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Database isn't shared between virtual environments because it is tied to the venv path.)"]}),"\n",(0,t.jsxs)(n.li,{children:[(0,t.jsxs)(n.strong,{children:["macOS/Windows/Linux/WSL with ",(0,t.jsx)(n.code,{children:"git clone"})]}),": ",(0,t.jsx)(n.code,{children:"/src/backend/base/langflow/langflow.db"})]}),"\n"]}),"\n"]}),"\n"]}),"\n",(0,t.jsx)(n.p,{children:"Langflow offers a few alternatives to the default database path:"}),"\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:"Config directory"}),": Set ",(0,t.jsx)(n.code,{children:"LANGFLOW_SAVE_DB_IN_CONFIG_DIR=True"})," to store the database in your Langflow config directory as set in ",(0,t.jsx)(n.a,{href:"/logging",children:(0,t.jsx)(n.code,{children:"LANGFLOW_CONFIG_DIR"})}),"."]}),"\n"]}),"\n",(0,t.jsxs)(n.li,{children:["\n",(0,t.jsxs)(n.p,{children:[(0,t.jsx)(n.strong,{children:"External PostgreSQL database"}),": You can use an external PostgreSQL database for all of your Langflow storage.\nFor more information, see ",(0,t.jsx)(n.a,{href:"#configure-external-memory",children:"Configure external memory"})]}),"\n",(0,t.jsx)(n.p,{children:"External storage can be useful if you want to preserve the data after uninstalling Langflow or to share the same database between multiple virtual environments."}),"\n"]}),"\n",(0,t.jsxs)(n.li,{children:["\n",(0,t.jsxs)(n.p,{children:[(0,t.jsx)(n.strong,{children:"Separate chat memory"}),": You can selectively use external storage for chat memory only, separate from other Langflow storage.\nFor more information, see ",(0,t.jsx)(n.a,{href:"#store-chat-memory",children:"Store chat memory"}),"."]}),"\n"]}),"\n",(0,t.jsxs)(n.li,{children:["\n",(0,t.jsxs)(n.p,{children:[(0,t.jsx)(n.strong,{children:"No database"}),": To disable all database operations and run a no-op session, set ",(0,t.jsx)(n.code,{children:"LANGFLOW_USE_NOOP_DATABASE=True"})," in your ",(0,t.jsx)(n.a,{href:"/environment-variables",children:"Langflow environment variables"}),".\nThis is useful for testing when you don't want to persist any data."]}),"\n"]}),"\n"]}),"\n",(0,t.jsx)(n.h2,{id:"langflow-database-tables",children:"Langflow database tables"}),"\n",(0,t.jsxs)(n.p,{children:["The following tables are stored in ",(0,t.jsx)(n.code,{children:"langflow.db"}),":"]}),"\n",(0,t.jsxs)(n.p,{children:["\u2022 ",(0,t.jsx)(n.strong,{children:"ApiKey"}),": Manages Langflow API authentication keys. 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For more information, see ",(0,t.jsx)(n.a,{href:"/concepts-flows",children:"Build flows"}),"."]}),"\n",(0,t.jsx)(n.admonition,{type:"tip",children:(0,t.jsxs)(n.p,{children:["To automatically remove API keys and tokens from flow data before saving a flow to the database, set ",(0,t.jsx)(n.code,{children:"LANGFLOW_REMOVE_API_KEYS=True"})," in your ",(0,t.jsx)(n.a,{href:"/environment-variables",children:"Langflow environment variables"}),".\nWhen ",(0,t.jsx)(n.code,{children:"true"}),", any field marked as a password field that ",(0,t.jsx)(n.em,{children:"also"})," has ",(0,t.jsx)(n.code,{children:"api"}),", ",(0,t.jsx)(n.code,{children:"key"}),", or ",(0,t.jsx)(n.code,{children:"token"})," in its name is set to ",(0,t.jsx)(n.code,{children:"null"})," before the flow is saved.\nThis helps prevent credentials from being stored in the database."]})}),"\n",(0,t.jsxs)(n.p,{children:["\u2022 ",(0,t.jsx)(n.strong,{children:"Folder"}),": Provides a structure for flow storage, including single-user folders and shared folders accessed by multiple users. For more information, see ",(0,t.jsx)(n.a,{href:"/concepts-flows#projects",children:"Manage flows in projects"}),"."]}),"\n",(0,t.jsxs)(n.p,{children:["\u2022 ",(0,t.jsx)(n.strong,{children:"Message"}),": Stores chat messages and interactions that occur between components. For more information, see ",(0,t.jsx)(n.a,{href:"/data-types#message",children:"Message objects"})," and ",(0,t.jsx)(n.a,{href:"#store-chat-memory",children:"Store chat memory"}),"."]}),"\n",(0,t.jsxs)(n.p,{children:["\u2022 ",(0,t.jsx)(n.strong,{children:"Trace"})," and ",(0,t.jsx)(n.strong,{children:"Span"}),": Stores traces and spans for flows and components. For more information, see ",(0,t.jsx)(n.a,{href:"/traces",children:"Traces"}),"."]}),"\n",(0,t.jsxs)(n.p,{children:["\u2022 ",(0,t.jsx)(n.strong,{children:"Transactions"}),": Records execution history and results of flow runs. This information is used for ",(0,t.jsx)(n.a,{href:"/logging",children:"logging"}),"."]}),"\n",(0,t.jsxs)(n.p,{children:["\u2022 ",(0,t.jsx)(n.strong,{children:"User"}),": Stores user account information including credentials, permissions, profiles, and user management settings. For more information, see ",(0,t.jsx)(n.a,{href:"/api-keys-and-authentication",children:"API keys and authentication"}),"."]}),"\n",(0,t.jsxs)(n.p,{children:["\u2022 ",(0,t.jsx)(n.strong,{children:"Variables"}),": Stores global encrypted values and credentials. For more information, see ",(0,t.jsx)(n.a,{href:"/configuration-global-variables",children:"Global variables"})," and ",(0,t.jsx)(n.a,{href:"/api-keys-and-authentication#component-api-keys",children:"Component API keys"}),"."]}),"\n",(0,t.jsxs)(n.p,{children:["\u2022 ",(0,t.jsx)(n.strong,{children:"VertexBuild"}),": Tracks the build status of individual nodes within flows. For more information, see ",(0,t.jsx)(n.a,{href:"/concepts-playground",children:"Test flows in the Playground"}),"."]}),"\n",(0,t.jsxs)(n.p,{children:["For more information, see the database models in the ",(0,t.jsx)(n.a,{href:"https://github.com/langflow-ai/langflow/tree/main/src/backend/base/langflow/services/database/models",children:"source code"}),"."]}),"\n",(0,t.jsx)(n.h2,{id:"configure-external-memory",children:"Configure external memory"}),"\n",(0,t.jsxs)(n.p,{children:["To replace the default Langflow SQLite database with another database, set the ",(0,t.jsx)(n.code,{children:"LANGFLOW_DATABASE_URL"})," environment variable to your database URL, and then start Langflow with your ",(0,t.jsx)(n.code,{children:".env"})," file.\nFor more information and examples, see ",(0,t.jsx)(n.a,{href:"/configuration-custom-database",children:"Configure an external PostgreSQL database"}),"."]}),"\n",(0,t.jsx)(l.Code,{codeConfig:h,northPanel:{tabs:[""],active:"",heightRatio:1},files:[{name:"",focus:"",code:{lines:[{tokens:[{content:"LANGFLOW_DATABASE_URL=postgresql://user:password@localhost:5432/langflow",props:{}}]}],lang:"text"},annotations:[]}]}),"\n",(0,t.jsx)(n.p,{children:"To fine-tune your database connection pool and timeout settings, you can set the following additional environment variables:"}),"\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.code,{children:"LANGFLOW_DATABASE_CONNECTION_RETRY"}),": Whether to retry lost connections to your Langflow database. If ",(0,t.jsx)(n.code,{children:"true"}),", Langflow tries to connect to the database again if the connection fails. Default: ",(0,t.jsx)(n.code,{children:"false"}),"."]}),"\n"]}),"\n",(0,t.jsxs)(n.li,{children:["\n",(0,t.jsxs)(n.p,{children:[(0,t.jsx)(n.code,{children:"LANGFLOW_DB_CONNECT_TIMEOUT"}),": The number of seconds to wait before giving up on a lock to be released or establishing a connection to the database. This may be separate from the ",(0,t.jsx)(n.code,{children:"pool_timeout"})," in ",(0,t.jsx)(n.code,{children:"LANGFLOW_DB_CONNECTION_SETTINGS"}),". Default: 30."]}),"\n"]}),"\n",(0,t.jsxs)(n.li,{children:["\n",(0,t.jsxs)(n.p,{children:[(0,t.jsx)(n.code,{children:"LANGFLOW_MIGRATION_LOCK_NAMESPACE"}),": Optional namespace identifier for PostgreSQL advisory lock during migrations. If not provided, a hash of the database URL will be used. Useful when multiple Langflow instances share the same database and need coordinated migration locking"]}),"\n"]}),"\n",(0,t.jsxs)(n.li,{children:["\n",(0,t.jsxs)(n.p,{children:[(0,t.jsx)(n.code,{children:"LANGFLOW_DB_CONNECTION_SETTINGS"}),": A JSON dictionary containing the following database connection pool settings:"]}),"\n",(0,t.jsxs)(n.ul,{children:["\n",(0,t.jsxs)(n.li,{children:[(0,t.jsx)(n.code,{children:"pool_size"}),": The base number of connections to keep open in the connection pool. Default: 20."]}),"\n",(0,t.jsxs)(n.li,{children:[(0,t.jsx)(n.code,{children:"max_overflow"}),": Maximum number of connections that can be created in excess of ",(0,t.jsx)(n.code,{children:"pool_size"})," if needed. Default: 30."]}),"\n",(0,t.jsxs)(n.li,{children:[(0,t.jsx)(n.code,{children:"pool_timeout"}),": Number of seconds to wait for a connection from the pool before timing out. Default: 30."]}),"\n",(0,t.jsxs)(n.li,{children:[(0,t.jsx)(n.code,{children:"pool_pre_ping"}),": If ",(0,t.jsx)(n.code,{children:"true"}),", the pool tests connections for liveness upon each checkout. Default: ",(0,t.jsx)(n.code,{children:"true"}),"."]}),"\n",(0,t.jsxs)(n.li,{children:[(0,t.jsx)(n.code,{children:"pool_recycle"}),": Number of seconds after which a connection is automatically recycled. Default: 1800 (30 minutes)."]}),"\n",(0,t.jsxs)(n.li,{children:[(0,t.jsx)(n.code,{children:"echo"}),": If ",(0,t.jsx)(n.code,{children:"true"}),", SQL queries are logged for debugging purposes. Default: ",(0,t.jsx)(n.code,{children:"false"}),"."]}),"\n"]}),"\n",(0,t.jsx)(n.p,{children:"For example:"}),"\n",(0,t.jsx)(l.Code,{codeConfig:h,northPanel:{tabs:[""],active:"",heightRatio:1},files:[{name:"",focus:"",code:{lines:[{tokens:[{content:'LANGFLOW_DB_CONNECTION_SETTINGS=\'{"pool_size": 20, "max_overflow": 30, "pool_timeout": 30, "pool_pre_ping": true, "pool_recycle": 1800, "echo": false}\'',props:{}}]}],lang:"text"},annotations:[]}]}),"\n",(0,t.jsxs)(n.p,{children:["Don't use the deprecated environment variables ",(0,t.jsx)(n.code,{children:"LANGFLOW_DB_POOL_SIZE"})," or ",(0,t.jsx)(n.code,{children:"LANGFLOW_DB_MAX_OVERFLOW"}),".\nInstead, use ",(0,t.jsx)(n.code,{children:"pool_size"})," and ",(0,t.jsx)(n.code,{children:"max_overflow"})," in ",(0,t.jsx)(n.code,{children:"LANGFLOW_DB_CONNECTION_SETTINGS"}),"."]}),"\n"]}),"\n",(0,t.jsxs)(n.li,{children:["\n",(0,t.jsxs)(n.p,{children:[(0,t.jsx)(n.code,{children:"LANGFLOW_MIGRATION_LOCK_NAMESPACE"}),": Optional namespace for PostgreSQL advisory locks used during database migrations. This is useful when running multiple Langflow instances that share the same PostgreSQL database. Each instance should use a unique namespace to avoid conflicts. If not set, Langflow uses a default namespace. This setting only applies when using PostgreSQL as your database backend."]}),"\n"]}),"\n"]}),"\n",(0,t.jsx)(n.h2,{id:"configure-cache-memory",children:"Configure cache memory"}),"\n",(0,t.jsx)(n.p,{children:"The default Langflow caching behavior is an asynchronous, in-memory cache:"}),"\n",(0,t.jsx)(l.Code,{codeConfig:h,northPanel:{tabs:[""],active:"",heightRatio:1},files:[{name:"",focus:"",code:{lines:[{tokens:[{content:"LANGFLOW_LANGCHAIN_CACHE=InMemoryCache",props:{}}]},{tokens:[{content:"LANGFLOW_CACHE_TYPE=async",props:{}}]}],lang:"text"},annotations:[]}]}),"\n",(0,t.jsx)(n.p,{children:"Langflow officially supports only the default asynchronous, in-memory cache, which is suitable for most use cases.\nOther cache options, such as Redis, are experimental and can change without notice.\nIf you want to use a non-default cache setting, you can use the following 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:"Type"}),(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_CACHE_TYPE"})}),(0,t.jsx)(n.td,{children:"String"}),(0,t.jsx)(n.td,{children:(0,t.jsx)(n.code,{children:"async"})}),(0,t.jsxs)(n.td,{children:["Set the cache type for Langflow's internal caching system. Possible values: ",(0,t.jsx)(n.code,{children:"async"}),", ",(0,t.jsx)(n.code,{children:"redis"}),", ",(0,t.jsx)(n.code,{children:"memory"}),", ",(0,t.jsx)(n.code,{children:"disk"}),". If you set the type to ",(0,t.jsx)(n.code,{children:"redis"}),", then you must also set the ",(0,t.jsx)(n.code,{children:"LANGFLOW_REDIS_*"})," environment variables."]})]}),(0,t.jsxs)(n.tr,{children:[(0,t.jsx)(n.td,{children:(0,t.jsx)(n.code,{children:"LANGFLOW_LANGCHAIN_CACHE"})}),(0,t.jsx)(n.td,{children:"String"}),(0,t.jsx)(n.td,{children:(0,t.jsx)(n.code,{children:"InMemoryCache"})}),(0,t.jsxs)(n.td,{children:["Set the cache storage type for the LangChain caching system (a Langflow dependency), either ",(0,t.jsx)(n.code,{children:"InMemoryCache"})," or ",(0,t.jsx)(n.code,{children:"SQLiteCache"}),"."]})]}),(0,t.jsxs)(n.tr,{children:[(0,t.jsx)(n.td,{children:(0,t.jsx)(n.code,{children:"LANGFLOW_REDIS_HOST"})}),(0,t.jsx)(n.td,{children:"String"}),(0,t.jsx)(n.td,{children:(0,t.jsx)(n.code,{children:"localhost"})}),(0,t.jsxs)(n.td,{children:["Redis server hostname if ",(0,t.jsx)(n.code,{children:"LANGFLOW_CACHE_TYPE=redis"}),"."]})]}),(0,t.jsxs)(n.tr,{children:[(0,t.jsx)(n.td,{children:(0,t.jsx)(n.code,{children:"LANGFLOW_REDIS_PORT"})}),(0,t.jsx)(n.td,{children:"Integer"}),(0,t.jsx)(n.td,{children:(0,t.jsx)(n.code,{children:"6379"})}),(0,t.jsxs)(n.td,{children:["Redis server port if ",(0,t.jsx)(n.code,{children:"LANGFLOW_CACHE_TYPE=redis"}),"."]})]}),(0,t.jsxs)(n.tr,{children:[(0,t.jsx)(n.td,{children:(0,t.jsx)(n.code,{children:"LANGFLOW_REDIS_DB"})}),(0,t.jsx)(n.td,{children:"Integer"}),(0,t.jsx)(n.td,{children:(0,t.jsx)(n.code,{children:"0"})}),(0,t.jsxs)(n.td,{children:["Redis database number if ",(0,t.jsx)(n.code,{children:"LANGFLOW_CACHE_TYPE=redis"}),"."]})]}),(0,t.jsxs)(n.tr,{children:[(0,t.jsx)(n.td,{children:(0,t.jsx)(n.code,{children:"LANGFLOW_REDIS_CACHE_EXPIRE"})}),(0,t.jsx)(n.td,{children:"Integer"}),(0,t.jsx)(n.td,{children:(0,t.jsx)(n.code,{children:"3600"})}),(0,t.jsxs)(n.td,{children:["Cache expiration time in seconds if ",(0,t.jsx)(n.code,{children:"LANGFLOW_CACHE_TYPE=redis"}),"."]})]}),(0,t.jsxs)(n.tr,{children:[(0,t.jsx)(n.td,{children:(0,t.jsx)(n.code,{children:"LANGFLOW_REDIS_PASSWORD"})}),(0,t.jsx)(n.td,{children:"String"}),(0,t.jsx)(n.td,{children:"Not set"}),(0,t.jsxs)(n.td,{children:["Optional password for Redis authentication if ",(0,t.jsx)(n.code,{children:"LANGFLOW_CACHE_TYPE=redis"}),"."]})]})]})]}),"\n",(0,t.jsx)(n.h2,{id:"store-chat-memory",children:"Store chat memory"}),"\n",(0,t.jsxs)(n.p,{children:["Chat-based flows with a ",(0,t.jsx)(n.strong,{children:"Chat Input"})," or ",(0,t.jsx)(n.strong,{children:"Chat Output"})," component produce chat history that is stored in the Langflow ",(0,t.jsx)(n.code,{children:"messages"})," table.\nAt minimum, this serves as a chat log, but it isn't functionally the same as chat memory that provides historical context to an LLM."]}),"\n",(0,t.jsxs)(n.p,{children:["To store and retrieve chat memories in flows, you can use a ",(0,t.jsx)(n.strong,{children:"Message History"})," component or the ",(0,t.jsx)(n.strong,{children:"Agent"})," component's built-in chat memory."]}),"\n",(0,t.jsxs)(s,{children:[(0,t.jsx)("summary",{children:"How does chat memory work?"}),(0,t.jsx)(n.p,{children:"Chat memory is a cache for an LLM or agent to preserve past conversations to retain and reference that context in future interactions.\nFor example, if a user has already told the LLM their name, the LLM can retrieve that information from chat memory rather than asking the user to repeat themselves in future conversations or messages."}),(0,t.jsx)(n.p,{children:"Chat memory is distinct from vector store memory because it is built specifically for storing and retrieving chat messages from databases."}),(0,t.jsxs)(n.p,{children:["Components that support chat memory (such as the ",(0,t.jsx)(n.strong,{children:"Agent"})," and ",(0,t.jsx)(n.strong,{children:"Message History"})," components) provide access to their respective databases ",(0,t.jsx)(n.em,{children:"as memory"}),".\nRetrieval as memory is an important distinction for LLMs and agents because this storage and retrieval mechanism is specifically designed to recall context from past conversations.\nUnlike vector stores, which are designed for semantic search and retrieval of text chunks, chat memory is designed to store and retrieve chat messages in a way that is optimized for conversation history."]})]}),"\n",(0,t.jsx)(n.h3,{id:"session-id-and-chat-memory",children:"Session ID and chat memory"}),"\n",(0,t.jsxs)(n.p,{children:["Chat history and memories are grouped by ",(0,t.jsxs)(n.a,{href:"/session-id",children:["session ID (",(0,t.jsx)(n.code,{children:"session_id"}),")"]}),"."]}),"\n",(0,t.jsx)(n.p,{children:"The default session ID is the flow ID, which means that all chat messages for a flow are stored under the same session ID as one large chat session."}),"\n",(0,t.jsx)(n.p,{children:"For better segregation of chat memory, especially in flows used by multiple users, consider using custom session IDs.\nFor example, if you use user IDs as session IDs, then each user's chat history is stored separately, isolating the context of their chats from other users' chats."}),"\n",(0,t.jsx)(n.h3,{id:"chat-memory-options",children:"Chat memory options"}),"\n",(0,t.jsx)(n.p,{children:"Where and how chat memory is stored depends on the components used in your flow:"}),"\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:"Agent component"}),": This component has built-in chat memory that is enabled by default.\nThis memory allows the agent to retrieve and reference messages from previous conversations associated with the same session ID.\nAll messages are stored in ",(0,t.jsx)(n.a,{href:"#storage-options-and-paths",children:"Langflow storage"}),", and the component provides minimal memory configuration options, such as the number of messages to retrieve."]}),"\n",(0,t.jsxs)(n.p,{children:["The ",(0,t.jsx)(n.strong,{children:"Agent"})," component's built-in chat memory is sufficient for most use cases."]}),"\n",(0,t.jsxs)(n.p,{children:["If you want to use external chat memory storage, retrieve memories outside the context of a chat, or use chat memory with a language model component (not an agent), you must use the ",(0,t.jsx)(n.strong,{children:"Message History"})," component (with or without a third-party chat memory component)."]}),"\n"]}),"\n",(0,t.jsxs)(n.li,{children:["\n",(0,t.jsxs)(n.p,{children:[(0,t.jsx)(n.strong,{children:"Message History component"}),": By default, this component stores and retrieves memories from Langflow storage, unless you attach a third-party chat memory component. It provides a few more options for sorting and filtering memories, although most of these options are also built-in to the ",(0,t.jsx)(n.strong,{children:"Agent"})," component as configurable or fixed parameters."]}),"\n",(0,t.jsxs)(n.p,{children:["You can use the ",(0,t.jsx)(n.strong,{children:"Message History"})," component with or without a language model or agent.\nFor example, if you need to retrieve data from memories outside of chat, you can use the ",(0,t.jsx)(n.strong,{children:"Message History"})," component to fetch that data directly from your chat memory database without feeding it into a chat."]}),"\n"]}),"\n",(0,t.jsxs)(n.li,{children:["\n",(0,t.jsxs)(n.p,{children:[(0,t.jsx)(n.strong,{children:"Third-party chat memory components"}),": Use one of these components only if you need to store or retrieve chat memories from a dedicated external chat memory database.\nTypically, this is necessary only if you have specific storage needs that aren't met by Langflow storage.\nFor example, if you want to manage chat memory data by directly working with the database, or if you want to use a different database than the default Langflow storage."]}),"\n"]}),"\n"]}),"\n",(0,t.jsxs)(n.p,{children:["For more information and examples, see ",(0,t.jsxs)(n.a,{href:"/message-history",children:[(0,t.jsx)(n.strong,{children:"Message History"})," component"]})," and ",(0,t.jsx)(n.a,{href:"/agents#agent-memory",children:"Agent memory"}),"."]}),"\n",(0,t.jsx)(n.h2,{id:"see-also",children:"See also"}),"\n",(0,t.jsxs)(n.ul,{children:["\n",(0,t.jsx)(n.li,{children:(0,t.jsx)(n.a,{href:"/concepts-file-management",children:"Langflow file management"})}),"\n",(0,t.jsx)(n.li,{children:(0,t.jsx)(n.a,{href:"/logging",children:"Langflow logs"})}),"\n",(0,t.jsx)(n.li,{children:(0,t.jsx)(n.a,{href:"/environment-variables",children:"Langflow environment variables"})}),"\n"]})]})}function g(e={}){const{wrapper:n}={...(0,r.R)(),...e.components};return n?(0,t.jsx)(n,{...e,children:(0,t.jsx)(f,{...e})}):f(e)}function x(e,n){throw new Error("Expected "+(n?"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/47e58a89.ebd49cf2.js b/assets/js/47e58a89.ebd49cf2.js new file mode 100644 index 0000000000..c504827ff5 --- /dev/null +++ b/assets/js/47e58a89.ebd49cf2.js @@ -0,0 +1 @@ +"use strict";(globalThis.webpackChunklangflow_docs=globalThis.webpackChunklangflow_docs||[]).push([[81006],{33354:(e,n,s)=>{s.r(n),s.d(n,{CH:()=>l,assets:()=>d,chCodeConfig:()=>h,contentTitle:()=>c,default:()=>g,frontMatter:()=>i,metadata:()=>o,toc:()=>m});const o=JSON.parse('{"id":"Develop/memory","title":"Memory management options","description":"Langflow provides flexible memory management options for storage and retrieval of data relevant to your flows and your Langflow server.","source":"@site/docs/Develop/memory.mdx","sourceDirName":"Develop","slug":"/memory","permalink":"/next/memory","draft":false,"unlisted":false,"tags":[],"version":"current","frontMatter":{"title":"Memory management options","slug":"/memory"},"sidebar":"docs","previous":{"title":"Manage files","permalink":"/next/concepts-file-management"},"next":{"title":"Use Session IDs","permalink":"/next/session-id"}}');var t=s(74848),r=s(28453),a=s(24754);const i={title:"Memory management options",slug:"/memory"},c=void 0,d={},l={annotations:a.hk,Code:a.Cy},h={staticMediaQuery:"not screen, (max-width: 768px)",lineNumbers:!0,showCopyButton:!0,themeName:"github-dark"},m=[{value:"Storage options and paths",id:"storage-options-and-paths",level:2},{value:"Langflow database tables",id:"langflow-database-tables",level:2},{value:"Configure external memory",id:"configure-external-memory",level:2},{value:"Configure cache memory",id:"configure-cache-memory",level:2},{value:"Store chat memory",id:"store-chat-memory",level:2},{value:"Session ID and chat memory",id:"session-id-and-chat-memory",level:3},{value:"Chat memory options",id:"chat-memory-options",level:3},{value:"See also",id:"see-also",level:2}];function f(e){const n={a:"a",admonition:"admonition",code:"code",em:"em",h2:"h2",h3:"h3",li:"li",p:"p",strong:"strong",table:"table",tbody:"tbody",td:"td",th:"th",thead:"thead",tr:"tr",ul:"ul",...(0,r.R)(),...e.components},{Details:s}=n;return l||x("CH",!1),l.Code||x("CH.Code",!0),s||x("Details",!0),(0,t.jsxs)(t.Fragment,{children:[(0,t.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: #30363d;--ch-t-editorGroupHeader-tabsBackground: #010409;--ch-t-editorLineNumber-foreground: #6e7681;--ch-t-input-background: #0d1117;--ch-t-input-foreground: #c9d1d9;--ch-t-input-border: #30363d;--ch-t-icon-foreground: #8b949e;--ch-t-sideBar-background: #010409;--ch-t-sideBar-foreground: #c9d1d9;--ch-t-sideBar-border: #30363d;--ch-t-list-activeSelectionBackground: #6e768166;--ch-t-list-activeSelectionForeground: #c9d1d9;--ch-t-list-hoverBackground: #6e76811a;--ch-t-list-hoverForeground: #c9d1d9; }'}}),"\n",(0,t.jsx)(n.p,{children:"Langflow provides flexible memory management options for storage and retrieval of data relevant to your flows and your Langflow server.\nThis includes essential Langflow database tables, file management, and caching, as well as chat memory."}),"\n",(0,t.jsx)(n.h2,{id:"storage-options-and-paths",children:"Storage options and paths"}),"\n",(0,t.jsx)(n.p,{children:"Langflow supports both local memory and external memory options."}),"\n",(0,t.jsxs)(n.p,{children:["Langflow's default storage option is a ",(0,t.jsx)(n.a,{href:"https://www.sqlite.org/",children:"SQLite"})," database.\nThe default storage path depends on your operating system and installation method:"]}),"\n",(0,t.jsxs)(n.ul,{children:["\n",(0,t.jsxs)(n.li,{children:[(0,t.jsx)(n.strong,{children:"Langflow Desktop"}),":","\n",(0,t.jsxs)(n.ul,{children:["\n",(0,t.jsxs)(n.li,{children:[(0,t.jsx)(n.strong,{children:"macOS"}),": ",(0,t.jsx)(n.code,{children:"/Users//.langflow/data/database.db"})]}),"\n",(0,t.jsxs)(n.li,{children:[(0,t.jsx)(n.strong,{children:"Windows"}),": ",(0,t.jsx)(n.code,{children:"C:\\Users\\\\AppData\\Roaming\\com.LangflowDesktop\\data\\database.db"})]}),"\n"]}),"\n"]}),"\n",(0,t.jsxs)(n.li,{children:[(0,t.jsx)(n.strong,{children:"Langflow OSS"}),"\n",(0,t.jsxs)(n.ul,{children:["\n",(0,t.jsxs)(n.li,{children:[(0,t.jsxs)(n.strong,{children:["macOS/Windows/Linux/WSL with ",(0,t.jsx)(n.code,{children:"uv pip install"})]}),": ",(0,t.jsx)(n.code,{children:"/lib/python3.12/site-packages/langflow/langflow.db"})," (Python version can vary. 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Component API keys are stored in the ",(0,t.jsx)(n.strong,{children:"Variables"})," table. For more information, see ",(0,t.jsx)(n.a,{href:"/api-keys-and-authentication",children:"API keys and authentication"}),"."]}),"\n",(0,t.jsxs)(n.p,{children:["\u2022 ",(0,t.jsx)(n.strong,{children:"File"}),": Stores metadata for files uploaded to Langflow's file management system, including file names, paths, sizes, and storage providers. For more information, see ",(0,t.jsx)(n.a,{href:"/concepts-file-management",children:"Manage files"}),"."]}),"\n",(0,t.jsxs)(n.p,{children:["\u2022 ",(0,t.jsx)(n.strong,{children:"Flow"}),": Contains flow definitions, including nodes, edges, and components, stored as JSON or database records. 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For more information, see ",(0,t.jsx)(n.a,{href:"/concepts-flows#projects",children:"Manage flows in projects"}),"."]}),"\n",(0,t.jsxs)(n.p,{children:["\u2022 ",(0,t.jsx)(n.strong,{children:"Message"}),": Stores chat messages and interactions that occur between components. For more information, see ",(0,t.jsx)(n.a,{href:"/data-types#message",children:"Message objects"})," and ",(0,t.jsx)(n.a,{href:"#store-chat-memory",children:"Store chat memory"}),"."]}),"\n",(0,t.jsxs)(n.p,{children:["\u2022 ",(0,t.jsx)(n.strong,{children:"Trace"})," and ",(0,t.jsx)(n.strong,{children:"Span"}),": Stores traces and spans for flows and components. For more information, see ",(0,t.jsx)(n.a,{href:"/traces",children:"Traces"}),"."]}),"\n",(0,t.jsxs)(n.p,{children:["\u2022 ",(0,t.jsx)(n.strong,{children:"Transactions"}),": Records execution history and results of flow runs. This information is used for ",(0,t.jsx)(n.a,{href:"/logging",children:"logging"}),"."]}),"\n",(0,t.jsxs)(n.p,{children:["\u2022 ",(0,t.jsx)(n.strong,{children:"User"}),": Stores user account information including credentials, permissions, profiles, and user management settings. For more information, see ",(0,t.jsx)(n.a,{href:"/api-keys-and-authentication",children:"API keys and authentication"}),"."]}),"\n",(0,t.jsxs)(n.p,{children:["\u2022 ",(0,t.jsx)(n.strong,{children:"Variables"}),": Stores global encrypted values and credentials. For more information, see ",(0,t.jsx)(n.a,{href:"/configuration-global-variables",children:"Global variables"})," and ",(0,t.jsx)(n.a,{href:"/api-keys-and-authentication#component-api-keys",children:"Component API keys"}),"."]}),"\n",(0,t.jsxs)(n.p,{children:["\u2022 ",(0,t.jsx)(n.strong,{children:"VertexBuild"}),": Tracks the build status of individual nodes within flows. For more information, see ",(0,t.jsx)(n.a,{href:"/concepts-playground",children:"Test flows in the Playground"}),"."]}),"\n",(0,t.jsxs)(n.p,{children:["For more information, see the database models in the ",(0,t.jsx)(n.a,{href:"https://github.com/langflow-ai/langflow/tree/main/src/backend/base/langflow/services/database/models",children:"source code"}),"."]}),"\n",(0,t.jsx)(n.h2,{id:"configure-external-memory",children:"Configure external memory"}),"\n",(0,t.jsxs)(n.p,{children:["To replace the default Langflow SQLite database with another database, set the ",(0,t.jsx)(n.code,{children:"LANGFLOW_DATABASE_URL"})," environment variable to your database URL, and then start Langflow with your ",(0,t.jsx)(n.code,{children:".env"})," file.\nFor more information and examples, see ",(0,t.jsx)(n.a,{href:"/configuration-custom-database",children:"Configure an external PostgreSQL database"}),"."]}),"\n",(0,t.jsx)(l.Code,{codeConfig:h,northPanel:{tabs:[""],active:"",heightRatio:1},files:[{name:"",focus:"",code:{lines:[{tokens:[{content:"LANGFLOW_DATABASE_URL=postgresql://user:password@localhost:5432/langflow",props:{}}]}],lang:"text"},annotations:[]}]}),"\n",(0,t.jsx)(n.p,{children:"To fine-tune your database connection pool and timeout settings, you can set the following additional environment variables:"}),"\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.code,{children:"LANGFLOW_DATABASE_CONNECTION_RETRY"}),": Whether to retry lost connections to your Langflow database. If ",(0,t.jsx)(n.code,{children:"true"}),", Langflow tries to connect to the database again if the connection fails. Default: ",(0,t.jsx)(n.code,{children:"false"}),"."]}),"\n"]}),"\n",(0,t.jsxs)(n.li,{children:["\n",(0,t.jsxs)(n.p,{children:[(0,t.jsx)(n.code,{children:"LANGFLOW_DB_CONNECT_TIMEOUT"}),": The number of seconds to wait before giving up on a lock to be released or establishing a connection to the database. This may be separate from the ",(0,t.jsx)(n.code,{children:"pool_timeout"})," in ",(0,t.jsx)(n.code,{children:"LANGFLOW_DB_CONNECTION_SETTINGS"}),". Default: 30."]}),"\n"]}),"\n",(0,t.jsxs)(n.li,{children:["\n",(0,t.jsxs)(n.p,{children:[(0,t.jsx)(n.code,{children:"LANGFLOW_MIGRATION_LOCK_NAMESPACE"}),": Optional namespace for PostgreSQL advisory locks used during database migrations. This is useful when running multiple Langflow instances that share the same PostgreSQL database. Each instance should use a unique namespace to avoid conflicts. If not set, Langflow uses a default namespace. This setting only applies when using PostgreSQL as your database backend."]}),"\n"]}),"\n",(0,t.jsxs)(n.li,{children:["\n",(0,t.jsxs)(n.p,{children:[(0,t.jsx)(n.code,{children:"LANGFLOW_DB_CONNECTION_SETTINGS"}),": A JSON dictionary containing the following database connection pool settings:"]}),"\n",(0,t.jsxs)(n.ul,{children:["\n",(0,t.jsxs)(n.li,{children:[(0,t.jsx)(n.code,{children:"pool_size"}),": The base number of connections to keep open in the connection pool. Default: 20."]}),"\n",(0,t.jsxs)(n.li,{children:[(0,t.jsx)(n.code,{children:"max_overflow"}),": Maximum number of connections that can be created in excess of ",(0,t.jsx)(n.code,{children:"pool_size"})," if needed. Default: 30."]}),"\n",(0,t.jsxs)(n.li,{children:[(0,t.jsx)(n.code,{children:"pool_timeout"}),": Number of seconds to wait for a connection from the pool before timing out. Default: 30."]}),"\n",(0,t.jsxs)(n.li,{children:[(0,t.jsx)(n.code,{children:"pool_pre_ping"}),": If ",(0,t.jsx)(n.code,{children:"true"}),", the pool tests connections for liveness upon each checkout. Default: ",(0,t.jsx)(n.code,{children:"true"}),"."]}),"\n",(0,t.jsxs)(n.li,{children:[(0,t.jsx)(n.code,{children:"pool_recycle"}),": Number of seconds after which a connection is automatically recycled. Default: 1800 (30 minutes)."]}),"\n",(0,t.jsxs)(n.li,{children:[(0,t.jsx)(n.code,{children:"echo"}),": If ",(0,t.jsx)(n.code,{children:"true"}),", SQL queries are logged for debugging purposes. Default: ",(0,t.jsx)(n.code,{children:"false"}),"."]}),"\n"]}),"\n",(0,t.jsx)(n.p,{children:"For example:"}),"\n",(0,t.jsx)(l.Code,{codeConfig:h,northPanel:{tabs:[""],active:"",heightRatio:1},files:[{name:"",focus:"",code:{lines:[{tokens:[{content:'LANGFLOW_DB_CONNECTION_SETTINGS=\'{"pool_size": 20, "max_overflow": 30, "pool_timeout": 30, "pool_pre_ping": true, "pool_recycle": 1800, "echo": false}\'',props:{}}]}],lang:"text"},annotations:[]}]}),"\n",(0,t.jsxs)(n.p,{children:["Don't use the deprecated environment variables ",(0,t.jsx)(n.code,{children:"LANGFLOW_DB_POOL_SIZE"})," or ",(0,t.jsx)(n.code,{children:"LANGFLOW_DB_MAX_OVERFLOW"}),".\nInstead, use ",(0,t.jsx)(n.code,{children:"pool_size"})," and ",(0,t.jsx)(n.code,{children:"max_overflow"})," in ",(0,t.jsx)(n.code,{children:"LANGFLOW_DB_CONNECTION_SETTINGS"}),"."]}),"\n"]}),"\n"]}),"\n",(0,t.jsx)(n.h2,{id:"configure-cache-memory",children:"Configure cache memory"}),"\n",(0,t.jsx)(n.p,{children:"The default Langflow caching behavior is an asynchronous, in-memory cache:"}),"\n",(0,t.jsx)(l.Code,{codeConfig:h,northPanel:{tabs:[""],active:"",heightRatio:1},files:[{name:"",focus:"",code:{lines:[{tokens:[{content:"LANGFLOW_LANGCHAIN_CACHE=InMemoryCache",props:{}}]},{tokens:[{content:"LANGFLOW_CACHE_TYPE=async",props:{}}]}],lang:"text"},annotations:[]}]}),"\n",(0,t.jsx)(n.p,{children:"Langflow officially supports only the default asynchronous, in-memory cache, which is suitable for most use cases.\nOther cache options, such as Redis, are experimental and can change without notice.\nIf you want to use a non-default cache setting, you can use the following 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:"Type"}),(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_CACHE_TYPE"})}),(0,t.jsx)(n.td,{children:"String"}),(0,t.jsx)(n.td,{children:(0,t.jsx)(n.code,{children:"async"})}),(0,t.jsxs)(n.td,{children:["Set the cache type for Langflow's internal caching system. Possible values: ",(0,t.jsx)(n.code,{children:"async"}),", ",(0,t.jsx)(n.code,{children:"redis"}),", ",(0,t.jsx)(n.code,{children:"memory"}),". If you set the type to ",(0,t.jsx)(n.code,{children:"redis"}),", then you must also set the ",(0,t.jsx)(n.code,{children:"LANGFLOW_REDIS_*"})," environment variables. 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database."}),"\n"]}),"\n"]}),"\n",(0,s.jsx)(n.h2,{id:"docling-components",children:"Docling components"}),"\n",(0,s.jsxs)(n.p,{children:["The following sections describe the purpose and configuration options for each component in the ",(0,s.jsx)(n.strong,{children:"Docling"})," bundle."]}),"\n",(0,s.jsx)(n.h3,{id:"docling-local-model",children:"Docling local model"}),"\n",(0,s.jsxs)(n.p,{children:["The ",(0,s.jsx)(n.strong,{children:"Docling"})," component ingests documents, and then uses Docling to process them by running a local Docling model."]}),"\n",(0,s.jsxs)(n.p,{children:["It outputs ",(0,s.jsx)(n.code,{children:"files"}),", which is the processed files with ",(0,s.jsx)(n.code,{children:"DoclingDocument"})," data."]}),"\n",(0,s.jsxs)(n.p,{children:["For more information, see the ",(0,s.jsx)(n.a,{href:"https://github.com/docling-project/docling-ibm-models",children:"Docling IBM models project repository"}),"."]}),"\n",(0,s.jsx)(n.h4,{id:"docling-parameters",children:"Docling 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rather than a local model."]}),"\n",(0,s.jsxs)(n.p,{children:["It outputs ",(0,s.jsx)(n.code,{children:"files"}),", which is the processed files with ",(0,s.jsx)(n.code,{children:"DoclingDocument"})," data."]}),"\n",(0,s.jsxs)(n.p,{children:["For more information, see the ",(0,s.jsx)(n.a,{href:"https://github.com/docling-project/docling-serve",children:"Docling serve project repository"}),"."]}),"\n",(0,s.jsx)(n.h4,{id:"docling-serve-parameters",children:"Docling Serve parameters"}),"\n",(0,s.jsxs)(n.table,{children:[(0,s.jsx)(n.thead,{children:(0,s.jsxs)(n.tr,{children:[(0,s.jsx)(n.th,{children:"Name"}),(0,s.jsx)(n.th,{children:"Type"}),(0,s.jsx)(n.th,{children:"Description"})]})}),(0,s.jsxs)(n.tbody,{children:[(0,s.jsxs)(n.tr,{children:[(0,s.jsx)(n.td,{children:"files"}),(0,s.jsx)(n.td,{children:"File"}),(0,s.jsx)(n.td,{children:"The files to 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Serve."})]})]})]}),"\n",(0,s.jsx)(n.h3,{id:"chunk-doclingdocument",children:"Chunk DoclingDocument"}),"\n",(0,s.jsxs)(n.p,{children:["The ",(0,s.jsx)(n.strong,{children:"Chunk DoclingDocument"})," component splits ",(0,s.jsx)(n.code,{children:"DoclingDocument"})," objects into chunks."]}),"\n",(0,s.jsxs)(n.p,{children:["This component requires Docling's optional chunking dependencies. Install them with ",(0,s.jsx)(n.code,{children:'uv pip install "langflow[docling-chunking]"'})," or ",(0,s.jsx)(n.code,{children:'uv pip install "langflow-base[docling-chunking]"'}),"."]}),"\n",(0,s.jsxs)(n.p,{children:["It outputs the chunked documents as a ",(0,s.jsx)(n.a,{href:"/data-types#table",children:(0,s.jsx)(n.code,{children:"Table"})}),"."]}),"\n",(0,s.jsxs)(n.p,{children:["For more information, see the ",(0,s.jsx)(n.a,{href:"https://github.com/docling-project/docling-core",children:"Docling core project repository"}),"."]}),"\n",(0,s.jsx)(n.h4,{id:"chunk-doclingdocument-parameters",children:"Chunk DoclingDocument parameters"}),"\n",(0,s.jsxs)(n.table,{children:[(0,s.jsx)(n.thead,{children:(0,s.jsxs)(n.tr,{children:[(0,s.jsx)(n.th,{children:"Name"}),(0,s.jsx)(n.th,{children:"Type"}),(0,s.jsx)(n.th,{children:"Description"})]})}),(0,s.jsxs)(n.tbody,{children:[(0,s.jsxs)(n.tr,{children:[(0,s.jsx)(n.td,{children:"data_inputs"}),(0,s.jsx)(n.td,{children:"JSON or 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--- a/loop.html +++ b/loop.html @@ -25,7 +25,7 @@ - + diff --git a/luna-for-langflow.html b/luna-for-langflow.html index 6f00ec0689..a5ff441794 100644 --- a/luna-for-langflow.html +++ b/luna-for-langflow.html @@ -25,7 +25,7 @@ - + diff --git a/mcp-client.html b/mcp-client.html index 4c490c11ea..22b464a879 100644 --- a/mcp-client.html +++ b/mcp-client.html @@ -25,7 +25,7 @@ - + diff --git a/mcp-component-astra.html b/mcp-component-astra.html index a9c2dfcc1b..18664fd24f 100644 --- a/mcp-component-astra.html +++ b/mcp-component-astra.html @@ -25,7 +25,7 @@ - + diff --git a/mcp-server.html b/mcp-server.html index e508512361..969e9971b8 100644 --- a/mcp-server.html +++ b/mcp-server.html @@ -25,7 +25,7 @@ - + diff --git a/mcp-tools.html b/mcp-tools.html index e30fe9c6a0..cd81ce1ecd 100644 --- a/mcp-tools.html +++ b/mcp-tools.html @@ -25,7 +25,7 @@ - + diff --git a/mcp-tutorial.html b/mcp-tutorial.html index 484a2c6f86..93709d268e 100644 --- a/mcp-tutorial.html +++ b/mcp-tutorial.html @@ 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a/next/api-keys-and-authentication.html b/next/api-keys-and-authentication.html index 04553494d5..6d2673034b 100644 --- a/next/api-keys-and-authentication.html +++ b/next/api-keys-and-authentication.html @@ -25,7 +25,7 @@ - + diff --git a/next/api-logs.html b/next/api-logs.html index a01b586e1b..4b65382909 100644 --- a/next/api-logs.html +++ b/next/api-logs.html @@ -25,7 +25,7 @@ - + diff --git a/next/api-monitor.html b/next/api-monitor.html index 260e8746ff..37dba2839f 100644 --- a/next/api-monitor.html +++ b/next/api-monitor.html @@ -25,7 +25,7 @@ - + diff --git a/next/api-openai-responses.html b/next/api-openai-responses.html index ea4b4462c8..e1d736dfef 100644 --- a/next/api-openai-responses.html +++ b/next/api-openai-responses.html @@ -25,7 +25,7 @@ - + diff --git a/next/api-projects.html b/next/api-projects.html index 0fbe686816..f9daf48186 100644 --- a/next/api-projects.html +++ b/next/api-projects.html @@ -25,7 +25,7 @@ - + diff --git a/next/api-reference-api-examples.html 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a/next/bundles-aiml.html +++ b/next/bundles-aiml.html @@ -25,7 +25,7 @@ - + diff --git a/next/bundles-altk.html b/next/bundles-altk.html index 6366bca4c8..734c693e2a 100644 --- a/next/bundles-altk.html +++ b/next/bundles-altk.html @@ -25,7 +25,7 @@ - + diff --git a/next/bundles-amazon.html b/next/bundles-amazon.html index 2d868cd2c0..42a343ce3d 100644 --- a/next/bundles-amazon.html +++ b/next/bundles-amazon.html @@ -25,7 +25,7 @@ - + diff --git a/next/bundles-anthropic.html b/next/bundles-anthropic.html index 747ebf8c7c..691e051b38 100644 --- a/next/bundles-anthropic.html +++ b/next/bundles-anthropic.html @@ -25,7 +25,7 @@ - + diff --git a/next/bundles-apify.html b/next/bundles-apify.html index 38063136a2..898eb8ff46 100644 --- a/next/bundles-apify.html +++ b/next/bundles-apify.html @@ -25,7 +25,7 @@ - + diff --git a/next/bundles-arxiv.html b/next/bundles-arxiv.html index b2cb663af4..bdb65a1bc2 100644 --- a/next/bundles-arxiv.html +++ b/next/bundles-arxiv.html @@ -25,7 +25,7 @@ - + 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b/next/bundles-chroma.html index 6e8f15b42b..56ca12bd46 100644 --- a/next/bundles-chroma.html +++ b/next/bundles-chroma.html @@ -25,7 +25,7 @@ - + diff --git a/next/bundles-cleanlab.html b/next/bundles-cleanlab.html index a340e64a56..0f8e60c467 100644 --- a/next/bundles-cleanlab.html +++ b/next/bundles-cleanlab.html @@ -25,7 +25,7 @@ - + diff --git a/next/bundles-clickhouse.html b/next/bundles-clickhouse.html index 093de4b852..cd03d40535 100644 --- a/next/bundles-clickhouse.html +++ b/next/bundles-clickhouse.html @@ -25,7 +25,7 @@ - + diff --git a/next/bundles-cloudflare.html b/next/bundles-cloudflare.html index 29fe4c4618..adea8f02b1 100644 --- a/next/bundles-cloudflare.html +++ b/next/bundles-cloudflare.html @@ -25,7 +25,7 @@ - + diff --git a/next/bundles-cohere.html b/next/bundles-cohere.html index 90222a3dd8..3c492aa2ef 100644 --- a/next/bundles-cohere.html +++ b/next/bundles-cohere.html @@ -25,7 +25,7 @@ - + diff --git a/next/bundles-cometapi.html b/next/bundles-cometapi.html index 0104000fbb..f9782f0706 100644 --- a/next/bundles-cometapi.html +++ b/next/bundles-cometapi.html @@ -25,7 +25,7 @@ - + diff --git a/next/bundles-composio.html b/next/bundles-composio.html index 0103f3749e..a6fa9a9f87 100644 --- a/next/bundles-composio.html +++ b/next/bundles-composio.html @@ -25,7 +25,7 @@ - + diff --git a/next/bundles-couchbase.html b/next/bundles-couchbase.html index 9268d0f437..1ffe3772db 100644 --- a/next/bundles-couchbase.html +++ b/next/bundles-couchbase.html @@ -25,7 +25,7 @@ - + diff --git a/next/bundles-cuga.html b/next/bundles-cuga.html index 120cc4727c..77fabe200e 100644 --- a/next/bundles-cuga.html +++ b/next/bundles-cuga.html @@ -25,7 +25,7 @@ - + diff --git a/next/bundles-datastax.html b/next/bundles-datastax.html index cd41dce8e6..545e02674a 100644 --- a/next/bundles-datastax.html +++ b/next/bundles-datastax.html @@ -25,7 +25,7 @@ - + diff --git a/next/bundles-deepseek.html b/next/bundles-deepseek.html index 0ca742c5a9..f61735aea3 100644 --- a/next/bundles-deepseek.html +++ b/next/bundles-deepseek.html @@ -25,7 +25,7 @@ - + diff --git a/next/bundles-docling.html b/next/bundles-docling.html index 33b4de3bd8..b48ef5b5e0 100644 --- a/next/bundles-docling.html +++ b/next/bundles-docling.html @@ -25,7 +25,7 @@ - + @@ -70,8 +70,9 @@ The Docling dependency is required to use the Docling components in Langflow.

Langflow OSS:

    -
  • If you installed langflow (uv pip install langflow), Docling is included automatically through bundled extras.
    • +
  • If you installed langflow (uv pip install langflow), Docling is included automatically through bundled extras, without Docling's optional chunking dependencies.
  • If you installed langflow-base directly, install Docling with an extra, for example uv pip install "langflow-base[docling]".
    • +
  • To use the Chunk DoclingDocument component, install the chunking extra with uv pip install "langflow[docling-chunking]" or uv pip install "langflow-base[docling-chunking]".
  • @@ -130,6 +131,7 @@ The Split Text component will split the Markdown into chunks fo
    NameTypeDescription
    filesFileThe files to process.
    api_urlStringURL of the Docling Serve instance.
    max_concurrencyIntegerMaximum number of concurrent requests for the server.
    max_poll_timeoutFloatMaximum waiting time for the document conversion to complete.
    api_headersDictOptional dictionary of additional headers required for connecting to Docling Serve.
    docling_serve_optsDictOptional dictionary of additional options for Docling Serve.

    Chunk DoclingDocument​

    The Chunk DoclingDocument component splits DoclingDocument objects into chunks.

    +

    This component requires Docling's optional chunking dependencies. Install them with uv pip install "langflow[docling-chunking]" or uv pip install "langflow-base[docling-chunking]".

    It outputs the chunked documents as a Table.

    For more information, see the Docling core project repository.

    Chunk DoclingDocument parameters​

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+ diff --git a/next/logging.html b/next/logging.html index cbe5654382..55dae3b3b7 100644 --- a/next/logging.html +++ b/next/logging.html @@ -25,7 +25,7 @@ - + diff --git a/next/loop.html b/next/loop.html index d1b0cb7792..7f59e95b89 100644 --- a/next/loop.html +++ b/next/loop.html @@ -25,7 +25,7 @@ - + diff --git a/next/luna-for-langflow.html b/next/luna-for-langflow.html index bc4f91dbd3..cec1638df1 100644 --- a/next/luna-for-langflow.html +++ b/next/luna-for-langflow.html @@ -25,7 +25,7 @@ - + diff --git a/next/mcp-client.html b/next/mcp-client.html index 94b4fa92e6..1647e5b339 100644 --- a/next/mcp-client.html +++ b/next/mcp-client.html @@ -25,7 +25,7 @@ - + diff --git a/next/mcp-component-astra.html b/next/mcp-component-astra.html index dab964ad6e..31373b2ffe 100644 --- a/next/mcp-component-astra.html +++ b/next/mcp-component-astra.html @@ -25,7 +25,7 @@ - + diff --git a/next/mcp-server.html b/next/mcp-server.html index 89b57f3acb..d4fd6f0760 100644 --- a/next/mcp-server.html +++ b/next/mcp-server.html @@ -25,7 +25,7 @@ - + diff --git a/next/mcp-tools.html b/next/mcp-tools.html index 2521d79b59..9b83882af8 100644 --- a/next/mcp-tools.html +++ b/next/mcp-tools.html @@ -25,7 +25,7 @@ - + diff --git a/next/mcp-tutorial.html b/next/mcp-tutorial.html index 706cfa69bb..ee6d7440f5 100644 --- a/next/mcp-tutorial.html +++ b/next/mcp-tutorial.html @@ -25,7 +25,7 @@ - + diff --git a/next/memory.html b/next/memory.html index 646e6ffbf4..13f131e725 100644 --- a/next/memory.html +++ b/next/memory.html @@ -25,7 +25,7 @@ - + @@ -77,8 +77,8 @@ The default storage path depends on your operating system and installation metho

  • External PostgreSQL database: You can use an external PostgreSQL database for all of your Langflow storage. +External storage can be useful if you want to preserve the data after uninstalling Langflow or to share the same database between multiple virtual environments. For more information, see Configure external memory

    -

    External storage can be useful if you want to preserve the data after uninstalling Langflow or to share the same database between multiple virtual environments.

  • Separate chat memory: You can selectively use external storage for chat memory only, separate from other Langflow storage. @@ -118,7 +118,7 @@ For more information and examples, see -

    LANGFLOW_MIGRATION_LOCK_NAMESPACE: Optional namespace identifier for PostgreSQL advisory lock during migrations. If not provided, a hash of the database URL will be used. Useful when multiple Langflow instances share the same database and need coordinated migration locking

    +

    LANGFLOW_MIGRATION_LOCK_NAMESPACE: Optional namespace for PostgreSQL advisory locks used during database migrations. This is useful when running multiple Langflow instances that share the same PostgreSQL database. Each instance should use a unique namespace to avoid conflicts. If not set, Langflow uses a default namespace. This setting only applies when using PostgreSQL as your database backend.

  • LANGFLOW_DB_CONNECTION_SETTINGS: A JSON dictionary containing the following database connection pool settings:

    @@ -135,9 +135,6 @@ For more information and examples, see     -

    LANGFLOW_MIGRATION_LOCK_NAMESPACE: Optional namespace for PostgreSQL advisory locks used during database migrations. This is useful when running multiple Langflow instances that share the same PostgreSQL database. Each instance should use a unique namespace to avoid conflicts. If not set, Langflow uses a default namespace. This setting only applies when using PostgreSQL as your database backend.

    -

    • Configure cache memory​

    The default Langflow caching behavior is an asynchronous, in-memory cache:

    @@ -145,7 +142,7 @@ Instead, use pool_size and max_overflow in LANGF

    Langflow officially supports only the default asynchronous, in-memory cache, which is suitable for most use cases. Other cache options, such as Redis, are experimental and can change without notice. If you want to use a non-default cache setting, you can use the following environment variables:

    -
    VariableTypeDefaultDescription
    LANGFLOW_CACHE_TYPEStringasyncSet the cache type for Langflow's internal caching system. Possible values: async, redis, memory, disk. If you set the type to redis, then you must also set the LANGFLOW_REDIS_* environment variables.
    LANGFLOW_LANGCHAIN_CACHEStringInMemoryCacheSet the cache storage type for the LangChain caching system (a Langflow dependency), either InMemoryCache or SQLiteCache.
    LANGFLOW_REDIS_HOSTStringlocalhostRedis server hostname if LANGFLOW_CACHE_TYPE=redis.
    LANGFLOW_REDIS_PORTInteger6379Redis server port if LANGFLOW_CACHE_TYPE=redis.
    LANGFLOW_REDIS_DBInteger0Redis database number if LANGFLOW_CACHE_TYPE=redis.
    LANGFLOW_REDIS_CACHE_EXPIREInteger3600Cache expiration time in seconds if LANGFLOW_CACHE_TYPE=redis.
    LANGFLOW_REDIS_PASSWORDStringNot setOptional password for Redis authentication if LANGFLOW_CACHE_TYPE=redis.
    +
    VariableTypeDefaultDescription
    LANGFLOW_CACHE_TYPEStringasyncSet the cache type for Langflow's internal caching system. Possible values: async, redis, memory. If you set the type to redis, then you must also set the LANGFLOW_REDIS_* environment variables. The disk backend was removed in 1.9.4 — switch to async for in-memory or redis for cross-worker.
    LANGFLOW_LANGCHAIN_CACHEStringInMemoryCacheSet the cache storage type for the LangChain caching system (a Langflow dependency), either InMemoryCache or SQLiteCache.
    LANGFLOW_REDIS_HOSTStringlocalhostRedis server hostname if LANGFLOW_CACHE_TYPE=redis.
    LANGFLOW_REDIS_PORTInteger6379Redis server port if LANGFLOW_CACHE_TYPE=redis.
    LANGFLOW_REDIS_DBInteger0Redis database number if LANGFLOW_CACHE_TYPE=redis.
    LANGFLOW_REDIS_CACHE_EXPIREInteger3600Cache expiration time in seconds if LANGFLOW_CACHE_TYPE=redis.
    LANGFLOW_REDIS_PASSWORDStringNot setOptional password for Redis authentication if LANGFLOW_CACHE_TYPE=redis.

    Store chat memory​

    Chat-based flows with a Chat Input or Chat Output component produce chat history that is stored in the Langflow messages table. At minimum, this serves as a chat log, but it isn't functionally the same as chat memory that provides historical context to an LLM.

    diff --git a/next/message-history.html b/next/message-history.html index 1d2cb6f9d4..7164106372 100644 --- a/next/message-history.html +++ b/next/message-history.html @@ -25,7 +25,7 @@ - + diff --git a/next/mock-data.html b/next/mock-data.html index cfb020e291..268a6ea683 100644 --- a/next/mock-data.html +++ b/next/mock-data.html @@ -25,7 +25,7 @@ - + diff --git a/next/notify-and-listen.html b/next/notify-and-listen.html index ee123b370b..350938b15b 100644 --- a/next/notify-and-listen.html +++ b/next/notify-and-listen.html @@ -25,7 +25,7 @@ - + diff --git a/next/parser.html b/next/parser.html index ce2c56599b..3d6be37947 100644 --- a/next/parser.html +++ b/next/parser.html @@ -25,7 +25,7 @@ - + diff --git a/next/policies.html b/next/policies.html index c91e56bb9b..5a7d522dc6 100644 --- a/next/policies.html +++ b/next/policies.html @@ -25,7 +25,7 @@ - + diff --git a/next/python-interpreter.html b/next/python-interpreter.html index 0cc88d3d3f..29532385d8 100644 --- a/next/python-interpreter.html +++ b/next/python-interpreter.html @@ -25,7 +25,7 @@ - + diff --git a/next/read-file.html b/next/read-file.html index c2494d1d82..cc90f21757 100644 --- a/next/read-file.html +++ b/next/read-file.html @@ -25,7 +25,7 @@ - + diff --git a/next/release-notes.html b/next/release-notes.html index 1b6d135da7..6b1417de88 100644 --- a/next/release-notes.html +++ b/next/release-notes.html @@ -25,7 +25,7 @@ - + diff --git a/next/run-flow.html b/next/run-flow.html index 0476603c13..6a78430d67 100644 --- a/next/run-flow.html +++ b/next/run-flow.html @@ -25,7 +25,7 @@ - + diff --git a/next/security.html b/next/security.html index 4a4187cfe1..5625a35024 100644 --- a/next/security.html +++ b/next/security.html @@ -25,7 +25,7 @@ - + diff --git a/next/session-id.html b/next/session-id.html index 0a13df6d90..1444e6d0db 100644 --- a/next/session-id.html +++ b/next/session-id.html @@ -25,7 +25,7 @@ - + diff --git a/next/smart-router.html b/next/smart-router.html index e4f55ebb7c..7bbf6162f6 100644 --- a/next/smart-router.html +++ b/next/smart-router.html @@ -25,7 +25,7 @@ - + diff --git a/next/smart-transform.html b/next/smart-transform.html index 8955c64435..79c62188df 100644 --- a/next/smart-transform.html +++ b/next/smart-transform.html @@ -25,7 +25,7 @@ - + diff --git a/next/split-text.html b/next/split-text.html index 5e434f8ee0..7bc000b3a1 100644 --- a/next/split-text.html +++ b/next/split-text.html @@ -25,7 +25,7 @@ - + diff --git a/next/sql-database.html b/next/sql-database.html index daec0d297c..827f1a264d 100644 --- a/next/sql-database.html +++ b/next/sql-database.html @@ -25,7 +25,7 @@ - + diff --git a/next/structured-output.html b/next/structured-output.html index 0b270e5123..d9c2c55597 100644 --- a/next/structured-output.html +++ b/next/structured-output.html @@ -25,7 +25,7 @@ - + diff --git a/next/text-input-and-output.html b/next/text-input-and-output.html index 3806f431b9..58fe1292ae 100644 --- a/next/text-input-and-output.html +++ b/next/text-input-and-output.html @@ -25,7 +25,7 @@ - + diff --git a/next/traces.html b/next/traces.html index 6c1a44b9bf..a5ba5d45ba 100644 --- a/next/traces.html +++ b/next/traces.html @@ -25,7 +25,7 @@ - + diff --git a/next/troubleshoot.html b/next/troubleshoot.html index 9c3057fa7f..ff664a83a9 100644 --- a/next/troubleshoot.html +++ b/next/troubleshoot.html @@ -25,7 +25,7 @@ - + diff --git a/next/type-convert.html b/next/type-convert.html index 83bf6bb2d7..d3bf1edc33 100644 --- a/next/type-convert.html +++ b/next/type-convert.html @@ -25,7 +25,7 @@ - + diff --git a/next/typescript-client.html b/next/typescript-client.html index b2cbf936aa..2c75111da1 100644 --- a/next/typescript-client.html +++ b/next/typescript-client.html @@ -25,7 +25,7 @@ - + diff --git a/next/url.html b/next/url.html index a394f25713..602d37576f 100644 --- a/next/url.html +++ b/next/url.html @@ -25,7 +25,7 @@ - + diff --git a/next/web-search.html b/next/web-search.html index 964b07198b..351865ec5a 100644 --- a/next/web-search.html +++ b/next/web-search.html @@ -25,7 +25,7 @@ - + diff --git a/next/webhook.html b/next/webhook.html index 5b088ced99..60be5ba65b 100644 --- a/next/webhook.html +++ b/next/webhook.html @@ -25,7 +25,7 @@ - + diff --git a/next/workflow-api.html b/next/workflow-api.html index 83158c703d..45eebcfcfd 100644 --- a/next/workflow-api.html +++ b/next/workflow-api.html @@ -25,7 +25,7 @@ - + diff --git a/next/write-file.html b/next/write-file.html index bb4d85b9e7..8bbf8d648c 100644 --- a/next/write-file.html +++ b/next/write-file.html @@ -25,7 +25,7 @@ - + diff --git a/notify-and-listen.html b/notify-and-listen.html index 8b4d3668ff..db7fb95ed0 100644 --- a/notify-and-listen.html +++ b/notify-and-listen.html @@ -25,7 +25,7 @@ - + diff --git a/parser.html b/parser.html index 3470afd85a..7e919cf658 100644 --- a/parser.html +++ b/parser.html @@ -25,7 +25,7 @@ - + diff --git a/policies.html b/policies.html index a99212c6a9..214d2f4916 100644 --- a/policies.html +++ b/policies.html @@ -25,7 +25,7 @@ - + diff --git a/python-interpreter.html b/python-interpreter.html index a1d2a37e54..eda63b6b71 100644 --- a/python-interpreter.html +++ b/python-interpreter.html @@ -25,7 +25,7 @@ - + diff --git a/read-file.html b/read-file.html index ba27895c9a..3d247bc3c0 100644 --- a/read-file.html +++ b/read-file.html @@ -25,7 +25,7 @@ - + diff --git a/release-notes.html b/release-notes.html index 87bd3de2eb..5a84c2a5f9 100644 --- a/release-notes.html +++ b/release-notes.html @@ -25,7 +25,7 @@ - + diff --git a/run-flow.html b/run-flow.html index 48726ff4cb..45bc8f3c56 100644 --- a/run-flow.html +++ b/run-flow.html @@ -25,7 +25,7 @@ - + diff --git a/search.html b/search.html index a71f438b89..51ba319fc8 100644 --- a/search.html +++ b/search.html @@ -25,7 +25,7 @@ - + diff --git a/security.html b/security.html index c5bb097bf1..81c812559a 100644 --- a/security.html +++ b/security.html @@ -25,7 +25,7 @@ - + diff --git a/session-id.html b/session-id.html index 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