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Use Langflow in OpenRAG

OpenRAG includes a built-in Langflow instance for creating and managing functional application workflows called flows. +

Use Langflow in OpenRAG

OpenRAG includes a built-in Langflow instance for creating and managing functional application workflows called flows. In a flow, the individual workflow steps are represented by components that are connected together to form a complete process.

OpenRAG includes several built-in flows:

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variables"}),"."]}),"\n",(0,i.jsxs)(n.table,{children:[(0,i.jsx)(n.thead,{children:(0,i.jsxs)(n.tr,{children:[(0,i.jsx)(n.th,{children:"Variable"}),(0,i.jsx)(n.th,{children:"Default"}),(0,i.jsx)(n.th,{children:"Description"})]})}),(0,i.jsxs)(n.tbody,{children:[(0,i.jsxs)(n.tr,{children:[(0,i.jsx)(n.td,{children:(0,i.jsx)(n.code,{children:"EMBEDDING_MODEL"})}),(0,i.jsx)(n.td,{children:(0,i.jsx)(n.code,{children:"text-embedding-3-small"})}),(0,i.jsx)(n.td,{children:"Embedding model for generating vector embeddings for documents in the knowledge base and similarity search queries. Can be changed after the application onboarding process. Accepts one or more models."})]}),(0,i.jsxs)(n.tr,{children:[(0,i.jsx)(n.td,{children:(0,i.jsx)(n.code,{children:"LLM_MODEL"})}),(0,i.jsx)(n.td,{children:(0,i.jsx)(n.code,{children:"gpt-4o-mini"})}),(0,i.jsxs)(n.td,{children:["Language model for language processing and text generation in the ",(0,i.jsx)(n.strong,{children:"Chat"})," feature."]})]}),(0,i.jsxs)(n.tr,{children:[(0,i.jsx)(n.td,{children:(0,i.jsx)(n.code,{children:"MODEL_PROVIDER"})}),(0,i.jsx)(n.td,{children:(0,i.jsx)(n.code,{children:"openai"})}),(0,i.jsxs)(n.td,{children:["Model provider, as one of ",(0,i.jsx)(n.code,{children:"openai"}),", ",(0,i.jsx)(n.code,{children:"watsonx"}),", ",(0,i.jsx)(n.code,{children:"ollama"}),", or ",(0,i.jsx)(n.code,{children:"anthropic"}),"."]})]}),(0,i.jsxs)(n.tr,{children:[(0,i.jsx)(n.td,{children:(0,i.jsx)(n.code,{children:"ANTHROPIC_API_KEY"})}),(0,i.jsx)(n.td,{children:"Not set"}),(0,i.jsx)(n.td,{children:"API key for the Anthropic language model provider."})]}),(0,i.jsxs)(n.tr,{children:[(0,i.jsx)(n.td,{children:(0,i.jsx)(n.code,{children:"OPENAI_API_KEY"})}),(0,i.jsx)(n.td,{children:"Not set"}),(0,i.jsx)(n.td,{children:"API key for the OpenAI model provider, which is also the default model provider."})]}),(0,i.jsxs)(n.tr,{children:[(0,i.jsx)(n.td,{children:(0,i.jsx)(n.code,{children:"OLLAMA_ENDPOINT"})}),(0,i.jsx)(n.td,{children:"Not set"}),(0,i.jsx)(n.td,{children:"Custom provider endpoint for the Ollama model provider."})]}),(0,i.jsxs)(n.tr,{children:[(0,i.jsx)(n.td,{children:(0,i.jsx)(n.code,{children:"WATSONX_API_KEY"})}),(0,i.jsx)(n.td,{children:"Not set"}),(0,i.jsx)(n.td,{children:"API key for the IBM watsonx.ai model provider."})]}),(0,i.jsxs)(n.tr,{children:[(0,i.jsx)(n.td,{children:(0,i.jsx)(n.code,{children:"WATSONX_ENDPOINT"})}),(0,i.jsx)(n.td,{children:"Not set"}),(0,i.jsx)(n.td,{children:"Custom provider endpoint for the IBM watsonx.ai model provider."})]}),(0,i.jsxs)(n.tr,{children:[(0,i.jsx)(n.td,{children:(0,i.jsx)(n.code,{children:"WATSONX_PROJECT_ID"})}),(0,i.jsx)(n.td,{children:"Not set"}),(0,i.jsx)(n.td,{children:"Project ID for the IBM watsonx.ai model provider."})]})]})]}),"\n",(0,i.jsx)(n.h2,{id:"document-processing-settings",children:"Document processing settings"}),"\n",(0,i.jsxs)(n.p,{children:["Control how OpenRAG ",(0,i.jsx)(n.a,{href:"/ingestion",children:"processes and ingests documents"})," into your knowledge base."]}),"\n",(0,i.jsxs)(n.table,{children:[(0,i.jsx)(n.thead,{children:(0,i.jsxs)(n.tr,{children:[(0,i.jsx)(n.th,{children:"Variable"}),(0,i.jsx)(n.th,{children:"Default"}),(0,i.jsx)(n.th,{children:"Description"})]})}),(0,i.jsxs)(n.tbody,{children:[(0,i.jsxs)(n.tr,{children:[(0,i.jsx)(n.td,{children:(0,i.jsx)(n.code,{children:"CHUNK_OVERLAP"})}),(0,i.jsx)(n.td,{children:(0,i.jsx)(n.code,{children:"200"})}),(0,i.jsx)(n.td,{children:"Overlap between chunks."})]}),(0,i.jsxs)(n.tr,{children:[(0,i.jsx)(n.td,{children:(0,i.jsx)(n.code,{children:"CHUNK_SIZE"})}),(0,i.jsx)(n.td,{children:(0,i.jsx)(n.code,{children:"1000"})}),(0,i.jsx)(n.td,{children:"Text chunk size for document processing."})]}),(0,i.jsxs)(n.tr,{children:[(0,i.jsx)(n.td,{children:(0,i.jsx)(n.code,{children:"DISABLE_INGEST_WITH_LANGFLOW"})}),(0,i.jsx)(n.td,{children:(0,i.jsx)(n.code,{children:"false"})}),(0,i.jsx)(n.td,{children:"Disable Langflow ingestion pipeline."})]}),(0,i.jsxs)(n.tr,{children:[(0,i.jsx)(n.td,{children:(0,i.jsx)(n.code,{children:"DOCLING_OCR_ENGINE"})}),(0,i.jsx)(n.td,{children:"Set by OS"}),(0,i.jsxs)(n.td,{children:["OCR engine for document processing. For macOS, ",(0,i.jsx)(n.code,{children:"ocrmac"}),". For any other OS, ",(0,i.jsx)(n.code,{children:"easyocr"}),"."]})]}),(0,i.jsxs)(n.tr,{children:[(0,i.jsx)(n.td,{children:(0,i.jsx)(n.code,{children:"OCR_ENABLED"})}),(0,i.jsx)(n.td,{children:(0,i.jsx)(n.code,{children:"false"})}),(0,i.jsx)(n.td,{children:"Enable OCR for image processing."})]}),(0,i.jsxs)(n.tr,{children:[(0,i.jsx)(n.td,{children:(0,i.jsx)(n.code,{children:"OPENRAG_DOCUMENTS_PATH"})}),(0,i.jsx)(n.td,{children:(0,i.jsx)(n.code,{children:"~/.openrag/documents"})}),(0,i.jsxs)(n.td,{children:["The ",(0,i.jsx)(n.a,{href:"/knowledge#set-the-local-documents-path",children:"local documents path"})," for ingestion."]})]}),(0,i.jsxs)(n.tr,{children:[(0,i.jsx)(n.td,{children:(0,i.jsx)(n.code,{children:"PICTURE_DESCRIPTIONS_ENABLED"})}),(0,i.jsx)(n.td,{children:(0,i.jsx)(n.code,{children:"false"})}),(0,i.jsx)(n.td,{children:"Enable picture descriptions."})]})]})]}),"\n",(0,i.jsx)(n.h2,{id:"langflow-settings",children:"Langflow settings"}),"\n",(0,i.jsx)(n.p,{children:"Configure the OpenRAG Langflow server's authentication, contact point, and built-in flow definitions."}),"\n",(0,i.jsxs)(n.admonition,{type:"info",children:[(0,i.jsxs)(n.p,{children:["The ",(0,i.jsx)(n.code,{children:"LANGFLOW_SUPERUSER_PASSWORD"})," is set in your ",(0,i.jsx)(n.code,{children:".env"})," file, and this value determines the default values for several other Langflow authentication variables."]}),(0,i.jsxs)(n.p,{children:["If the ",(0,i.jsx)(n.code,{children:"LANGFLOW_SUPERUSER_PASSWORD"})," variable isn't set, then the Langflow server starts ",(0,i.jsx)(n.em,{children:"without"})," authentication enabled."]}),(0,i.jsxs)(n.p,{children:["For better security, it is recommended to set ",(0,i.jsx)(n.code,{children:"LANGFLOW_SUPERUSER_PASSWORD"})," so the ",(0,i.jsx)(n.a,{href:"https://docs.langflow.org/api-keys-and-authentication#start-a-langflow-server-with-authentication-enabled",children:"Langflow server starts with authentication enabled"}),"."]})]}),"\n",(0,i.jsxs)(n.table,{children:[(0,i.jsx)(n.thead,{children:(0,i.jsxs)(n.tr,{children:[(0,i.jsx)(n.th,{children:"Variable"}),(0,i.jsx)(n.th,{children:"Default"}),(0,i.jsx)(n.th,{children:"Description"})]})}),(0,i.jsxs)(n.tbody,{children:[(0,i.jsxs)(n.tr,{children:[(0,i.jsx)(n.td,{children:(0,i.jsx)(n.code,{children:"LANGFLOW_AUTO_LOGIN"})}),(0,i.jsxs)(n.td,{children:["Determined by ",(0,i.jsx)(n.code,{children:"LANGFLOW_SUPERUSER_PASSWORD"})]}),(0,i.jsxs)(n.td,{children:["Whether to enable ",(0,i.jsx)(n.a,{href:"https://docs.langflow.org/api-keys-and-authentication#langflow-auto-login",children:"auto-login mode"})," for the Langflow visual editor and CLI. If ",(0,i.jsx)(n.code,{children:"LANGFLOW_SUPERUSER_PASSWORD"})," isn't set, then ",(0,i.jsx)(n.code,{children:"LANGFLOW_AUTO_LOGIN"})," is ",(0,i.jsx)(n.code,{children:"True"})," and auto-login mode is enabled. If ",(0,i.jsx)(n.code,{children:"LANGFLOW_SUPERUSER_PASSWORD"})," is set, then ",(0,i.jsx)(n.code,{children:"LANGFLOW_AUTO_LOGIN"})," is ",(0,i.jsx)(n.code,{children:"False"})," and auto-login mode is disabled. Langflow API calls always require authentication with a Langflow API key regardless of the auto-login setting."]})]}),(0,i.jsxs)(n.tr,{children:[(0,i.jsx)(n.td,{children:(0,i.jsx)(n.code,{children:"LANGFLOW_ENABLE_SUPERUSER_CLI"})}),(0,i.jsxs)(n.td,{children:["Determined by ",(0,i.jsx)(n.code,{children:"LANGFLOW_SUPERUSER_PASSWORD"})]}),(0,i.jsxs)(n.td,{children:["Whether to enable the ",(0,i.jsxs)(n.a,{href:"https://docs.langflow.org/api-keys-and-authentication#langflow-enable-superuser-cli",children:["Langflow CLI ",(0,i.jsx)(n.code,{children:"langflow superuser"})," command"]}),". If ",(0,i.jsx)(n.code,{children:"LANGFLOW_SUPERUSER_PASSWORD"})," isn't set, then ",(0,i.jsx)(n.code,{children:"LANGFLOW_ENABLE_SUPERUSER_CLI"})," is ",(0,i.jsx)(n.code,{children:"True"})," and superuser accounts can be created with the Langflow CLI. If ",(0,i.jsx)(n.code,{children:"LANGFLOW_SUPERUSER_PASSWORD"})," is set, then ",(0,i.jsx)(n.code,{children:"LANGFLOW_ENABLE_SUPERUSER_CLI"})," is ",(0,i.jsx)(n.code,{children:"False"})," and the ",(0,i.jsx)(n.code,{children:"langflow superuser"})," command is disabled."]})]}),(0,i.jsxs)(n.tr,{children:[(0,i.jsx)(n.td,{children:(0,i.jsx)(n.code,{children:"LANGFLOW_NEW_USER_IS_ACTIVE"})}),(0,i.jsxs)(n.td,{children:["Determined by ",(0,i.jsx)(n.code,{children:"LANGFLOW_SUPERUSER_PASSWORD"})]}),(0,i.jsxs)(n.td,{children:["Whether new ",(0,i.jsx)(n.a,{href:"https://docs.langflow.org/api-keys-and-authentication#langflow-new-user-is-active",children:"Langflow user accounts are active by default"}),". If ",(0,i.jsx)(n.code,{children:"LANGFLOW_SUPERUSER_PASSWORD"})," isn't set, then ",(0,i.jsx)(n.code,{children:"LANGFLOW_NEW_USER_IS_ACTIVE"})," is ",(0,i.jsx)(n.code,{children:"True"})," and new user accounts are active by default. If ",(0,i.jsx)(n.code,{children:"LANGFLOW_SUPERUSER_PASSWORD"})," is set, then ",(0,i.jsx)(n.code,{children:"LANGFLOW_NEW_USER_IS_ACTIVE"})," is ",(0,i.jsx)(n.code,{children:"False"})," and new user accounts are inactive by default."]})]}),(0,i.jsxs)(n.tr,{children:[(0,i.jsx)(n.td,{children:(0,i.jsx)(n.code,{children:"LANGFLOW_PUBLIC_URL"})}),(0,i.jsx)(n.td,{children:(0,i.jsx)(n.code,{children:"http://localhost:7860"})}),(0,i.jsx)(n.td,{children:"Public URL for the Langflow instance. Forms the base URL for Langflow API calls and other interfaces with your OpenRAG Langflow instance."})]}),(0,i.jsxs)(n.tr,{children:[(0,i.jsx)(n.td,{children:(0,i.jsx)(n.code,{children:"LANGFLOW_KEY"})}),(0,i.jsx)(n.td,{children:"Automatically generated"}),(0,i.jsx)(n.td,{children:"A Langflow API key to run flows with Langflow API calls. Because Langflow API keys are server-specific, allow OpenRAG to generate this key initially. You can create additional Langflow API keys after deploying OpenRAG."})]}),(0,i.jsxs)(n.tr,{children:[(0,i.jsx)(n.td,{children:(0,i.jsx)(n.code,{children:"LANGFLOW_SECRET_KEY"})}),(0,i.jsx)(n.td,{children:"Automatically generated"}),(0,i.jsxs)(n.td,{children:["Secret encryption key for Langflow internal operations. It is recommended to ",(0,i.jsx)(n.a,{href:"https://docs.langflow.org/api-keys-and-authentication#langflow-secret-key",children:"generate your own Langflow secret key"})," for this variable. If this variable isn't set, then Langflow generates a secret key automatically."]})]}),(0,i.jsxs)(n.tr,{children:[(0,i.jsx)(n.td,{children:(0,i.jsx)(n.code,{children:"LANGFLOW_SUPERUSER"})}),(0,i.jsx)(n.td,{children:(0,i.jsx)(n.code,{children:"admin"})}),(0,i.jsx)(n.td,{children:"Username for the Langflow administrator user."})]}),(0,i.jsxs)(n.tr,{children:[(0,i.jsx)(n.td,{children:(0,i.jsx)(n.code,{children:"LANGFLOW_SUPERUSER_PASSWORD"})}),(0,i.jsx)(n.td,{children:"Not set"}),(0,i.jsxs)(n.td,{children:["Langflow administrator password. If this variable isn't set, then the Langflow server starts ",(0,i.jsx)(n.em,{children:"without"})," authentication enabled. It is recommended to set ",(0,i.jsx)(n.code,{children:"LANGFLOW_SUPERUSER_PASSWORD"})," so the ",(0,i.jsx)(n.a,{href:"https://docs.langflow.org/api-keys-and-authentication#start-a-langflow-server-with-authentication-enabled",children:"Langflow server starts with authentication enabled"}),"."]})]}),(0,i.jsxs)(n.tr,{children:[(0,i.jsx)(n.td,{children:(0,i.jsx)(n.code,{children:"LANGFLOW_URL"})}),(0,i.jsx)(n.td,{children:(0,i.jsx)(n.code,{children:"http://localhost:7860"})}),(0,i.jsx)(n.td,{children:"URL for the Langflow instance."})]}),(0,i.jsxs)(n.tr,{children:[(0,i.jsxs)(n.td,{children:[(0,i.jsx)(n.code,{children:"LANGFLOW_CHAT_FLOW_ID"}),", ",(0,i.jsx)(n.code,{children:"LANGFLOW_INGEST_FLOW_ID"}),", ",(0,i.jsx)(n.code,{children:"NUDGES_FLOW_ID"})]}),(0,i.jsx)(n.td,{children:"Built-in flow IDs"}),(0,i.jsxs)(n.td,{children:["These variables are set automatically to the IDs of the chat, ingestion, and nudges ",(0,i.jsx)(n.a,{href:"/agents",children:"flows"}),". The default values are found in ",(0,i.jsx)(n.a,{href:"https://github.com/langflow-ai/openrag/blob/main/.env.example",children:(0,i.jsx)(n.code,{children:".env.example"})}),". Only change these values if you want to replace a built-in flow with your own custom flow. The flow JSON must be present in your version of the OpenRAG codebase. For example, if you ",(0,i.jsx)(n.a,{href:"/docker",children:"deploy self-managed services"}),", you can add the flow JSON to your local clone of the OpenRAG repository before deploying OpenRAG."]})]}),(0,i.jsxs)(n.tr,{children:[(0,i.jsx)(n.td,{children:(0,i.jsx)(n.code,{children:"SYSTEM_PROMPT"})}),(0,i.jsx)(n.td,{children:(0,i.jsx)(n.code,{children:"You are a helpful AI assistant with access to a knowledge base. Answer questions based on the provided context."})}),(0,i.jsxs)(n.td,{children:["System prompt instructions for the agent driving the ",(0,i.jsx)(n.strong,{children:"Chat"})," flow."]})]})]})]}),"\n",(0,i.jsx)(n.h2,{id:"oauth-provider-settings",children:"OAuth provider settings"}),"\n",(0,i.jsxs)(n.p,{children:["Configure ",(0,i.jsx)(n.a,{href:"/ingestion#oauth-ingestion",children:"OAuth providers"})," and external service integrations."]}),"\n",(0,i.jsxs)(n.table,{children:[(0,i.jsx)(n.thead,{children:(0,i.jsxs)(n.tr,{children:[(0,i.jsx)(n.th,{children:"Variable"}),(0,i.jsx)(n.th,{children:"Default"}),(0,i.jsx)(n.th,{children:"Description"})]})}),(0,i.jsxs)(n.tbody,{children:[(0,i.jsxs)(n.tr,{children:[(0,i.jsxs)(n.td,{children:[(0,i.jsx)(n.code,{children:"AWS_ACCESS_KEY_ID"}),(0,i.jsx)("br",{}),(0,i.jsx)(n.code,{children:"AWS_SECRET_ACCESS_KEY"})]}),(0,i.jsx)(n.td,{children:"Not set"}),(0,i.jsxs)(n.td,{children:["Enable access to AWS S3 with an ",(0,i.jsx)(n.a,{href:"https://docs.aws.amazon.com/singlesignon/latest/userguide/manage-your-applications.html",children:"AWS OAuth app"})," integration."]})]}),(0,i.jsxs)(n.tr,{children:[(0,i.jsxs)(n.td,{children:[(0,i.jsx)(n.code,{children:"GOOGLE_OAUTH_CLIENT_ID"}),(0,i.jsx)("br",{}),(0,i.jsx)(n.code,{children:"GOOGLE_OAUTH_CLIENT_SECRET"})]}),(0,i.jsx)(n.td,{children:"Not set"}),(0,i.jsxs)(n.td,{children:["Enable the ",(0,i.jsx)(n.a,{href:"https://developers.google.com/identity/protocols/oauth2",children:"Google OAuth client"})," integration. You can generate these values in the ",(0,i.jsx)(n.a,{href:"https://console.cloud.google.com/apis/credentials",children:"Google Cloud Console"}),"."]})]}),(0,i.jsxs)(n.tr,{children:[(0,i.jsxs)(n.td,{children:[(0,i.jsx)(n.code,{children:"MICROSOFT_GRAPH_OAUTH_CLIENT_ID"}),(0,i.jsx)("br",{}),(0,i.jsx)(n.code,{children:"MICROSOFT_GRAPH_OAUTH_CLIENT_SECRET"})]}),(0,i.jsx)(n.td,{children:"Not set"}),(0,i.jsxs)(n.td,{children:["Enable the ",(0,i.jsx)(n.a,{href:"https://learn.microsoft.com/en-us/onedrive/developer/rest-api/getting-started/graph-oauth",children:"Microsoft Graph OAuth client"})," integration by providing ",(0,i.jsx)(n.a,{href:"https://learn.microsoft.com/en-us/onedrive/developer/rest-api/getting-started/app-registration?view=odsp-graph-online",children:"Azure application registration credentials for SharePoint and OneDrive"}),"."]})]}),(0,i.jsxs)(n.tr,{children:[(0,i.jsx)(n.td,{children:(0,i.jsx)(n.code,{children:"WEBHOOK_BASE_URL"})}),(0,i.jsx)(n.td,{children:"Not set"}),(0,i.jsx)(n.td,{children:"Base URL for OAuth connector webhook endpoints. If this variable isn't set, a default base URL is used."})]})]})]}),"\n",(0,i.jsx)(n.h2,{id:"opensearch-settings",children:"OpenSearch settings"}),"\n",(0,i.jsx)(n.p,{children:"Configure OpenSearch database authentication."}),"\n",(0,i.jsxs)(n.table,{children:[(0,i.jsx)(n.thead,{children:(0,i.jsxs)(n.tr,{children:[(0,i.jsx)(n.th,{children:"Variable"}),(0,i.jsx)(n.th,{children:"Default"}),(0,i.jsx)(n.th,{children:"Description"})]})}),(0,i.jsxs)(n.tbody,{children:[(0,i.jsxs)(n.tr,{children:[(0,i.jsx)(n.td,{children:(0,i.jsx)(n.code,{children:"OPENSEARCH_HOST"})}),(0,i.jsx)(n.td,{children:(0,i.jsx)(n.code,{children:"localhost"})}),(0,i.jsx)(n.td,{children:"OpenSearch instance host."})]}),(0,i.jsxs)(n.tr,{children:[(0,i.jsx)(n.td,{children:(0,i.jsx)(n.code,{children:"OPENSEARCH_PORT"})}),(0,i.jsx)(n.td,{children:(0,i.jsx)(n.code,{children:"9200"})}),(0,i.jsx)(n.td,{children:"OpenSearch instance port."})]}),(0,i.jsxs)(n.tr,{children:[(0,i.jsx)(n.td,{children:(0,i.jsx)(n.code,{children:"OPENSEARCH_USERNAME"})}),(0,i.jsx)(n.td,{children:(0,i.jsx)(n.code,{children:"admin"})}),(0,i.jsx)(n.td,{children:"OpenSearch administrator username."})]}),(0,i.jsxs)(n.tr,{children:[(0,i.jsx)(n.td,{children:(0,i.jsx)(n.code,{children:"OPENSEARCH_PASSWORD"})}),(0,i.jsx)(n.td,{children:"Must be set at start up"}),(0,i.jsxs)(n.td,{children:["Required. OpenSearch administrator password. Must adhere to the ",(0,i.jsx)(n.a,{href:"https://docs.opensearch.org/latest/security/configuration/demo-configuration/#setting-up-a-custom-admin-password",children:"OpenSearch password complexity requirements"}),". You must set this directly in the ",(0,i.jsx)(n.code,{children:".env"})," or in the TUI's ",(0,i.jsx)(n.a,{href:"/install#setup",children:(0,i.jsx)(n.strong,{children:"Basic/Advanced Setup"})}),"."]})]})]})]}),"\n",(0,i.jsx)(n.h2,{id:"system-settings",children:"System settings"}),"\n",(0,i.jsx)(n.p,{children:"Configure general system components, session management, and logging."}),"\n",(0,i.jsxs)(n.table,{children:[(0,i.jsx)(n.thead,{children:(0,i.jsxs)(n.tr,{children:[(0,i.jsx)(n.th,{children:"Variable"}),(0,i.jsx)(n.th,{children:"Default"}),(0,i.jsx)(n.th,{children:"Description"})]})}),(0,i.jsxs)(n.tbody,{children:[(0,i.jsxs)(n.tr,{children:[(0,i.jsx)(n.td,{children:(0,i.jsx)(n.code,{children:"LANGFLOW_KEY_RETRIES"})}),(0,i.jsx)(n.td,{children:(0,i.jsx)(n.code,{children:"15"})}),(0,i.jsx)(n.td,{children:"Number of retries for Langflow key generation."})]}),(0,i.jsxs)(n.tr,{children:[(0,i.jsx)(n.td,{children:(0,i.jsx)(n.code,{children:"LANGFLOW_KEY_RETRY_DELAY"})}),(0,i.jsx)(n.td,{children:(0,i.jsx)(n.code,{children:"2.0"})}),(0,i.jsx)(n.td,{children:"Delay between retries in seconds."})]}),(0,i.jsxs)(n.tr,{children:[(0,i.jsx)(n.td,{children:(0,i.jsx)(n.code,{children:"LANGFLOW_VERSION"})}),(0,i.jsx)(n.td,{children:(0,i.jsx)(n.code,{children:"OPENRAG_VERSION"})}),(0,i.jsxs)(n.td,{children:["Langflow Docker image version. 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",(0,i.jsx)(n.code,{children:"DEBUG"})," provides the most detailed logs but can impact performance."]})]}),(0,i.jsxs)(n.tr,{children:[(0,i.jsx)(n.td,{children:(0,i.jsx)(n.code,{children:"MAX_WORKERS"})}),(0,i.jsx)(n.td,{children:(0,i.jsx)(n.code,{children:"1"})}),(0,i.jsx)(n.td,{children:"Maximum number of workers for document processing."})]}),(0,i.jsxs)(n.tr,{children:[(0,i.jsx)(n.td,{children:(0,i.jsx)(n.code,{children:"OPENRAG_VERSION"})}),(0,i.jsx)(n.td,{children:(0,i.jsx)(n.code,{children:"latest"})}),(0,i.jsxs)(n.td,{children:["The version of the OpenRAG Docker images to run. For more information, see ",(0,i.jsx)(n.a,{href:"/upgrade",children:"Upgrade OpenRAG"})]})]}),(0,i.jsxs)(n.tr,{children:[(0,i.jsx)(n.td,{children:(0,i.jsx)(n.code,{children:"SERVICE_NAME"})}),(0,i.jsx)(n.td,{children:(0,i.jsx)(n.code,{children:"openrag"})}),(0,i.jsx)(n.td,{children:"Service name for logging."})]}),(0,i.jsxs)(n.tr,{children:[(0,i.jsx)(n.td,{children:(0,i.jsx)(n.code,{children:"SESSION_SECRET"})}),(0,i.jsx)(n.td,{children:"Automatically generated"}),(0,i.jsx)(n.td,{children:"Session management."})]})]})]})]})}function h(e={}){const{wrapper:n}={...(0,t.R)(),...e.components};return n?(0,i.jsx)(n,{...e,children:(0,i.jsx)(a,{...e})}):a(e)}}}]); \ No newline at end of file diff --git a/assets/js/c8078f0a.75fa4391.js b/assets/js/c8078f0a.75fa4391.js deleted file mode 100644 index 56b21869..00000000 --- a/assets/js/c8078f0a.75fa4391.js +++ /dev/null @@ -1 +0,0 @@ -"use 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d={title:"Environment variables",slug:"/reference/configuration"},l=void 0,c={},o=[{value:"Edit the .env file",id:"set-environment-variables",level:2},{value:"Model provider settings",id:"model-provider-settings",level:2},{value:"Document processing settings",id:"document-processing-settings",level:2},{value:"Langflow settings",id:"langflow-settings",level:2},{value:"OAuth provider settings",id:"oauth-provider-settings",level:2},{value:"OpenSearch settings",id:"opensearch-settings",level:2},{value:"System settings",id:"system-settings",level:2}];function a(e){const n={a:"a",admonition:"admonition",code:"code",em:"em",h2:"h2",li:"li",p:"p",strong:"strong",table:"table",tbody:"tbody",td:"td",th:"th",thead:"thead",tr:"tr",ul:"ul",...(0,i.R)(),...e.components};return(0,t.jsxs)(t.Fragment,{children:[(0,t.jsxs)(n.p,{children:["OpenRAG's ",(0,t.jsx)(n.code,{children:".env"})," file is the primary configuration file for OpenRAG.\nEnvironment variables in ",(0,t.jsx)(n.code,{children:".env"})," always take precedence over other sources."]}),"\n",(0,t.jsxs)(n.p,{children:["For deployments managed with the Terminal User Interface (TUI), this file is located at ",(0,t.jsx)(n.code,{children:"~/.openrag/tui"}),", and it can be created automatically during ",(0,t.jsx)(n.a,{href:"/install-options",children:"installation"}),"."]}),"\n",(0,t.jsxs)(n.p,{children:["For ",(0,t.jsx)(n.a,{href:"/docker",children:"self-managed deployments"}),", this file can be located at the root of your OpenRAG project directory or referenced from another location."]}),"\n",(0,t.jsxs)(n.p,{children:["For an example, see ",(0,t.jsxs)(n.a,{href:"https://github.com/langflow-ai/openrag/blob/main/.env.example",children:[(0,t.jsx)(n.code,{children:".env.example"})," in the OpenRAG repository"]}),"."]}),"\n",(0,t.jsx)(n.admonition,{type:"tip",children:(0,t.jsxs)(n.p,{children:["OpenRAG's Docker Compose files are populated automatically using values from the ",(0,t.jsx)(n.code,{children:".env"})," file, so you don't need to edit the Docker Compose files manually."]})}),"\n",(0,t.jsxs)(n.p,{children:["If a variable isn't set, OpenRAG uses default or fallback values where available.\nNot all variables have default values, and errors can occur if required variables aren't set.\nDefault values can be found in the reference tables on this page and in ",(0,t.jsx)(n.a,{href:"https://github.com/langflow-ai/openrag/blob/main/src/config/config_manager.py",children:(0,t.jsx)(n.code,{children:"config_manager.py"})}),", ",(0,t.jsx)(n.a,{href:"https://github.com/langflow-ai/openrag/blob/main/src/config/settings.py",children:(0,t.jsx)(n.code,{children:"settings.py"})}),", and ",(0,t.jsx)(n.a,{href:"https://github.com/langflow-ai/openrag/blob/main/src/utils/logging_config.py",children:(0,t.jsx)(n.code,{children:"logging_config.py"})}),"."]}),"\n",(0,t.jsxs)(n.p,{children:["You can ",(0,t.jsx)(n.a,{href:"/agents#modify-a-flow-at-runtime",children:"temporarily set Langflow variables at runtime"}),".\nHowever, these temporary overrides don't overlap with most OpenRAG environment variables.\nThe only exceptions are flow-level Langflow settings, such as the language model used in a flow."]}),"\n",(0,t.jsxs)(n.h2,{id:"set-environment-variables",children:["Edit the ",(0,t.jsx)(n.code,{children:".env"})," file"]}),"\n",(0,t.jsxs)(n.p,{children:["During ",(0,t.jsx)(n.a,{href:"/install-options",children:"installation"}),", an initial ",(0,t.jsx)(n.code,{children:".env"})," file is created automatically or manually.\nYou can edit this file to change OpenRAG configuration settings after installation."]}),"\n",(0,t.jsxs)(n.p,{children:["Each OpenRAG environment variable is either mutable or immutable.\nThis determines the actions you must take to apply changes after editing the ",(0,t.jsx)(n.code,{children:".env"})," file:"]}),"\n",(0,t.jsxs)(n.ul,{children:["\n",(0,t.jsxs)(n.li,{children:["\n",(0,t.jsxs)(n.p,{children:[(0,t.jsx)(n.strong,{children:"Mutable environment variables"}),": You can apply changes to mutable environment variables by ",(0,t.jsx)(n.a,{href:"/manage-services",children:"stopping and restarting the OpenRAG services"})," after editing the ",(0,t.jsx)(n.code,{children:".env"})," file."]}),"\n"]}),"\n",(0,t.jsxs)(n.li,{children:["\n",(0,t.jsxs)(n.p,{children:[(0,t.jsx)(n.strong,{children:"Immutable environment variables"}),": You must ",(0,t.jsx)(n.a,{href:"/reinstall",children:"redeploy OpenRAG"})," with your modified ",(0,t.jsx)(n.code,{children:".env"})," file if you change immutable environment variables."]}),"\n"]}),"\n"]}),"\n",(0,t.jsx)(n.h2,{id:"model-provider-settings",children:"Model provider settings"}),"\n",(0,t.jsx)(n.p,{children:"Configure which models and providers OpenRAG uses to generate text and embeddings.\nYou only need to provide credentials for the providers you are using in OpenRAG."}),"\n",(0,t.jsxs)(n.p,{children:["These variables are initially set during the ",(0,t.jsx)(n.a,{href:"/install#application-onboarding",children:"application onboarding process"}),".\nSome of these variables are immutable and can only be changed by redeploying OpenRAG, as explained in ",(0,t.jsx)(n.a,{href:"#set-environment-variables",children:"Set environment variables"}),"."]}),"\n",(0,t.jsxs)(n.table,{children:[(0,t.jsx)(n.thead,{children:(0,t.jsxs)(n.tr,{children:[(0,t.jsx)(n.th,{children:"Variable"}),(0,t.jsx)(n.th,{children:"Default"}),(0,t.jsx)(n.th,{children:"Description"})]})}),(0,t.jsxs)(n.tbody,{children:[(0,t.jsxs)(n.tr,{children:[(0,t.jsx)(n.td,{children:(0,t.jsx)(n.code,{children:"EMBEDDING_MODEL"})}),(0,t.jsx)(n.td,{children:(0,t.jsx)(n.code,{children:"text-embedding-3-small"})}),(0,t.jsx)(n.td,{children:"Embedding model for generating vector embeddings for documents in the knowledge base and similarity search queries. Can be changed after the application onboarding process. Accepts one or more models."})]}),(0,t.jsxs)(n.tr,{children:[(0,t.jsx)(n.td,{children:(0,t.jsx)(n.code,{children:"LLM_MODEL"})}),(0,t.jsx)(n.td,{children:(0,t.jsx)(n.code,{children:"gpt-4o-mini"})}),(0,t.jsxs)(n.td,{children:["Language model for language processing and text generation in the ",(0,t.jsx)(n.strong,{children:"Chat"})," feature."]})]}),(0,t.jsxs)(n.tr,{children:[(0,t.jsx)(n.td,{children:(0,t.jsx)(n.code,{children:"MODEL_PROVIDER"})}),(0,t.jsx)(n.td,{children:(0,t.jsx)(n.code,{children:"openai"})}),(0,t.jsxs)(n.td,{children:["Model provider, as one of ",(0,t.jsx)(n.code,{children:"openai"}),", ",(0,t.jsx)(n.code,{children:"watsonx"}),", ",(0,t.jsx)(n.code,{children:"ollama"}),", or ",(0,t.jsx)(n.code,{children:"anthropic"}),"."]})]}),(0,t.jsxs)(n.tr,{children:[(0,t.jsx)(n.td,{children:(0,t.jsx)(n.code,{children:"ANTHROPIC_API_KEY"})}),(0,t.jsx)(n.td,{children:"Not set"}),(0,t.jsx)(n.td,{children:"API key for the Anthropic language model provider."})]}),(0,t.jsxs)(n.tr,{children:[(0,t.jsx)(n.td,{children:(0,t.jsx)(n.code,{children:"OPENAI_API_KEY"})}),(0,t.jsx)(n.td,{children:"Not set"}),(0,t.jsx)(n.td,{children:"API key for the OpenAI model provider, which is also the default model provider."})]}),(0,t.jsxs)(n.tr,{children:[(0,t.jsx)(n.td,{children:(0,t.jsx)(n.code,{children:"OLLAMA_ENDPOINT"})}),(0,t.jsx)(n.td,{children:"Not set"}),(0,t.jsx)(n.td,{children:"Custom provider endpoint for the Ollama model provider."})]}),(0,t.jsxs)(n.tr,{children:[(0,t.jsx)(n.td,{children:(0,t.jsx)(n.code,{children:"WATSONX_API_KEY"})}),(0,t.jsx)(n.td,{children:"Not set"}),(0,t.jsx)(n.td,{children:"API key for the IBM watsonx.ai model provider."})]}),(0,t.jsxs)(n.tr,{children:[(0,t.jsx)(n.td,{children:(0,t.jsx)(n.code,{children:"WATSONX_ENDPOINT"})}),(0,t.jsx)(n.td,{children:"Not set"}),(0,t.jsx)(n.td,{children:"Custom provider endpoint for the IBM watsonx.ai model provider."})]}),(0,t.jsxs)(n.tr,{children:[(0,t.jsx)(n.td,{children:(0,t.jsx)(n.code,{children:"WATSONX_PROJECT_ID"})}),(0,t.jsx)(n.td,{children:"Not set"}),(0,t.jsx)(n.td,{children:"Project ID for the IBM watsonx.ai model provider."})]})]})]}),"\n",(0,t.jsx)(n.h2,{id:"document-processing-settings",children:"Document processing settings"}),"\n",(0,t.jsxs)(n.p,{children:["Control how OpenRAG ",(0,t.jsx)(n.a,{href:"/ingestion",children:"processes and ingests documents"})," into your knowledge base."]}),"\n",(0,t.jsxs)(n.table,{children:[(0,t.jsx)(n.thead,{children:(0,t.jsxs)(n.tr,{children:[(0,t.jsx)(n.th,{children:"Variable"}),(0,t.jsx)(n.th,{children:"Default"}),(0,t.jsx)(n.th,{children:"Description"})]})}),(0,t.jsxs)(n.tbody,{children:[(0,t.jsxs)(n.tr,{children:[(0,t.jsx)(n.td,{children:(0,t.jsx)(n.code,{children:"CHUNK_OVERLAP"})}),(0,t.jsx)(n.td,{children:(0,t.jsx)(n.code,{children:"200"})}),(0,t.jsx)(n.td,{children:"Overlap between chunks."})]}),(0,t.jsxs)(n.tr,{children:[(0,t.jsx)(n.td,{children:(0,t.jsx)(n.code,{children:"CHUNK_SIZE"})}),(0,t.jsx)(n.td,{children:(0,t.jsx)(n.code,{children:"1000"})}),(0,t.jsx)(n.td,{children:"Text chunk size for document processing."})]}),(0,t.jsxs)(n.tr,{children:[(0,t.jsx)(n.td,{children:(0,t.jsx)(n.code,{children:"DISABLE_INGEST_WITH_LANGFLOW"})}),(0,t.jsx)(n.td,{children:(0,t.jsx)(n.code,{children:"false"})}),(0,t.jsx)(n.td,{children:"Disable Langflow ingestion pipeline."})]}),(0,t.jsxs)(n.tr,{children:[(0,t.jsx)(n.td,{children:(0,t.jsx)(n.code,{children:"DOCLING_OCR_ENGINE"})}),(0,t.jsx)(n.td,{children:"Set by OS"}),(0,t.jsxs)(n.td,{children:["OCR engine for document processing. For macOS, ",(0,t.jsx)(n.code,{children:"ocrmac"}),". For any other OS, ",(0,t.jsx)(n.code,{children:"easyocr"}),"."]})]}),(0,t.jsxs)(n.tr,{children:[(0,t.jsx)(n.td,{children:(0,t.jsx)(n.code,{children:"OCR_ENABLED"})}),(0,t.jsx)(n.td,{children:(0,t.jsx)(n.code,{children:"false"})}),(0,t.jsx)(n.td,{children:"Enable OCR for image processing."})]}),(0,t.jsxs)(n.tr,{children:[(0,t.jsx)(n.td,{children:(0,t.jsx)(n.code,{children:"OPENRAG_DOCUMENTS_PATH"})}),(0,t.jsx)(n.td,{children:(0,t.jsx)(n.code,{children:"~/.openrag/documents"})}),(0,t.jsxs)(n.td,{children:["The ",(0,t.jsx)(n.a,{href:"/knowledge#set-the-local-documents-path",children:"local documents path"})," for ingestion."]})]}),(0,t.jsxs)(n.tr,{children:[(0,t.jsx)(n.td,{children:(0,t.jsx)(n.code,{children:"PICTURE_DESCRIPTIONS_ENABLED"})}),(0,t.jsx)(n.td,{children:(0,t.jsx)(n.code,{children:"false"})}),(0,t.jsx)(n.td,{children:"Enable picture descriptions."})]})]})]}),"\n",(0,t.jsx)(n.h2,{id:"langflow-settings",children:"Langflow settings"}),"\n",(0,t.jsx)(n.p,{children:"Configure the OpenRAG Langflow server's authentication, contact point, and built-in flow definitions."}),"\n",(0,t.jsxs)(n.admonition,{type:"info",children:[(0,t.jsxs)(n.p,{children:["The ",(0,t.jsx)(n.code,{children:"LANGFLOW_SUPERUSER_PASSWORD"})," is set in your ",(0,t.jsx)(n.code,{children:".env"})," file, and this value determines the default values for several other Langflow authentication variables."]}),(0,t.jsxs)(n.p,{children:["If the ",(0,t.jsx)(n.code,{children:"LANGFLOW_SUPERUSER_PASSWORD"})," variable isn't set, then the Langflow server starts ",(0,t.jsx)(n.em,{children:"without"})," authentication enabled."]}),(0,t.jsxs)(n.p,{children:["For better security, it is recommended to set ",(0,t.jsx)(n.code,{children:"LANGFLOW_SUPERUSER_PASSWORD"})," so the ",(0,t.jsx)(n.a,{href:"https://docs.langflow.org/api-keys-and-authentication#start-a-langflow-server-with-authentication-enabled",children:"Langflow server starts with authentication enabled"}),"."]})]}),"\n",(0,t.jsxs)(n.table,{children:[(0,t.jsx)(n.thead,{children:(0,t.jsxs)(n.tr,{children:[(0,t.jsx)(n.th,{children:"Variable"}),(0,t.jsx)(n.th,{children:"Default"}),(0,t.jsx)(n.th,{children:"Description"})]})}),(0,t.jsxs)(n.tbody,{children:[(0,t.jsxs)(n.tr,{children:[(0,t.jsx)(n.td,{children:(0,t.jsx)(n.code,{children:"LANGFLOW_AUTO_LOGIN"})}),(0,t.jsxs)(n.td,{children:["Determined by ",(0,t.jsx)(n.code,{children:"LANGFLOW_SUPERUSER_PASSWORD"})]}),(0,t.jsxs)(n.td,{children:["Whether to enable ",(0,t.jsx)(n.a,{href:"https://docs.langflow.org/api-keys-and-authentication#langflow-auto-login",children:"auto-login mode"})," for the Langflow visual editor and CLI. If ",(0,t.jsx)(n.code,{children:"LANGFLOW_SUPERUSER_PASSWORD"})," isn't set, then ",(0,t.jsx)(n.code,{children:"LANGFLOW_AUTO_LOGIN"})," is ",(0,t.jsx)(n.code,{children:"True"})," and auto-login mode is enabled. If ",(0,t.jsx)(n.code,{children:"LANGFLOW_SUPERUSER_PASSWORD"})," is set, then ",(0,t.jsx)(n.code,{children:"LANGFLOW_AUTO_LOGIN"})," is ",(0,t.jsx)(n.code,{children:"False"})," and auto-login mode is disabled. Langflow API calls always require authentication with a Langflow API key regardless of the auto-login setting."]})]}),(0,t.jsxs)(n.tr,{children:[(0,t.jsx)(n.td,{children:(0,t.jsx)(n.code,{children:"LANGFLOW_ENABLE_SUPERUSER_CLI"})}),(0,t.jsxs)(n.td,{children:["Determined by ",(0,t.jsx)(n.code,{children:"LANGFLOW_SUPERUSER_PASSWORD"})]}),(0,t.jsxs)(n.td,{children:["Whether to enable the ",(0,t.jsxs)(n.a,{href:"https://docs.langflow.org/api-keys-and-authentication#langflow-enable-superuser-cli",children:["Langflow CLI ",(0,t.jsx)(n.code,{children:"langflow superuser"})," command"]}),". If ",(0,t.jsx)(n.code,{children:"LANGFLOW_SUPERUSER_PASSWORD"})," isn't set, then ",(0,t.jsx)(n.code,{children:"LANGFLOW_ENABLE_SUPERUSER_CLI"})," is ",(0,t.jsx)(n.code,{children:"True"})," and superuser accounts can be created with the Langflow CLI. 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e.Token(i,s,"language-"+i,t)}e.languages.javascript["template-string"]=[i("css",/\b(?:styled(?:\([^)]*\))?(?:\s*\.\s*\w+(?:\([^)]*\))*)*|css(?:\s*\.\s*(?:global|resolve))?|createGlobalStyle|keyframes)/.source),i("html",/\bhtml|\.\s*(?:inner|outer)HTML\s*\+?=/.source),i("svg",/\bsvg/.source),i("markdown",/\b(?:markdown|md)/.source),i("graphql",/\b(?:gql|graphql(?:\s*\.\s*experimental)?)/.source),i("sql",/\bsql/.source),t].filter(Boolean);var u={javascript:!0,js:!0,typescript:!0,ts:!0,jsx:!0,tsx:!0};function c(e){return"string"==typeof e?e:Array.isArray(e)?e.map(c).join(""):c(e.content)}e.hooks.add("after-tokenize",function(t){t.language in u&&function t(n){for(var 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e.languages.flow.parameter,e.languages.insertBefore("flow","operator",{"flow-punctuation":{pattern:/\{\||\|\}/,alias:"punctuation"}}),Array.isArray(e.languages.flow.keyword)||(e.languages.flow.keyword=[e.languages.flow.keyword]),e.languages.flow.keyword.unshift({pattern:/(^|[^$]\b)(?:Class|declare|opaque|type)\b(?!\$)/,lookbehind:!0},{pattern:/(^|[^$]\B)\$(?:Diff|Enum|Exact|Keys|ObjMap|PropertyType|Record|Shape|Subtype|Supertype|await)\b(?!\$)/,lookbehind:!0})}(C),C.languages.n4js=C.languages.extend("javascript",{keyword:/\b(?:Array|any|boolean|break|case|catch|class|const|constructor|continue|debugger|declare|default|delete|do|else|enum|export|extends|false|finally|for|from|function|get|if|implements|import|in|instanceof|interface|let|module|new|null|number|package|private|protected|public|return|set|static|string|super|switch|this|throw|true|try|typeof|var|void|while|with|yield)\b/}),C.languages.insertBefore("n4js","constant",{annotation:{pattern:/@+\w+/,alias:"operator"}}),C.languages.n4jsd=C.languages.n4js,function(e){function t(e,t){return RegExp(e.replace(//g,function(){return/(?!\s)[_$a-zA-Z\xA0-\uFFFF](?:(?!\s)[$\w\xA0-\uFFFF])*/.source}),t)}e.languages.insertBefore("javascript","function-variable",{"method-variable":{pattern:RegExp("(\\.\\s*)"+e.languages.javascript["function-variable"].pattern.source),lookbehind:!0,alias:["function-variable","method","function","property-access"]}}),e.languages.insertBefore("javascript","function",{method:{pattern:RegExp("(\\.\\s*)"+e.languages.javascript.function.source),lookbehind:!0,alias:["function","property-access"]}}),e.languages.insertBefore("javascript","constant",{"known-class-name":[{pattern:/\b(?:(?:Float(?:32|64)|(?:Int|Uint)(?:8|16|32)|Uint8Clamped)?Array|ArrayBuffer|BigInt|Boolean|DataView|Date|Error|Function|Intl|JSON|(?:Weak)?(?:Map|Set)|Math|Number|Object|Promise|Proxy|Reflect|RegExp|String|Symbol|WebAssembly)\b/,alias:"class-name"},{pattern:/\b(?:[A-Z]\w*)Error\b/,alias:"class-name"}]}),e.languages.insertBefore("javascript","keyword",{imports:{pattern:t(/(\bimport\b\s*)(?:(?:\s*,\s*(?:\*\s*as\s+|\{[^{}]*\}))?|\*\s*as\s+|\{[^{}]*\})(?=\s*\bfrom\b)/.source),lookbehind:!0,inside:e.languages.javascript},exports:{pattern:t(/(\bexport\b\s*)(?:\*(?:\s*as\s+)?(?=\s*\bfrom\b)|\{[^{}]*\})/.source),lookbehind:!0,inside:e.languages.javascript}}),e.languages.javascript.keyword.unshift({pattern:/\b(?:as|default|export|from|import)\b/,alias:"module"},{pattern:/\b(?:await|break|catch|continue|do|else|finally|for|if|return|switch|throw|try|while|yield)\b/,alias:"control-flow"},{pattern:/\bnull\b/,alias:["null","nil"]},{pattern:/\bundefined\b/,alias:"nil"}),e.languages.insertBefore("javascript","operator",{spread:{pattern:/\.{3}/,alias:"operator"},arrow:{pattern:/=>/,alias:"operator"}}),e.languages.insertBefore("javascript","punctuation",{"property-access":{pattern:t(/(\.\s*)#?/.source),lookbehind:!0},"maybe-class-name":{pattern:/(^|[^$\w\xA0-\uFFFF])[A-Z][$\w\xA0-\uFFFF]+/,lookbehind:!0},dom:{pattern:/\b(?:document|(?:local|session)Storage|location|navigator|performance|window)\b/,alias:"variable"},console:{pattern:/\bconsole(?=\s*\.)/,alias:"class-name"}});for(var n=["function","function-variable","method","method-variable","property-access"],r=0;r*\.{3}(?:[^{}]|)*\})/.source;function o(e,t){return e=e.replace(//g,function(){return n}).replace(//g,function(){return r}).replace(//g,function(){return a}),RegExp(e,t)}function i(t){for(var n=[],r=0;r"!==a.content[a.content.length-1].content&&n.push({tagName:l(a.content[0].content[1]),openedBraces:0}):0+(?:[\w.:$-]+(?:=(?:"(?:\\[\s\S]|[^\\"])*"|'(?:\\[\s\S]|[^\\'])*'|[^\s{'"/>=]+|))?|))**\/?)?>/.source),e.languages.jsx.tag.inside.tag.pattern=/^<\/?[^\s>\/]*/,e.languages.jsx.tag.inside["attr-value"].pattern=/=(?!\{)(?:"(?:\\[\s\S]|[^\\"])*"|'(?:\\[\s\S]|[^\\'])*'|[^\s'">]+)/,e.languages.jsx.tag.inside.tag.inside["class-name"]=/^[A-Z]\w*(?:\.[A-Z]\w*)*$/,e.languages.jsx.tag.inside.comment=t.comment,e.languages.insertBefore("inside","attr-name",{spread:{pattern:o(//.source),inside:e.languages.jsx}},e.languages.jsx.tag),e.languages.insertBefore("inside","special-attr",{script:{pattern:o(/=/.source),alias:"language-javascript",inside:{"script-punctuation":{pattern:/^=(?=\{)/,alias:"punctuation"},rest:e.languages.jsx}}},e.languages.jsx.tag);var l=function(e){return e?"string"==typeof e?e:"string"==typeof e.content?e.content:e.content.map(l).join(""):""};e.hooks.add("after-tokenize",function(e){"jsx"!==e.language&&"tsx"!==e.language||i(e.tokens)})}(C),function(e){var t=e.util.clone(e.languages.typescript);(t=(e.languages.tsx=e.languages.extend("jsx",t),delete e.languages.tsx.parameter,delete e.languages.tsx["literal-property"],e.languages.tsx.tag)).pattern=RegExp(/(^|[^\w$]|(?=<\/))/.source+"(?:"+t.pattern.source+")",t.pattern.flags),t.lookbehind=!0}(C),C.languages.swift={comment:{pattern:/(^|[^\\:])(?:\/\/.*|\/\*(?:[^/*]|\/(?!\*)|\*(?!\/)|\/\*(?:[^*]|\*(?!\/))*\*\/)*\*\/)/,lookbehind:!0,greedy:!0},"string-literal":[{pattern:RegExp(/(^|[^"#])/.source+"(?:"+/"(?:\\(?:\((?:[^()]|\([^()]*\))*\)|\r\n|[^(])|[^\\\r\n"])*"/.source+"|"+/"""(?:\\(?:\((?:[^()]|\([^()]*\))*\)|[^(])|[^\\"]|"(?!""))*"""/.source+")"+/(?!["#])/.source),lookbehind:!0,greedy:!0,inside:{interpolation:{pattern:/(\\\()(?:[^()]|\([^()]*\))*(?=\))/,lookbehind:!0,inside:null},"interpolation-punctuation":{pattern:/^\)|\\\($/,alias:"punctuation"},punctuation:/\\(?=[\r\n])/,string:/[\s\S]+/}},{pattern:RegExp(/(^|[^"#])(#+)/.source+"(?:"+/"(?:\\(?:#+\((?:[^()]|\([^()]*\))*\)|\r\n|[^#])|[^\\\r\n])*?"/.source+"|"+/"""(?:\\(?:#+\((?:[^()]|\([^()]*\))*\)|[^#])|[^\\])*?"""/.source+")\\2"),lookbehind:!0,greedy:!0,inside:{interpolation:{pattern:/(\\#+\()(?:[^()]|\([^()]*\))*(?=\))/,lookbehind:!0,inside:null},"interpolation-punctuation":{pattern:/^\)|\\#+\($/,alias:"punctuation"},string:/[\s\S]+/}}],directive:{pattern:RegExp(/#/.source+"(?:"+/(?:elseif|if)\b/.source+"(?:[ \t]*"+/(?:![ \t]*)?(?:\b\w+\b(?:[ \t]*\((?:[^()]|\([^()]*\))*\))?|\((?:[^()]|\([^()]*\))*\))(?:[ 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e.languages.kotlin["class-name"];var t={"interpolation-punctuation":{pattern:/^\$\{?|\}$/,alias:"punctuation"},expression:{pattern:/[\s\S]+/,inside:e.languages.kotlin}};e.languages.insertBefore("kotlin","string",{"string-literal":[{pattern:/"""(?:[^$]|\$(?:(?!\{)|\{[^{}]*\}))*?"""/,alias:"multiline",inside:{interpolation:{pattern:/\$(?:[a-z_]\w*|\{[^{}]*\})/i,inside:t},string:/[\s\S]+/}},{pattern:/"(?:[^"\\\r\n$]|\\.|\$(?:(?!\{)|\{[^{}]*\}))*"/,alias:"singleline",inside:{interpolation:{pattern:/((?:^|[^\\])(?:\\{2})*)\$(?:[a-z_]\w*|\{[^{}]*\})/i,lookbehind:!0,inside:t},string:/[\s\S]+/}}],char:{pattern:/'(?:[^'\\\r\n]|\\(?:.|u[a-fA-F0-9]{0,4}))'/,greedy:!0}}),delete e.languages.kotlin.string,e.languages.insertBefore("kotlin","keyword",{annotation:{pattern:/\B@(?:\w+:)?(?:[A-Z]\w*|\[[^\]]+\])/,alias:"builtin"}}),e.languages.insertBefore("kotlin","function",{label:{pattern:/\b\w+@|@\w+\b/,alias:"symbol"}}),e.languages.kt=e.languages.kotlin,e.languages.kts=e.languages.kotlin}(C),C.languages.c=C.languages.extend("clike",{comment:{pattern:/\/\/(?:[^\r\n\\]|\\(?:\r\n?|\n|(?![\r\n])))*|\/\*[\s\S]*?(?:\*\/|$)/,greedy:!0},string:{pattern:/"(?:\\(?:\r\n|[\s\S])|[^"\\\r\n])*"/,greedy:!0},"class-name":{pattern:/(\b(?:enum|struct)\s+(?:__attribute__\s*\(\([\s\S]*?\)\)\s*)?)\w+|\b[a-z]\w*_t\b/,lookbehind:!0},keyword:/\b(?:_Alignas|_Alignof|_Atomic|_Bool|_Complex|_Generic|_Imaginary|_Noreturn|_Static_assert|_Thread_local|__attribute__|asm|auto|break|case|char|const|continue|default|do|double|else|enum|extern|float|for|goto|if|inline|int|long|register|return|short|signed|sizeof|static|struct|switch|typedef|typeof|union|unsigned|void|volatile|while)\b/,function:/\b[a-z_]\w*(?=\s*\()/i,number:/(?:\b0x(?:[\da-f]+(?:\.[\da-f]*)?|\.[\da-f]+)(?:p[+-]?\d+)?|(?:\b\d+(?:\.\d*)?|\B\.\d+)(?:e[+-]?\d+)?)[ful]{0,4}/i,operator:/>>=?|<<=?|->|([-+&|:])\1|[?:~]|[-+*/%&|^!=<>]=?/}),C.languages.insertBefore("c","string",{char:{pattern:/'(?:\\(?:\r\n|[\s\S])|[^'\\\r\n]){0,32}'/,greedy:!0}}),C.languages.insertBefore("c","string",{macro:{pattern:/(^[\t 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C.languages.c.boolean,C.languages.objectivec=C.languages.extend("c",{string:{pattern:/@?"(?:\\(?:\r\n|[\s\S])|[^"\\\r\n])*"/,greedy:!0},keyword:/\b(?:asm|auto|break|case|char|const|continue|default|do|double|else|enum|extern|float|for|goto|if|in|inline|int|long|register|return|self|short|signed|sizeof|static|struct|super|switch|typedef|typeof|union|unsigned|void|volatile|while)\b|(?:@interface|@end|@implementation|@protocol|@class|@public|@protected|@private|@property|@try|@catch|@finally|@throw|@synthesize|@dynamic|@selector)\b/,operator:/-[->]?|\+\+?|!=?|<>?=?|==?|&&?|\|\|?|[~^%?*\/@]/}),delete C.languages.objectivec["class-name"],C.languages.objc=C.languages.objectivec,C.languages.reason=C.languages.extend("clike",{string:{pattern:/"(?:\\(?:\r\n|[\s\S])|[^\\\r\n"])*"/,greedy:!0},"class-name":/\b[A-Z]\w*/,keyword:/\b(?:and|as|assert|begin|class|constraint|do|done|downto|else|end|exception|external|for|fun|function|functor|if|in|include|inherit|initializer|lazy|let|method|module|mutable|new|nonrec|object|of|open|or|private|rec|sig|struct|switch|then|to|try|type|val|virtual|when|while|with)\b/,operator:/\.{3}|:[:=]|\|>|->|=(?:==?|>)?|<=?|>=?|[|^?'#!~`]|[+\-*\/]\.?|\b(?:asr|land|lor|lsl|lsr|lxor|mod)\b/}),C.languages.insertBefore("reason","class-name",{char:{pattern:/'(?:\\x[\da-f]{2}|\\o[0-3][0-7][0-7]|\\\d{3}|\\.|[^'\\\r\n])'/,greedy:!0},constructor:/\b[A-Z]\w*\b(?!\s*\.)/,label:{pattern:/\b[a-z]\w*(?=::)/,alias:"symbol"}}),delete C.languages.reason.function,function(e){for(var t=/\/\*(?:[^*/]|\*(?!\/)|\/(?!\*)|)*\*\//.source,n=0;n<2;n++)t=t.replace(//g,function(){return t});t=t.replace(//g,function(){return/[^\s\S]/.source}),e.languages.rust={comment:[{pattern:RegExp(/(^|[^\\])/.source+t),lookbehind:!0,greedy:!0},{pattern:/(^|[^\\:])\/\/.*/,lookbehind:!0,greedy:!0}],string:{pattern:/b?"(?:\\[\s\S]|[^\\"])*"|b?r(#*)"(?:[^"]|"(?!\1))*"\1/,greedy:!0},char:{pattern:/b?'(?:\\(?:x[0-7][\da-fA-F]|u\{(?:[\da-fA-F]_*){1,6}\}|.)|[^\\\r\n\t'])'/,greedy:!0},attribute:{pattern:/#!?\[(?:[^\[\]"]|"(?:\\[\s\S]|[^\\"])*")*\]/,greedy:!0,alias:"attr-name",inside:{string:null}},"closure-params":{pattern:/([=(,:]\s*|\bmove\s*)\|[^|]*\||\|[^|]*\|(?=\s*(?:\{|->))/,lookbehind:!0,greedy:!0,inside:{"closure-punctuation":{pattern:/^\||\|$/,alias:"punctuation"},rest:null}},"lifetime-annotation":{pattern:/'\w+/,alias:"symbol"},"fragment-specifier":{pattern:/(\$\w+:)[a-z]+/,lookbehind:!0,alias:"punctuation"},variable:/\$\w+/,"function-definition":{pattern:/(\bfn\s+)\w+/,lookbehind:!0,alias:"function"},"type-definition":{pattern:/(\b(?:enum|struct|trait|type|union)\s+)\w+/,lookbehind:!0,alias:"class-name"},"module-declaration":[{pattern:/(\b(?:crate|mod)\s+)[a-z][a-z_\d]*/,lookbehind:!0,alias:"namespace"},{pattern:/(\b(?:crate|self|super)\s*)::\s*[a-z][a-z_\d]*\b(?:\s*::(?:\s*[a-z][a-z_\d]*\s*::)*)?/,lookbehind:!0,alias:"namespace",inside:{punctuation:/::/}}],keyword:[/\b(?:Self|abstract|as|async|await|become|box|break|const|continue|crate|do|dyn|else|enum|extern|final|fn|for|if|impl|in|let|loop|macro|match|mod|move|mut|override|priv|pub|ref|return|self|static|struct|super|trait|try|type|typeof|union|unsafe|unsized|use|virtual|where|while|yield)\b/,/\b(?:bool|char|f(?:32|64)|[ui](?:8|16|32|64|128|size)|str)\b/],function:/\b[a-z_]\w*(?=\s*(?:::\s*<|\())/,macro:{pattern:/\b\w+!/,alias:"property"},constant:/\b[A-Z_][A-Z_\d]+\b/,"class-name":/\b[A-Z]\w*\b/,namespace:{pattern:/(?:\b[a-z][a-z_\d]*\s*::\s*)*\b[a-z][a-z_\d]*\s*::(?!\s*<)/,inside:{punctuation:/::/}},number:/\b(?:0x[\dA-Fa-f](?:_?[\dA-Fa-f])*|0o[0-7](?:_?[0-7])*|0b[01](?:_?[01])*|(?:(?:\d(?:_?\d)*)?\.)?\d(?:_?\d)*(?:[Ee][+-]?\d+)?)(?:_?(?:f32|f64|[iu](?:8|16|32|64|size)?))?\b/,boolean:/\b(?:false|true)\b/,punctuation:/->|\.\.=|\.{1,3}|::|[{}[\];(),:]/,operator:/[-+*\/%!^]=?|=[=>]?|&[&=]?|\|[|=]?|<>?=?|[@?]/},e.languages.rust["closure-params"].inside.rest=e.languages.rust,e.languages.rust.attribute.inside.string=e.languages.rust.string}(C),C.languages.go=C.languages.extend("clike",{string:{pattern:/(^|[^\\])"(?:\\.|[^"\\\r\n])*"|`[^`]*`/,lookbehind:!0,greedy:!0},keyword:/\b(?:break|case|chan|const|continue|default|defer|else|fallthrough|for|func|go(?:to)?|if|import|interface|map|package|range|return|select|struct|switch|type|var)\b/,boolean:/\b(?:_|false|iota|nil|true)\b/,number:[/\b0(?:b[01_]+|o[0-7_]+)i?\b/i,/\b0x(?:[a-f\d_]+(?:\.[a-f\d_]*)?|\.[a-f\d_]+)(?:p[+-]?\d+(?:_\d+)*)?i?(?!\w)/i,/(?:\b\d[\d_]*(?:\.[\d_]*)?|\B\.\d[\d_]*)(?:e[+-]?[\d_]+)?i?(?!\w)/i],operator:/[*\/%^!=]=?|\+[=+]?|-[=-]?|\|[=|]?|&(?:=|&|\^=?)?|>(?:>=?|=)?|<(?:<=?|=|-)?|:=|\.\.\./,builtin:/\b(?:append|bool|byte|cap|close|complex|complex(?:64|128)|copy|delete|error|float(?:32|64)|u?int(?:8|16|32|64)?|imag|len|make|new|panic|print(?:ln)?|real|recover|rune|string|uintptr)\b/}),C.languages.insertBefore("go","string",{char:{pattern:/'(?:\\.|[^'\\\r\n]){0,10}'/,greedy:!0}}),delete 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n=["function","function-variable","method","method-variable","property-access"],r=0;r*\.{3}(?:[^{}]|)*\})/.source;function o(e,t){return e=e.replace(//g,function(){return n}).replace(//g,function(){return r}).replace(//g,function(){return a}),RegExp(e,t)}function i(t){for(var 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e.content?e.content:e.content.map(l).join(""):""};e.hooks.add("after-tokenize",function(e){"jsx"!==e.language&&"tsx"!==e.language||i(e.tokens)})}(C),function(e){var t=e.util.clone(e.languages.typescript);(t=(e.languages.tsx=e.languages.extend("jsx",t),delete e.languages.tsx.parameter,delete 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e.languages.kotlin["class-name"];var t={"interpolation-punctuation":{pattern:/^\$\{?|\}$/,alias:"punctuation"},expression:{pattern:/[\s\S]+/,inside:e.languages.kotlin}};e.languages.insertBefore("kotlin","string",{"string-literal":[{pattern:/"""(?:[^$]|\$(?:(?!\{)|\{[^{}]*\}))*?"""/,alias:"multiline",inside:{interpolation:{pattern:/\$(?:[a-z_]\w*|\{[^{}]*\})/i,inside:t},string:/[\s\S]+/}},{pattern:/"(?:[^"\\\r\n$]|\\.|\$(?:(?!\{)|\{[^{}]*\}))*"/,alias:"singleline",inside:{interpolation:{pattern:/((?:^|[^\\])(?:\\{2})*)\$(?:[a-z_]\w*|\{[^{}]*\})/i,lookbehind:!0,inside:t},string:/[\s\S]+/}}],char:{pattern:/'(?:[^'\\\r\n]|\\(?:.|u[a-fA-F0-9]{0,4}))'/,greedy:!0}}),delete e.languages.kotlin.string,e.languages.insertBefore("kotlin","keyword",{annotation:{pattern:/\B@(?:\w+:)?(?:[A-Z]\w*|\[[^\]]+\])/,alias:"builtin"}}),e.languages.insertBefore("kotlin","function",{label:{pattern:/\b\w+@|@\w+\b/,alias:"symbol"}}),e.languages.kt=e.languages.kotlin,e.languages.kts=e.languages.kotlin}(C),C.languages.c=C.languages.extend("clike",{comment:{pattern:/\/\/(?:[^\r\n\\]|\\(?:\r\n?|\n|(?![\r\n])))*|\/\*[\s\S]*?(?:\*\/|$)/,greedy:!0},string:{pattern:/"(?:\\(?:\r\n|[\s\S])|[^"\\\r\n])*"/,greedy:!0},"class-name":{pattern:/(\b(?:enum|struct)\s+(?:__attribute__\s*\(\([\s\S]*?\)\)\s*)?)\w+|\b[a-z]\w*_t\b/,lookbehind:!0},keyword:/\b(?:_Alignas|_Alignof|_Atomic|_Bool|_Complex|_Generic|_Imaginary|_Noreturn|_Static_assert|_Thread_local|__attribute__|asm|auto|break|case|char|const|continue|default|do|double|else|enum|extern|float|for|goto|if|inline|int|long|register|return|short|signed|sizeof|static|struct|switch|typedef|typeof|union|unsigned|void|volatile|while)\b/,function:/\b[a-z_]\w*(?=\s*\()/i,number:/(?:\b0x(?:[\da-f]+(?:\.[\da-f]*)?|\.[\da-f]+)(?:p[+-]?\d+)?|(?:\b\d+(?:\.\d*)?|\B\.\d+)(?:e[+-]?\d+)?)[ful]{0,4}/i,operator:/>>=?|<<=?|->|([-+&|:])\1|[?:~]|[-+*/%&|^!=<>]=?/}),C.languages.insertBefore("c","string",{char:{pattern:/'(?:\\(?:\r\n|[\s\S])|[^'\\\r\n]){0,32}'/,greedy:!0}}),C.languages.insertBefore("c","string",{macro:{pattern:/(^[\t 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C.languages.c.boolean,C.languages.objectivec=C.languages.extend("c",{string:{pattern:/@?"(?:\\(?:\r\n|[\s\S])|[^"\\\r\n])*"/,greedy:!0},keyword:/\b(?:asm|auto|break|case|char|const|continue|default|do|double|else|enum|extern|float|for|goto|if|in|inline|int|long|register|return|self|short|signed|sizeof|static|struct|super|switch|typedef|typeof|union|unsigned|void|volatile|while)\b|(?:@interface|@end|@implementation|@protocol|@class|@public|@protected|@private|@property|@try|@catch|@finally|@throw|@synthesize|@dynamic|@selector)\b/,operator:/-[->]?|\+\+?|!=?|<>?=?|==?|&&?|\|\|?|[~^%?*\/@]/}),delete C.languages.objectivec["class-name"],C.languages.objc=C.languages.objectivec,C.languages.reason=C.languages.extend("clike",{string:{pattern:/"(?:\\(?:\r\n|[\s\S])|[^\\\r\n"])*"/,greedy:!0},"class-name":/\b[A-Z]\w*/,keyword:/\b(?:and|as|assert|begin|class|constraint|do|done|downto|else|end|exception|external|for|fun|function|functor|if|in|include|inherit|initializer|lazy|let|method|module|mutable|new|nonrec|object|of|open|or|private|rec|sig|struct|switch|then|to|try|type|val|virtual|when|while|with)\b/,operator:/\.{3}|:[:=]|\|>|->|=(?:==?|>)?|<=?|>=?|[|^?'#!~`]|[+\-*\/]\.?|\b(?:asr|land|lor|lsl|lsr|lxor|mod)\b/}),C.languages.insertBefore("reason","class-name",{char:{pattern:/'(?:\\x[\da-f]{2}|\\o[0-3][0-7][0-7]|\\\d{3}|\\.|[^'\\\r\n])'/,greedy:!0},constructor:/\b[A-Z]\w*\b(?!\s*\.)/,label:{pattern:/\b[a-z]\w*(?=::)/,alias:"symbol"}}),delete C.languages.reason.function,function(e){for(var t=/\/\*(?:[^*/]|\*(?!\/)|\/(?!\*)|)*\*\//.source,n=0;n<2;n++)t=t.replace(//g,function(){return t});t=t.replace(//g,function(){return/[^\s\S]/.source}),e.languages.rust={comment:[{pattern:RegExp(/(^|[^\\])/.source+t),lookbehind:!0,greedy:!0},{pattern:/(^|[^\\:])\/\/.*/,lookbehind:!0,greedy:!0}],string:{pattern:/b?"(?:\\[\s\S]|[^\\"])*"|b?r(#*)"(?:[^"]|"(?!\1))*"\1/,greedy:!0},char:{pattern:/b?'(?:\\(?:x[0-7][\da-fA-F]|u\{(?:[\da-fA-F]_*){1,6}\}|.)|[^\\\r\n\t'])'/,greedy:!0},attribute:{pattern:/#!?\[(?:[^\[\]"]|"(?:\\[\s\S]|[^\\"])*")*\]/,greedy:!0,alias:"attr-name",inside:{string:null}},"closure-params":{pattern:/([=(,:]\s*|\bmove\s*)\|[^|]*\||\|[^|]*\|(?=\s*(?:\{|->))/,lookbehind:!0,greedy:!0,inside:{"closure-punctuation":{pattern:/^\||\|$/,alias:"punctuation"},rest:null}},"lifetime-annotation":{pattern:/'\w+/,alias:"symbol"},"fragment-specifier":{pattern:/(\$\w+:)[a-z]+/,lookbehind:!0,alias:"punctuation"},variable:/\$\w+/,"function-definition":{pattern:/(\bfn\s+)\w+/,lookbehind:!0,alias:"function"},"type-definition":{pattern:/(\b(?:enum|struct|trait|type|union)\s+)\w+/,lookbehind:!0,alias:"class-name"},"module-declaration":[{pattern:/(\b(?:crate|mod)\s+)[a-z][a-z_\d]*/,lookbehind:!0,alias:"namespace"},{pattern:/(\b(?:crate|self|super)\s*)::\s*[a-z][a-z_\d]*\b(?:\s*::(?:\s*[a-z][a-z_\d]*\s*::)*)?/,lookbehind:!0,alias:"namespace",inside:{punctuation:/::/}}],keyword:[/\b(?:Self|abstract|as|async|await|become|box|break|const|continue|crate|do|dyn|else|enum|extern|final|fn|for|if|impl|in|let|loop|macro|match|mod|move|mut|override|priv|pub|ref|return|self|static|struct|super|trait|try|type|typeof|union|unsafe|unsized|use|virtual|where|while|yield)\b/,/\b(?:bool|char|f(?:32|64)|[ui](?:8|16|32|64|128|size)|str)\b/],function:/\b[a-z_]\w*(?=\s*(?:::\s*<|\())/,macro:{pattern:/\b\w+!/,alias:"property"},constant:/\b[A-Z_][A-Z_\d]+\b/,"class-name":/\b[A-Z]\w*\b/,namespace:{pattern:/(?:\b[a-z][a-z_\d]*\s*::\s*)*\b[a-z][a-z_\d]*\s*::(?!\s*<)/,inside:{punctuation:/::/}},number:/\b(?:0x[\dA-Fa-f](?:_?[\dA-Fa-f])*|0o[0-7](?:_?[0-7])*|0b[01](?:_?[01])*|(?:(?:\d(?:_?\d)*)?\.)?\d(?:_?\d)*(?:[Ee][+-]?\d+)?)(?:_?(?:f32|f64|[iu](?:8|16|32|64|size)?))?\b/,boolean:/\b(?:false|true)\b/,punctuation:/->|\.\.=|\.{1,3}|::|[{}[\];(),:]/,operator:/[-+*\/%!^]=?|=[=>]?|&[&=]?|\|[|=]?|<>?=?|[@?]/},e.languages.rust["closure-params"].inside.rest=e.languages.rust,e.languages.rust.attribute.inside.string=e.languages.rust.string}(C),C.languages.go=C.languages.extend("clike",{string:{pattern:/(^|[^\\])"(?:\\.|[^"\\\r\n])*"|`[^`]*`/,lookbehind:!0,greedy:!0},keyword:/\b(?:break|case|chan|const|continue|default|defer|else|fallthrough|for|func|go(?:to)?|if|import|interface|map|package|range|return|select|struct|switch|type|var)\b/,boolean:/\b(?:_|false|iota|nil|true)\b/,number:[/\b0(?:b[01_]+|o[0-7_]+)i?\b/i,/\b0x(?:[a-f\d_]+(?:\.[a-f\d_]*)?|\.[a-f\d_]+)(?:p[+-]?\d+(?:_\d+)*)?i?(?!\w)/i,/(?:\b\d[\d_]*(?:\.[\d_]*)?|\B\.\d[\d_]*)(?:e[+-]?[\d_]+)?i?(?!\w)/i],operator:/[*\/%^!=]=?|\+[=+]?|-[=-]?|\|[=|]?|&(?:=|&|\^=?)?|>(?:>=?|=)?|<(?:<=?|=|-)?|:=|\.\.\./,builtin:/\b(?:append|bool|byte|cap|close|complex|complex(?:64|128)|copy|delete|error|float(?:32|64)|u?int(?:8|16|32|64)?|imag|len|make|new|panic|print(?:ln)?|real|recover|rune|string|uintptr)\b/}),C.languages.insertBefore("go","string",{char:{pattern:/'(?:\\.|[^'\\\r\n]){0,10}'/,greedy:!0}}),delete C.languages.go["class-name"],function(e){var t=/\b(?:alignas|alignof|asm|auto|bool|break|case|catch|char|char16_t|char32_t|char8_t|class|co_await|co_return|co_yield|compl|concept|const|const_cast|consteval|constexpr|constinit|continue|decltype|default|delete|do|double|dynamic_cast|else|enum|explicit|export|extern|final|float|for|friend|goto|if|import|inline|int|int16_t|int32_t|int64_t|int8_t|long|module|mutable|namespace|new|noexcept|nullptr|operator|override|private|protected|public|register|reinterpret_cast|requires|return|short|signed|sizeof|static|static_assert|static_cast|struct|switch|template|this|thread_local|throw|try|typedef|typeid|typename|uint16_t|uint32_t|uint64_t|uint8_t|union|unsigned|using|virtual|void|volatile|wchar_t|while)\b/,n=/\b(?!)\w+(?:\s*\.\s*\w+)*\b/.source.replace(//g,function(){return t.source});e.languages.cpp=e.languages.extend("c",{"class-name":[{pattern:RegExp(/(\b(?:class|concept|enum|struct|typename)\s+)(?!)\w+/.source.replace(//g,function(){return 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t,d,[f,c,b]=r,n=0;if(f.some(a=>0!==e[a])){for(t in c)o.o(c,t)&&(o.m[t]=c[t]);if(b)var i=b(o)}for(a&&a(r);n!function(){function e(){if(void 0!==window.truste&&window.truste.cma){var e=window.truste.cma.callApi("getConsent",window.location.href)||{},n=1===e[2],t=1===e[3];gtag("consent","update",{ad_storage:n?"granted":"denied",ad_user_data:n?"granted":"denied",ad_personalization:n?"granted":"denied",analytics_storage:t?"granted":"denied"})}}window.addEventListener&&(window.addEventListener("cm_data_subject_consent_changed",e),window.addEventListener("cm_consent_preferences_set",e)),"complete"===document.readyState?e():window.addEventListener("load",e)}() - - + + -

    Chat in OpenRAG

    After you upload documents to your knowledge base, you can use the OpenRAG Chat feature to interact with your knowledge through natural language queries.

    +

    Chat in OpenRAG

    After you upload documents to your knowledge base, you can use the OpenRAG Chat feature to interact with your knowledge through natural language queries.

    The OpenRAG Chat uses an LLM-powered agent to understand your queries, retrieve relevant information from your knowledge base, and generate context-aware responses. The agent can also fetch information from URLs and new documents that you provide during the chat session. To limit the knowledge available to the agent, use filters.

    diff --git a/docker/index.html b/docker/index.html index 293b60d4..be3c20c1 100644 --- a/docker/index.html +++ b/docker/index.html @@ -7,14 +7,14 @@ - - + + -

    Deploy OpenRAG with self-managed services

    To manage your own OpenRAG services, deploy OpenRAG with Docker or Podman.

    +

    Deploy OpenRAG with self-managed services

    To manage your own OpenRAG services, deploy OpenRAG with Docker or Podman.

    Use this installation method if you don't want to use the Terminal User Interface (TUI), or you need to run OpenRAG in an environment where using the TUI is unfeasible.

    Prerequisites​

      diff --git a/index.html b/index.html index a1d3858b..0a9fd1a8 100644 --- a/index.html +++ b/index.html @@ -7,14 +7,14 @@ - - + + -

      What is OpenRAG?

      OpenRAG is an open-source package for building agentic RAG systems that integrates with a wide range of orchestration tools, databases, and LLM providers.

      +

      What is OpenRAG?

      OpenRAG is an open-source package for building agentic RAG systems that integrates with a wide range of orchestration tools, databases, and LLM providers.

      OpenRAG connects and amplifies three popular, proven open-source projects into one powerful platform:

      • diff --git a/ingestion/index.html b/ingestion/index.html index 6ea84c43..2e686312 100644 --- a/ingestion/index.html +++ b/ingestion/index.html @@ -7,14 +7,14 @@ - - + + -

        Ingest knowledge

        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. +

        Ingest knowledge

        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. Documents are processed through OpenRAG's knowledge ingestion flows with Docling.

        OpenRAG can ingest knowledge from direct file uploads, URLs, and OAuth authenticated connectors.

        Knowledge ingestion is powered by OpenRAG's built-in knowledge ingestion flows that use Docling to process documents before storing the documents in your OpenSearch database. diff --git a/install-options/index.html b/install-options/index.html index 16ec4872..d88d13bf 100644 --- a/install-options/index.html +++ b/install-options/index.html @@ -7,14 +7,14 @@ - - + + -

        Select an installation method

        The OpenRAG architecture is lightweight and container-based with a central OpenRAG backend that orchestrates the various services and external connectors. +

        Select an installation method

        The OpenRAG architecture is lightweight and container-based with a central OpenRAG backend that orchestrates the various services and external connectors. Depending on your use case, OpenRAG can assist with service management, or you can manage the services yourself.

        Select the installation method that best fits your needs:

          diff --git a/install-uv/index.html b/install-uv/index.html index 8d47f683..407d6d0b 100644 --- a/install-uv/index.html +++ b/install-uv/index.html @@ -7,14 +7,14 @@ - - + + -

          Install OpenRAG in a Python project with uv

          Use uv to install OpenRAG as a managed or unmanaged dependency in a new or existing Python project.

          +

          Install OpenRAG in a Python project with uv

          Use uv to install OpenRAG as a managed or unmanaged dependency in a new or existing Python project.

          When you install OpenRAG with uv, you will use the Terminal User Interface (TUI) to configure and manage your OpenRAG deployment.

          For other installation methods, see Select an installation method.

          Prerequisites​

          diff --git a/install-uvx/index.html b/install-uvx/index.html index 99f614c0..a054ef88 100644 --- a/install-uvx/index.html +++ b/install-uvx/index.html @@ -7,14 +7,14 @@ - - + + -

          Invoke OpenRAG with uvx

          Use uvx to invoke OpenRAG outside of a Python project or without modifying your project's dependencies.

          +

          Invoke OpenRAG with uvx

          Use uvx to invoke OpenRAG outside of a Python project or without modifying your project's dependencies.

          tip

          The automatic installer script also uses uvx to install OpenRAG.

          When you install OpenRAG with uvx, you will use the Terminal User Interface (TUI) to configure and manage your OpenRAG deployment.

          This installation method is best for testing OpenRAG by running it outside of a Python project. diff --git a/install-windows/index.html b/install-windows/index.html index cdb60f46..9d7cbd7d 100644 --- a/install-windows/index.html +++ b/install-windows/index.html @@ -7,14 +7,14 @@ - - + + -

          Install OpenRAG on Microsoft Windows

          If you're using Windows, you must install OpenRAG within the Windows Subsystem for Linux (WSL).

          +

          Install OpenRAG on Microsoft Windows

          If you're using Windows, you must install OpenRAG within the Windows Subsystem for Linux (WSL).

          warning

          Nested virtualization isn't supported.

          OpenRAG isn't compatible with nested virtualization, which can cause networking issues. Don't install OpenRAG on a WSL distribution that is installed inside a Windows VM. Instead, install OpenRAG on your base OS or a non-nested Linux VM.

          diff --git a/install/index.html b/install/index.html index b9933ba2..1948c064 100644 --- a/install/index.html +++ b/install/index.html @@ -7,14 +7,14 @@ - - + + -

          Install OpenRAG with the automatic installer script

          tip

          To quickly install and test OpenRAG's core features, try the quickstart.

          +

          Install OpenRAG with the automatic installer script

          tip

          To quickly install and test OpenRAG's core features, try the quickstart.

          The installer script installs uv, Docker or Podman, Docker Compose, and OpenRAG. Then, it installs and runs OpenRAG with uvx.

          When you install OpenRAG with the installer script, you will use the Terminal User Interface (TUI) to configure and manage your OpenRAG deployment.

          diff --git a/knowledge-filters/index.html b/knowledge-filters/index.html index deda6e2c..191bb383 100644 --- a/knowledge-filters/index.html +++ b/knowledge-filters/index.html @@ -7,14 +7,14 @@ - - + + -

          Filter knowledge

          OpenRAG's knowledge filters help you organize and manage your knowledge base by creating pre-defined views of your documents.

          +

          Filter knowledge

          OpenRAG's knowledge filters help you organize and manage your knowledge base by creating pre-defined views of your documents.

          Each knowledge filter captures a specific subset of documents based on given a search query and filters.

          Knowledge filters can be used with different OpenRAG functionality. For example, knowledge filters can help agents access large knowledge bases efficiently by narrowing the scope of documents that you want the agent to use.

          diff --git a/knowledge/index.html b/knowledge/index.html index 5a957f19..fcd27f04 100644 --- a/knowledge/index.html +++ b/knowledge/index.html @@ -7,14 +7,14 @@ - - + + -

          Configure knowledge

          OpenRAG includes a built-in OpenSearch instance that serves as the underlying datastore for your knowledge (documents). +

          Configure knowledge

          OpenRAG includes a built-in OpenSearch instance that serves as the underlying datastore for your knowledge (documents). This specialized database is used to store and retrieve your documents and the associated vector data (embeddings).

          The documents in your OpenSearch knowledge base provide specialized context in addition to the general knowledge available to the language model that you select when you install OpenRAG or edit a flow.

          You can upload documents from a variety of sources to populate your knowledge base with unique content, such as your own company documents, research papers, or websites. diff --git a/manage-services/index.html b/manage-services/index.html index 80f87066..8fc6a441 100644 --- a/manage-services/index.html +++ b/manage-services/index.html @@ -7,14 +7,14 @@ - - + + -

          Manage OpenRAG containers and services

          Service management is an essential part of maintaining your OpenRAG deployment.

          +

          Manage OpenRAG containers and services

          Service management is an essential part of maintaining your OpenRAG deployment.

          Most OpenRAG services run in containers. However, some services, like Docling, run directly on the local machine.

          If you installed OpenRAG with the automated installer script, uv, or uvx, you can use the Terminal User Interface (TUI) to manage your OpenRAG configuration and services.

          diff --git a/quickstart/index.html b/quickstart/index.html index a49954b1..705815da 100644 --- a/quickstart/index.html +++ b/quickstart/index.html @@ -7,14 +7,14 @@ - - + + -

          Quickstart

          Use this quickstart to install OpenRAG, and then try some of OpenRAG's core features.

          +

          Quickstart

          Use this quickstart to install OpenRAG, and then try some of OpenRAG's core features.

          Prerequisites​

          • Install Python version 3.13 or later.
            • diff --git a/reference/api-sdk-overview/index.html b/reference/api-sdk-overview/index.html new file mode 100644 index 00000000..a7bb7b21 --- /dev/null +++ b/reference/api-sdk-overview/index.html @@ -0,0 +1,26 @@ + + + + + +OpenRAG APIs and SDKs | OpenRAG + + + + + + + + + + +
            + + \ No newline at end of file diff --git a/reference/configuration/index.html b/reference/configuration/index.html index 01ae31f7..ab3f6431 100644 --- a/reference/configuration/index.html +++ b/reference/configuration/index.html @@ -7,14 +7,14 @@ - - + + -

            Environment variables

            OpenRAG's .env file is the primary configuration file for OpenRAG. +

            Environment variables

            OpenRAG's .env file is the primary configuration file for OpenRAG. Environment variables in .env always take precedence over other sources.

            For deployments managed with the Terminal User Interface (TUI), this file is located at ~/.openrag/tui, and it can be created automatically during installation.

            For self-managed deployments, this file can be located at the root of your OpenRAG project directory or referenced from another location.

            @@ -60,7 +60,7 @@ Some of these variables are immutable and can only be changed by redeploying Ope
            VariableDefaultDescription
            OPENSEARCH_HOSTlocalhostOpenSearch instance host.
            OPENSEARCH_PORT9200OpenSearch instance port.
            OPENSEARCH_USERNAMEadminOpenSearch administrator username.
            OPENSEARCH_PASSWORDMust be set at start upRequired. OpenSearch administrator password. Must adhere to the OpenSearch password complexity requirements. You must set this directly in the .env or in the TUI's Basic/Advanced Setup.

            System settings​

            Configure general system components, session management, and logging.

            -
            VariableDefaultDescription
            LANGFLOW_KEY_RETRIES15Number of retries for Langflow key generation.
            LANGFLOW_KEY_RETRY_DELAY2.0Delay between retries in seconds.
            LANGFLOW_VERSIONOPENRAG_VERSIONLangflow Docker image version. By default, OpenRAG uses the OPENRAG_VERSION for the Langflow Docker image version.
            LOG_FORMATNot setSet to json to enabled JSON-formatted log output. If this variable isn't set, then the default logging format is used.
            LOG_LEVELINFOLogging level. Can be one of DEBUG, INFO, WARNING, or ERROR. DEBUG provides the most detailed logs but can impact performance.
            MAX_WORKERS1Maximum number of workers for document processing.
            OPENRAG_VERSIONlatestThe version of the OpenRAG Docker images to run. For more information, see Upgrade OpenRAG
            SERVICE_NAMEopenragService name for logging.
            SESSION_SECRETAutomatically generatedSession management.
            • +
              VariableDefaultDescription
              LANGFLOW_KEY_RETRIES15Number of retries for Langflow key generation.
              LANGFLOW_KEY_RETRY_DELAY2.0Delay between retries in seconds.
              LANGFLOW_VERSIONOPENRAG_VERSIONLangflow Docker image version. By default, OpenRAG uses the OPENRAG_VERSION for the Langflow Docker image version.
              LOG_FORMATNot setSet to json to enabled JSON-formatted log output. If this variable isn't set, then the default logging format is used.
              LOG_LEVELINFOLogging level. Can be one of DEBUG, INFO, WARNING, or ERROR. DEBUG provides the most detailed logs but can impact performance.
              MAX_WORKERS1Maximum number of workers for document processing.
              OPENRAG_VERSIONlatestThe version of the OpenRAG Docker images to run. For more information, see Upgrade OpenRAG
              SERVICE_NAMEopenragService name for logging.
              SESSION_SECRETAutomatically generatedSession management.
            diff --git a/reinstall/index.html b/reinstall/index.html index 8d7aab7d..66ef708b 100644 --- a/reinstall/index.html +++ b/reinstall/index.html @@ -7,14 +7,14 @@ - - + + -

            Reinstall OpenRAG

            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.

            +

            Reinstall OpenRAG

            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.

            warning

            These are destructive operations that reset your OpenRAG deployment to an initial state. Destroyed containers and deleted data are lost and cannot be recovered after running these operations.

            Reinstall TUI-managed containers​

            diff --git a/sitemap.xml b/sitemap.xml index 4cde331d..e2f80695 100644 --- a/sitemap.xml +++ b/sitemap.xml @@ -1 +1 @@ -https://docs.openr.ag/agents2026-01-13weekly0.5https://docs.openr.ag/chat2026-01-13weekly0.5https://docs.openr.ag/docker2026-01-13weekly0.5https://docs.openr.ag/ingestion2026-01-13weekly0.5https://docs.openr.ag/install2026-01-13weekly0.5https://docs.openr.ag/install-options2026-01-13weekly0.5https://docs.openr.ag/install-uv2026-01-13weekly0.5https://docs.openr.ag/install-uvx2026-01-13weekly0.5https://docs.openr.ag/install-windows2026-01-13weekly0.5https://docs.openr.ag/knowledge2026-01-13weekly0.5https://docs.openr.ag/knowledge-filters2026-01-13weekly0.5https://docs.openr.ag/manage-services2026-01-13weekly0.5https://docs.openr.ag/quickstart2026-01-13weekly0.5https://docs.openr.ag/reference/configuration2026-01-13weekly0.5https://docs.openr.ag/reinstall2026-01-13weekly0.5https://docs.openr.ag/support/contribute2026-01-13weekly0.5https://docs.openr.ag/support/troubleshoot2026-01-13weekly0.5https://docs.openr.ag/tui2026-01-13weekly0.5https://docs.openr.ag/uninstall2026-01-13weekly0.5https://docs.openr.ag/upgrade2026-01-13weekly0.5https://docs.openr.ag/2026-01-13weekly0.5 \ No newline at end of file +https://docs.openr.ag/agents2026-01-13weekly0.5https://docs.openr.ag/chat2026-01-13weekly0.5https://docs.openr.ag/docker2026-01-13weekly0.5https://docs.openr.ag/ingestion2026-01-13weekly0.5https://docs.openr.ag/install2026-01-13weekly0.5https://docs.openr.ag/install-options2026-01-13weekly0.5https://docs.openr.ag/install-uv2026-01-13weekly0.5https://docs.openr.ag/install-uvx2026-01-13weekly0.5https://docs.openr.ag/install-windows2026-01-13weekly0.5https://docs.openr.ag/knowledge2026-01-13weekly0.5https://docs.openr.ag/knowledge-filters2026-01-13weekly0.5https://docs.openr.ag/manage-services2026-01-13weekly0.5https://docs.openr.ag/quickstart2026-01-13weekly0.5https://docs.openr.ag/reference/api-sdk-overview2026-01-13weekly0.5https://docs.openr.ag/reference/configuration2026-01-13weekly0.5https://docs.openr.ag/reinstall2026-01-13weekly0.5https://docs.openr.ag/support/contribute2026-01-13weekly0.5https://docs.openr.ag/support/troubleshoot2026-01-13weekly0.5https://docs.openr.ag/tui2026-01-13weekly0.5https://docs.openr.ag/uninstall2026-01-13weekly0.5https://docs.openr.ag/upgrade2026-01-13weekly0.5https://docs.openr.ag/2026-01-13weekly0.5 \ No newline at end of file diff --git a/support/contribute/index.html b/support/contribute/index.html index e9044f79..4c372cb8 100644 --- a/support/contribute/index.html +++ b/support/contribute/index.html @@ -7,14 +7,14 @@ - - + + -

            Contribute to OpenRAG

            There are several ways you can interact with the OpenRAG community and contribute to the OpenRAG codebase.

            +

            Contribute to OpenRAG

            There are several ways you can interact with the OpenRAG community and contribute to the OpenRAG codebase.

            Star OpenRAG on GitHub​

            If you like OpenRAG, you can star the OpenRAG GitHub repository. Stars help other users find OpenRAG more easily, and quickly understand that other users have found it useful.

            @@ -141,7 +141,7 @@ This can help you find broken links before creating a PR.

            Keep an eye on your pull request in case an OpenRAG maintainer requests changes or asks questions.

            -

            OpenRAG technical writers can directly edit documentation PRs to enforce style guidelines and fix errors.

            • +

              OpenRAG technical writers can directly edit documentation PRs to enforce style guidelines and fix errors.

            diff --git a/support/troubleshoot/index.html b/support/troubleshoot/index.html index 34c13d31..ab0b89af 100644 --- a/support/troubleshoot/index.html +++ b/support/troubleshoot/index.html @@ -7,14 +7,14 @@ - - + + -

            Troubleshoot OpenRAG

            This page provides troubleshooting advice for issues you might encounter when using OpenRAG or contributing to OpenRAG.

            +

            Troubleshoot OpenRAG

            This page provides troubleshooting advice for issues you might encounter when using OpenRAG or contributing to OpenRAG.

            Installation and start up issues​

            The following issues relate to OpenRAG installation and start up.

            OpenSearch fails to start​

            diff --git a/tui/index.html b/tui/index.html index db2ed772..fe41998a 100644 --- a/tui/index.html +++ b/tui/index.html @@ -7,14 +7,14 @@ - - + + -

            Use the TUI

            The OpenRAG Terminal User Interface (TUI) provides a simplified and guided experience for configuring, managing, and monitoring your OpenRAG deployment directly from the terminal.

            +

            Use the TUI

            The OpenRAG Terminal User Interface (TUI) provides a simplified and guided experience for configuring, managing, and monitoring your OpenRAG deployment directly from the terminal.

            OpenRAG TUI Interface

            If you install OpenRAG with the automatic installer script, uv, or uvx, you use the TUI to manage your OpenRAG deployment. The TUI guides you through the initial setup, automatically manages your OpenRAG .env and docker-compose files, and provides convenient access to service management controls.

            diff --git a/uninstall/index.html b/uninstall/index.html index 10787e98..430a2ed6 100644 --- a/uninstall/index.html +++ b/uninstall/index.html @@ -7,14 +7,14 @@ - - + + -

            Remove OpenRAG

            tip

            If you want to reset your OpenRAG containers without removing OpenRAG entirely, see Reset OpenRAG containers and Reinstall OpenRAG.

            +

            Remove OpenRAG

            tip

            If you want to reset your OpenRAG containers without removing OpenRAG entirely, see Reset OpenRAG containers and Reinstall OpenRAG.

            Uninstall TUI-managed deployments​

            If you used the automated installer script or uvx to install OpenRAG, clear your uv cache (uv cache clean) to remove the TUI environment, and then delete the ~/.openrag directory.

            If you used uv to install OpenRAG, run uv remove openrag in your Python project, and then delete the ~/.openrag directory.

            diff --git a/upgrade/index.html b/upgrade/index.html index 9e5aba2c..097f6c62 100644 --- a/upgrade/index.html +++ b/upgrade/index.html @@ -7,14 +7,14 @@ - - + + -

            Upgrade OpenRAG

            Use these steps to upgrade your OpenRAG deployment to the latest version or a specific version.

            +

            Upgrade OpenRAG

            Use these steps to upgrade your OpenRAG deployment to the latest version or a specific version.

            Export customized flows before upgrading​

            If you modified the built-in flows or created custom flows in your OpenRAG Langflow instance, export your flows before upgrading. This ensure that you won't lose your flows after upgrading, and you can reference the exported flows if there are any breaking changes in the new version.