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(",(0,n.jsx)(s.code,{children:"AstraCS:..."}),")"]}),"\n",(0,n.jsxs)(s.li,{children:["In the ",(0,n.jsx)(s.strong,{children:"API Endpoint"})," field, add your Astra database's endpoint. (for example, ",(0,n.jsx)(s.code,{children:"https://12adb-bc-5378c845f05a6-e0a12-bd889b4-us-east-2.apps.astra.datastax.com"}),")"]}),"\n"]}),"\n"]}),"\n",(0,n.jsxs)(s.li,{children:["Connect the ",(0,n.jsx)(s.strong,{children:"AstraDBChatMemory"})," component output to the external memory inputs of the ",(0,n.jsx)(s.a,{href:"/components-helpers#chat-memory",children:"Chat Memory"})," and ",(0,n.jsx)(s.a,{href:"/components-helpers#store-message",children:"Store Message"})," components."]}),"\n",(0,n.jsxs)(s.li,{children:["Link the ",(0,n.jsx)(s.a,{href:"/components-io#chat-output",children:"Chat Output"})," component to the input of the ",(0,n.jsx)(s.a,{href:"/components-helpers#store-message",children:"Store Message"})," component."]}),"\n"]}),"\n",(0,n.jsx)(s.p,{children:"Your completed flow should look like this:"}),"\n",(0,n.jsx)(s.p,{children:(0,n.jsx)(s.img,{alt:"Sample Flow storing Chat Memory in AstraDB",src:t(72654).A+"",width:"3178",height:"1228"})}),"\n",(0,n.jsxs)(s.ol,{start:"7",children:["\n",(0,n.jsx)(s.li,{children:"In Langflow, create message traffic by running a flow."}),"\n",(0,n.jsx)(s.li,{children:"Inspect your Astra database's tables and activity.\nYou will see new tables and traffic created."}),"\n"]})]})}function d(e={}){const{wrapper:s}={...(0,o.R)(),...e.components};return s?(0,n.jsx)(s,{...e,children:(0,n.jsx)(l,{...e})}):l(e)}},72654:(e,s,t)=>{t.d(s,{A:()=>n});const n=t.p+"assets/images/astra_db_chat_memory_rounded-9746ca2bb69d3b07ac0a071f4b9471b3.png"},86190:(e,s,t)=>{t.d(s,{A:()=>n});const n=t.p+"assets/images/chat-input-controls-pane-b60b21c923aa47a2265ae1775e693cb0.png"},77232:(e,s,t)=>{t.d(s,{A:()=>n});const n=t.p+"assets/images/logs-7deb7c1a822f826469d17856b9dcebb5.png"},75918:(e,s,t)=>{t.d(s,{A:()=>n});const n=t.p+"assets/images/playground-b2c623fb6849024570bc9bd5285309f5.png"},25381:(e,s,t)=>{t.d(s,{A:()=>n});const n=t.p+"assets/images/settings-messages-d0ad3a8e3bea5f8896565c041946a919.png"},28453:(e,s,t)=>{t.d(s,{R:()=>a,x:()=>i});var n=t(96540);const o={},r=n.createContext(o);function a(e){const s=n.useContext(r);return n.useMemo((function(){return"function"==typeof e?e(s):{...s,...e}}),[s,e])}function i(e){let s;return s=e.disableParentContext?"function"==typeof e.components?e.components(o):e.components||o:a(e.components),n.createElement(r.Provider,{value:s},e.children)}}}]); \ No newline at end of file diff --git a/assets/js/c329cc2b.46ee1117.js b/assets/js/c329cc2b.46ee1117.js deleted file mode 100644 index 74a258243f..0000000000 --- a/assets/js/c329cc2b.46ee1117.js +++ /dev/null @@ -1 +0,0 @@ -"use strict";(self.webpackChunklangflow_docs=self.webpackChunklangflow_docs||[]).push([[9304],{24905:(e,s,t)=>{t.r(s),t.d(s,{assets:()=>c,contentTitle:()=>r,default:()=>h,frontMatter:()=>a,metadata:()=>i,toc:()=>d});var n=t(74848),o=t(28453);const a={title:"Chat Memory",sidebar_position:1,slug:"/guides-chat-memory"},r=void 0,i={id:"Guides/guides-chat-memory",title:"Chat Memory",description:"Langflow allows every chat message to be stored, and a single flow can have multiple memory sessions. This enables you to create separate memories for agents to store and recall information as needed.",source:"@site/docs/Guides/guides-chat-memory.md",sourceDirName:"Guides",slug:"/guides-chat-memory",permalink:"/guides-chat-memory",draft:!1,unlisted:!1,tags:[],version:"current",sidebarPosition:1,frontMatter:{title:"Chat Memory",sidebar_position:1,slug:"/guides-chat-memory"},sidebar:"docs",previous:{title:"Vector Stores",permalink:"/components-vector-stores"},next:{title:"Data & Message",permalink:"/guides-data-message"}},c={},d=[{value:"Session ID",id:"4ee86e27d1004e8288a72c633c323703",level:2}];function l(e){const s={a:"a",code:"code",em:"em",h2:"h2",hr:"hr",img:"img",p:"p",strong:"strong",...(0,o.R)(),...e.components};return(0,n.jsxs)(n.Fragment,{children:[(0,n.jsxs)(s.p,{children:["Langflow allows every chat message to be stored, and a single flow can have multiple memory sessions. This enables you to create separate ",(0,n.jsx)(s.em,{children:"memories"})," for agents to store and recall information as needed."]}),"\n",(0,n.jsxs)(s.p,{children:["In any project, as long as there are ",(0,n.jsx)(s.a,{href:"/components-io",children:(0,n.jsx)(s.strong,{children:"Chat"})})," being used, memories are always being stored by default. These are messages from a user to the AI or vice-versa."]}),"\n",(0,n.jsxs)(s.p,{children:["To see and access this history of messages, Langflow features a component called ",(0,n.jsx)(s.strong,{children:"Chat Memory"}),". It retrieves previous messages and outputs them in structured format or parsed."]}),"\n",(0,n.jsxs)(s.p,{children:["To learn the basics about memory in Langflow, check out the ",(0,n.jsx)(s.a,{href:"/starter-projects-memory-chatbot",children:"Memory Chatbot"})," starter example."]}),"\n",(0,n.jsxs)(s.p,{children:["Memories can be visualized and managed directly from the ",(0,n.jsx)(s.strong,{children:"Playground"}),". You can edit and remove previous messages to inspect and validate the AI\u2019s response behavior. You can remove or edit previous messages to get your models acting just right."]}),"\n",(0,n.jsx)(s.p,{children:(0,n.jsx)(s.img,{src:t(75918).A+"",width:"3244",height:"1776"})}),"\n",(0,n.jsx)(s.p,{children:"Modifying these memories will influence the behavior of the chatbot responses, as long as an agent uses them. Here you have the ability to remove or edit previous messages, allowing them to manipulate and explore how these changes affect model responses."}),"\n",(0,n.jsxs)(s.p,{children:["To modify chat memories, from the playground, click the ",(0,n.jsx)(s.strong,{children:"Options"})," menu of any session, and then select ",(0,n.jsx)(s.strong,{children:"Message Logs"}),"."]}),"\n",(0,n.jsx)(s.p,{children:(0,n.jsx)(s.img,{src:t(77232).A+"",width:"3278",height:"1884"})}),"\n",(0,n.jsx)(s.h2,{id:"4ee86e27d1004e8288a72c633c323703",children:"Session ID"}),"\n",(0,n.jsx)(s.hr,{}),"\n",(0,n.jsxs)(s.p,{children:["Chat conversations store messages categorized by a ",(0,n.jsx)(s.code,{children:"Session ID"}),". 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By default, if the Session ID value is empty, it is set to the same value as Flow ID.

You can also display all messages stored across every flow and session by going to Settings > Messages.

-

Hi, how can I help you?

+

+

Store chat memory in an external database​

+

Chat memory is retrieved from an external database or vector store using the Chat Memory component.

+

Chat memory is stored to an external database or vector store using the Store Message component.

+

The Chat Memories components provide access to their respective external databases as memory. This allows AIs to access external memory for persistence and context retention. For example, connect the Chat Memory component to an AstraDBChatMemory* component to store the message history in an external Astra DB database.

+

This example stores and retrieves chat history from an AstraDBChatMemory component with Store Message and Chat Memory components.

+

Prerequisites​

+ +

Connect the chat memory component to an external database​

+
    +
  1. Load the Memory Chatbot starter project. +This starter project extends the basic prompting flow to include a chat memory component.
    2. +
  2. Add the Store Message component to the flow. +The Store message component stores messages in the external database.
    3. +
  3. Add the AstraDBChatMemory Component to the flow. +The Astra DB Chat Memory component stores and retrieves messages from Astra DB.
    4. +
  4. Configure the AstraDBChatMemory component with your AstraDB instance details. +
      +
    1. In the Astra DB Application Token field, add your Astra token. (AstraCS:...)
      2. +
    2. In the API Endpoint field, add your Astra database's endpoint. (for example, https://12adb-bc-5378c845f05a6-e0a12-bd889b4-us-east-2.apps.astra.datastax.com)
      3. +
    +
    5. +
  5. Connect the AstraDBChatMemory component output to the external memory inputs of the Chat Memory and Store Message components.
    6. +
  6. Link the Chat Output component to the input of the Store Message component.
    7. +
+

Your completed flow should look like this:

+

Sample Flow storing Chat Memory in AstraDB

+
    +
  1. In Langflow, create message traffic by running a flow.
    2. +
  2. Inspect your Astra database's tables and activity. +You will see new tables and traffic created.
    3. +

Hi, how can I help you?

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\ No newline at end of file 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\ No newline at end of file diff --git a/starter-projects-basic-prompting.html b/starter-projects-basic-prompting.html index 444a609ca4..a6a3f933c6 100644 --- a/starter-projects-basic-prompting.html +++ b/starter-projects-basic-prompting.html @@ -10,7 +10,7 @@ - + diff --git a/starter-projects-blog-writer.html b/starter-projects-blog-writer.html index 4c45c0ea87..f3b97dbeba 100644 --- a/starter-projects-blog-writer.html +++ b/starter-projects-blog-writer.html @@ -10,7 +10,7 @@ - + diff --git a/starter-projects-document-qa.html b/starter-projects-document-qa.html index 2c05ba5dda..a8a03f91e7 100644 --- a/starter-projects-document-qa.html +++ b/starter-projects-document-qa.html @@ -10,7 +10,7 @@ - + diff --git a/starter-projects-memory-chatbot.html b/starter-projects-memory-chatbot.html index 9a97f18407..ca76cc4d8f 100644 --- a/starter-projects-memory-chatbot.html +++ b/starter-projects-memory-chatbot.html @@ -10,7 +10,7 @@ - + @@ -41,7 +41,7 @@
  • Type multiple questions. In the Memories tab, your queries are logged in order. Up to 100 queries are stored by default. Try telling the AI your name and asking What is my name? on a second message, or What is the first subject I asked you about? to validate that previous knowledge is taking effect.
    • tip

    Check and adjust advanced parameters by opening the Advanced Settings of the Chat Memory component.

    -

    Use Session ID in with the memory chatbot flow​

    +

    Use Session ID with the memory chatbot flow​

    SessionID is a unique identifier in Langflow that stores conversation sessions between the AI and a user. A SessionID is created when a conversation is initiated, and then associated with all subsequent messages during that session.

    In the Memory Chatbot flow you created, the Chat Memory component references past interactions by Session ID. You can demonstrate this by modifying the Session ID value to switch between conversation histories.

    @@ -51,6 +51,6 @@
  • Notice how your conversation is being stored in different memory sessions.
    • tip

    Every chat component in Langflow comes with a SessionID. It defaults to the flow ID. Explore how changing it affects what the AI remembers.

    -

    Learn more about memories in the Chat Memory section.

    Hi, how can I help you?

    +

    Learn more about memories in the Chat Memory section.

    Hi, how can I help you?

    \ No newline at end of file diff --git a/starter-projects-sequential-agent.html b/starter-projects-sequential-agent.html index ea5ae9ef91..b4a2929d97 100644 --- a/starter-projects-sequential-agent.html +++ b/starter-projects-sequential-agent.html @@ -10,7 +10,7 @@ - + diff --git a/starter-projects-simple-agent.html b/starter-projects-simple-agent.html index 7349aaaaa7..f3b9831e49 100644 --- a/starter-projects-simple-agent.html +++ b/starter-projects-simple-agent.html @@ -10,7 +10,7 @@ - + diff --git a/starter-projects-travel-planning-agent.html b/starter-projects-travel-planning-agent.html index 86692ebce1..91c3731d3c 100644 --- a/starter-projects-travel-planning-agent.html +++ b/starter-projects-travel-planning-agent.html @@ -10,7 +10,7 @@ - + diff --git a/starter-projects-vector-store-rag.html b/starter-projects-vector-store-rag.html index af2e4786ff..864cd8ea0f 100644 --- a/starter-projects-vector-store-rag.html +++ b/starter-projects-vector-store-rag.html @@ -10,7 +10,7 @@ - + diff --git a/workspace-api.html b/workspace-api.html index 696cac1fd2..1558fc5603 100644 --- a/workspace-api.html +++ b/workspace-api.html @@ -10,7 +10,7 @@ - + diff --git a/workspace-logs.html b/workspace-logs.html index 8c6a6f0441..30014a155b 100644 --- a/workspace-logs.html +++ b/workspace-logs.html @@ -10,7 +10,7 @@ - + diff --git a/workspace-overview.html b/workspace-overview.html index 3d7ed67a9a..ea1aff9cc2 100644 --- a/workspace-overview.html +++ b/workspace-overview.html @@ -10,7 +10,7 @@ - + diff --git a/workspace-playground.html b/workspace-playground.html index fb0c95057d..52406cb510 100644 --- a/workspace-playground.html +++ b/workspace-playground.html @@ -10,7 +10,7 @@ - +