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<title data-rh="true">OpenRAG</title><meta data-rh="true" property="og:title" content="OpenRAG"><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/404.html"><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"><link data-rh="true" rel="icon" href="/img/favicon.ico"><link data-rh="true" rel="canonical" href="https://docs.openr.ag/404.html"><link data-rh="true" rel="alternate" href="https://docs.openr.ag/404.html" hreflang="en"><link data-rh="true" rel="alternate" href="https://docs.openr.ag/404.html" hreflang="x-default"><link rel="stylesheet" href="/assets/css/styles.66669ecc.css">
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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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<meta charset="UTF-8">
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<meta name="generator" content="Docusaurus v3.9.2">
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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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@ -109,7 +109,14 @@ This key doesn't grant access to OpenRAG; it is only for authenticating wit
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<p>In production, you won't pass the raw response to the user in its entirety.
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Instead, you extract and reformat relevant fields for different use cases, as demonstrated in the <a href="https://docs.langflow.org/get-started-quickstart#extract-data-from-the-response" target="_blank" rel="noopener noreferrer" class="">Langflow quickstart</a>.
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For example, you could pass the chat output text to a front-end user-facing application, and store specific fields in logs and backend data stores for monitoring, chat history, or analytics.
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You could also pass the output from one flow as input to another flow.</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/chat.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="/knowledge-filters"><div class="pagination-nav__sublabel">Previous</div><div class="pagination-nav__label">Filter knowledge</div></a><a class="pagination-nav__link pagination-nav__link--next" href="/reference/configuration"><div class="pagination-nav__sublabel">Next</div><div class="pagination-nav__label">Environment variables</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="#flow" class="table-of-contents__link toc-highlight">OpenRAG OpenSearch Agent flow</a></li><li><a href="#nudges" class="table-of-contents__link toc-highlight">Nudges</a></li><li><a href="#upload-documents-to-the-chat" class="table-of-contents__link toc-highlight">Upload documents to the chat</a></li><li><a href="#inspect-tool-calls-and-knowledge" class="table-of-contents__link toc-highlight">Inspect tool calls and knowledge</a></li><li><a href="#integrate-openrag-chat-into-an-application" class="table-of-contents__link toc-highlight">Integrate OpenRAG chat into an application</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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You could also pass the output from one flow as input to another flow.</p>
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<h2 class="anchor anchorTargetStickyNavbar_Vzrq" id="troubleshoot-chat">Troubleshoot chat<a href="#troubleshoot-chat" class="hash-link" aria-label="Direct link to Troubleshoot chat" title="Direct link to Troubleshoot chat" translate="no"></a></h2>
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<p>The following issues can occur when using the OpenRAG <strong>Chat</strong> feature:</p>
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<ul>
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<li class="">Documents seem to be missing or interpreted incorrectly: See <a class="" href="/ingestion#troubleshoot-ingestion">Troubleshoot ingestion</a>.</li>
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<li class="">Service is suddenly unavailable when it was working previously: If there is no other obvious cause, such as the service or container VM being stopped or disconnected, there might be a problem with the flow configuration. Use the <a class="" href="/agents#revert-a-built-in-flow-to-its-original-configuration"><strong>Restore flow</strong> option</a> to revert the <strong>OpenRAG OpenSearch Agent</strong> flow to its original configuration.
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If you made customizations to the flow, make sure to <a href="https://docs.langflow.org/concepts-flows-import" target="_blank" rel="noopener noreferrer" class="">export your flow</a> before restoring the flow.</li>
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</ul></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/chat.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="/knowledge-filters"><div class="pagination-nav__sublabel">Previous</div><div class="pagination-nav__label">Filter knowledge</div></a><a class="pagination-nav__link pagination-nav__link--next" href="/reference/configuration"><div class="pagination-nav__sublabel">Next</div><div class="pagination-nav__label">Environment variables</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="#flow" class="table-of-contents__link toc-highlight">OpenRAG OpenSearch Agent flow</a></li><li><a href="#nudges" class="table-of-contents__link toc-highlight">Nudges</a></li><li><a href="#upload-documents-to-the-chat" class="table-of-contents__link toc-highlight">Upload documents to the chat</a></li><li><a href="#inspect-tool-calls-and-knowledge" class="table-of-contents__link toc-highlight">Inspect tool calls and knowledge</a></li><li><a href="#integrate-openrag-chat-into-an-application" class="table-of-contents__link toc-highlight">Integrate OpenRAG chat into an application</a></li><li><a href="#troubleshoot-chat" class="table-of-contents__link toc-highlight">Troubleshoot chat</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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<span>© 2025 OpenRAG</span>
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</div></li></ul></div></div></div></footer></div>
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<meta charset="UTF-8">
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<meta name="generator" content="Docusaurus v3.9.2">
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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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@ -27,6 +27,9 @@ See <a class="" href="/install-windows">Install OpenRAG on Windows</a> before pr
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<li class="">
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<p>Install <a href="https://podman.io/docs/installation" target="_blank" rel="noopener noreferrer" class="">Podman</a> (recommended) or <a href="https://docs.docker.com/get-docker/" target="_blank" rel="noopener noreferrer" class="">Docker</a>.</p>
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<p>The OpenRAG team recommends, at minimum, 8 GB of RAM for container VMs.
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However, if you plan to upload large files regularly, more RAM is recommended.
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For more information, see <a class="" href="/support/troubleshoot">Troubleshoot OpenRAG</a>.</p>
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</li>
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<li class="">
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<p>Install <a href="https://docs.podman.io/en/latest/markdown/podman-compose.1.html" target="_blank" rel="noopener noreferrer" class=""><code>podman-compose</code></a> or <a href="https://docs.docker.com/compose/install/" target="_blank" rel="noopener noreferrer" class="">Docker Compose</a>.
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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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<title data-rh="true">Ingest knowledge | 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="Ingest knowledge | OpenRAG"><meta data-rh="true" name="description" content="Upload documents to your OpenRAG OpenSearch instance to populate your knowledge base with unique content, such as your own company documents, research papers, or websites."><meta data-rh="true" property="og:description" content="Upload documents to your OpenRAG OpenSearch instance to populate your knowledge base with unique content, such as your own company documents, research papers, or websites."><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":"Ingest knowledge","item":"https://docs.openr.ag/ingestion"}]}</script><link rel="stylesheet" href="/assets/css/styles.66669ecc.css">
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</head>
|
||||
<body class="navigation-with-keyboard">
|
||||
|
|
@ -272,12 +272,20 @@ All errors were file-specific, and they didn't stop the pipeline.</p>
|
|||
</li>
|
||||
</ul></div></div></details>
|
||||
<h2 class="anchor anchorTargetStickyNavbar_Vzrq" id="troubleshoot-ingestion">Troubleshoot ingestion<a href="#troubleshoot-ingestion" class="hash-link" aria-label="Direct link to Troubleshoot ingestion" title="Direct link to Troubleshoot ingestion" translate="no"></a></h2>
|
||||
<p>The following issues can occur during document ingestion.</p>
|
||||
<h3 class="anchor anchorTargetStickyNavbar_Vzrq" id="failed-or-slow-ingestion">Failed or slow ingestion<a href="#failed-or-slow-ingestion" class="hash-link" aria-label="Direct link to Failed or slow ingestion" title="Direct link to Failed or slow ingestion" translate="no"></a></h3>
|
||||
<p>If an ingestion task fails, do the following:</p>
|
||||
<ul>
|
||||
<li class="">Make sure you are uploading supported file types.</li>
|
||||
<li class="">Split excessively large files into smaller files before uploading.</li>
|
||||
<li class="">Remove unusual embedded content, such as videos or animations, before uploading. Although Docling can replace some non-text content with placeholders during ingestion, some embedded content might cause errors.</li>
|
||||
<li class="">Make sure your Podman/Docker VM has sufficient memory for the ingestion tasks.
|
||||
The minimum recommendation is 8 GB of RAM.
|
||||
If you regularly upload large files, more RAM is recommended.
|
||||
For more information, see <a class="" href="/support/troubleshoot#memory-issue-with-podman-on-macos">Memory issue with Podman on macOS</a> and <a class="" href="/support/troubleshoot#container-out-of-memory-errors">Container out of memory errors</a>.</li>
|
||||
<li class="">If OCR ingestion fails due to OCR missing, see <a class="" href="/support/troubleshoot#ocr-ingestion-fails-easyocr-not-installed">OCR ingestion fails (easyocr not installed)</a>.</li>
|
||||
</ul>
|
||||
<h3 class="anchor anchorTargetStickyNavbar_Vzrq" id="problems-when-referencing-documents-in-chat">Problems when referencing documents in chat<a href="#problems-when-referencing-documents-in-chat" class="hash-link" aria-label="Direct link to Problems when referencing documents in chat" title="Direct link to Problems when referencing documents in chat" translate="no"></a></h3>
|
||||
<p>If the OpenRAG <strong>Chat</strong> doesn't seem to use your documents correctly, <a class="" href="/knowledge#browse-knowledge">browse your knowledge base</a> to confirm that the documents are uploaded in full, and the chunks are correct.</p>
|
||||
<p>If the documents are present and well-formed, check your <a class="" href="/knowledge-filters">knowledge filters</a>.
|
||||
If a global filter is applied, make sure the expected documents are included in the global filter.
|
||||
|
|
@ -296,7 +304,7 @@ For example:</p>
|
|||
<li class=""><a class="" href="/knowledge-filters">Filter knowledge</a></li>
|
||||
<li class=""><a class="" href="/chat">Chat with knowledge</a></li>
|
||||
<li class=""><a class="" href="/agents#inspect-and-modify-flows">Inspect and modify flows</a></li>
|
||||
</ul></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/ingestion.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="/knowledge"><div class="pagination-nav__sublabel">Previous</div><div class="pagination-nav__label">Configure knowledge</div></a><a class="pagination-nav__link pagination-nav__link--next" href="/knowledge-filters"><div class="pagination-nav__sublabel">Next</div><div class="pagination-nav__label">Filter knowledge</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-local-files-and-folders" class="table-of-contents__link toc-highlight">Ingest local files and folders</a></li><li><a href="#ingest-local-files-temporarily" class="table-of-contents__link toc-highlight">Ingest local files temporarily</a></li><li><a href="#oauth-ingestion" class="table-of-contents__link toc-highlight">Ingest files with OAuth connectors</a><ul><li><a href="#enable-oauth-connectors" class="table-of-contents__link toc-highlight">Enable OAuth connectors</a></li><li><a href="#authenticate-and-ingest-files-from-cloud-storage" class="table-of-contents__link toc-highlight">Authenticate and ingest files from cloud storage</a></li></ul></li><li><a href="#url-flow" class="table-of-contents__link toc-highlight">Ingest knowledge from URLs</a></li><li><a href="#monitor-ingestion" class="table-of-contents__link toc-highlight">Monitor ingestion</a><ul><li><a href="#ingestion-performance-expectations" class="table-of-contents__link toc-highlight">Ingestion performance expectations</a></li></ul></li><li><a href="#troubleshoot-ingestion" class="table-of-contents__link toc-highlight">Troubleshoot ingestion</a></li><li><a href="#see-also" class="table-of-contents__link toc-highlight">See also</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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</ul></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/ingestion.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="/knowledge"><div class="pagination-nav__sublabel">Previous</div><div class="pagination-nav__label">Configure knowledge</div></a><a class="pagination-nav__link pagination-nav__link--next" href="/knowledge-filters"><div class="pagination-nav__sublabel">Next</div><div class="pagination-nav__label">Filter knowledge</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-local-files-and-folders" class="table-of-contents__link toc-highlight">Ingest local files and folders</a></li><li><a href="#ingest-local-files-temporarily" class="table-of-contents__link toc-highlight">Ingest local files temporarily</a></li><li><a href="#oauth-ingestion" class="table-of-contents__link toc-highlight">Ingest files with OAuth connectors</a><ul><li><a href="#enable-oauth-connectors" class="table-of-contents__link toc-highlight">Enable OAuth connectors</a></li><li><a href="#authenticate-and-ingest-files-from-cloud-storage" class="table-of-contents__link toc-highlight">Authenticate and ingest files from cloud storage</a></li></ul></li><li><a href="#url-flow" class="table-of-contents__link toc-highlight">Ingest knowledge from URLs</a></li><li><a href="#monitor-ingestion" class="table-of-contents__link toc-highlight">Monitor ingestion</a><ul><li><a href="#ingestion-performance-expectations" class="table-of-contents__link toc-highlight">Ingestion performance expectations</a></li></ul></li><li><a href="#troubleshoot-ingestion" class="table-of-contents__link toc-highlight">Troubleshoot ingestion</a><ul><li><a href="#failed-or-slow-ingestion" class="table-of-contents__link toc-highlight">Failed or slow ingestion</a></li><li><a href="#problems-when-referencing-documents-in-chat" class="table-of-contents__link toc-highlight">Problems when referencing documents in chat</a></li></ul></li><li><a href="#see-also" class="table-of-contents__link toc-highlight">See also</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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<span>© 2025 OpenRAG</span>
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<title data-rh="true">Select an installation method | 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-options"><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="Select an installation method | OpenRAG"><meta data-rh="true" name="description" content="The OpenRAG architecture is lightweight and container-based with a central OpenRAG backend that orchestrates the various services and external connectors."><meta data-rh="true" property="og:description" content="The OpenRAG architecture is lightweight and container-based with a central OpenRAG backend that orchestrates the various services and external connectors."><link data-rh="true" rel="icon" href="/img/favicon.ico"><link data-rh="true" rel="canonical" href="https://docs.openr.ag/install-options"><link data-rh="true" rel="alternate" href="https://docs.openr.ag/install-options" hreflang="en"><link data-rh="true" rel="alternate" href="https://docs.openr.ag/install-options" hreflang="x-default"><script data-rh="true" type="application/ld+json">{"@context":"https://schema.org","@type":"BreadcrumbList","itemListElement":[{"@type":"ListItem","position":1,"name":"Select an installation method","item":"https://docs.openr.ag/install-options"}]}</script><link rel="stylesheet" href="/assets/css/styles.66669ecc.css">
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<title data-rh="true">Install OpenRAG in a Python project with uv | 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-uv"><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 in a Python project with uv | OpenRAG"><meta data-rh="true" name="description" content="Use uv to install OpenRAG as a managed or unmanaged dependency in a new or existing Python project."><meta data-rh="true" property="og:description" content="Use uv to install OpenRAG as a managed or unmanaged dependency in a new or existing Python project."><link data-rh="true" rel="icon" href="/img/favicon.ico"><link data-rh="true" rel="canonical" href="https://docs.openr.ag/install-uv"><link data-rh="true" rel="alternate" href="https://docs.openr.ag/install-uv" hreflang="en"><link data-rh="true" rel="alternate" href="https://docs.openr.ag/install-uv" 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 uv","item":"https://docs.openr.ag/install-uv"}]}</script><link rel="stylesheet" href="/assets/css/styles.66669ecc.css">
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</head>
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||||
<body class="navigation-with-keyboard">
|
||||
|
|
@ -28,6 +28,9 @@ See <a class="" href="/install-windows">Install OpenRAG on Windows</a> before pr
|
|||
</li>
|
||||
<li class="">
|
||||
<p>Install <a href="https://podman.io/docs/installation" target="_blank" rel="noopener noreferrer" class="">Podman</a> (recommended) or <a href="https://docs.docker.com/get-docker/" target="_blank" rel="noopener noreferrer" class="">Docker</a>.</p>
|
||||
<p>The OpenRAG team recommends, at minimum, 8 GB of RAM for container VMs.
|
||||
However, if you plan to upload large files regularly, more RAM is recommended.
|
||||
For more information, see <a class="" href="/support/troubleshoot">Troubleshoot OpenRAG</a>.</p>
|
||||
</li>
|
||||
<li class="">
|
||||
<p>Install <a href="https://docs.podman.io/en/latest/markdown/podman-compose.1.html" target="_blank" rel="noopener noreferrer" class=""><code>podman-compose</code></a> or <a href="https://docs.docker.com/compose/install/" target="_blank" rel="noopener noreferrer" class="">Docker Compose</a>.
|
||||
|
|
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@ -4,7 +4,7 @@
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<meta charset="UTF-8">
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<meta name="generator" content="Docusaurus v3.9.2">
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<title data-rh="true">Invoke OpenRAG with uvx | 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-uvx"><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="Invoke OpenRAG with uvx | OpenRAG"><meta data-rh="true" name="description" content="Use uvx to invoke OpenRAG outside of a Python project or without modifying your project's dependencies."><meta data-rh="true" property="og:description" content="Use uvx to invoke OpenRAG outside of a Python project or without modifying your project's dependencies."><link data-rh="true" rel="icon" href="/img/favicon.ico"><link data-rh="true" rel="canonical" href="https://docs.openr.ag/install-uvx"><link data-rh="true" rel="alternate" href="https://docs.openr.ag/install-uvx" hreflang="en"><link data-rh="true" rel="alternate" href="https://docs.openr.ag/install-uvx" hreflang="x-default"><script data-rh="true" type="application/ld+json">{"@context":"https://schema.org","@type":"BreadcrumbList","itemListElement":[{"@type":"ListItem","position":1,"name":"Invoke OpenRAG with uvx","item":"https://docs.openr.ag/install-uvx"}]}</script><link rel="stylesheet" href="/assets/css/styles.66669ecc.css">
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<script src="/assets/js/runtime~main.675daba5.js" defer="defer"></script>
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</head>
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||||
<body class="navigation-with-keyboard">
|
||||
|
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@ -30,6 +30,9 @@ See <a class="" href="/install-windows">Install OpenRAG on Windows</a> before pr
|
|||
</li>
|
||||
<li class="">
|
||||
<p>Install <a href="https://podman.io/docs/installation" target="_blank" rel="noopener noreferrer" class="">Podman</a> (recommended) or <a href="https://docs.docker.com/get-docker/" target="_blank" rel="noopener noreferrer" class="">Docker</a>.</p>
|
||||
<p>The OpenRAG team recommends, at minimum, 8 GB of RAM for container VMs.
|
||||
However, if you plan to upload large files regularly, more RAM is recommended.
|
||||
For more information, see <a class="" href="/support/troubleshoot">Troubleshoot OpenRAG</a>.</p>
|
||||
</li>
|
||||
<li class="">
|
||||
<p>Install <a href="https://docs.podman.io/en/latest/markdown/podman-compose.1.html" target="_blank" rel="noopener noreferrer" class=""><code>podman-compose</code></a> or <a href="https://docs.docker.com/compose/install/" target="_blank" rel="noopener noreferrer" class="">Docker Compose</a>.
|
||||
|
|
|
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@ -4,7 +4,7 @@
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<meta charset="UTF-8">
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<meta name="generator" content="Docusaurus v3.9.2">
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<title data-rh="true">Install OpenRAG on Microsoft Windows | 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-windows"><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 on Microsoft Windows | OpenRAG"><meta data-rh="true" name="description" content="If you're using Windows, you must install OpenRAG within the Windows Subsystem for Linux (WSL)."><meta data-rh="true" property="og:description" content="If you're using Windows, you must install OpenRAG within the Windows Subsystem for Linux (WSL)."><link data-rh="true" rel="icon" href="/img/favicon.ico"><link data-rh="true" rel="canonical" href="https://docs.openr.ag/install-windows"><link data-rh="true" rel="alternate" href="https://docs.openr.ag/install-windows" hreflang="en"><link data-rh="true" rel="alternate" href="https://docs.openr.ag/install-windows" 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 on Windows","item":"https://docs.openr.ag/install-windows"}]}</script><link rel="stylesheet" href="/assets/css/styles.66669ecc.css">
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<title data-rh="true">Install OpenRAG with the automatic installer script | 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 the automatic installer script | OpenRAG"><meta data-rh="true" name="description" content="To quickly install and test OpenRAG's core features, try the quickstart."><meta data-rh="true" property="og:description" content="To quickly install and test OpenRAG's core features, try the quickstart."><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":"Run the installer script","item":"https://docs.openr.ag/install"}]}</script><link rel="stylesheet" href="/assets/css/styles.66669ecc.css">
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<title data-rh="true">Filter knowledge | 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-filters"><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="Filter knowledge | OpenRAG"><meta data-rh="true" name="description" content="OpenRAG's knowledge filters help you organize and manage your knowledge base by creating pre-defined views of your documents."><meta data-rh="true" property="og:description" content="OpenRAG's knowledge filters help you organize and manage your knowledge base by creating pre-defined views of your documents."><link data-rh="true" rel="icon" href="/img/favicon.ico"><link data-rh="true" rel="canonical" href="https://docs.openr.ag/knowledge-filters"><link data-rh="true" rel="alternate" href="https://docs.openr.ag/knowledge-filters" hreflang="en"><link data-rh="true" rel="alternate" href="https://docs.openr.ag/knowledge-filters" hreflang="x-default"><script data-rh="true" type="application/ld+json">{"@context":"https://schema.org","@type":"BreadcrumbList","itemListElement":[{"@type":"ListItem","position":1,"name":"Filter knowledge","item":"https://docs.openr.ag/knowledge-filters"}]}</script><link rel="stylesheet" href="/assets/css/styles.66669ecc.css">
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<title data-rh="true">Configure knowledge | 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="Configure knowledge | OpenRAG"><meta data-rh="true" name="description" content="OpenRAG includes a built-in OpenSearch instance that serves as the underlying datastore for your knowledge (documents)."><meta data-rh="true" property="og:description" content="OpenRAG includes a built-in OpenSearch instance that serves as the underlying datastore for your knowledge (documents)."><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":"Configure knowledge","item":"https://docs.openr.ag/knowledge"}]}</script><link rel="stylesheet" href="/assets/css/styles.66669ecc.css">
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<title data-rh="true">Manage OpenRAG containers and 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/manage-services"><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="Manage OpenRAG containers and services | OpenRAG"><meta data-rh="true" name="description" content="Service management is an essential part of maintaining your OpenRAG deployment."><meta data-rh="true" property="og:description" content="Service management is an essential part of maintaining your OpenRAG deployment."><link data-rh="true" rel="icon" href="/img/favicon.ico"><link data-rh="true" rel="canonical" href="https://docs.openr.ag/manage-services"><link data-rh="true" rel="alternate" href="https://docs.openr.ag/manage-services" hreflang="en"><link data-rh="true" rel="alternate" href="https://docs.openr.ag/manage-services" hreflang="x-default"><script data-rh="true" type="application/ld+json">{"@context":"https://schema.org","@type":"BreadcrumbList","itemListElement":[{"@type":"ListItem","position":1,"name":"Manage services","item":"https://docs.openr.ag/manage-services"}]}</script><link rel="stylesheet" href="/assets/css/styles.66669ecc.css">
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@ -84,10 +84,16 @@ Your documents are reingested into a fresh OpenSearch index after the reset.</p>
|
|||
<p>If you exported customized flows, <a href="https://docs.langflow.org/concepts-flows-import" target="_blank" rel="noopener noreferrer" class="">import your flows</a> into Langflow after completing the onboarding process.</p>
|
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</li>
|
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</ol></div></div></div>
|
||||
<h2 class="anchor anchorTargetStickyNavbar_Vzrq" id="prune-images">Prune images<a href="#prune-images" class="hash-link" aria-label="Direct link to Prune images" title="Direct link to Prune images" translate="no"></a></h2>
|
||||
<p>Use image pruning to free up disk space by removing unused OpenRAG container images.</p>
|
||||
<p>For TUI-managed services, use the TUI's <strong>Prune Images</strong> option to clean up your OpenRAG container images.
|
||||
You can choose to prune unused images only or all images.
|
||||
If you prune all images, the OpenRAG services are stopped, all images are pruned, and then the required images are pulled the next time you start the OpenRAG services.</p>
|
||||
<p>For self-managed services, use <a href="https://docs.docker.com/engine/reference/commandline/image_prune/" target="_blank" rel="noopener noreferrer" class=""><code>docker image prune</code></a> or <a href="https://docs.podman.io/en/latest/markdown/podman-image-prune.1.html" target="_blank" rel="noopener noreferrer" class=""><code>podman image prune</code></a> to remove unused images.</p>
|
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<h2 class="anchor anchorTargetStickyNavbar_Vzrq" id="see-also">See also<a href="#see-also" class="hash-link" aria-label="Direct link to See also" title="Direct link to See also" translate="no"></a></h2>
|
||||
<ul>
|
||||
<li class=""><a class="" href="/uninstall">Uninstall OpenRAG</a></li>
|
||||
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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="Use this quickstart to install OpenRAG, and then try some of OpenRAG's core features."><meta data-rh="true" property="og:description" content="Use this quickstart to install OpenRAG, and then try some of OpenRAG's core features."><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's .env file is the primary configuration file for OpenRAG."><meta data-rh="true" property="og:description" content="OpenRAG's .env file is the primary configuration file for OpenRAG."><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">Reinstall 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/reinstall"><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="Reinstall OpenRAG | OpenRAG"><meta data-rh="true" name="description" content="You can reset your OpenRAG deployment to its initial state by recreating the containers and deleting accessory data, such as the .env file and ingested documents."><meta data-rh="true" property="og:description" content="You can reset your OpenRAG deployment to its initial state by recreating the containers and deleting accessory data, such as the .env file and ingested documents."><link data-rh="true" rel="icon" href="/img/favicon.ico"><link data-rh="true" rel="canonical" href="https://docs.openr.ag/reinstall"><link data-rh="true" rel="alternate" href="https://docs.openr.ag/reinstall" hreflang="en"><link data-rh="true" rel="alternate" href="https://docs.openr.ag/reinstall" hreflang="x-default"><script data-rh="true" type="application/ld+json">{"@context":"https://schema.org","@type":"BreadcrumbList","itemListElement":[{"@type":"ListItem","position":1,"name":"Reinstall OpenRAG","item":"https://docs.openr.ag/reinstall"}]}</script><link rel="stylesheet" href="/assets/css/styles.66669ecc.css">
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<title data-rh="true">Contribute to 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/support/contribute"><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="Contribute to OpenRAG | OpenRAG"><meta data-rh="true" name="description" content="There are several ways you can interact with the OpenRAG community and contribute to the OpenRAG codebase."><meta data-rh="true" property="og:description" content="There are several ways you can interact with the OpenRAG community and contribute to the OpenRAG codebase."><link data-rh="true" rel="icon" href="/img/favicon.ico"><link data-rh="true" rel="canonical" href="https://docs.openr.ag/support/contribute"><link data-rh="true" rel="alternate" href="https://docs.openr.ag/support/contribute" hreflang="en"><link data-rh="true" rel="alternate" href="https://docs.openr.ag/support/contribute" hreflang="x-default"><script data-rh="true" type="application/ld+json">{"@context":"https://schema.org","@type":"BreadcrumbList","itemListElement":[{"@type":"ListItem","position":1,"name":"Contribute to OpenRAG","item":"https://docs.openr.ag/support/contribute"}]}</script><link rel="stylesheet" href="/assets/css/styles.66669ecc.css">
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<title data-rh="true">Use the 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/tui"><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 the TUI | OpenRAG"><meta data-rh="true" name="description" content="The OpenRAG Terminal User Interface (TUI) provides a simplified and guided experience for configuring, managing, and monitoring your OpenRAG deployment directly from the terminal."><meta data-rh="true" property="og:description" content="The OpenRAG Terminal User Interface (TUI) provides a simplified and guided experience for configuring, managing, and monitoring your OpenRAG deployment directly from the terminal."><link data-rh="true" rel="icon" href="/img/favicon.ico"><link data-rh="true" rel="canonical" href="https://docs.openr.ag/tui"><link data-rh="true" rel="alternate" href="https://docs.openr.ag/tui" hreflang="en"><link data-rh="true" rel="alternate" href="https://docs.openr.ag/tui" hreflang="x-default"><script data-rh="true" type="application/ld+json">{"@context":"https://schema.org","@type":"BreadcrumbList","itemListElement":[{"@type":"ListItem","position":1,"name":"Use the TUI","item":"https://docs.openr.ag/tui"}]}</script><link rel="stylesheet" href="/assets/css/styles.66669ecc.css">
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<title data-rh="true">Remove 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/uninstall"><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="Remove OpenRAG | OpenRAG"><meta data-rh="true" name="description" content="If you want to reset your OpenRAG containers without removing OpenRAG entirely, see Reset OpenRAG containers and Reinstall OpenRAG."><meta data-rh="true" property="og:description" content="If you want to reset your OpenRAG containers without removing OpenRAG entirely, see Reset OpenRAG containers and Reinstall OpenRAG."><link data-rh="true" rel="icon" href="/img/favicon.ico"><link data-rh="true" rel="canonical" href="https://docs.openr.ag/uninstall"><link data-rh="true" rel="alternate" href="https://docs.openr.ag/uninstall" hreflang="en"><link data-rh="true" rel="alternate" href="https://docs.openr.ag/uninstall" hreflang="x-default"><script data-rh="true" type="application/ld+json">{"@context":"https://schema.org","@type":"BreadcrumbList","itemListElement":[{"@type":"ListItem","position":1,"name":"Remove OpenRAG","item":"https://docs.openr.ag/uninstall"}]}</script><link rel="stylesheet" href="/assets/css/styles.66669ecc.css">
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<title data-rh="true">Upgrade 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/upgrade"><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="Upgrade OpenRAG | OpenRAG"><meta data-rh="true" name="description" content="Use these steps to upgrade your OpenRAG deployment to the latest version or a specific version."><meta data-rh="true" property="og:description" content="Use these steps to upgrade your OpenRAG deployment to the latest version or a specific version."><link data-rh="true" rel="icon" href="/img/favicon.ico"><link data-rh="true" rel="canonical" href="https://docs.openr.ag/upgrade"><link data-rh="true" rel="alternate" href="https://docs.openr.ag/upgrade" hreflang="en"><link data-rh="true" rel="alternate" href="https://docs.openr.ag/upgrade" hreflang="x-default"><script data-rh="true" type="application/ld+json">{"@context":"https://schema.org","@type":"BreadcrumbList","itemListElement":[{"@type":"ListItem","position":1,"name":"Upgrade OpenRAG","item":"https://docs.openr.ag/upgrade"}]}</script><link rel="stylesheet" href="/assets/css/styles.66669ecc.css">
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