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theme-doc-sidebar-item-link-level-1 menu__list-item"><a class="menu__link" href="/knowledge"><span title="OpenSearch in OpenRAG" class="linkLabel_WmDU">OpenSearch in OpenRAG</span></a></li><li class="theme-doc-sidebar-item-link theme-doc-sidebar-item-link-level-1 menu__list-item"><a class="menu__link" href="/ingestion"><span title="Docling in OpenRAG" class="linkLabel_WmDU">Docling in OpenRAG</span></a></li><li class="theme-doc-sidebar-item-link theme-doc-sidebar-item-link-level-1 menu__list-item"><a class="menu__link menu__link--active" aria-current="page" href="/reference/configuration"><span title="Environment variables" class="linkLabel_WmDU">Environment variables</span></a></li><li class="theme-doc-sidebar-item-link theme-doc-sidebar-item-link-level-1 menu__list-item"><a class="menu__link" href="/support/troubleshoot"><span title="Troubleshooting" class="linkLabel_WmDU">Troubleshooting</span></a></li></ul></nav></div></div></aside><main class="docMainContainer_TBSr"><div class="container padding-top--md padding-bottom--lg"><div class="row"><div class="col docItemCol_VOVn"><div class="docItemContainer_Djhp"><article><nav class="theme-doc-breadcrumbs breadcrumbsContainer_Z_bl" aria-label="Breadcrumbs"><ul class="breadcrumbs"><li class="breadcrumbs__item"><a aria-label="Home page" class="breadcrumbs__link" href="/"><svg viewBox="0 0 24 24" class="breadcrumbHomeIcon_YNFT"><path d="M10 19v-5h4v5c0 .55.45 1 1 1h3c.55 0 1-.45 1-1v-7h1.7c.46 0 .68-.57.33-.87L12.67 3.6c-.38-.34-.96-.34-1.34 0l-8.36 7.53c-.34.3-.13.87.33.87H5v7c0 .55.45 1 1 1h3c.55 0 1-.45 1-1z" fill="currentColor"></path></svg></a></li><li class="breadcrumbs__item breadcrumbs__item--active"><span class="breadcrumbs__link">Environment variables</span></li></ul></nav><div class="tocCollapsible_ETCw theme-doc-toc-mobile tocMobile_ITEo"><button type="button" class="clean-btn tocCollapsibleButton_TO0P">On this page</button></div><div class="theme-doc-markdown markdown"><header><h1>Environment variables</h1></header><p>OpenRAG recognizes environment variables from the following sources:</p>
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<ul>
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<li class=""><a href="#configure-environment-variables" class="">Environment variables</a> - Values set in the <code>.env</code> file.</li>
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<li class=""><a href="#langflow-runtime-overrides" class="">Langflow runtime overrides</a> - Langflow components may tweak environment variables at runtime.</li>
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<li class=""><a href="#default-values-and-fallbacks" class="">Default or fallback values</a> - These values are default or fallback values if OpenRAG doesn't find a value.</li>
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</ul>
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<h2 class="anchor anchorTargetStickyNavbar_Vzrq" id="configure-environment-variables">Configure environment variables<a href="#configure-environment-variables" class="hash-link" aria-label="Direct link to Configure environment variables" title="Direct link to Configure environment variables" translate="no"></a></h2>
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<p>Environment variables are set in a <code>.env</code> file in the root of your OpenRAG project directory.</p>
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<p>For an example <code>.env</code> file, see <a href="https://github.com/langflow-ai/openrag/blob/main/.env.example" target="_blank" rel="noopener noreferrer" class=""><code>.env.example</code> in the OpenRAG repository</a>.</p>
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<p>The Docker Compose files are populated with values from your <code>.env</code>, so you don't need to edit the Docker Compose files manually.</p>
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<p>Environment variables always take precedence over other variables.</p>
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<h3 class="anchor anchorTargetStickyNavbar_Vzrq" id="set-environment-variables">Set environment variables<a href="#set-environment-variables" class="hash-link" aria-label="Direct link to Set environment variables" title="Direct link to Set environment variables" translate="no"></a></h3>
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<p>To set environment variables, do the following.</p>
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<ol>
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<li class="">Stop OpenRAG.</li>
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<li class="">Set the values in the <code>.env</code> file:<!-- -->
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<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">LOG_LEVEL=DEBUG</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">LOG_FORMAT=json</span><br></span><span class="token-line" style="color:#393A34"><span class="token plain">SERVICE_NAME=openrag-dev</span><br></span></code></pre></div></div>
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</li>
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<li class="">Start OpenRAG.</li>
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</ol>
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<p>Updating provider API keys or provider endpoints in the <code>.env</code> file will not take effect after <a class="" href="/install#application-onboarding">Application onboarding</a>. To change these values, you must:</p>
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<ol>
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<li class="">Stop OpenRAG.</li>
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<li class="">Remove the containers:<!-- -->
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<div class="language-text codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_QJqH"><pre tabindex="0" class="prism-code language-text 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">docker-compose down</span><br></span></code></pre></div></div>
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</li>
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<li class="">Update the values in your <code>.env</code> file.</li>
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<li class="">Start OpenRAG containers.<!-- -->
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<div class="language-text codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#393A34;--prism-background-color:#f6f8fa"><div class="codeBlockContent_QJqH"><pre tabindex="0" class="prism-code language-text 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">docker-compose up -d</span><br></span></code></pre></div></div>
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</li>
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<li class="">Complete <a class="" href="/install#application-onboarding">Application onboarding</a> again.</li>
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</ol>
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<h2 class="anchor anchorTargetStickyNavbar_Vzrq" id="supported-environment-variables">Supported environment variables<a href="#supported-environment-variables" class="hash-link" aria-label="Direct link to Supported environment variables" title="Direct link to Supported environment variables" translate="no"></a></h2>
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<p>All OpenRAG configuration can be controlled through environment variables.</p>
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<h3 class="anchor anchorTargetStickyNavbar_Vzrq" id="ai-provider-settings">AI provider settings<a href="#ai-provider-settings" class="hash-link" aria-label="Direct link to AI provider settings" title="Direct link to AI provider settings" translate="no"></a></h3>
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<p>Configure which AI models and providers OpenRAG uses for language processing and embeddings.
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For more information, see <a class="" href="/install#application-onboarding">Application onboarding</a>.</p>
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<table><thead><tr><th>Variable</th><th>Default</th><th>Description</th></tr></thead><tbody><tr><td><code>EMBEDDING_MODEL</code></td><td><code>text-embedding-3-small</code></td><td>Embedding model for vector search.</td></tr><tr><td><code>LLM_MODEL</code></td><td><code>gpt-4o-mini</code></td><td>Language model for the chat agent.</td></tr><tr><td><code>MODEL_PROVIDER</code></td><td><code>openai</code></td><td>Model provider, such as OpenAI or IBM watsonx.ai.</td></tr><tr><td><code>OPENAI_API_KEY</code></td><td>-</td><td>Your OpenAI API key. Required.</td></tr><tr><td><code>PROVIDER_API_KEY</code></td><td>-</td><td>API key for the model provider.</td></tr><tr><td><code>PROVIDER_ENDPOINT</code></td><td>-</td><td>Custom provider endpoint. Only used for IBM or Ollama providers.</td></tr><tr><td><code>PROVIDER_PROJECT_ID</code></td><td>-</td><td>Project ID for providers. Only required for the IBM watsonx.ai provider.</td></tr></tbody></table>
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<h3 class="anchor anchorTargetStickyNavbar_Vzrq" id="document-processing">Document processing<a href="#document-processing" class="hash-link" aria-label="Direct link to Document processing" title="Direct link to Document processing" translate="no"></a></h3>
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<p>Control how OpenRAG processes and ingests documents into your knowledge base.
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For more information, see <a class="" href="/ingestion">Ingestion</a>.</p>
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<table><thead><tr><th>Variable</th><th>Default</th><th>Description</th></tr></thead><tbody><tr><td><code>CHUNK_OVERLAP</code></td><td><code>200</code></td><td>Overlap between chunks.</td></tr><tr><td><code>CHUNK_SIZE</code></td><td><code>1000</code></td><td>Text chunk size for document processing.</td></tr><tr><td><code>DISABLE_INGEST_WITH_LANGFLOW</code></td><td><code>false</code></td><td>Disable Langflow ingestion pipeline.</td></tr><tr><td><code>DOCLING_OCR_ENGINE</code></td><td>-</td><td>OCR engine for document processing.</td></tr><tr><td><code>OCR_ENABLED</code></td><td><code>false</code></td><td>Enable OCR for image processing.</td></tr><tr><td><code>OPENRAG_DOCUMENTS_PATHS</code></td><td><code>./documents</code></td><td>Document paths for ingestion.</td></tr><tr><td><code>PICTURE_DESCRIPTIONS_ENABLED</code></td><td><code>false</code></td><td>Enable picture descriptions.</td></tr></tbody></table>
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<h3 class="anchor anchorTargetStickyNavbar_Vzrq" id="langflow-settings">Langflow settings<a href="#langflow-settings" class="hash-link" aria-label="Direct link to Langflow settings" title="Direct link to Langflow settings" translate="no"></a></h3>
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<p>Configure Langflow authentication.</p>
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<table><thead><tr><th>Variable</th><th>Default</th><th>Description</th></tr></thead><tbody><tr><td><code>LANGFLOW_AUTO_LOGIN</code></td><td><code>False</code></td><td>Enable auto-login for Langflow.</td></tr><tr><td><code>LANGFLOW_CHAT_FLOW_ID</code></td><td>pre-filled</td><td>This value is pre-filled. The default value is found in <a href="https://github.com/langflow-ai/openrag/blob/main/.env.example" target="_blank" rel="noopener noreferrer" class="">.env.example</a>.</td></tr><tr><td><code>LANGFLOW_ENABLE_SUPERUSER_CLI</code></td><td><code>False</code></td><td>Enable superuser CLI.</td></tr><tr><td><code>LANGFLOW_INGEST_FLOW_ID</code></td><td>pre-filled</td><td>This value is pre-filled. The default value is found in <a href="https://github.com/langflow-ai/openrag/blob/main/.env.example" target="_blank" rel="noopener noreferrer" class="">.env.example</a>.</td></tr><tr><td><code>LANGFLOW_KEY</code></td><td>auto-generated</td><td>Explicit Langflow API key.</td></tr><tr><td><code>LANGFLOW_NEW_USER_IS_ACTIVE</code></td><td><code>False</code></td><td>New users are active by default.</td></tr><tr><td><code>LANGFLOW_PUBLIC_URL</code></td><td><code>http://localhost:7860</code></td><td>Public URL for Langflow.</td></tr><tr><td><code>LANGFLOW_SECRET_KEY</code></td><td>-</td><td>Secret key for Langflow internal operations.</td></tr><tr><td><code>LANGFLOW_SUPERUSER</code></td><td>-</td><td>Langflow admin username. Required.</td></tr><tr><td><code>LANGFLOW_SUPERUSER_PASSWORD</code></td><td>-</td><td>Langflow admin password. Required.</td></tr><tr><td><code>LANGFLOW_URL</code></td><td><code>http://localhost:7860</code></td><td>Langflow URL.</td></tr><tr><td><code>NUDGES_FLOW_ID</code></td><td>pre-filled</td><td>This value is pre-filled. The default value is found in <a href="https://github.com/langflow-ai/openrag/blob/main/.env.example" target="_blank" rel="noopener noreferrer" class="">.env.example</a>.</td></tr><tr><td><code>SYSTEM_PROMPT</code></td><td>"You are a helpful AI assistant with access to a knowledge base. Answer questions based on the provided context."</td><td>System prompt for the Langflow agent.</td></tr></tbody></table>
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<h3 class="anchor anchorTargetStickyNavbar_Vzrq" id="oauth-provider-settings">OAuth provider settings<a href="#oauth-provider-settings" class="hash-link" aria-label="Direct link to OAuth provider settings" title="Direct link to OAuth provider settings" translate="no"></a></h3>
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<p>Configure OAuth providers and external service integrations.</p>
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<table><thead><tr><th>Variable</th><th>Default</th><th>Description</th></tr></thead><tbody><tr><td><code>AWS_ACCESS_KEY_ID</code> / <code>AWS_SECRET_ACCESS_KEY</code></td><td>-</td><td>AWS integrations.</td></tr><tr><td><code>GOOGLE_OAUTH_CLIENT_ID</code> / <code>GOOGLE_OAUTH_CLIENT_SECRET</code></td><td>-</td><td>Google OAuth authentication.</td></tr><tr><td><code>MICROSOFT_GRAPH_OAUTH_CLIENT_ID</code> / <code>MICROSOFT_GRAPH_OAUTH_CLIENT_SECRET</code></td><td>-</td><td>Microsoft OAuth.</td></tr><tr><td><code>WEBHOOK_BASE_URL</code></td><td>-</td><td>Base URL for webhook endpoints.</td></tr></tbody></table>
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<h3 class="anchor anchorTargetStickyNavbar_Vzrq" id="opensearch-settings">OpenSearch settings<a href="#opensearch-settings" class="hash-link" aria-label="Direct link to OpenSearch settings" title="Direct link to OpenSearch settings" translate="no"></a></h3>
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<p>Configure OpenSearch database authentication.</p>
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<table><thead><tr><th>Variable</th><th>Default</th><th>Description</th></tr></thead><tbody><tr><td><code>OPENSEARCH_HOST</code></td><td><code>localhost</code></td><td>OpenSearch host.</td></tr><tr><td><code>OPENSEARCH_PASSWORD</code></td><td>-</td><td>Password for OpenSearch admin user. Required.</td></tr><tr><td><code>OPENSEARCH_PORT</code></td><td><code>9200</code></td><td>OpenSearch port.</td></tr><tr><td><code>OPENSEARCH_USERNAME</code></td><td><code>admin</code></td><td>OpenSearch username.</td></tr></tbody></table>
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<h3 class="anchor anchorTargetStickyNavbar_Vzrq" id="system-settings">System settings<a href="#system-settings" class="hash-link" aria-label="Direct link to System settings" title="Direct link to System settings" translate="no"></a></h3>
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<p>Configure general system components, session management, and logging.</p>
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<table><thead><tr><th>Variable</th><th>Default</th><th>Description</th></tr></thead><tbody><tr><td><code>LANGFLOW_KEY_RETRIES</code></td><td><code>15</code></td><td>Number of retries for Langflow key generation.</td></tr><tr><td><code>LANGFLOW_KEY_RETRY_DELAY</code></td><td><code>2.0</code></td><td>Delay between retries in seconds.</td></tr><tr><td><code>LANGFLOW_VERSION</code></td><td><code>latest</code></td><td>Langflow Docker image version.</td></tr><tr><td><code>LOG_FORMAT</code></td><td>-</td><td>Log format (set to "json" for JSON output).</td></tr><tr><td><code>LOG_LEVEL</code></td><td><code>INFO</code></td><td>Logging level (DEBUG, INFO, WARNING, ERROR).</td></tr><tr><td><code>MAX_WORKERS</code></td><td>-</td><td>Maximum number of workers for document processing.</td></tr><tr><td><code>OPENRAG_VERSION</code></td><td><code>latest</code></td><td>OpenRAG Docker image version.</td></tr><tr><td><code>SERVICE_NAME</code></td><td><code>openrag</code></td><td>Service name for logging.</td></tr><tr><td><code>SESSION_SECRET</code></td><td>auto-generated</td><td>Session management.</td></tr></tbody></table>
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<h2 class="anchor anchorTargetStickyNavbar_Vzrq" id="langflow-runtime-overrides">Langflow runtime overrides<a href="#langflow-runtime-overrides" class="hash-link" aria-label="Direct link to Langflow runtime overrides" title="Direct link to Langflow runtime overrides" translate="no"></a></h2>
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||
<p>Langflow runtime overrides allow you to modify component settings at runtime without changing the base configuration.</p>
|
||
<p>Runtime overrides are implemented through <strong>tweaks</strong> - parameter modifications that are passed to specific Langflow components during flow execution.</p>
|
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<p>For more information on tweaks, see <a href="https://docs.langflow.org/concepts-publish#input-schema" target="_blank" rel="noopener noreferrer" class="">Input schema (tweaks)</a>.</p>
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||
<h2 class="anchor anchorTargetStickyNavbar_Vzrq" id="default-values-and-fallbacks">Default values and fallbacks<a href="#default-values-and-fallbacks" class="hash-link" aria-label="Direct link to Default values and fallbacks" title="Direct link to Default values and fallbacks" translate="no"></a></h2>
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<p>When no environment variables or configuration file values are provided, OpenRAG uses default values.
|
||
These values can be found in the code base at the following locations.</p>
|
||
<h3 class="anchor anchorTargetStickyNavbar_Vzrq" id="openrag-configuration-defaults">OpenRAG configuration defaults<a href="#openrag-configuration-defaults" class="hash-link" aria-label="Direct link to OpenRAG configuration defaults" title="Direct link to OpenRAG configuration defaults" translate="no"></a></h3>
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<p>These values are defined in <a href="https://github.com/langflow-ai/openrag/blob/main/src/config/config_manager.py" target="_blank" rel="noopener noreferrer" class=""><code>config_manager.py</code> in the OpenRAG repository</a>.</p>
|
||
<h3 class="anchor anchorTargetStickyNavbar_Vzrq" id="system-configuration-defaults">System configuration defaults<a href="#system-configuration-defaults" class="hash-link" aria-label="Direct link to System configuration defaults" title="Direct link to System configuration defaults" translate="no"></a></h3>
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||
<p>These fallback values are defined in <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/reference/configuration.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="/ingestion"><div class="pagination-nav__sublabel">Previous</div><div class="pagination-nav__label">Docling in OpenRAG</div></a><a class="pagination-nav__link pagination-nav__link--next" href="/support/troubleshoot"><div class="pagination-nav__sublabel">Next</div><div class="pagination-nav__label">Troubleshooting</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="#configure-environment-variables" class="table-of-contents__link toc-highlight">Configure environment variables</a><ul><li><a href="#set-environment-variables" class="table-of-contents__link toc-highlight">Set environment variables</a></li></ul></li><li><a href="#supported-environment-variables" class="table-of-contents__link toc-highlight">Supported environment variables</a><ul><li><a href="#ai-provider-settings" class="table-of-contents__link toc-highlight">AI provider settings</a></li><li><a href="#document-processing" class="table-of-contents__link toc-highlight">Document processing</a></li><li><a href="#langflow-settings" class="table-of-contents__link toc-highlight">Langflow settings</a></li><li><a href="#oauth-provider-settings" class="table-of-contents__link toc-highlight">OAuth provider settings</a></li><li><a href="#opensearch-settings" class="table-of-contents__link toc-highlight">OpenSearch settings</a></li><li><a href="#system-settings" class="table-of-contents__link toc-highlight">System settings</a></li></ul></li><li><a href="#langflow-runtime-overrides" class="table-of-contents__link toc-highlight">Langflow runtime overrides</a></li><li><a href="#default-values-and-fallbacks" class="table-of-contents__link toc-highlight">Default values and fallbacks</a><ul><li><a href="#openrag-configuration-defaults" class="table-of-contents__link toc-highlight">OpenRAG configuration defaults</a></li><li><a href="#system-configuration-defaults" class="table-of-contents__link toc-highlight">System configuration defaults</a></li></ul></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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