href="https://docs.openr.ag/agents" hreflang="en"><link data-rh="true" rel="alternate" href="https://docs.openr.ag/agents" hreflang="x-default"><script data-rh="true" type="application/ld+json">{"@context":"https://schema.org","@type":"BreadcrumbList","itemListElement":[{"@type":"ListItem","position":1,"name":"Flows","item":"https://docs.openr.ag/agents"}]}</script><link rel="stylesheet" href="/assets/css/styles.66669ecc.css">
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<title data-rh="true">Chat 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/chat"><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="Chat in OpenRAG | OpenRAG"><meta data-rh="true" name="description" content="After you upload documents to your knowledge base, you can use the OpenRAG Chat feature to interact with your knowledge through natural language queries."><meta data-rh="true" property="og:description" content="After you upload documents to your knowledge base, you can use the OpenRAG Chat feature to interact with your knowledge through natural language queries."><link data-rh="true" rel="icon" href="/img/favicon.ico"><link data-rh="true" rel="canonical" href="https://docs.openr.ag/chat"><link data-rh="true" rel="alternate" href="https://docs.openr.ag/chat" hreflang="en"><link data-rh="true" rel="alternate" href="https://docs.openr.ag/chat" hreflang="x-default"><script data-rh="true" type="application/ld+json">{"@context":"https://schema.org","@type":"BreadcrumbList","itemListElement":[{"@type":"ListItem","position":1,"name":"Chat","item":"https://docs.openr.ag/chat"}]}</script><link rel="stylesheet" href="/assets/css/styles.66669ecc.css">
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<title data-rh="true">Deploy OpenRAG with self-managed services | 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/docker"><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="Deploy OpenRAG with self-managed services | OpenRAG"><meta data-rh="true" name="description" content="To manage your own OpenRAG services, deploy OpenRAG with Docker or Podman."><meta data-rh="true" property="og:description" content="To manage your own OpenRAG services, deploy OpenRAG with Docker or Podman."><link data-rh="true" rel="icon" href="/img/favicon.ico"><link data-rh="true" rel="canonical" href="https://docs.openr.ag/docker"><link data-rh="true" rel="alternate" href="https://docs.openr.ag/docker" hreflang="en"><link data-rh="true" rel="alternate" href="https://docs.openr.ag/docker" hreflang="x-default"><script data-rh="true" type="application/ld+json">{"@context":"https://schema.org","@type":"BreadcrumbList","itemListElement":[{"@type":"ListItem","position":1,"name":"Deploy self-managed services","item":"https://docs.openr.ag/docker"}]}</script><link rel="stylesheet" href="/assets/css/styles.66669ecc.css">
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@ -150,18 +150,17 @@ Additionally, this enables the <a href="https://opensource.apple.com/projects/ml
<div class="language-bash codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_QJqH"><pre tabindex="0" class="prism-code language-bash codeBlock_bY9V thin-scrollbar" style="color:#393A34;background-color:#f6f8fa"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token plain">Status: running</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">Endpoint: http://127.0.0.1:5001</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">Docs: http://127.0.0.1:5001/docs</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">PID: </span><span class="token number" style="color:#36acaa">27746</span><br></span></code></pre></div></div>
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<li class="">
<p>Deploy the OpenRAG containers locally using the appropriate Docker Compose file for your environment.
Both files deploy the same services.</p>
<p>Deploy the OpenRAG containers locally using the appropriate Docker Compose configuration for your environment.</p>
<ul>
<li class="">
<p><a href="https://github.com/langflow-ai/openrag/blob/main/docker-compose.yml" target="_blank" rel="noopener noreferrer" class=""><code>docker-compose.yml</code></a>: If your host machine has an NVIDIA GPU with CUDA support and compatible NVIDIA drivers, you can use this file to deploy OpenRAG with accelerated processing.</p>
<div class="language-bash codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockTitle_OeMC">Docker</div><div class="codeBlockContent_QJqH"><pre tabindex="0" class="prism-code language-bash codeBlock_bY9V thin-scrollbar" style="color:#393A34;background-color:#f6f8fa"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token function" style="color:#d73a49">docker</span><span class="token plain"> compose build</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"></span><span class="token function" style="color:#d73a49">docker</span><span class="token plain"> compose up </span><span class="token parameter variable" style="color:#36acaa">-d</span><br></span></code></pre></div></div>
<div class="language-bash codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockTitle_OeMC">Podman</div><div class="codeBlockContent_QJqH"><pre tabindex="0" class="prism-code language-bash codeBlock_bY9V thin-scrollbar" style="color:#393A34;background-color:#f6f8fa"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token function" style="color:#d73a49">podman</span><span class="token plain"> compose build</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain"></span><span class="token function" style="color:#d73a49">podman</span><span class="token plain"> compose up </span><span class="token parameter variable" style="color:#36acaa">-d</span><br></span></code></pre></div></div>
<p><strong>GPU-accelerated deployment</strong>: If your host machine has an NVIDIA GPU with CUDA support and compatible NVIDIA drivers, use the base <code>docker-compose.yml</code> file with the <code>docker-compose.gpu.yml</code> override.</p>
<div class="language-bash codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockTitle_OeMC">Docker</div><div class="codeBlockContent_QJqH"><pre tabindex="0" class="prism-code language-bash codeBlock_bY9V thin-scrollbar" style="color:#393A34;background-color:#f6f8fa"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token function" style="color:#d73a49">docker</span><span class="token plain"> compose </span><span class="token parameter variable" style="color:#36acaa">-f</span><span class="token plain"> docker-compose.yml </span><span class="token parameter variable" style="color:#36acaa">-f</span><span class="token plain"> docker-compose.gpu.yml up </span><span class="token parameter variable" style="color:#36acaa">-d</span><br></span></code></pre></div></div>
<div class="language-bash codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockTitle_OeMC">Podman</div><div class="codeBlockContent_QJqH"><pre tabindex="0" class="prism-code language-bash codeBlock_bY9V thin-scrollbar" style="color:#393A34;background-color:#f6f8fa"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token function" style="color:#d73a49">podman</span><span class="token plain"> compose </span><span class="token parameter variable" style="color:#36acaa">-f</span><span class="token plain"> docker-compose.yml </span><span class="token parameter variable" style="color:#36acaa">-f</span><span class="token plain"> docker-compose.gpu.yml up </span><span class="token parameter variable" style="color:#36acaa">-d</span><br></span></code></pre></div></div>
</li>
<li class="">
<p><a href="https://github.com/langflow-ai/openrag/blob/main/docker-compose-cpu.yml" target="_blank" rel="noopener noreferrer" class=""><code>docker-compose-cpu.yml</code></a>: If your host machine doesn&#x27;t have NVIDIA GPU support, use this file for a CPU-only OpenRAG deployment.</p>
<div class="language-bash codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockTitle_OeMC">Docker</div><div class="codeBlockContent_QJqH"><pre tabindex="0" class="prism-code language-bash codeBlock_bY9V thin-scrollbar" style="color:#393A34;background-color:#f6f8fa"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token function" style="color:#d73a49">docker</span><span class="token plain"> compose </span><span class="token parameter variable" style="color:#36acaa">-f</span><span class="token plain"> docker-compose-cpu.yml up </span><span class="token parameter variable" style="color:#36acaa">-d</span><br></span></code></pre></div></div>
<div class="language-bash codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockTitle_OeMC">Podman</div><div class="codeBlockContent_QJqH"><pre tabindex="0" class="prism-code language-bash codeBlock_bY9V thin-scrollbar" style="color:#393A34;background-color:#f6f8fa"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token function" style="color:#d73a49">podman</span><span class="token plain"> compose </span><span class="token parameter variable" style="color:#36acaa">-f</span><span class="token plain"> docker-compose-cpu.yml up </span><span class="token parameter variable" style="color:#36acaa">-d</span><br></span></code></pre></div></div>
<p><strong>CPU-only deployment</strong> (default): If your host machine doesn&#x27;t have NVIDIA GPU support, use the base <code>docker-compose.yml</code> file.</p>
<div class="language-bash codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockTitle_OeMC">Docker</div><div class="codeBlockContent_QJqH"><pre tabindex="0" class="prism-code language-bash codeBlock_bY9V thin-scrollbar" style="color:#393A34;background-color:#f6f8fa"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token function" style="color:#d73a49">docker</span><span class="token plain"> compose up </span><span class="token parameter variable" style="color:#36acaa">-d</span><br></span></code></pre></div></div>
<div class="language-bash codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockTitle_OeMC">Podman</div><div class="codeBlockContent_QJqH"><pre tabindex="0" class="prism-code language-bash codeBlock_bY9V thin-scrollbar" style="color:#393A34;background-color:#f6f8fa"><code class="codeBlockLines_e6Vv"><span class="token-line" style="color:#393A34"><span class="token function" style="color:#d73a49">podman</span><span class="token plain"> compose up </span><span class="token parameter variable" style="color:#36acaa">-d</span><br></span></code></pre></div></div>
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<title data-rh="true">What is 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/"><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="What is OpenRAG? | OpenRAG"><meta data-rh="true" name="description" content="OpenRAG is an open-source package for building agentic RAG systems that integrates with a wide range of orchestration tools, databases, and LLM providers."><meta data-rh="true" property="og:description" content="OpenRAG is an open-source package for building agentic RAG systems that integrates with a wide range of orchestration tools, databases, and LLM providers."><link data-rh="true" rel="icon" href="/img/favicon.ico"><link data-rh="true" rel="canonical" href="https://docs.openr.ag/"><link data-rh="true" rel="alternate" href="https://docs.openr.ag/" hreflang="en"><link data-rh="true" rel="alternate" href="https://docs.openr.ag/" hreflang="x-default"><script data-rh="true">function insertBanner(){var n=document.createElement("div");n.id="__docusaurus-base-url-issue-banner-container";n.innerHTML='\n<div id="__docusaurus-base-url-issue-banner" style="border: thick solid red; background-color: rgb(255, 230, 179); margin: 20px; padding: 20px; font-size: 20px;">\n <p style="font-weight: bold; font-size: 30px;">Your Docusaurus site did not load properly.</p>\n <p>A very common reason is a wrong site <a href="https://docusaurus.io/docs/docusaurus.config.js/#baseUrl" style="font-weight: bold;">baseUrl configuration</a>.</p>\n <p>Current configured baseUrl = <span style="font-weight: bold; color: red;">/</span> (default value)</p>\n <p>We suggest trying baseUrl = <span id="__docusaurus-base-url-issue-banner-suggestion-container" style="font-weight: bold; color: green;"></span></p>\n</div>\n',document.body.prepend(n);var e=document.getElementById("__docusaurus-base-url-issue-banner-suggestion-container"),s=window.location.pathname,o="/"===s.substr(-1)?s:s+"/";e.innerHTML=o}document.addEventListener("DOMContentLoaded",function(){void 0===window.docusaurus&&insertBanner()})</script><script data-rh="true" type="application/ld+json">{"@context":"https://schema.org","@type":"BreadcrumbList","itemListElement":[{"@type":"ListItem","position":1,"name":"About OpenRAG","item":"https://docs.openr.ag/"}]}</script><link rel="stylesheet" href="/assets/css/styles.66669ecc.css">
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<p>Verify that the value of the <code>LANGFLOW_SUPERUSER</code> environment variable is correct.
For more information about this variable and how this variable controls Langflow access, see <a class="" href="/reference/configuration#langflow-settings">Langflow settings</a>.</p>
<h2 class="anchor anchorTargetStickyNavbar_Vzrq" id="container-out-of-memory-errors">Container out of memory errors<a href="#container-out-of-memory-errors" class="hash-link" aria-label="Direct link to Container out of memory errors" title="Direct link to Container out of memory errors" translate="no">​</a></h2>
<p>Increase Docker memory allocation or use <a href="https://github.com/langflow-ai/openrag/blob/main/docker-compose-cpu.yml" target="_blank" rel="noopener noreferrer" class="">docker-compose-cpu.yml</a> to deploy OpenRAG.</p>
<p>Increase Docker memory allocation or use the CPU-only deployment (base <code>docker-compose.yml</code> without GPU override) to reduce memory usage.</p>
<h2 class="anchor anchorTargetStickyNavbar_Vzrq" id="memory-issue-with-podman-on-macos">Memory issue with Podman on macOS<a href="#memory-issue-with-podman-on-macos" class="hash-link" aria-label="Direct link to Memory issue with Podman on macOS" title="Direct link to Memory issue with Podman on macOS" translate="no">​</a></h2>
<p>If you&#x27;re using Podman on macOS, you might need to increase VM memory on your Podman machine.
This example increases the machine size to 8 GB of RAM, which should be sufficient to run OpenRAG.</p>

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