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+ diff --git a/api/read-flows.html b/api/read-flows.html index 97a4120d39..82e612327d 100644 --- a/api/read-flows.html +++ b/api/read-flows.html @@ -23,7 +23,7 @@ - + diff --git a/api/read-folder-redirect.html b/api/read-folder-redirect.html index 89ccfa6a6b..02ee0f8592 100644 --- a/api/read-folder-redirect.html +++ b/api/read-folder-redirect.html @@ -23,7 +23,7 @@ - + diff --git a/api/read-folders-redirect.html b/api/read-folders-redirect.html index 4f5b24b507..e8740ef0b1 100644 --- a/api/read-folders-redirect.html +++ b/api/read-folders-redirect.html @@ -23,7 +23,7 @@ - + diff --git a/api/read-project.html b/api/read-project.html index 490a5b1727..7f1625086b 100644 --- a/api/read-project.html +++ b/api/read-project.html @@ -23,7 +23,7 @@ - + diff --git a/api/read-projects.html b/api/read-projects.html index a4d01598b3..36d0d3fc5a 100644 --- a/api/read-projects.html +++ b/api/read-projects.html @@ -23,7 +23,7 @@ - + diff --git a/api/read-public-flow.html b/api/read-public-flow.html index 689e340c15..6ef09f83b4 100644 --- a/api/read-public-flow.html +++ b/api/read-public-flow.html @@ -23,7 +23,7 @@ - + diff --git a/api/read-variables.html b/api/read-variables.html index 73f52b3d03..8fec22b16d 100644 --- a/api/read-variables.html +++ b/api/read-variables.html @@ -23,7 +23,7 @@ - + diff --git a/api/refresh-token.html b/api/refresh-token.html index 55cd0f63a9..dcfddad89f 100644 --- a/api/refresh-token.html +++ b/api/refresh-token.html @@ -23,7 +23,7 @@ - + diff --git a/api/reset-password.html b/api/reset-password.html index 6749c08229..eb3b7d99e6 100644 --- a/api/reset-password.html +++ b/api/reset-password.html @@ -23,7 +23,7 @@ - + diff --git a/api/retrieve-vertices-order.html b/api/retrieve-vertices-order.html index b979b29719..76eaea91c5 100644 --- a/api/retrieve-vertices-order.html +++ b/api/retrieve-vertices-order.html @@ -23,7 +23,7 @@ - + diff --git a/api/save-store-api-key.html b/api/save-store-api-key.html index 087cbca940..e0631c5502 100644 --- a/api/save-store-api-key.html +++ b/api/save-store-api-key.html @@ -23,7 +23,7 @@ - + diff --git a/api/share-component.html b/api/share-component.html index 45714cb58b..c4246227f5 100644 --- a/api/share-component.html +++ b/api/share-component.html @@ -23,7 +23,7 @@ - + diff --git a/api/simplified-run-flow.html b/api/simplified-run-flow.html index 589f5d6bf0..c9cebbde67 100644 --- a/api/simplified-run-flow.html +++ b/api/simplified-run-flow.html @@ -23,7 +23,7 @@ - + diff --git a/api/stream-logs.html b/api/stream-logs.html index 52db4e1388..69fa1136cb 100644 --- a/api/stream-logs.html +++ b/api/stream-logs.html @@ -23,7 +23,7 @@ - + diff --git a/api/update-flow.html b/api/update-flow.html index 4b9d163bef..c2a3132399 100644 --- a/api/update-flow.html +++ b/api/update-flow.html @@ -23,7 +23,7 @@ - + diff --git a/api/update-folder-redirect.html b/api/update-folder-redirect.html index 9050b1ea36..5078aafae3 100644 --- a/api/update-folder-redirect.html +++ b/api/update-folder-redirect.html @@ -23,7 +23,7 @@ - + diff --git a/api/update-message.html b/api/update-message.html index 856418f22c..f82e6a6648 100644 --- a/api/update-message.html +++ b/api/update-message.html @@ -23,7 +23,7 @@ - + diff --git a/api/update-project-mcp-settings.html b/api/update-project-mcp-settings.html index 94dc1a4311..eb05dcaaeb 100644 --- a/api/update-project-mcp-settings.html +++ b/api/update-project-mcp-settings.html @@ -23,7 +23,7 @@ - + diff --git a/api/update-project.html b/api/update-project.html index 9b696438fd..87c0585796 100644 --- a/api/update-project.html +++ b/api/update-project.html @@ -23,7 +23,7 @@ - + diff --git a/api/update-server-endpoint.html b/api/update-server-endpoint.html index 475447a71d..d180479ac9 100644 --- a/api/update-server-endpoint.html +++ b/api/update-server-endpoint.html @@ -23,7 +23,7 @@ - + diff --git a/api/update-session-id.html b/api/update-session-id.html index eedfcb7bb7..64cdb78d53 100644 --- a/api/update-session-id.html +++ b/api/update-session-id.html @@ -23,7 +23,7 @@ - + diff --git a/api/update-shared-component.html b/api/update-shared-component.html index d03278c97d..5b2aead34c 100644 --- a/api/update-shared-component.html +++ b/api/update-shared-component.html @@ -23,7 +23,7 @@ - + diff --git a/api/update-variable.html b/api/update-variable.html index 5e46030bec..619f2ff25b 100644 --- a/api/update-variable.html +++ b/api/update-variable.html @@ -23,7 +23,7 @@ - + diff --git a/api/upload-file-1.html b/api/upload-file-1.html index 544889542d..a6ab4ac908 100644 --- a/api/upload-file-1.html +++ b/api/upload-file-1.html @@ -23,7 +23,7 @@ - + diff --git a/api/upload-file-2.html b/api/upload-file-2.html index 3c59c7f015..1a99019035 100644 --- a/api/upload-file-2.html +++ b/api/upload-file-2.html @@ -23,7 +23,7 @@ - + diff --git a/api/upload-file-redirect.html b/api/upload-file-redirect.html index 24b9cae65a..ed3ad7ebcb 100644 --- a/api/upload-file-redirect.html +++ b/api/upload-file-redirect.html @@ -23,7 +23,7 @@ - + diff --git a/api/upload-file.html b/api/upload-file.html index 581f9a7c54..9c2ff537fe 100644 --- a/api/upload-file.html +++ b/api/upload-file.html @@ -23,7 +23,7 @@ - + diff --git a/api/upload-user-file-1.html b/api/upload-user-file-1.html index 20585ce538..8ca65552e3 100644 --- a/api/upload-user-file-1.html +++ b/api/upload-user-file-1.html @@ -23,7 +23,7 @@ - + diff --git a/api/upload-user-file.html b/api/upload-user-file.html index 4bec291dab..2a74a00835 100644 --- a/api/upload-user-file.html +++ b/api/upload-user-file.html @@ -23,7 +23,7 @@ - + diff --git a/api/webhook-run-flow.html b/api/webhook-run-flow.html index 97020c9171..1b02b56629 100644 --- a/api/webhook-run-flow.html +++ b/api/webhook-run-flow.html @@ -23,7 +23,7 @@ - + diff --git a/assets/js/2ab0d4f5.3e20c38f.js b/assets/js/2ab0d4f5.c9c182ee.js similarity index 50% rename from assets/js/2ab0d4f5.3e20c38f.js rename to assets/js/2ab0d4f5.c9c182ee.js index 4433c5a387..48184d7d80 100644 --- a/assets/js/2ab0d4f5.3e20c38f.js +++ b/assets/js/2ab0d4f5.c9c182ee.js @@ -1 +1 @@ -"use strict";(self.webpackChunklangflow_docs=self.webpackChunklangflow_docs||[]).push([[1845],{28453:(e,n,t)=>{t.d(n,{R:()=>a,x:()=>o});var i=t(96540);const s={},r=i.createContext(s);function a(e){const n=i.useContext(r);return i.useMemo(function(){return"function"==typeof e?e(n):{...n,...e}},[n,e])}function o(e){let n;return n=e.disableParentContext?"function"==typeof e.components?e.components(s):e.components||s:a(e.components),i.createElement(r.Provider,{value:n},e.children)}},83640:(e,n,t)=>{t.r(n),t.d(n,{contentTitle:()=>o,default:()=>c,frontMatter:()=>a,metadata:()=>i,toc:()=>l});const i=JSON.parse('{"type":"api","id":"simplified-run-flow","title":"Simplified Run Flow","description":"","slug":"/simplified-run-flow","frontMatter":{},"api":{"tags":["Base"],"description":"Executes a specified flow by ID with support for streaming and telemetry.\\n\\nThis endpoint executes a flow identified by ID or name, with options for streaming the response\\nand tracking execution metrics. 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}'}}),"\n",(0,s.jsx)(o.p,{children:"Designing flows in the visual editor is only the first step in building an application that uses Langflow."}),"\n",(0,s.jsx)(o.p,{children:"Once you have a functional flow, you can use that flow in a larger application, such as a website or mobile app.\nBecause Langflow is both an IDE and a runtime, you can use Langflow to build and test your flows locally, and then package and serve your flows in a production environment."}),"\n",(0,s.jsx)(o.p,{children:"This guide introduces application development with Langflow from initial setup through packaging and deployment.\nThis documentation doesn't explain how to write a complete application; it only describes how to include Langflow in the context of a larger application."}),"\n",(0,s.jsx)(o.h2,{id:"directory-structure",children:"Directory structure"}),"\n",(0,s.jsx)(o.p,{children:"The following example describes the directory structure for a minimal Langflow application:"}),"\n",(0,s.jsx)(d.Code,{codeConfig:p,northPanel:{tabs:[""],active:"",heightRatio:1},files:[{name:"",focus:"",code:{lines:[{tokens:[{content:"LANGFLOW-APPLICATION/",props:{}}]},{tokens:[{content:"\u251c\u2500\u2500 docker.env",props:{}}]},{tokens:[{content:"\u251c\u2500\u2500 Dockerfile",props:{}}]},{tokens:[{content:"\u251c\u2500\u2500 flows/",props:{}}]},{tokens:[{content:"\u2502 \u251c\u2500\u2500 flow1.json",props:{}}]},{tokens:[{content:"\u2502 \u2514\u2500\u2500 flow2.json",props:{}}]},{tokens:[{content:"\u251c\u2500\u2500 langflow-config-dir/",props:{}}]},{tokens:[{content:"\u251c\u2500\u2500 README.md",props:{}}]}],lang:"text"},annotations:[]}]}),"\n",(0,s.jsx)(o.p,{children:"This directory contains the following:"}),"\n",(0,s.jsxs)(o.ul,{children:["\n",(0,s.jsxs)(o.li,{children:[(0,s.jsx)(o.a,{href:"#docker-env",children:(0,s.jsx)(o.code,{children:"docker.env"})}),": This file is copied to the Docker image as a ",(0,s.jsx)(o.code,{children:".env"})," file in the container root."]}),"\n",(0,s.jsxs)(o.li,{children:[(0,s.jsx)(o.a,{href:"#dockerfile",children:(0,s.jsx)(o.code,{children:"Dockerfile"})}),": This file controls how your Langflow image is built."]}),"\n",(0,s.jsxs)(o.li,{children:[(0,s.jsx)(o.a,{href:"#flows",children:(0,s.jsx)(o.code,{children:"/flows"})}),": This folder holds the flows you want to host, which are the flows that your application uses."]}),"\n",(0,s.jsxs)(o.li,{children:[(0,s.jsx)(o.code,{children:"/langflow-config-dir"}),": This folder is referenced in the Dockerfile as the location for your Langflow deployment's configuration files, database, and logs."]}),"\n",(0,s.jsxs)(o.li,{children:[(0,s.jsx)(o.code,{children:"README.md"}),": This is a typical README file for your application's documentation."]}),"\n"]}),"\n",(0,s.jsxs)(o.p,{children:["This is a minimal example of a Langflow application directory.\nYour application might have additional files and folders, such as a ",(0,s.jsx)(o.code,{children:"/components"})," folder for custom components, or a ",(0,s.jsx)(o.code,{children:"pyproject.toml"})," file for additional dependencies."]}),"\n",(0,s.jsx)(o.h3,{id:"package-management",children:"Package management"}),"\n",(0,s.jsxs)(o.p,{children:["The base Langflow Docker image includes the Langflow core dependencies because it uses ",(0,s.jsx)(o.code,{children:"langflowai/langflow:latest"})," as the parent image."]}),"\n",(0,s.jsxs)(o.p,{children:["If your application requires additional dependencies, create a ",(0,s.jsx)(o.a,{href:"https://packaging.python.org/en/latest/guides/writing-pyproject-toml",children:(0,s.jsx)(o.code,{children:"pyproject.toml"})})," file for the additional dependencies.\nFor more information, see ",(0,s.jsx)(o.a,{href:"/install-custom-dependencies",children:"Install custom dependencies"}),"."]}),"\n",(0,s.jsxs)(o.p,{children:["To deploy an application with additional dependencies to Docker, you must copy the ",(0,s.jsx)(o.code,{children:"pyproject.toml"})," and ",(0,s.jsx)(o.code,{children:"uv.lock"})," files to the Docker image.\nTo do this, add the following to your Langflow application's Dockerfile:"]}),"\n",(0,s.jsx)(d.Code,{codeConfig:p,northPanel:{tabs:[""],active:"",heightRatio:1},files:[{name:"",focus:"",code:{lines:[{tokens:[{content:"COPY pyproject.toml uv.lock /app/",props:{}}]}],lang:"text"},annotations:[]}]}),"\n",(0,s.jsx)(o.h3,{id:"docker-env",children:"Environment variables"}),"\n",(0,s.jsxs)(o.p,{children:["The ",(0,s.jsx)(o.code,{children:"docker.env"})," file is a ",(0,s.jsx)(o.code,{children:".env"})," file loaded into your Docker image.\nIt contains environment variables that control Langflow's behavior, such as authentication, database storage, API keys, and server configurations.\nFor example:"]}),"\n",(0,s.jsx)(d.Code,{codeConfig:p,northPanel:{tabs:[""],active:"",heightRatio:1},files:[{name:"",focus:"",code:{lines:[{tokens:[{content:"LANGFLOW_AUTO_LOGIN=True",props:{}}]},{tokens:[{content:"LANGFLOW_SAVE_DB_IN_CONFIG_DIR=True",props:{}}]},{tokens:[{content:"LANGFLOW_BASE_URL=http://0.0.0.0:7860",props:{}}]},{tokens:[{content:"OPENAI_API_KEY=sk-...",props:{}}]}],lang:"text"},annotations:[]}]}),"\n",(0,s.jsxs)(o.p,{children:["The specific values you include depend on your application's needs and how you want to configure Langflow.\nFor more information, see ",(0,s.jsx)(o.a,{href:"/environment-variables",children:"Langflow environment variables"})," and ",(0,s.jsx)(o.a,{href:"/configuration-global-variables",children:"Global variables"}),"."]}),"\n",(0,s.jsxs)(o.p,{children:["You can also set environment variables in the Dockerfile.\nHowever, if you set an environment variable in both ",(0,s.jsx)(o.code,{children:"docker.env"})," and the Dockerfile, Langflow uses the value set in ",(0,s.jsx)(o.code,{children:"docker.env"}),"."]}),"\n",(0,s.jsx)(o.h3,{id:"secrets",children:"Secrets"}),"\n",(0,s.jsx)(o.p,{children:"For simplicity, the examples in the Langflow documentation might use direct references to API keys and other sensitive values.\nIn your own applications, you should always follow industry best practices for managing secrets, such as using environment variables or secret management tools."}),"\n",(0,s.jsxs)(o.p,{children:["For information about generating authentication keys and managing secrets in Langflow, see ",(0,s.jsx)(o.a,{href:"/api-keys-and-authentication",children:"API keys and authentication"}),"."]}),"\n",(0,s.jsx)(o.h3,{id:"storage",children:"Storage"}),"\n",(0,s.jsxs)(o.p,{children:["By default, Langflow uses an ",(0,s.jsx)(o.a,{href:"https://www.sqlite.org/",children:"SQLite"})," database for storage.\nIf you prefer to use PostgreSQL, see ",(0,s.jsx)(o.a,{href:"/configuration-custom-database",children:"Configure an external PostgreSQL database"}),"."]}),"\n",(0,s.jsxs)(o.p,{children:["For more information about storage, including cache and memory, see ",(0,s.jsx)(o.a,{href:"/memory",children:"Memory management options"}),"."]}),"\n",(0,s.jsx)(o.h3,{id:"flows",children:"Flows"}),"\n",(0,s.jsx)(o.p,{children:"Your local Langflow instance might have many flows for different applications.\nWhen you package Langflow as a dependency of an application, you only want to include the flows your application uses."}),"\n",(0,s.jsxs)(o.ol,{children:["\n",(0,s.jsxs)(o.li,{children:["\n",(0,s.jsxs)(o.p,{children:[(0,s.jsx)(o.a,{href:"/concepts-flows-import",children:"Export flows"})," that are relevant to your application."]}),"\n",(0,s.jsxs)(o.p,{children:["If you have chained flows (flows that trigger other flows), make sure you export ",(0,s.jsx)(o.em,{children:"all"})," necessary flows."]}),"\n"]}),"\n",(0,s.jsxs)(o.li,{children:["\n",(0,s.jsxs)(o.p,{children:["Add the exported Langflow JSON files to the ",(0,s.jsx)(o.code,{children:"/flows"})," folder in your application directory."]}),"\n"]}),"\n"]}),"\n",(0,s.jsx)(o.h3,{id:"components",children:"Components"}),"\n",(0,s.jsx)(o.p,{children:"The core components and bundles that you see in the Langflow visual editor are automatically included in the base Langflow Docker image."}),"\n",(0,s.jsxs)(o.p,{children:["If you have any ",(0,s.jsx)(o.a,{href:"/components-custom-components",children:"custom components"})," that you created for your application, you must include these components in your application directory:"]}),"\n",(0,s.jsxs)(o.ol,{children:["\n",(0,s.jsxs)(o.li,{children:["Create a ",(0,s.jsx)(o.code,{children:"/components"})," folder in your application directory."]}),"\n",(0,s.jsxs)(o.li,{children:["Add your custom component files to the ",(0,s.jsx)(o.code,{children:"/components"})," folder."]}),"\n",(0,s.jsxs)(o.li,{children:["Specify the path to ",(0,s.jsx)(o.code,{children:"/components"})," in your ",(0,s.jsx)(o.code,{children:"docker.env"}),"."]}),"\n"]}),"\n",(0,s.jsx)(o.h2,{id:"dockerfile",children:"Langflow Dockerfile"}),"\n",(0,s.jsx)(o.p,{children:"The Dockerfile determines how your Langflow image is built, including the dependencies, flows, components, and configuration files."}),"\n",(0,s.jsx)(o.p,{children:"At minimum, you need to specify the base Langflow image, create the necessary folders in the container, copy folders and files to the container, and provide a startup command."}),"\n",(0,s.jsx)(d.Code,{codeConfig:p,northPanel:{tabs:[""],active:"",heightRatio:1},files:[{name:"",focus:"",code:{lines:[{tokens:[{content:"# Use the latest version of the base Langflow image",props:{style:{color:"#8B949E"}}}]},{tokens:[{content:"FROM",props:{style:{color:"#FF7B72"}}},{content:" langflowai/langflow:latest",props:{style:{color:"#C9D1D9"}}}]},{tokens:[{content:"",props:{style:{color:"#C9D1D9"}}}]},{tokens:[{content:"# Create folders and set the working directory in the container",props:{style:{color:"#8B949E"}}}]},{tokens:[{content:"RUN",props:{style:{color:"#FF7B72"}}},{content:" mkdir /app/flows",props:{style:{color:"#C9D1D9"}}}]},{tokens:[{content:"RUN",props:{style:{color:"#FF7B72"}}},{content:" mkdir /app/langflow-config-dir",props:{style:{color:"#C9D1D9"}}}]},{tokens:[{content:"WORKDIR",props:{style:{color:"#FF7B72"}}},{content:" /app",props:{style:{color:"#C9D1D9"}}}]},{tokens:[{content:"",props:{style:{color:"#C9D1D9"}}}]},{tokens:[{content:"# Copy flows, langflow-config-dir, and docker.env to the container",props:{style:{color:"#8B949E"}}}]},{tokens:[{content:"COPY",props:{style:{color:"#FF7B72"}}},{content:" flows /app/flows",props:{style:{color:"#C9D1D9"}}}]},{tokens:[{content:"COPY",props:{style:{color:"#FF7B72"}}},{content:" langflow-config-dir /app/langflow-config-dir",props:{style:{color:"#C9D1D9"}}}]},{tokens:[{content:"COPY",props:{style:{color:"#FF7B72"}}},{content:" docker.env /app/.env",props:{style:{color:"#C9D1D9"}}}]},{tokens:[{content:"",props:{style:{color:"#C9D1D9"}}}]},{tokens:[{content:"# Optional: Copy custom components to the container",props:{style:{color:"#8B949E"}}}]},{tokens:[{content:"COPY",props:{style:{color:"#FF7B72"}}},{content:" components /app/components",props:{style:{color:"#C9D1D9"}}}]},{tokens:[{content:"",props:{style:{color:"#C9D1D9"}}}]},{tokens:[{content:"# Optional: Use custom dependencies",props:{style:{color:"#8B949E"}}}]},{tokens:[{content:"COPY",props:{style:{color:"#FF7B72"}}},{content:" pyproject.toml uv.lock /app/",props:{style:{color:"#C9D1D9"}}}]},{tokens:[{content:"",props:{style:{color:"#C9D1D9"}}}]},{tokens:[{content:"# Set environment variables if not set in docker.env",props:{style:{color:"#8B949E"}}}]},{tokens:[{content:"ENV",props:{style:{color:"#FF7B72"}}},{content:" PYTHONPATH=/app",props:{style:{color:"#C9D1D9"}}}]},{tokens:[{content:"ENV",props:{style:{color:"#FF7B72"}}},{content:" LANGFLOW_LOAD_FLOWS_PATH=/app/flows",props:{style:{color:"#C9D1D9"}}}]},{tokens:[{content:"ENV",props:{style:{color:"#FF7B72"}}},{content:" LANGFLOW_CONFIG_DIR=/app/langflow-config-dir",props:{style:{color:"#C9D1D9"}}}]},{tokens:[{content:"ENV",props:{style:{color:"#FF7B72"}}},{content:" LANGFLOW_COMPONENTS_PATH=/app/components",props:{style:{color:"#C9D1D9"}}}]},{tokens:[{content:"ENV",props:{style:{color:"#FF7B72"}}},{content:" LANGFLOW_LOG_ENV=container",props:{style:{color:"#C9D1D9"}}}]},{tokens:[{content:"",props:{style:{color:"#C9D1D9"}}}]},{tokens:[{content:"# Command to run the Langflow server on port 7860",props:{style:{color:"#8B949E"}}}]},{tokens:[{content:"EXPOSE",props:{style:{color:"#FF7B72"}}},{content:" 7860",props:{style:{color:"#C9D1D9"}}}]},{tokens:[{content:"CMD",props:{style:{color:"#FF7B72"}}},{content:" [",props:{style:{color:"#C9D1D9"}}},{content:'"langflow"',props:{style:{color:"#A5D6FF"}}},{content:", ",props:{style:{color:"#C9D1D9"}}},{content:'"run"',props:{style:{color:"#A5D6FF"}}},{content:", ",props:{style:{color:"#C9D1D9"}}},{content:'"--backend-only"',props:{style:{color:"#A5D6FF"}}},{content:", ",props:{style:{color:"#C9D1D9"}}},{content:'"--env-file"',props:{style:{color:"#A5D6FF"}}},{content:",",props:{style:{color:"#C9D1D9"}}},{content:'"/app/.env"',props:{style:{color:"#A5D6FF"}}},{content:",",props:{style:{color:"#C9D1D9"}}},{content:'"--host"',props:{style:{color:"#A5D6FF"}}},{content:", ",props:{style:{color:"#C9D1D9"}}},{content:'"0.0.0.0"',props:{style:{color:"#A5D6FF"}}},{content:", ",props:{style:{color:"#C9D1D9"}}},{content:'"--port"',props:{style:{color:"#A5D6FF"}}},{content:", ",props:{style:{color:"#C9D1D9"}}},{content:'"7860"',props:{style:{color:"#A5D6FF"}}},{content:"]",props:{style:{color:"#C9D1D9"}}}]}],lang:"dockerfile"},annotations:[]}]}),"\n",(0,s.jsxs)(o.p,{children:["The environment variables set directly in this Dockerfile specify resource paths for Langflow.\nIf these variables are also set in ",(0,s.jsx)(o.code,{children:"docker.env"}),", the values in ",(0,s.jsx)(o.code,{children:"docker.env"})," override the values set in the Dockerfile."]}),"\n",(0,s.jsxs)(o.p,{children:["In this example, ",(0,s.jsx)(o.code,{children:"ENV LANGFLOW_LOG_ENV=container"})," sets the logging behavior for serialized JSON to ",(0,s.jsx)(o.code,{children:"stdout"})," to track the application's behavior in a containerized environment. For more information, see ",(0,s.jsx)(o.a,{href:"/logging",children:"Logging"}),"."]}),"\n",(0,s.jsx)(o.h3,{id:"backend-only-mode",children:"Backend-only mode"}),"\n",(0,s.jsxs)(o.p,{children:["The ",(0,s.jsx)(o.code,{children:"--backend-only"})," flag in ",(0,s.jsx)(o.code,{children:"CMD"})," starts Langflow in backend-only mode, which provides programmatic access only.\nThis is recommended when running Langflow as a dependency of an application where you don't need access to the visual editor."]}),"\n",(0,s.jsxs)(o.p,{children:["If you want to serve the Langflow visual editor ",(0,s.jsx)(o.em,{children:"and"})," backend, then omit ",(0,s.jsx)(o.code,{children:"--backend-only"}),"."]}),"\n",(0,s.jsxs)(o.p,{children:["For more information, see ",(0,s.jsx)(o.a,{href:"/deployment-docker",children:"Deploy Langflow on Docker"}),"."]}),"\n",(0,s.jsx)(o.h2,{id:"test-your-langflow-docker-image",children:"Test your Langflow Docker image"}),"\n",(0,s.jsx)(o.p,{children:"Build and run your Langflow Docker image to test it."}),"\n",(0,s.jsxs)(o.p,{children:["This example runs the container locally.\nFor information about publishing your image on Docker Hub and running a Langflow container remotely, see ",(0,s.jsx)(o.a,{href:"#deploy-docker",children:"Deploy to Docker Hub and Kubernetes"}),"."]}),"\n",(0,s.jsxs)(o.ol,{children:["\n",(0,s.jsxs)(o.li,{children:["\n",(0,s.jsx)(o.p,{children:"Build the Docker image:"}),"\n",(0,s.jsx)(d.Code,{codeConfig:p,northPanel:{tabs:[""],active:"",heightRatio:1},files:[{name:"",focus:"",code:{lines:[{tokens:[{content:"docker ",props:{style:{color:"#FFA657"}}},{content:"build ",props:{style:{color:"#A5D6FF"}}},{content:"-t ",props:{style:{color:"#79C0FF"}}},{content:"langflow-pokedex:",props:{style:{color:"#A5D6FF"}}},{content:"1.2.0 ",props:{style:{color:"#79C0FF"}}},{content:".",props:{style:{color:"#A5D6FF"}}}]}],lang:"bash"},annotations:[]}]}),"\n"]}),"\n",(0,s.jsxs)(o.li,{children:["\n",(0,s.jsx)(o.p,{children:"Run the Docker container to start your Langflow server:"}),"\n",(0,s.jsx)(d.Code,{codeConfig:p,northPanel:{tabs:[""],active:"",heightRatio:1},files:[{name:"",focus:"",code:{lines:[{tokens:[{content:"docker ",props:{style:{color:"#FFA657"}}},{content:"run ",props:{style:{color:"#A5D6FF"}}},{content:"-p ",props:{style:{color:"#79C0FF"}}},{content:"7860:",props:{style:{color:"#A5D6FF"}}},{content:"7860 ",props:{style:{color:"#79C0FF"}}},{content:"langflow-pokedex:",props:{style:{color:"#A5D6FF"}}},{content:"1.2.0",props:{style:{color:"#79C0FF"}}}]}],lang:"bash"},annotations:[]}]}),"\n"]}),"\n",(0,s.jsxs)(o.li,{children:["\n",(0,s.jsx)(o.p,{children:"To confirm that the container is serving your flows as expected, use the Langflow API to run a flow:"}),"\n",(0,s.jsxs)(o.ol,{children:["\n",(0,s.jsxs)(o.li,{children:["\n",(0,s.jsxs)(o.p,{children:["Open one of the JSON files in your application's ",(0,s.jsx)(o.code,{children:"/flows"})," folder, and then find the flow's ",(0,s.jsx)(o.code,{children:"id"})," in the ",(0,s.jsx)(o.a,{href:"/concepts-flows-import#additional-metadata-and-project-information",children:"additional metadata and project information"}),"."]}),"\n",(0,s.jsxs)(o.p,{children:["There are many ",(0,s.jsx)(o.code,{children:"id"})," values; make sure you get the ID for the entire flow, not the ID for an individual component.\nIf your flow is complex, try searching for the flow's name, which is typically near the flow's ",(0,s.jsx)(o.code,{children:"id"}),"."]}),"\n",(0,s.jsx)(d.Code,{codeConfig:p,northPanel:{tabs:[""],active:"",heightRatio:1},files:[{name:"",focus:"",code:{lines:[{tokens:[{content:'"name"',props:{style:{color:"#A5D6FF"}}},{content:": ",props:{style:{color:"#C9D1D9"}}},{content:'"Basic Prompting"',props:{style:{color:"#A5D6FF"}}},{content:",",props:{style:{color:"#C9D1D9"}}}]},{tokens:[{content:'"description"',props:{style:{color:"#A5D6FF"}}},{content:": ",props:{style:{color:"#C9D1D9"}}},{content:'"Perform basic prompting with an OpenAI model."',props:{style:{color:"#A5D6FF"}}},{content:",",props:{style:{color:"#C9D1D9"}}}]},{tokens:[{content:'"id"',props:{style:{color:"#A5D6FF"}}},{content:": ",props:{style:{color:"#C9D1D9"}}},{content:'"e4167236-938f-4aca-845b-21de3f399858"',props:{style:{color:"#A5D6FF"}}},{content:",",props:{style:{color:"#C9D1D9"}}}]}],lang:"json"},annotations:[]}]}),"\n"]}),"\n",(0,s.jsxs)(o.li,{children:["\n",(0,s.jsxs)(o.p,{children:["Send a POST request to the ",(0,s.jsx)(o.a,{href:"/api-flows-run#run-flow",children:(0,s.jsx)(o.code,{children:"/v1/run/$FLOW_ID"})})," endpoint using the flow ID from the previous step ."]}),"\n",(0,s.jsxs)(o.p,{children:["The following example runs a simple LLM chat flow that responds to a chat input string.\nIf necessary, modify the payload for your flow.\nFor example, if your flow doesn't have a ",(0,s.jsx)(o.strong,{children:"Chat Input"})," component, you must modify the payload to provide the expected input for your flow."]}),"\n",(0,s.jsx)(d.Code,{codeConfig:p,northPanel:{tabs:[""],active:"",heightRatio:1},files:[{name:"",focus:"",code:{lines:[{tokens:[{content:"curl ",props:{style:{color:"#FFA657"}}},{content:"--request ",props:{style:{color:"#79C0FF"}}},{content:"POST ",props:{style:{color:"#A5D6FF"}}},{content:"\\",props:{style:{color:"#79C0FF"}}}]},{tokens:[{content:" --url ",props:{style:{color:"#79C0FF"}}},{content:"'http://localhost:7860/api/v1/run/e4167236-938f-4aca-845b-21de3f399858?stream=true' ",props:{style:{color:"#A5D6FF"}}},{content:"\\",props:{style:{color:"#79C0FF"}}}]},{tokens:[{content:" --header ",props:{style:{color:"#79C0FF"}}},{content:"'Content-Type: application/json' ",props:{style:{color:"#A5D6FF"}}},{content:"\\",props:{style:{color:"#79C0FF"}}}]},{tokens:[{content:" --data ",props:{style:{color:"#79C0FF"}}},{content:"'{",props:{style:{color:"#A5D6FF"}}}]},{tokens:[{content:' "input_value": "Tell me about Charizard.",',props:{style:{color:"#A5D6FF"}}}]},{tokens:[{content:' "output_type": "chat",',props:{style:{color:"#A5D6FF"}}}]},{tokens:[{content:' "input_type": "chat",',props:{style:{color:"#A5D6FF"}}}]},{tokens:[{content:' "session_id": "charizard_test_request"',props:{style:{color:"#A5D6FF"}}}]},{tokens:[{content:"}'",props:{style:{color:"#A5D6FF"}}}]}],lang:"bash"},annotations:[]}]}),"\n",(0,s.jsxs)(n,{children:[(0,s.jsx)("summary",{children:"About this example"}),(0,s.jsxs)(o.p,{children:["This command runs the ",(0,s.jsx)(o.strong,{children:"Pok\xe9dex"})," template flow.\nIt provides chat input about a specific Pok\xe9mon, uses an optional custom ",(0,s.jsx)(o.code,{children:"session_id"}),", and enables response streaming with ",(0,s.jsx)(o.code,{children:"?stream=true"}),"."]}),(0,s.jsxs)(o.p,{children:["The default ",(0,s.jsx)(o.a,{href:"/session-id",children:"session ID"})," is the flow ID.\nCustom session IDs can help isolate unique conversation threads to keep the LLM's context clean, and they can help identify specific conversations in flow logs to make debugging easier."]}),(0,s.jsxs)(o.p,{children:["This command uses response streaming because the Pok\xe9dex flow can return a large amount of text.\nTo use batching, set ",(0,s.jsx)(o.code,{children:"?stream=false"}),"."]})]}),"\n"]}),"\n",(0,s.jsxs)(o.li,{children:["\n",(0,s.jsx)(o.p,{children:"Verify that the request succeeds and the response is valid, depending on the specific flow you ran."}),"\n",(0,s.jsx)(o.p,{children:"This confirms that your Langflow Docker image is correctly configured and this flow is accessible through the Langflow API server that is hosted on the container.\nWhen you build and test your entire application stack, your front-end application can use Langflow API requests to trigger the flows served by your Langflow container in the same way you manually tested the flow in the previous step."}),"\n",(0,s.jsxs)(o.p,{children:["This example triggered a flow by sending chat input to the ",(0,s.jsx)(o.code,{children:"/v1/run/$FLOW_ID"})," endpoint.\nFor more examples of flow triggers, see ",(0,s.jsx)(o.a,{href:"/webhook",children:"Trigger flows with webhooks"})," and the tutorial to ",(0,s.jsx)(o.a,{href:"/chat-with-files",children:"Create a chatbot that can ingest files"}),"."]}),"\n"]}),"\n"]}),"\n"]}),"\n"]}),"\n",(0,s.jsx)(o.h2,{id:"deploy-docker",children:"Deploy to Docker Hub and Kubernetes"}),"\n",(0,s.jsx)(o.p,{children:"When you're ready to share your application with the world, you need to serve Langflow in a production environment.\nFor more information about deploying Langflow, see the following:"}),"\n",(0,s.jsxs)(o.ul,{children:["\n",(0,s.jsx)(o.li,{children:(0,s.jsx)(o.a,{href:"/deployment-overview",children:"Learn about Langflow deployments"})}),"\n",(0,s.jsx)(o.li,{children:(0,s.jsx)(o.a,{href:"/deployment-docker",children:"Deploy Langflow on Docker"})}),"\n",(0,s.jsx)(o.li,{children:(0,s.jsx)(o.a,{href:"/deployment-kubernetes-prod",children:"Deploy the Langflow production environment on Kubernetes"})}),"\n"]})]})}function u(e={}){const{wrapper:o}={...(0,r.R)(),...e.components};return o?(0,s.jsx)(o,{...e,children:(0,s.jsx)(f,{...e})}):f(e)}function y(e,o){throw new Error("Expected "+(o?"component":"object")+" `"+e+"` to be defined: you likely forgot to import, pass, or provide it.")}}}]); \ No newline at end of file diff --git a/assets/js/54980a8a.43ae114c.js b/assets/js/54980a8a.43ae114c.js new file mode 100644 index 0000000000..8eaaeb14b1 --- /dev/null +++ b/assets/js/54980a8a.43ae114c.js @@ -0,0 +1 @@ +"use strict";(self.webpackChunklangflow_docs=self.webpackChunklangflow_docs||[]).push([[9839],{28453:(e,o,n)=>{n.d(o,{R:()=>l,x:()=>i});var t=n(96540);const s={},r=t.createContext(s);function l(e){const o=t.useContext(r);return t.useMemo(function(){return"function"==typeof e?e(o):{...o,...e}},[o,e])}function i(e){let o;return o=e.disableParentContext?"function"==typeof e.components?e.components(s):e.components||s:l(e.components),t.createElement(r.Provider,{value:o},e.children)}},43578:(e,o,n)=>{n.r(o),n.d(o,{CH:()=>d,assets:()=>a,chCodeConfig:()=>p,contentTitle:()=>c,default:()=>u,frontMatter:()=>i,metadata:()=>t,toc:()=>h});const t=JSON.parse('{"id":"Develop/develop-application","title":"Containerize a Langflow application","description":"Designing flows in the visual editor is only the first step in building an application that uses Langflow.","source":"@site/docs/Develop/develop-application.mdx","sourceDirName":"Develop","slug":"/develop-application","permalink":"/develop-application","draft":false,"unlisted":false,"tags":[],"version":"current","frontMatter":{"title":"Containerize a Langflow application","slug":"/develop-application"},"sidebar":"docs","previous":{"title":"Deploy a public Langflow server","permalink":"/deployment-public-server"},"next":{"title":"Langflow Docker images","permalink":"/deployment-docker"}}');var s=n(74848),r=n(28453),l=n(24754);const i={title:"Containerize a Langflow application",slug:"/develop-application"},c=void 0,a={},d={annotations:l.hk,Code:l.Cy},p={staticMediaQuery:"not screen, (max-width: 768px)",lineNumbers:!0,showCopyButton:!0,themeName:"github-dark"},h=[{value:"Directory structure",id:"directory-structure",level:2},{value:"Package management",id:"package-management",level:3},{value:"Environment variables",id:"docker-env",level:3},{value:"Secrets",id:"secrets",level:3},{value:"Storage",id:"storage",level:3},{value:"Flows",id:"flows",level:3},{value:"Components",id:"components",level:3},{value:"Langflow Dockerfile",id:"dockerfile",level:2},{value:"Backend-only mode",id:"backend-only-mode",level:3},{value:"Test your Langflow Docker image",id:"test-your-langflow-docker-image",level:2},{value:"Deploy to Docker Hub and Kubernetes",id:"deploy-docker",level:2}];function f(e){const o={a:"a",code:"code",em:"em",h2:"h2",h3:"h3",li:"li",ol:"ol",p:"p",strong:"strong",ul:"ul",...(0,r.R)(),...e.components},{Details:n}=o;return d||g("CH",!1),d.Code||g("CH.Code",!0),n||g("Details",!0),(0,s.jsxs)(s.Fragment,{children:[(0,s.jsx)("style",{dangerouslySetInnerHTML:{__html:'[data-ch-theme="github-dark"] { --ch-t-colorScheme: dark;--ch-t-foreground: #c9d1d9;--ch-t-background: #0d1117;--ch-t-lighter-inlineBackground: #0d1117e6;--ch-t-editor-background: #0d1117;--ch-t-editor-foreground: #c9d1d9;--ch-t-editor-lineHighlightBackground: #6e76811a;--ch-t-editor-rangeHighlightBackground: #ffffff0b;--ch-t-editor-infoForeground: #3794FF;--ch-t-editor-selectionBackground: #264F78;--ch-t-focusBorder: #1f6feb;--ch-t-tab-activeBackground: #0d1117;--ch-t-tab-activeForeground: #c9d1d9;--ch-t-tab-inactiveBackground: #010409;--ch-t-tab-inactiveForeground: #8b949e;--ch-t-tab-border: #30363d;--ch-t-tab-activeBorder: #0d1117;--ch-t-editorGroup-border: 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environment."}),"\n",(0,s.jsx)(o.p,{children:"This guide introduces application development with Langflow from initial setup through packaging and deployment.\nThis documentation doesn't explain how to write a complete application; it only describes how to include Langflow in the context of a larger application."}),"\n",(0,s.jsx)(o.h2,{id:"directory-structure",children:"Directory structure"}),"\n",(0,s.jsx)(o.p,{children:"The following example describes the directory structure for a minimal Langflow application:"}),"\n",(0,s.jsx)(d.Code,{codeConfig:p,northPanel:{tabs:[""],active:"",heightRatio:1},files:[{name:"",focus:"",code:{lines:[{tokens:[{content:"LANGFLOW-APPLICATION/",props:{}}]},{tokens:[{content:"\u251c\u2500\u2500 docker.env",props:{}}]},{tokens:[{content:"\u251c\u2500\u2500 Dockerfile",props:{}}]},{tokens:[{content:"\u251c\u2500\u2500 flows/",props:{}}]},{tokens:[{content:"\u2502 \u251c\u2500\u2500 flow1.json",props:{}}]},{tokens:[{content:"\u2502 \u2514\u2500\u2500 flow2.json",props:{}}]},{tokens:[{content:"\u251c\u2500\u2500 langflow-config-dir/",props:{}}]},{tokens:[{content:"\u251c\u2500\u2500 README.md",props:{}}]}],lang:"text"},annotations:[]}]}),"\n",(0,s.jsx)(o.p,{children:"This directory contains the following:"}),"\n",(0,s.jsxs)(o.ul,{children:["\n",(0,s.jsxs)(o.li,{children:[(0,s.jsx)(o.a,{href:"#docker-env",children:(0,s.jsx)(o.code,{children:"docker.env"})}),": This file is copied to the Docker image as a ",(0,s.jsx)(o.code,{children:".env"})," file in the container root."]}),"\n",(0,s.jsxs)(o.li,{children:[(0,s.jsx)(o.a,{href:"#dockerfile",children:(0,s.jsx)(o.code,{children:"Dockerfile"})}),": This file controls how your Langflow image is built."]}),"\n",(0,s.jsxs)(o.li,{children:[(0,s.jsx)(o.a,{href:"#flows",children:(0,s.jsx)(o.code,{children:"/flows"})}),": This folder holds the flows you want to host, which are the flows that your application uses."]}),"\n",(0,s.jsxs)(o.li,{children:[(0,s.jsx)(o.code,{children:"/langflow-config-dir"}),": This folder is referenced in the Dockerfile as the location for your Langflow deployment's configuration files, database, and logs."]}),"\n",(0,s.jsxs)(o.li,{children:[(0,s.jsx)(o.code,{children:"README.md"}),": This is a typical README file for your application's documentation."]}),"\n"]}),"\n",(0,s.jsxs)(o.p,{children:["This is a minimal example of a Langflow application directory.\nYour application might have additional files and folders, such as a ",(0,s.jsx)(o.code,{children:"/components"})," folder for custom components, or a ",(0,s.jsx)(o.code,{children:"pyproject.toml"})," file for additional dependencies."]}),"\n",(0,s.jsx)(o.h3,{id:"package-management",children:"Package management"}),"\n",(0,s.jsxs)(o.p,{children:["The base Langflow Docker image includes the Langflow core dependencies because it uses ",(0,s.jsx)(o.code,{children:"langflowai/langflow:latest"})," as the parent image."]}),"\n",(0,s.jsxs)(o.p,{children:["If your application requires additional dependencies, create a ",(0,s.jsx)(o.a,{href:"https://packaging.python.org/en/latest/guides/writing-pyproject-toml",children:(0,s.jsx)(o.code,{children:"pyproject.toml"})})," file for the additional dependencies.\nFor more information, see ",(0,s.jsx)(o.a,{href:"/install-custom-dependencies",children:"Install custom dependencies"}),"."]}),"\n",(0,s.jsxs)(o.p,{children:["To deploy an application with additional dependencies to Docker, you must copy the ",(0,s.jsx)(o.code,{children:"pyproject.toml"})," and ",(0,s.jsx)(o.code,{children:"uv.lock"})," files to the Docker image.\nTo do this, add the following to your Langflow application's Dockerfile:"]}),"\n",(0,s.jsx)(d.Code,{codeConfig:p,northPanel:{tabs:[""],active:"",heightRatio:1},files:[{name:"",focus:"",code:{lines:[{tokens:[{content:"COPY pyproject.toml uv.lock /app/",props:{}}]}],lang:"text"},annotations:[]}]}),"\n",(0,s.jsx)(o.h3,{id:"docker-env",children:"Environment variables"}),"\n",(0,s.jsxs)(o.p,{children:["The ",(0,s.jsx)(o.code,{children:"docker.env"})," file is a ",(0,s.jsx)(o.code,{children:".env"})," file loaded into your Docker image.\nIt contains environment variables that control Langflow's behavior, such as authentication, database storage, API keys, and server configurations.\nFor example:"]}),"\n",(0,s.jsx)(d.Code,{codeConfig:p,northPanel:{tabs:[""],active:"",heightRatio:1},files:[{name:"",focus:"",code:{lines:[{tokens:[{content:"LANGFLOW_AUTO_LOGIN=True",props:{}}]},{tokens:[{content:"LANGFLOW_SAVE_DB_IN_CONFIG_DIR=True",props:{}}]},{tokens:[{content:"LANGFLOW_BASE_URL=http://0.0.0.0:7860",props:{}}]},{tokens:[{content:"OPENAI_API_KEY=sk-...",props:{}}]}],lang:"text"},annotations:[]}]}),"\n",(0,s.jsxs)(o.p,{children:["You can set environment variables in the Dockerfile, but if you set an environment variable in both ",(0,s.jsx)(o.code,{children:"docker.env"})," and the Dockerfile, Langflow uses the value set in ",(0,s.jsx)(o.code,{children:"docker.env"}),"."]}),"\n",(0,s.jsxs)(o.p,{children:["Langflow automatically converts a ",(0,s.jsx)(o.a,{href:"/configuration-global-variables#default-environment-variables",children:"predefined list"})," of environment variables into global variables."]}),"\n",(0,s.jsxs)(o.p,{children:["If your custom environment variables aren't in this predefined list, you need to explicitly include them using the ",(0,s.jsx)(o.code,{children:"LANGFLOW_VARIABLES_TO_GET_FROM_ENVIRONMENT"})," environment variable."]}),"\n",(0,s.jsx)(o.p,{children:"This environment variable accepts a comma-separated list of environment variables to get from the environment and store as global variables."}),"\n",(0,s.jsxs)(o.p,{children:["For example, this configuration creates global variables named ",(0,s.jsx)(o.code,{children:"WATSONX_PROJECT_ID"})," and ",(0,s.jsx)(o.code,{children:"WATSONX_API_KEY"})," in Langflow's database and makes them available for use in components:"]}),"\n",(0,s.jsx)(d.Code,{codeConfig:p,northPanel:{tabs:[""],active:"",heightRatio:1},files:[{name:"",focus:"",code:{lines:[{tokens:[{content:"LANGFLOW_AUTO_LOGIN=True",props:{}}]},{tokens:[{content:"LANGFLOW_SAVE_DB_IN_CONFIG_DIR=True",props:{}}]},{tokens:[{content:"WATSONX_PROJECT_ID=your_project_id",props:{}}]},{tokens:[{content:"WATSONX_API_KEY=your_api_key",props:{}}]},{tokens:[{content:"LANGFLOW_VARIABLES_TO_GET_FROM_ENVIRONMENT=WATSONX_PROJECT_ID,WATSONX_API_KEY",props:{}}]}],lang:"text"},annotations:[]}]}),"\n",(0,s.jsxs)(o.p,{children:["Alternatively, set ",(0,s.jsx)(o.code,{children:"LANGFLOW_FALLBACK_TO_ENV_VAR=True"})," to allow global variables set in Langflow Settings to use an environment variable with the same name if Langflow can't retrieve the variable value from the global variables."]}),"\n",(0,s.jsxs)(o.p,{children:["For example, in this configuration, when a component references the global variables ",(0,s.jsx)(o.code,{children:"WATSONX_PROJECT_ID"})," or ",(0,s.jsx)(o.code,{children:"WATSONX_API_KEY"})," that don't exist in Langflow's database, Langflow will automatically use the corresponding environment variable value as a fallback."]}),"\n",(0,s.jsx)(d.Code,{codeConfig:p,northPanel:{tabs:[""],active:"",heightRatio:1},files:[{name:"",focus:"",code:{lines:[{tokens:[{content:"LANGFLOW_AUTO_LOGIN=True",props:{}}]},{tokens:[{content:"LANGFLOW_SAVE_DB_IN_CONFIG_DIR=True",props:{}}]},{tokens:[{content:"LANGFLOW_FALLBACK_TO_ENV_VAR=True",props:{}}]},{tokens:[{content:"WATSONX_PROJECT_ID=your_project_id",props:{}}]},{tokens:[{content:"WATSONX_API_KEY=your_api_key",props:{}}]}],lang:"text"},annotations:[]}]}),"\n",(0,s.jsxs)(o.p,{children:["For more information, see ",(0,s.jsx)(o.a,{href:"/environment-variables",children:"Langflow environment variables"})," and ",(0,s.jsx)(o.a,{href:"/configuration-global-variables",children:"Global variables"}),"."]}),"\n",(0,s.jsx)(o.h3,{id:"secrets",children:"Secrets"}),"\n",(0,s.jsx)(o.p,{children:"For simplicity, the examples in the Langflow documentation might use direct references to API keys and other sensitive values.\nIn your own applications, you should always follow industry best practices for managing secrets, such as using environment variables or secret management tools."}),"\n",(0,s.jsxs)(o.p,{children:["For information about generating authentication keys and managing secrets in Langflow, see ",(0,s.jsx)(o.a,{href:"/api-keys-and-authentication",children:"API keys and authentication"}),"."]}),"\n",(0,s.jsx)(o.h3,{id:"storage",children:"Storage"}),"\n",(0,s.jsxs)(o.p,{children:["By default, Langflow uses an ",(0,s.jsx)(o.a,{href:"https://www.sqlite.org/",children:"SQLite"})," database for storage.\nIf you prefer to use PostgreSQL, see ",(0,s.jsx)(o.a,{href:"/configuration-custom-database",children:"Configure an external PostgreSQL database"}),"."]}),"\n",(0,s.jsxs)(o.p,{children:["For more information about storage, including cache and memory, see ",(0,s.jsx)(o.a,{href:"/memory",children:"Memory management options"}),"."]}),"\n",(0,s.jsx)(o.h3,{id:"flows",children:"Flows"}),"\n",(0,s.jsx)(o.p,{children:"Your local Langflow instance might have many flows for different applications.\nWhen you package Langflow as a dependency of an application, you only want to include the flows your application uses."}),"\n",(0,s.jsxs)(o.ol,{children:["\n",(0,s.jsxs)(o.li,{children:["\n",(0,s.jsxs)(o.p,{children:[(0,s.jsx)(o.a,{href:"/concepts-flows-import",children:"Export flows"})," that are relevant to your application."]}),"\n",(0,s.jsxs)(o.p,{children:["If you have chained flows (flows that trigger other flows), make sure you export ",(0,s.jsx)(o.em,{children:"all"})," necessary flows."]}),"\n"]}),"\n",(0,s.jsxs)(o.li,{children:["\n",(0,s.jsxs)(o.p,{children:["Add the exported Langflow JSON files to the ",(0,s.jsx)(o.code,{children:"/flows"})," folder in your application directory."]}),"\n"]}),"\n"]}),"\n",(0,s.jsx)(o.h3,{id:"components",children:"Components"}),"\n",(0,s.jsx)(o.p,{children:"The core components and bundles that you see in the Langflow visual editor are automatically included in the base Langflow Docker image."}),"\n",(0,s.jsxs)(o.p,{children:["If you have any ",(0,s.jsx)(o.a,{href:"/components-custom-components",children:"custom components"})," that you created for your application, you must include these components in your application directory:"]}),"\n",(0,s.jsxs)(o.ol,{children:["\n",(0,s.jsxs)(o.li,{children:["Create a ",(0,s.jsx)(o.code,{children:"/components"})," folder in your application directory."]}),"\n",(0,s.jsxs)(o.li,{children:["Add your custom component files to the ",(0,s.jsx)(o.code,{children:"/components"})," folder."]}),"\n",(0,s.jsxs)(o.li,{children:["Specify the path to ",(0,s.jsx)(o.code,{children:"/components"})," in your ",(0,s.jsx)(o.code,{children:"docker.env"}),"."]}),"\n"]}),"\n",(0,s.jsx)(o.h2,{id:"dockerfile",children:"Langflow Dockerfile"}),"\n",(0,s.jsx)(o.p,{children:"The Dockerfile determines how your Langflow image is built, including the dependencies, flows, components, and configuration files."}),"\n",(0,s.jsx)(o.p,{children:"At minimum, you need to specify the base Langflow image, create the necessary folders in the container, copy folders and files to the container, and provide a startup command."}),"\n",(0,s.jsx)(d.Code,{codeConfig:p,northPanel:{tabs:[""],active:"",heightRatio:1},files:[{name:"",focus:"",code:{lines:[{tokens:[{content:"# Use the latest version of the base Langflow image",props:{style:{color:"#8B949E"}}}]},{tokens:[{content:"FROM",props:{style:{color:"#FF7B72"}}},{content:" langflowai/langflow:latest",props:{style:{color:"#C9D1D9"}}}]},{tokens:[{content:"",props:{style:{color:"#C9D1D9"}}}]},{tokens:[{content:"# Create folders and set the working directory in the container",props:{style:{color:"#8B949E"}}}]},{tokens:[{content:"RUN",props:{style:{color:"#FF7B72"}}},{content:" mkdir /app/flows",props:{style:{color:"#C9D1D9"}}}]},{tokens:[{content:"RUN",props:{style:{color:"#FF7B72"}}},{content:" mkdir /app/langflow-config-dir",props:{style:{color:"#C9D1D9"}}}]},{tokens:[{content:"WORKDIR",props:{style:{color:"#FF7B72"}}},{content:" /app",props:{style:{color:"#C9D1D9"}}}]},{tokens:[{content:"",props:{style:{color:"#C9D1D9"}}}]},{tokens:[{content:"# Copy flows, langflow-config-dir, and docker.env to the container",props:{style:{color:"#8B949E"}}}]},{tokens:[{content:"COPY",props:{style:{color:"#FF7B72"}}},{content:" flows /app/flows",props:{style:{color:"#C9D1D9"}}}]},{tokens:[{content:"COPY",props:{style:{color:"#FF7B72"}}},{content:" langflow-config-dir /app/langflow-config-dir",props:{style:{color:"#C9D1D9"}}}]},{tokens:[{content:"COPY",props:{style:{color:"#FF7B72"}}},{content:" docker.env /app/.env",props:{style:{color:"#C9D1D9"}}}]},{tokens:[{content:"",props:{style:{color:"#C9D1D9"}}}]},{tokens:[{content:"# Optional: Copy custom components to the container",props:{style:{color:"#8B949E"}}}]},{tokens:[{content:"COPY",props:{style:{color:"#FF7B72"}}},{content:" components /app/components",props:{style:{color:"#C9D1D9"}}}]},{tokens:[{content:"",props:{style:{color:"#C9D1D9"}}}]},{tokens:[{content:"# Optional: Use custom dependencies",props:{style:{color:"#8B949E"}}}]},{tokens:[{content:"COPY",props:{style:{color:"#FF7B72"}}},{content:" pyproject.toml uv.lock /app/",props:{style:{color:"#C9D1D9"}}}]},{tokens:[{content:"",props:{style:{color:"#C9D1D9"}}}]},{tokens:[{content:"# Set environment variables if not set in docker.env",props:{style:{color:"#8B949E"}}}]},{tokens:[{content:"ENV",props:{style:{color:"#FF7B72"}}},{content:" PYTHONPATH=/app",props:{style:{color:"#C9D1D9"}}}]},{tokens:[{content:"ENV",props:{style:{color:"#FF7B72"}}},{content:" LANGFLOW_LOAD_FLOWS_PATH=/app/flows",props:{style:{color:"#C9D1D9"}}}]},{tokens:[{content:"ENV",props:{style:{color:"#FF7B72"}}},{content:" LANGFLOW_CONFIG_DIR=/app/langflow-config-dir",props:{style:{color:"#C9D1D9"}}}]},{tokens:[{content:"ENV",props:{style:{color:"#FF7B72"}}},{content:" LANGFLOW_COMPONENTS_PATH=/app/components",props:{style:{color:"#C9D1D9"}}}]},{tokens:[{content:"ENV",props:{style:{color:"#FF7B72"}}},{content:" LANGFLOW_LOG_ENV=container",props:{style:{color:"#C9D1D9"}}}]},{tokens:[{content:"",props:{style:{color:"#C9D1D9"}}}]},{tokens:[{content:"# Command to run the Langflow server on port 7860",props:{style:{color:"#8B949E"}}}]},{tokens:[{content:"EXPOSE",props:{style:{color:"#FF7B72"}}},{content:" 7860",props:{style:{color:"#C9D1D9"}}}]},{tokens:[{content:"CMD",props:{style:{color:"#FF7B72"}}},{content:" [",props:{style:{color:"#C9D1D9"}}},{content:'"langflow"',props:{style:{color:"#A5D6FF"}}},{content:", ",props:{style:{color:"#C9D1D9"}}},{content:'"run"',props:{style:{color:"#A5D6FF"}}},{content:", ",props:{style:{color:"#C9D1D9"}}},{content:'"--backend-only"',props:{style:{color:"#A5D6FF"}}},{content:", ",props:{style:{color:"#C9D1D9"}}},{content:'"--env-file"',props:{style:{color:"#A5D6FF"}}},{content:",",props:{style:{color:"#C9D1D9"}}},{content:'"/app/.env"',props:{style:{color:"#A5D6FF"}}},{content:",",props:{style:{color:"#C9D1D9"}}},{content:'"--host"',props:{style:{color:"#A5D6FF"}}},{content:", ",props:{style:{color:"#C9D1D9"}}},{content:'"0.0.0.0"',props:{style:{color:"#A5D6FF"}}},{content:", ",props:{style:{color:"#C9D1D9"}}},{content:'"--port"',props:{style:{color:"#A5D6FF"}}},{content:", ",props:{style:{color:"#C9D1D9"}}},{content:'"7860"',props:{style:{color:"#A5D6FF"}}},{content:"]",props:{style:{color:"#C9D1D9"}}}]}],lang:"dockerfile"},annotations:[]}]}),"\n",(0,s.jsxs)(o.p,{children:["The environment variables set directly in this Dockerfile specify resource paths for Langflow.\nIf these variables are also set in ",(0,s.jsx)(o.code,{children:"docker.env"}),", the values in ",(0,s.jsx)(o.code,{children:"docker.env"})," override the values set in the Dockerfile."]}),"\n",(0,s.jsxs)(o.p,{children:["In this example, ",(0,s.jsx)(o.code,{children:"ENV LANGFLOW_LOG_ENV=container"})," sets the logging behavior for serialized JSON to ",(0,s.jsx)(o.code,{children:"stdout"})," to track the application's behavior in a containerized environment. For more information, see ",(0,s.jsx)(o.a,{href:"/logging",children:"Logging"}),"."]}),"\n",(0,s.jsx)(o.h3,{id:"backend-only-mode",children:"Backend-only mode"}),"\n",(0,s.jsxs)(o.p,{children:["The ",(0,s.jsx)(o.code,{children:"--backend-only"})," flag in ",(0,s.jsx)(o.code,{children:"CMD"})," starts Langflow in backend-only mode, which provides programmatic access only.\nThis is recommended when running Langflow as a dependency of an application where you don't need access to the visual editor."]}),"\n",(0,s.jsxs)(o.p,{children:["If you want to serve the Langflow visual editor ",(0,s.jsx)(o.em,{children:"and"})," backend, then omit ",(0,s.jsx)(o.code,{children:"--backend-only"}),"."]}),"\n",(0,s.jsxs)(o.p,{children:["For more information, see ",(0,s.jsx)(o.a,{href:"/deployment-docker",children:"Deploy Langflow on Docker"}),"."]}),"\n",(0,s.jsx)(o.h2,{id:"test-your-langflow-docker-image",children:"Test your Langflow Docker image"}),"\n",(0,s.jsx)(o.p,{children:"Build and run your Langflow Docker image to test it."}),"\n",(0,s.jsxs)(o.p,{children:["This example runs the container locally.\nFor information about publishing your image on Docker Hub and running a Langflow container remotely, see ",(0,s.jsx)(o.a,{href:"#deploy-docker",children:"Deploy to Docker Hub and Kubernetes"}),"."]}),"\n",(0,s.jsxs)(o.ol,{children:["\n",(0,s.jsxs)(o.li,{children:["\n",(0,s.jsx)(o.p,{children:"Build the Docker image:"}),"\n",(0,s.jsx)(d.Code,{codeConfig:p,northPanel:{tabs:[""],active:"",heightRatio:1},files:[{name:"",focus:"",code:{lines:[{tokens:[{content:"docker ",props:{style:{color:"#FFA657"}}},{content:"build ",props:{style:{color:"#A5D6FF"}}},{content:"-t ",props:{style:{color:"#79C0FF"}}},{content:"langflow-pokedex:",props:{style:{color:"#A5D6FF"}}},{content:"1.2.0 ",props:{style:{color:"#79C0FF"}}},{content:".",props:{style:{color:"#A5D6FF"}}}]}],lang:"bash"},annotations:[]}]}),"\n"]}),"\n",(0,s.jsxs)(o.li,{children:["\n",(0,s.jsx)(o.p,{children:"Run the Docker container to start your Langflow server:"}),"\n",(0,s.jsx)(d.Code,{codeConfig:p,northPanel:{tabs:[""],active:"",heightRatio:1},files:[{name:"",focus:"",code:{lines:[{tokens:[{content:"docker ",props:{style:{color:"#FFA657"}}},{content:"run ",props:{style:{color:"#A5D6FF"}}},{content:"-p ",props:{style:{color:"#79C0FF"}}},{content:"7860:",props:{style:{color:"#A5D6FF"}}},{content:"7860 ",props:{style:{color:"#79C0FF"}}},{content:"langflow-pokedex:",props:{style:{color:"#A5D6FF"}}},{content:"1.2.0",props:{style:{color:"#79C0FF"}}}]}],lang:"bash"},annotations:[]}]}),"\n"]}),"\n",(0,s.jsxs)(o.li,{children:["\n",(0,s.jsx)(o.p,{children:"To confirm that the container is serving your flows as expected, use the Langflow API to run a flow:"}),"\n",(0,s.jsxs)(o.ol,{children:["\n",(0,s.jsxs)(o.li,{children:["\n",(0,s.jsxs)(o.p,{children:["Open one of the JSON files in your application's ",(0,s.jsx)(o.code,{children:"/flows"})," folder, and then find the flow's ",(0,s.jsx)(o.code,{children:"id"})," in the ",(0,s.jsx)(o.a,{href:"/concepts-flows-import#additional-metadata-and-project-information",children:"additional metadata and project information"}),"."]}),"\n",(0,s.jsxs)(o.p,{children:["There are many ",(0,s.jsx)(o.code,{children:"id"})," values; make sure you get the ID for the entire flow, not the ID for an individual component.\nIf your flow is complex, try searching for the flow's name, which is typically near the flow's ",(0,s.jsx)(o.code,{children:"id"}),"."]}),"\n",(0,s.jsx)(d.Code,{codeConfig:p,northPanel:{tabs:[""],active:"",heightRatio:1},files:[{name:"",focus:"",code:{lines:[{tokens:[{content:'"name"',props:{style:{color:"#A5D6FF"}}},{content:": ",props:{style:{color:"#C9D1D9"}}},{content:'"Basic Prompting"',props:{style:{color:"#A5D6FF"}}},{content:",",props:{style:{color:"#C9D1D9"}}}]},{tokens:[{content:'"description"',props:{style:{color:"#A5D6FF"}}},{content:": ",props:{style:{color:"#C9D1D9"}}},{content:'"Perform basic prompting with an OpenAI model."',props:{style:{color:"#A5D6FF"}}},{content:",",props:{style:{color:"#C9D1D9"}}}]},{tokens:[{content:'"id"',props:{style:{color:"#A5D6FF"}}},{content:": ",props:{style:{color:"#C9D1D9"}}},{content:'"e4167236-938f-4aca-845b-21de3f399858"',props:{style:{color:"#A5D6FF"}}},{content:",",props:{style:{color:"#C9D1D9"}}}]}],lang:"json"},annotations:[]}]}),"\n"]}),"\n",(0,s.jsxs)(o.li,{children:["\n",(0,s.jsxs)(o.p,{children:["Send a POST request to the ",(0,s.jsx)(o.a,{href:"/api-flows-run#run-flow",children:(0,s.jsx)(o.code,{children:"/v1/run/$FLOW_ID"})})," endpoint using the flow ID from the previous step ."]}),"\n",(0,s.jsxs)(o.p,{children:["The following example runs a simple LLM chat flow that responds to a chat input string.\nIf necessary, modify the payload for your flow.\nFor example, if your flow doesn't have a ",(0,s.jsx)(o.strong,{children:"Chat Input"})," component, you must modify the payload to provide the expected input for your flow."]}),"\n",(0,s.jsx)(d.Code,{codeConfig:p,northPanel:{tabs:[""],active:"",heightRatio:1},files:[{name:"",focus:"",code:{lines:[{tokens:[{content:"curl ",props:{style:{color:"#FFA657"}}},{content:"--request ",props:{style:{color:"#79C0FF"}}},{content:"POST ",props:{style:{color:"#A5D6FF"}}},{content:"\\",props:{style:{color:"#79C0FF"}}}]},{tokens:[{content:" --url ",props:{style:{color:"#79C0FF"}}},{content:"'http://localhost:7860/api/v1/run/e4167236-938f-4aca-845b-21de3f399858?stream=true' ",props:{style:{color:"#A5D6FF"}}},{content:"\\",props:{style:{color:"#79C0FF"}}}]},{tokens:[{content:" --header ",props:{style:{color:"#79C0FF"}}},{content:"'Content-Type: application/json' ",props:{style:{color:"#A5D6FF"}}},{content:"\\",props:{style:{color:"#79C0FF"}}}]},{tokens:[{content:" --data ",props:{style:{color:"#79C0FF"}}},{content:"'{",props:{style:{color:"#A5D6FF"}}}]},{tokens:[{content:' "input_value": "Tell me about Charizard.",',props:{style:{color:"#A5D6FF"}}}]},{tokens:[{content:' "output_type": "chat",',props:{style:{color:"#A5D6FF"}}}]},{tokens:[{content:' "input_type": "chat",',props:{style:{color:"#A5D6FF"}}}]},{tokens:[{content:' "session_id": "charizard_test_request"',props:{style:{color:"#A5D6FF"}}}]},{tokens:[{content:"}'",props:{style:{color:"#A5D6FF"}}}]}],lang:"bash"},annotations:[]}]}),"\n",(0,s.jsxs)(n,{children:[(0,s.jsx)("summary",{children:"About this example"}),(0,s.jsxs)(o.p,{children:["This command runs the ",(0,s.jsx)(o.strong,{children:"Pok\xe9dex"})," template flow.\nIt provides chat input about a specific Pok\xe9mon, uses an optional custom ",(0,s.jsx)(o.code,{children:"session_id"}),", and enables response streaming with ",(0,s.jsx)(o.code,{children:"?stream=true"}),"."]}),(0,s.jsxs)(o.p,{children:["The default ",(0,s.jsx)(o.a,{href:"/session-id",children:"session ID"})," is the flow ID.\nCustom session IDs can help isolate unique conversation threads to keep the LLM's context clean, and they can help identify specific conversations in flow logs to make debugging easier."]}),(0,s.jsxs)(o.p,{children:["This command uses response streaming because the Pok\xe9dex flow can return a large amount of text.\nTo use batching, set ",(0,s.jsx)(o.code,{children:"?stream=false"}),"."]})]}),"\n"]}),"\n",(0,s.jsxs)(o.li,{children:["\n",(0,s.jsx)(o.p,{children:"Verify that the request succeeds and the response is valid, depending on the specific flow you ran."}),"\n",(0,s.jsx)(o.p,{children:"This confirms that your Langflow Docker image is correctly configured and this flow is accessible through the Langflow API server that is hosted on the container.\nWhen you build and test your entire application stack, your front-end application can use Langflow API requests to trigger the flows served by your Langflow container in the same way you manually tested the flow in the previous step."}),"\n",(0,s.jsxs)(o.p,{children:["This example triggered a flow by sending chat input to the ",(0,s.jsx)(o.code,{children:"/v1/run/$FLOW_ID"})," endpoint.\nFor more examples of flow triggers, see ",(0,s.jsx)(o.a,{href:"/webhook",children:"Trigger flows with webhooks"})," and the tutorial to ",(0,s.jsx)(o.a,{href:"/chat-with-files",children:"Create a chatbot that can ingest files"}),"."]}),"\n"]}),"\n"]}),"\n"]}),"\n"]}),"\n",(0,s.jsx)(o.h2,{id:"deploy-docker",children:"Deploy to Docker Hub and Kubernetes"}),"\n",(0,s.jsx)(o.p,{children:"When you're ready to share your application with the world, you need to serve Langflow in a production environment.\nFor more information about deploying Langflow, see the following:"}),"\n",(0,s.jsxs)(o.ul,{children:["\n",(0,s.jsx)(o.li,{children:(0,s.jsx)(o.a,{href:"/deployment-overview",children:"Learn about Langflow deployments"})}),"\n",(0,s.jsx)(o.li,{children:(0,s.jsx)(o.a,{href:"/deployment-docker",children:"Deploy Langflow on Docker"})}),"\n",(0,s.jsx)(o.li,{children:(0,s.jsx)(o.a,{href:"/deployment-kubernetes-prod",children:"Deploy the Langflow production environment on Kubernetes"})}),"\n"]})]})}function u(e={}){const{wrapper:o}={...(0,r.R)(),...e.components};return o?(0,s.jsx)(o,{...e,children:(0,s.jsx)(f,{...e})}):f(e)}function g(e,o){throw new Error("Expected "+(o?"component":"object")+" `"+e+"` to be defined: you likely forgot to import, pass, or provide it.")}}}]); \ No newline at end of file diff --git a/assets/js/e6c6a4d2.7f121922.js b/assets/js/e6c6a4d2.763134a4.js similarity index 55% rename from assets/js/e6c6a4d2.7f121922.js rename to assets/js/e6c6a4d2.763134a4.js index c1e6a67bea..dcbedcd9db 100644 --- a/assets/js/e6c6a4d2.7f121922.js +++ b/assets/js/e6c6a4d2.763134a4.js @@ -1 +1 @@ -"use strict";(self.webpackChunklangflow_docs=self.webpackChunklangflow_docs||[]).push([[8504],{28453:(e,t,n)=>{n.d(t,{R:()=>a,x:()=>l});var s=n(96540);const i={},o=s.createContext(i);function a(e){const 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for the flow. Each input can target specific components and provide custom values.\\n- `outputs` (List[str], optional): A list of output names to retrieve from the executed flow.\\n If not provided, all outputs are returned.\\n- `tweaks` (Optional[Tweaks], optional): A dictionary of tweaks to customize the flow execution.\\n The tweaks can be used to modify the flow\'s parameters and components.\\n Tweaks can be overridden by the input values.\\n- `stream` (bool, optional): Specifies whether the results should be streamed. Defaults to False.\\n- `session_id` (Union[None, str], optional): An optional session ID to utilize existing session data for the flow\\n execution.\\n- `api_key_user` (User): The user associated with the current API key. Automatically resolved from the API key.\\n\\n### Returns:\\nA `RunResponse` object containing the selected outputs (or all if not specified) of the executed flow\\nand the session ID.\\nThe structure of the response accommodates multiple inputs, providing a nested list of outputs for each input.\\n\\n### Raises:\\nHTTPException: Indicates issues with finding the specified flow, invalid input formats, or internal errors during\\nflow execution.\\n\\n### Example usage:\\n```json\\nPOST /run/flow_id\\nx-api-key: YOUR_API_KEY\\nPayload:\\n{\\n \\"inputs\\": [\\n {\\"components\\": [\\"component1\\"], \\"input_value\\": \\"value1\\"},\\n {\\"components\\": [\\"component3\\"], \\"input_value\\": \\"value2\\"}\\n ],\\n \\"outputs\\": [\\"Component Name\\", \\"component_id\\"],\\n \\"tweaks\\": {\\"parameter_name\\": \\"value\\", \\"Component Name\\": {\\"parameter_name\\": \\"value\\"}, \\"component_id\\": {\\"parameter_name\\": \\"value\\"}}\\n \\"stream\\": false\\n}\\n```\\n\\nThis endpoint facilitates complex flow executions with customized inputs, outputs, and configurations,\\ncatering to diverse application requirements.","operationId":"experimental_run_flow_api_v1_run_advanced__flow_id__post","security":[{"API key query":[]},{"API key header":[]}],"parameters":[{"name":"flow_id","in":"path","required":true,"schema":{"type":"string","format":"uuid","title":"Flow Id"}}],"requestBody":{"content":{"application/json":{"schema":{"properties":{"inputs":{"anyOf":[{"items":{"properties":{"components":{"anyOf":[{"items":{"type":"string"},"type":"array"},{"type":"null"}],"title":"Components","default":[]},"input_value":{"anyOf":[{"type":"string"},{"type":"null"}],"title":"Input Value"},"session":{"anyOf":[{"type":"string"},{"type":"null"}],"title":"Session"},"type":{"anyOf":[{"type":"string","enum":["chat","text","any"]},{"type":"null"}],"title":"Type","description":"Defines on which components the input value should be applied. \'any\' applies to all input components.","default":"any"}},"additionalProperties":false,"type":"object","title":"InputValueRequest","examples":[{"components":["components_id","Component Name"],"input_value":"input_value","session":"session_id"},{"components":["Component Name"],"input_value":"input_value"},{"input_value":"input_value"},{"components":["Component Name"],"input_value":"input_value","session":"session_id"},{"input_value":"input_value","session":"session_id"},{"input_value":"input_value","type":"chat"},{"input_value":"{\\"key\\": \\"value\\"}","type":"json"}]},"type":"array"},{"type":"null"}],"title":"Inputs"},"outputs":{"anyOf":[{"items":{"type":"string"},"type":"array"},{"type":"null"}],"title":"Outputs"},"tweaks":{"anyOf":[{"additionalProperties":{"anyOf":[{"type":"string"},{"type":"object"}]},"type":"object","title":"Tweaks","description":"A dictionary of tweaks to adjust the flow\'s execution. 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b/components-agents.html index 659228b395..123c034d22 100644 --- a/components-agents.html +++ b/components-agents.html @@ -23,7 +23,7 @@ - + diff --git a/components-bundle-components.html b/components-bundle-components.html index f370df6627..fa8542b7c4 100644 --- a/components-bundle-components.html +++ b/components-bundle-components.html @@ -23,7 +23,7 @@ - + diff --git a/components-custom-components.html b/components-custom-components.html index dfe93bfcb7..a46e7fea65 100644 --- a/components-custom-components.html +++ b/components-custom-components.html @@ -23,7 +23,7 @@ - + diff --git a/components-data.html b/components-data.html index 3d8f3ffa35..e85bfc192e 100644 --- a/components-data.html +++ b/components-data.html @@ -23,7 +23,7 @@ - + diff --git a/components-embedding-models.html b/components-embedding-models.html index 9cdfdab41a..28f3c3b0c3 100644 --- a/components-embedding-models.html +++ b/components-embedding-models.html @@ -23,7 +23,7 @@ - + diff --git a/components-helpers.html b/components-helpers.html index bc458b2cc1..f17bfb0061 100644 --- a/components-helpers.html +++ b/components-helpers.html @@ -23,7 +23,7 @@ - + diff --git a/components-io.html b/components-io.html index 5c1e6af348..0c8547d876 100644 --- a/components-io.html +++ b/components-io.html @@ -23,7 +23,7 @@ - + diff --git a/components-logic.html b/components-logic.html index 8da7e1add6..4f3bf3dc7e 100644 --- a/components-logic.html +++ b/components-logic.html @@ -23,7 +23,7 @@ - + diff --git a/components-memories.html b/components-memories.html index 7321d0ebd1..aca31e2b05 100644 --- a/components-memories.html +++ b/components-memories.html @@ -23,7 +23,7 @@ - + diff --git a/components-models.html b/components-models.html index 7668b961e2..681712b008 100644 --- a/components-models.html +++ b/components-models.html @@ -23,7 +23,7 @@ - + diff --git a/components-processing.html b/components-processing.html index 42d454a40d..dcaffe5555 100644 --- a/components-processing.html +++ b/components-processing.html @@ -23,7 +23,7 @@ - + diff --git a/components-prompts.html b/components-prompts.html index cf51d40c47..ffa32bc190 100644 --- a/components-prompts.html +++ b/components-prompts.html @@ -23,7 +23,7 @@ - + diff --git a/components-tools.html b/components-tools.html index 7746a907f9..eded7a6db3 100644 --- a/components-tools.html +++ b/components-tools.html @@ -23,7 +23,7 @@ - + diff --git a/components-vector-stores.html b/components-vector-stores.html index cac7bbdde6..2513e7c7da 100644 --- a/components-vector-stores.html +++ b/components-vector-stores.html @@ -23,7 +23,7 @@ - + diff --git a/concepts-components.html b/concepts-components.html index 9e4ac9aee0..99e53a9939 100644 --- a/concepts-components.html +++ b/concepts-components.html @@ -23,7 +23,7 @@ - + diff --git a/concepts-file-management.html b/concepts-file-management.html index 17f8fb5382..ef11aa510c 100644 --- a/concepts-file-management.html +++ b/concepts-file-management.html @@ -23,7 +23,7 @@ - + diff --git a/concepts-flows-import.html b/concepts-flows-import.html index 9bc3fab323..dc1ad78328 100644 --- a/concepts-flows-import.html +++ b/concepts-flows-import.html @@ -23,7 +23,7 @@ - + diff --git a/concepts-flows.html b/concepts-flows.html index c11898f8ee..35eaf6ba9e 100644 --- a/concepts-flows.html +++ b/concepts-flows.html @@ -23,7 +23,7 @@ - + diff --git a/concepts-overview.html b/concepts-overview.html index 41af3e5016..af55b4c592 100644 --- a/concepts-overview.html +++ b/concepts-overview.html @@ -23,7 +23,7 @@ - + diff --git a/concepts-playground.html b/concepts-playground.html index 5382e96557..d25494ced3 100644 --- a/concepts-playground.html +++ b/concepts-playground.html @@ -23,7 +23,7 @@ - + diff --git a/concepts-publish.html b/concepts-publish.html index 0f2369cdff..d5189f85bb 100644 --- a/concepts-publish.html +++ b/concepts-publish.html @@ -23,7 +23,7 @@ - + diff --git a/concepts-voice-mode.html b/concepts-voice-mode.html index fec4d4d78e..ac0c355443 100644 --- a/concepts-voice-mode.html +++ b/concepts-voice-mode.html @@ -23,7 +23,7 @@ - + diff --git a/configuration-cli.html b/configuration-cli.html index 5aac04d01e..d23f9b7575 100644 --- a/configuration-cli.html +++ b/configuration-cli.html @@ -23,7 +23,7 @@ - + diff --git a/configuration-custom-database.html b/configuration-custom-database.html index 2e477bc948..5eb639302d 100644 --- a/configuration-custom-database.html +++ b/configuration-custom-database.html @@ -23,7 +23,7 @@ - + diff --git a/configuration-global-variables.html b/configuration-global-variables.html index b00cdd1e5f..68ee92fd86 100644 --- a/configuration-global-variables.html +++ b/configuration-global-variables.html @@ -23,7 +23,7 @@ - + diff --git a/contributing-bundles.html b/contributing-bundles.html index 6596083a16..fb5aa84e17 100644 --- a/contributing-bundles.html +++ b/contributing-bundles.html @@ -23,7 +23,7 @@ - + diff --git a/contributing-community.html b/contributing-community.html index d8c2f4cf86..c40ddd32d5 100644 --- a/contributing-community.html +++ b/contributing-community.html @@ -23,7 +23,7 @@ - + diff --git a/contributing-component-tests.html b/contributing-component-tests.html index 04553f4c76..a2afac0a06 100644 --- a/contributing-component-tests.html +++ b/contributing-component-tests.html @@ -23,7 +23,7 @@ - + diff --git a/contributing-components.html b/contributing-components.html index d8afa99780..3a6827f2fb 100644 --- a/contributing-components.html +++ b/contributing-components.html @@ -23,7 +23,7 @@ - + diff --git a/contributing-github-issues.html b/contributing-github-issues.html index 5c16977881..d724f6aa4b 100644 --- a/contributing-github-issues.html +++ b/contributing-github-issues.html @@ -23,7 +23,7 @@ - + diff --git a/contributing-how-to-contribute.html b/contributing-how-to-contribute.html index 8ca3c246db..4dde442ae0 100644 --- a/contributing-how-to-contribute.html +++ b/contributing-how-to-contribute.html @@ -23,7 +23,7 @@ - + diff --git a/contributing-telemetry.html b/contributing-telemetry.html index 5664041828..10855ff655 100644 --- a/contributing-telemetry.html +++ b/contributing-telemetry.html @@ -23,7 +23,7 @@ - + diff --git a/contributing-templates.html b/contributing-templates.html index 6a0e1d6d1c..526cfe6a1b 100644 --- a/contributing-templates.html +++ b/contributing-templates.html @@ -23,7 +23,7 @@ - + diff --git a/data-types.html b/data-types.html index 75b228e598..07ee162bf4 100644 --- a/data-types.html +++ b/data-types.html @@ -23,7 +23,7 @@ - + diff --git a/deployment-architecture.html b/deployment-architecture.html index c59c7ff4a9..e7fadb27e1 100644 --- a/deployment-architecture.html +++ b/deployment-architecture.html @@ -23,7 +23,7 @@ - + diff --git a/deployment-caddyfile.html b/deployment-caddyfile.html index cec628c92b..967060830a 100644 --- a/deployment-caddyfile.html +++ b/deployment-caddyfile.html @@ -23,7 +23,7 @@ - + diff --git a/deployment-docker.html b/deployment-docker.html index 4b7abdc47c..e46dcf2755 100644 --- a/deployment-docker.html +++ b/deployment-docker.html @@ -23,7 +23,7 @@ - + diff --git a/deployment-gcp.html b/deployment-gcp.html index 52a94e5e40..2073254553 100644 --- a/deployment-gcp.html +++ b/deployment-gcp.html @@ -23,7 +23,7 @@ - + diff --git a/deployment-hugging-face-spaces.html b/deployment-hugging-face-spaces.html index c6aa09ee5f..4ea7feda59 100644 --- a/deployment-hugging-face-spaces.html +++ b/deployment-hugging-face-spaces.html @@ -23,7 +23,7 @@ - + diff --git a/deployment-kubernetes-dev.html b/deployment-kubernetes-dev.html index 5226867e50..f5f5773a8b 100644 --- a/deployment-kubernetes-dev.html +++ b/deployment-kubernetes-dev.html @@ -23,7 +23,7 @@ - + diff --git a/deployment-kubernetes-prod.html b/deployment-kubernetes-prod.html index 246ffda3bb..034dfb11bb 100644 --- a/deployment-kubernetes-prod.html +++ b/deployment-kubernetes-prod.html @@ -23,7 +23,7 @@ - + diff --git a/deployment-overview.html b/deployment-overview.html index c931ece3c9..0501c1790a 100644 --- a/deployment-overview.html +++ b/deployment-overview.html @@ -23,7 +23,7 @@ - + diff --git a/deployment-prod-best-practices.html b/deployment-prod-best-practices.html index b4be8613be..a98ba0ee9e 100644 --- a/deployment-prod-best-practices.html +++ b/deployment-prod-best-practices.html @@ -23,7 +23,7 @@ - + diff --git a/deployment-public-server.html b/deployment-public-server.html index 6951254058..52b88fba38 100644 --- a/deployment-public-server.html +++ b/deployment-public-server.html @@ -23,7 +23,7 @@ - + diff --git a/deployment-railway.html b/deployment-railway.html index 8636c652c3..591444d77c 100644 --- a/deployment-railway.html +++ b/deployment-railway.html @@ -23,7 +23,7 @@ - + diff --git a/deployment-render.html b/deployment-render.html index 9b32034bbf..bb740f3e27 100644 --- a/deployment-render.html +++ b/deployment-render.html @@ -23,7 +23,7 @@ - + diff --git a/develop-application.html b/develop-application.html index 9e3c410a54..a4e81da498 100644 --- a/develop-application.html +++ b/develop-application.html @@ -23,7 +23,7 @@ - + @@ -78,10 +78,16 @@ To do this, add the following to your Langflow application's Dockerfile:


_10
LANGFLOW_AUTO_LOGIN=True
_10
LANGFLOW_SAVE_DB_IN_CONFIG_DIR=True
_10
LANGFLOW_BASE_URL=http://0.0.0.0:7860
_10
OPENAI_API_KEY=sk-...

-

The specific values you include depend on your application's needs and how you want to configure Langflow. -For more information, see Langflow environment variables and Global variables.

-

You can also set environment variables in the Dockerfile. -However, if you set an environment variable in both docker.env and the Dockerfile, Langflow uses the value set in docker.env.

+

You can set environment variables in the Dockerfile, but if you set an environment variable in both docker.env and the Dockerfile, Langflow uses the value set in docker.env.

+

Langflow automatically converts a predefined list of environment variables into global variables.

+

If your custom environment variables aren't in this predefined list, you need to explicitly include them using the LANGFLOW_VARIABLES_TO_GET_FROM_ENVIRONMENT environment variable.

+

This environment variable accepts a comma-separated list of environment variables to get from the environment and store as global variables.

+

For example, this configuration creates global variables named WATSONX_PROJECT_ID and WATSONX_API_KEY in Langflow's database and makes them available for use in components:

+

_10
LANGFLOW_AUTO_LOGIN=True
_10
LANGFLOW_SAVE_DB_IN_CONFIG_DIR=True
_10
WATSONX_PROJECT_ID=your_project_id
_10
WATSONX_API_KEY=your_api_key
_10
LANGFLOW_VARIABLES_TO_GET_FROM_ENVIRONMENT=WATSONX_PROJECT_ID,WATSONX_API_KEY

+

Alternatively, set LANGFLOW_FALLBACK_TO_ENV_VAR=True to allow global variables set in Langflow Settings to use an environment variable with the same name if Langflow can't retrieve the variable value from the global variables.

+

For example, in this configuration, when a component references the global variables WATSONX_PROJECT_ID or WATSONX_API_KEY that don't exist in Langflow's database, Langflow will automatically use the corresponding environment variable value as a fallback.

+

_10
LANGFLOW_AUTO_LOGIN=True
_10
LANGFLOW_SAVE_DB_IN_CONFIG_DIR=True
_10
LANGFLOW_FALLBACK_TO_ENV_VAR=True
_10
WATSONX_PROJECT_ID=your_project_id
_10
WATSONX_API_KEY=your_api_key

+

For more information, see Langflow environment variables and Global variables.

Secrets​

For simplicity, the examples in the Langflow documentation might use direct references to API keys and other sensitive values. In your own applications, you should always follow industry best practices for managing secrets, such as using environment variables or secret management tools.

diff --git a/enterprise-database-guide.html b/enterprise-database-guide.html index c4c64ef5a0..63dd4c8e81 100644 --- a/enterprise-database-guide.html +++ b/enterprise-database-guide.html @@ -23,7 +23,7 @@ - + diff --git a/environment-variables.html b/environment-variables.html index 019c53b509..f39c19cc69 100644 --- a/environment-variables.html +++ b/environment-variables.html @@ -23,7 +23,7 @@ - + diff --git a/get-started-installation.html b/get-started-installation.html index 1aabf4ff76..011193c477 100644 --- a/get-started-installation.html +++ b/get-started-installation.html @@ -23,7 +23,7 @@ - + diff --git a/get-started-quickstart.html b/get-started-quickstart.html index dc425f1815..0073bc4685 100644 --- a/get-started-quickstart.html +++ b/get-started-quickstart.html @@ -23,7 +23,7 @@ - + diff --git a/index.html b/index.html index b4aa1dc41f..12772f084f 100644 --- a/index.html +++ b/index.html @@ -23,7 +23,7 @@ - + diff --git a/install-custom-dependencies.html b/install-custom-dependencies.html index e6ba10e639..55ef523d4b 100644 --- a/install-custom-dependencies.html +++ b/install-custom-dependencies.html @@ -23,7 +23,7 @@ - + diff --git a/integrations-apify.html b/integrations-apify.html index 1c25ce8006..c8d29982c2 100644 --- a/integrations-apify.html +++ b/integrations-apify.html @@ -23,7 +23,7 @@ - + diff --git a/integrations-arize.html b/integrations-arize.html index 2bbb9608fa..4b474d22b0 100644 --- a/integrations-arize.html +++ b/integrations-arize.html @@ -23,7 +23,7 @@ - + diff --git a/integrations-assemblyai.html b/integrations-assemblyai.html index b5e4cfdfbf..eb741ae6eb 100644 --- a/integrations-assemblyai.html +++ b/integrations-assemblyai.html @@ -23,7 +23,7 @@ - + diff --git a/integrations-cleanlab.html b/integrations-cleanlab.html index 336e67c154..133c9ac3e3 100644 --- a/integrations-cleanlab.html +++ b/integrations-cleanlab.html @@ -23,7 +23,7 @@ - + diff --git a/integrations-composio.html b/integrations-composio.html index 973f3226f8..62d2b60464 100644 --- a/integrations-composio.html +++ b/integrations-composio.html @@ -23,7 +23,7 @@ - + diff --git a/integrations-docling.html b/integrations-docling.html index 85689e4fae..87817d92d1 100644 --- a/integrations-docling.html +++ b/integrations-docling.html @@ -23,7 +23,7 @@ - + diff --git a/integrations-google-big-query.html b/integrations-google-big-query.html index 42cf2d3262..ecdd706104 100644 --- a/integrations-google-big-query.html +++ b/integrations-google-big-query.html @@ -23,7 +23,7 @@ - + diff --git a/integrations-langfuse.html b/integrations-langfuse.html index ee13041a09..8177308cea 100644 --- a/integrations-langfuse.html +++ b/integrations-langfuse.html @@ -23,7 +23,7 @@ - + diff --git a/integrations-langsmith.html b/integrations-langsmith.html index 8f52a1f32e..078432a666 100644 --- a/integrations-langsmith.html +++ b/integrations-langsmith.html @@ -23,7 +23,7 @@ - + diff --git a/integrations-langwatch.html b/integrations-langwatch.html index 6c7d5cc6c3..0036f7262c 100644 --- a/integrations-langwatch.html +++ b/integrations-langwatch.html @@ -23,7 +23,7 @@ - + diff --git a/integrations-nvidia-g-assist.html b/integrations-nvidia-g-assist.html index 7e87a00fc9..5d3ac12128 100644 --- a/integrations-nvidia-g-assist.html +++ b/integrations-nvidia-g-assist.html @@ -23,7 +23,7 @@ - + diff --git a/integrations-nvidia-ingest-wsl2.html b/integrations-nvidia-ingest-wsl2.html index 6dd71a7b62..703c3f9cac 100644 --- a/integrations-nvidia-ingest-wsl2.html +++ b/integrations-nvidia-ingest-wsl2.html @@ -23,7 +23,7 @@ - + diff --git a/integrations-nvidia-ingest.html b/integrations-nvidia-ingest.html index dd91bd9d42..0b453410c7 100644 --- a/integrations-nvidia-ingest.html +++ b/integrations-nvidia-ingest.html @@ -23,7 +23,7 @@ - + diff --git a/integrations-opik.html b/integrations-opik.html index 0a91a38d6b..95f3d04496 100644 --- a/integrations-opik.html +++ b/integrations-opik.html @@ -23,7 +23,7 @@ - + diff --git a/integrations/notion/notion-agent-conversational.html b/integrations/notion/notion-agent-conversational.html index 7e82331d34..cf4cfad190 100644 --- a/integrations/notion/notion-agent-conversational.html +++ b/integrations/notion/notion-agent-conversational.html @@ -23,7 +23,7 @@ - + diff --git a/integrations/notion/notion-agent-meeting-notes.html b/integrations/notion/notion-agent-meeting-notes.html index 4c62772b9b..daeb985200 100644 --- a/integrations/notion/notion-agent-meeting-notes.html +++ b/integrations/notion/notion-agent-meeting-notes.html @@ -23,7 +23,7 @@ - + diff --git a/integrations/notion/setup.html b/integrations/notion/setup.html index b16a7008ad..512893d939 100644 --- a/integrations/notion/setup.html +++ b/integrations/notion/setup.html @@ -23,7 +23,7 @@ - + diff --git a/logging.html b/logging.html index 4ee4b03a64..eb1a72a40f 100644 --- a/logging.html +++ b/logging.html @@ -23,7 +23,7 @@ - + diff --git a/luna-for-langflow.html b/luna-for-langflow.html index c4a20801d2..73d90e0a3e 100644 --- a/luna-for-langflow.html +++ b/luna-for-langflow.html @@ -23,7 +23,7 @@ - + diff --git a/mcp-client.html b/mcp-client.html index 6ae6a3002a..7d884dfac6 100644 --- a/mcp-client.html +++ b/mcp-client.html @@ -23,7 +23,7 @@ - + diff --git a/mcp-component-astra.html b/mcp-component-astra.html index 9cbd7671c3..efc87d773e 100644 --- a/mcp-component-astra.html +++ b/mcp-component-astra.html @@ -23,7 +23,7 @@ - + diff --git a/mcp-server.html b/mcp-server.html index 53c722cec8..24f84e4dae 100644 --- a/mcp-server.html +++ b/mcp-server.html @@ -23,7 +23,7 @@ - + diff --git a/mcp-tutorial.html b/mcp-tutorial.html index 6344bdf74b..68cd045cf0 100644 --- a/mcp-tutorial.html +++ b/mcp-tutorial.html @@ -23,7 +23,7 @@ - + diff --git a/memory.html b/memory.html index be6c02bbde..db6f066d08 100644 --- a/memory.html +++ b/memory.html @@ -23,7 +23,7 @@ - + diff --git a/release-notes.html b/release-notes.html index ab6f86f047..024e66632b 100644 --- a/release-notes.html +++ 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