mirror of
https://github.com/langflow-ai/langflow.git
synced 2026-07-24 13:09:09 +08:00
85 lines
36 KiB
HTML
85 lines
36 KiB
HTML
<!doctype html>
|
||
<html lang="en" dir="ltr" class="docs-wrapper plugin-docs plugin-id-default docs-version-current docs-doc-page docs-doc-id-Starter-Projects/starter-projects-vector-store-rag" data-has-hydrated="false">
|
||
<head>
|
||
<meta charset="UTF-8">
|
||
<meta name="generator" content="Docusaurus v3.4.0">
|
||
<title data-rh="true">Vector Store RAG | Langflow Documentation</title><meta data-rh="true" name="viewport" content="width=device-width,initial-scale=1"><meta data-rh="true" name="twitter:card" content="summary_large_image"><meta data-rh="true" property="og:url" content="https://docs.langflow.org/starter-projects-vector-store-rag"><meta data-rh="true" property="og:locale" content="en"><meta data-rh="true" name="docusaurus_locale" content="en"><meta data-rh="true" name="docsearch:language" content="en"><meta data-rh="true" name="docusaurus_version" content="current"><meta data-rh="true" name="docusaurus_tag" content="docs-default-current"><meta data-rh="true" name="docsearch:version" content="current"><meta data-rh="true" name="docsearch:docusaurus_tag" content="docs-default-current"><meta data-rh="true" property="og:title" content="Vector Store RAG | Langflow Documentation"><meta data-rh="true" name="description" content="Retrieval Augmented Generation, or RAG, is a pattern for training LLMs on your data and querying it."><meta data-rh="true" property="og:description" content="Retrieval Augmented Generation, or RAG, is a pattern for training LLMs on your data and querying it."><link data-rh="true" rel="icon" href="/img/favicon.ico"><link data-rh="true" rel="canonical" href="https://docs.langflow.org/starter-projects-vector-store-rag"><link data-rh="true" rel="alternate" href="https://docs.langflow.org/starter-projects-vector-store-rag" hreflang="en"><link data-rh="true" rel="alternate" href="https://docs.langflow.org/starter-projects-vector-store-rag" hreflang="x-default"><link rel="preconnect" href="https://www.google-analytics.com">
|
||
<link rel="preconnect" href="https://www.googletagmanager.com">
|
||
<script async src="https://www.googletagmanager.com/gtag/js?id=G-XHC7G628ZP"></script>
|
||
<script>function gtag(){dataLayer.push(arguments)}window.dataLayer=window.dataLayer||[],gtag("js",new Date),gtag("config","G-XHC7G628ZP",{anonymize_ip:!0})</script>
|
||
<link rel="preconnect" href="https://www.googletagmanager.com">
|
||
<script>window.dataLayer=window.dataLayer||[]</script>
|
||
<script>!function(e,t,a,n,g){e[n]=e[n]||[],e[n].push({"gtm.start":(new Date).getTime(),event:"gtm.js"});var m=t.getElementsByTagName(a)[0],r=t.createElement(a);r.async=!0,r.src="https://www.googletagmanager.com/gtm.js?id=GTM-NK5M4ZT8",m.parentNode.insertBefore(r,m)}(window,document,"script","dataLayer")</script><link rel="stylesheet" href="/assets/css/styles.0c3982bb.css">
|
||
<script src="/assets/js/runtime~main.8b06b87f.js" defer="defer"></script>
|
||
<script src="/assets/js/main.f17a4565.js" defer="defer"></script>
|
||
</head>
|
||
<body class="navigation-with-keyboard">
|
||
<noscript><iframe src="https://www.googletagmanager.com/ns.html?id=GTM-NK5M4ZT8" height="0" width="0" style="display:none;visibility:hidden"></iframe></noscript>
|
||
|
||
<script>!function(){function t(t){document.documentElement.setAttribute("data-theme",t)}var e=function(){try{return new URLSearchParams(window.location.search).get("docusaurus-theme")}catch(t){}}()||function(){try{return window.localStorage.getItem("theme")}catch(t){}}();null!==e?t(e):window.matchMedia("(prefers-color-scheme: dark)").matches?t("dark"):(window.matchMedia("(prefers-color-scheme: light)").matches,t("light"))}(),function(){try{const c=new URLSearchParams(window.location.search).entries();for(var[t,e]of c)if(t.startsWith("docusaurus-data-")){var a=t.replace("docusaurus-data-","data-");document.documentElement.setAttribute(a,e)}}catch(t){}}()</script><div id="__docusaurus"><div role="region" aria-label="Skip to main content"><a class="skipToContent_fXgn" href="#__docusaurus_skipToContent_fallback">Skip to main content</a></div><nav aria-label="Main" class="navbar navbar--fixed-top navbarHideable_m1mJ"><div class="navbar__inner"><div class="navbar__items"><button aria-label="Toggle navigation bar" aria-expanded="false" class="navbar__toggle clean-btn" type="button"><svg width="30" height="30" viewBox="0 0 30 30" aria-hidden="true"><path stroke="currentColor" stroke-linecap="round" stroke-miterlimit="10" stroke-width="2" d="M4 7h22M4 15h22M4 23h22"></path></svg></button><a class="navbar__brand" href="/"><div class="navbar__logo"><img src="/img/chain.png" alt="Langflow" class="themedComponent_mlkZ themedComponent--light_NVdE"><img src="/img/chain.png" alt="Langflow" class="themedComponent_mlkZ themedComponent--dark_xIcU"></div><b class="navbar__title text--truncate">Langflow</b></a></div><div class="navbar__items navbar__items--right"><a href="https://github.com/langflow-ai/langflow" target="_blank" class="navbar__item navbar__link header-github-link"></a><a href="https://twitter.com/langflow_ai" target="_blank" class="navbar__item navbar__link header-twitter-link"></a><a href="https://discord.gg/EqksyE2EX9" target="_blank" class="navbar__item navbar__link header-discord-link"></a><div class="toggle_vylO colorModeToggle_DEke"><button class="clean-btn toggleButton_gllP toggleButtonDisabled_aARS" type="button" disabled="" title="Switch between dark and light mode (currently light mode)" aria-label="Switch between dark and light mode (currently light mode)" aria-live="polite"><svg viewBox="0 0 24 24" width="24" height="24" class="lightToggleIcon_pyhR"><path fill="currentColor" d="M12,9c1.65,0,3,1.35,3,3s-1.35,3-3,3s-3-1.35-3-3S10.35,9,12,9 M12,7c-2.76,0-5,2.24-5,5s2.24,5,5,5s5-2.24,5-5 S14.76,7,12,7L12,7z M2,13l2,0c0.55,0,1-0.45,1-1s-0.45-1-1-1l-2,0c-0.55,0-1,0.45-1,1S1.45,13,2,13z M20,13l2,0c0.55,0,1-0.45,1-1 s-0.45-1-1-1l-2,0c-0.55,0-1,0.45-1,1S19.45,13,20,13z M11,2v2c0,0.55,0.45,1,1,1s1-0.45,1-1V2c0-0.55-0.45-1-1-1S11,1.45,11,2z M11,20v2c0,0.55,0.45,1,1,1s1-0.45,1-1v-2c0-0.55-0.45-1-1-1C11.45,19,11,19.45,11,20z M5.99,4.58c-0.39-0.39-1.03-0.39-1.41,0 c-0.39,0.39-0.39,1.03,0,1.41l1.06,1.06c0.39,0.39,1.03,0.39,1.41,0s0.39-1.03,0-1.41L5.99,4.58z M18.36,16.95 c-0.39-0.39-1.03-0.39-1.41,0c-0.39,0.39-0.39,1.03,0,1.41l1.06,1.06c0.39,0.39,1.03,0.39,1.41,0c0.39-0.39,0.39-1.03,0-1.41 L18.36,16.95z M19.42,5.99c0.39-0.39,0.39-1.03,0-1.41c-0.39-0.39-1.03-0.39-1.41,0l-1.06,1.06c-0.39,0.39-0.39,1.03,0,1.41 s1.03,0.39,1.41,0L19.42,5.99z M7.05,18.36c0.39-0.39,0.39-1.03,0-1.41c-0.39-0.39-1.03-0.39-1.41,0l-1.06,1.06 c-0.39,0.39-0.39,1.03,0,1.41s1.03,0.39,1.41,0L7.05,18.36z"></path></svg><svg viewBox="0 0 24 24" width="24" height="24" class="darkToggleIcon_wfgR"><path fill="currentColor" d="M9.37,5.51C9.19,6.15,9.1,6.82,9.1,7.5c0,4.08,3.32,7.4,7.4,7.4c0.68,0,1.35-0.09,1.99-0.27C17.45,17.19,14.93,19,12,19 c-3.86,0-7-3.14-7-7C5,9.07,6.81,6.55,9.37,5.51z M12,3c-4.97,0-9,4.03-9,9s4.03,9,9,9s9-4.03,9-9c0-0.46-0.04-0.92-0.1-1.36 c-0.98,1.37-2.58,2.26-4.4,2.26c-2.98,0-5.4-2.42-5.4-5.4c0-1.81,0.89-3.42,2.26-4.4C12.92,3.04,12.46,3,12,3L12,3z"></path></svg></button></div><div class="navbarSearchContainer_Bca1"><div class="mendable-search"><button id="ms-search-bar" style="background-color:#1a1a1a;border-color:#6B728033;color:#e1e3e7" class="dark-mode !ms-text-white hover:!ms-bg-opacity-75 hover:!ms-text-white focus:ms-bg-gray-800 focus:ms-bg-opacity-75 focus:ms-text-white ms-global search-btn__input ms-m-0 ms-flex ms-h-10 ms-w-full ms-flex-row ms-items-center ms-justify-between ms-gap-2 ms-bg-gray-50 ms-p-1 ms-px-2 ms-outline-none ms-ring-0 ms-transition-all hover:ms-cursor-pointer sm:ms-p-2 sm:ms-px-3 ms-border ms-rounded-xl"><div class="dark-mode ms-global search-btn__input-container ms-flex ms-w-full ms-min-w-0 ms-items-center ms-gap-0 sm:ms-gap-1"><svg stroke="currentColor" fill="currentColor" stroke-width="0" viewBox="0 0 24 24" style="color:#e1e3e7;fill:#e1e3e7" class="dark-mode search-btn__icon hover:fill-white ms-h-5 ms-w-5 ms-fill-gray-400 hover:ms-text-white focus:ms-fill-white focus:ms-text-white sm:ms-h-6 sm:ms-w-6" height="20" width="20" xmlns="http://www.w3.org/2000/svg"><path fill="none" d="M0 0h24v24H0z"></path><path d="M15.5 14h-.79l-.28-.27A6.471 6.471 0 0016 9.5 6.5 6.5 0 109.5 16c1.61 0 3.09-.59 4.23-1.57l.27.28v.79l5 4.99L20.49 19l-4.99-5zm-6 0C7.01 14 5 11.99 5 9.5S7.01 5 9.5 5 14 7.01 14 9.5 11.99 14 9.5 14z"></path></svg><div id="userInput" style="color:#e1e3e7" class="dark-mode ms-global search-btn__input ms-w-full ms-flex-grow ms-truncate ms-bg-transparent ms-text-sm ms-outline-none ms-ring-0 ms-ring-transparent focus:ms-outline-none focus:ms-ring-0 focus:ms-ring-transparent sm:ms-text-base ms-ml-1 ms-flex ms-items-start ms-justify-start">Search...</div></div><div style="background-color:#1a1a1a;border-color:#6B728033;color:#e1e3e7" class="dark-mode search-btn__shortcut ms-z-10 ms-flex ms-flex-row ms-items-center ms-gap-1 ms-rounded-lg ms-border ms-py-[2px] ms-px-[8px] ms-text-xs ms-text-gray-400 ms-transition-all disabled:ms-bg-opacity-10"><span>CTRL</span><span>K</span></div></button><div></div></div></div></div></div><div role="presentation" class="navbar-sidebar__backdrop"></div></nav><div id="__docusaurus_skipToContent_fallback" class="main-wrapper mainWrapper_z2l0"><div class="docsWrapper_hBAB"><button aria-label="Scroll back to top" class="clean-btn theme-back-to-top-button backToTopButton_sjWU" type="button"></button><div class="docRoot_UBD9"><aside class="theme-doc-sidebar-container docSidebarContainer_YfHR"><div class="sidebarViewport_aRkj"><div class="sidebar_njMd sidebarWithHideableNavbar_wUlq"><a tabindex="-1" class="sidebarLogo_isFc" href="/"><img src="/img/chain.png" alt="Langflow" class="themedComponent_mlkZ themedComponent--light_NVdE"><img src="/img/chain.png" alt="Langflow" class="themedComponent_mlkZ themedComponent--dark_xIcU"><b>Langflow</b></a><nav aria-label="Docs sidebar" class="menu thin-scrollbar menu_SIkG"><ul class="theme-doc-sidebar-menu menu__list"><li class="theme-doc-sidebar-item-category theme-doc-sidebar-item-category-level-1 menu__list-item"><div class="menu__list-item-collapsible"><a class="menu__link menu__link--sublist menu__link--sublist-caret" role="button" aria-expanded="true" href="/whats-new-a-new-chapter-langflow">What’s New?</a></div><ul style="display:block;overflow:visible;height:auto" class="menu__list"><li class="theme-doc-sidebar-item-link theme-doc-sidebar-item-link-level-2 menu__list-item"><a class="menu__link" tabindex="0" href="/whats-new-a-new-chapter-langflow">1.0 - A new chapter for Langflow</a></li></ul></li><li class="theme-doc-sidebar-item-category theme-doc-sidebar-item-category-level-1 menu__list-item"><div class="menu__list-item-collapsible"><a class="menu__link menu__link--sublist menu__link--sublist-caret" role="button" aria-expanded="true" href="/">Getting Started</a></div><ul style="display:block;overflow:visible;height:auto" class="menu__list"><li class="theme-doc-sidebar-item-link theme-doc-sidebar-item-link-level-2 menu__list-item"><a class="menu__link" tabindex="0" href="/">👋 Welcome to Langflow</a></li><li class="theme-doc-sidebar-item-link theme-doc-sidebar-item-link-level-2 menu__list-item"><a class="menu__link" tabindex="0" href="/getting-started-installation">📦 Installation</a></li><li class="theme-doc-sidebar-item-link theme-doc-sidebar-item-link-level-2 menu__list-item"><a class="menu__link" tabindex="0" href="/getting-started-quickstart">⚡️ Quickstart</a></li><li class="theme-doc-sidebar-item-link theme-doc-sidebar-item-link-level-2 menu__list-item"><a class="menu__link" tabindex="0" href="/getting-started-common-installation-issues">❗️ Common Installation Issues</a></li></ul></li><li class="theme-doc-sidebar-item-category theme-doc-sidebar-item-category-level-1 menu__list-item"><div class="menu__list-item-collapsible"><a class="menu__link menu__link--sublist menu__link--sublist-caret menu__link--active" role="button" aria-expanded="true" href="/starter-projects-basic-prompting">Starter Projects</a></div><ul style="display:block;overflow:visible;height:auto" class="menu__list"><li class="theme-doc-sidebar-item-link theme-doc-sidebar-item-link-level-2 menu__list-item"><a class="menu__link" tabindex="0" href="/starter-projects-basic-prompting">Basic Prompting</a></li><li class="theme-doc-sidebar-item-link theme-doc-sidebar-item-link-level-2 menu__list-item"><a class="menu__link" tabindex="0" href="/starter-projects-blog-writer">Blog Writer</a></li><li class="theme-doc-sidebar-item-link theme-doc-sidebar-item-link-level-2 menu__list-item"><a class="menu__link" tabindex="0" href="/starter-projects-document-qa">Document QA</a></li><li class="theme-doc-sidebar-item-link theme-doc-sidebar-item-link-level-2 menu__list-item"><a class="menu__link" tabindex="0" href="/starter-projects-memory-chatbot">Memory Chatbot</a></li><li class="theme-doc-sidebar-item-link theme-doc-sidebar-item-link-level-2 menu__list-item"><a class="menu__link menu__link--active" aria-current="page" tabindex="0" href="/starter-projects-vector-store-rag">Vector Store RAG</a></li><li class="theme-doc-sidebar-item-link theme-doc-sidebar-item-link-level-2 menu__list-item"><a class="menu__link" tabindex="0" href="/Starter-Projects/starter-projects-dynamic-agent">Dynamic Agent</a></li><li class="theme-doc-sidebar-item-link theme-doc-sidebar-item-link-level-2 menu__list-item"><a class="menu__link" tabindex="0" href="/Starter-Projects/starter-projects-simple-agent">Simple Agent</a></li><li class="theme-doc-sidebar-item-link theme-doc-sidebar-item-link-level-2 menu__list-item"><a class="menu__link" tabindex="0" href="/Starter-Projects/starter-projects-travel-planning-agent">Travel Planning Agent</a></li></ul></li><li class="theme-doc-sidebar-item-category theme-doc-sidebar-item-category-level-1 menu__list-item"><div class="menu__list-item-collapsible"><a class="menu__link menu__link--sublist menu__link--sublist-caret" role="button" aria-expanded="true" href="/guides-new-to-llms">Guides</a></div><ul style="display:block;overflow:visible;height:auto" class="menu__list"><li class="theme-doc-sidebar-item-link theme-doc-sidebar-item-link-level-2 menu__list-item"><a class="menu__link" tabindex="0" href="/guides-new-to-llms">📚 New to LLMs?</a></li><li class="theme-doc-sidebar-item-link theme-doc-sidebar-item-link-level-2 menu__list-item"><a class="menu__link" tabindex="0" href="/guides-chat-memory">Chat Memory</a></li><li class="theme-doc-sidebar-item-link theme-doc-sidebar-item-link-level-2 menu__list-item"><a class="menu__link" tabindex="0" href="/guides-data-message">Data & Message</a></li></ul></li><li class="theme-doc-sidebar-item-category theme-doc-sidebar-item-category-level-1 menu__list-item"><div class="menu__list-item-collapsible"><a class="menu__link menu__link--sublist" href="/workspace">Workspace</a><button aria-label="Collapse sidebar category 'Workspace'" aria-expanded="true" type="button" class="clean-btn menu__caret"></button></div><ul style="display:block;overflow:visible;height:auto" class="menu__list"><li class="theme-doc-sidebar-item-link theme-doc-sidebar-item-link-level-2 menu__list-item"><a class="menu__link" tabindex="0" href="/workspace-playground">Playground</a></li><li class="theme-doc-sidebar-item-link theme-doc-sidebar-item-link-level-2 menu__list-item"><a class="menu__link" tabindex="0" href="/workspace-api">API</a></li><li class="theme-doc-sidebar-item-link theme-doc-sidebar-item-link-level-2 menu__list-item"><a class="menu__link" tabindex="0" href="/workspace-logs">Logs</a></li></ul></li><li class="theme-doc-sidebar-item-category theme-doc-sidebar-item-category-level-1 menu__list-item"><div class="menu__list-item-collapsible"><a class="menu__link menu__link--sublist" href="/components">Components</a><button aria-label="Collapse sidebar category 'Components'" aria-expanded="true" type="button" class="clean-btn menu__caret"></button></div><ul style="display:block;overflow:visible;height:auto" class="menu__list"><li class="theme-doc-sidebar-item-link theme-doc-sidebar-item-link-level-2 menu__list-item"><a class="menu__link" tabindex="0" href="/components-io">Inputs & Outputs</a></li><li class="theme-doc-sidebar-item-link theme-doc-sidebar-item-link-level-2 menu__list-item"><a class="menu__link" tabindex="0" href="/components-prompts">Prompts</a></li><li class="theme-doc-sidebar-item-link theme-doc-sidebar-item-link-level-2 menu__list-item"><a class="menu__link" tabindex="0" href="/components-data">Data</a></li><li class="theme-doc-sidebar-item-link theme-doc-sidebar-item-link-level-2 menu__list-item"><a class="menu__link" tabindex="0" href="/components-helpers">Helpers</a></li><li class="theme-doc-sidebar-item-link theme-doc-sidebar-item-link-level-2 menu__list-item"><a class="menu__link" tabindex="0" href="/components-models">Models</a></li><li class="theme-doc-sidebar-item-link theme-doc-sidebar-item-link-level-2 menu__list-item"><a class="menu__link" tabindex="0" href="/components-embedding-models">Embedding Models</a></li><li class="theme-doc-sidebar-item-link theme-doc-sidebar-item-link-level-2 menu__list-item"><a class="menu__link" tabindex="0" href="/components-vector-stores">Vector Stores</a></li><li class="theme-doc-sidebar-item-link theme-doc-sidebar-item-link-level-2 menu__list-item"><a class="menu__link" tabindex="0" href="/components-custom-components">Custom Components</a></li><li class="theme-doc-sidebar-item-link theme-doc-sidebar-item-link-level-2 menu__list-item"><a class="menu__link" tabindex="0" href="/components-rag">RAG</a></li><li class="theme-doc-sidebar-item-link theme-doc-sidebar-item-link-level-2 menu__list-item"><a class="menu__link" tabindex="0" href="/components-loaders">Loaders</a></li><li class="theme-doc-sidebar-item-link theme-doc-sidebar-item-link-level-2 menu__list-item"><a class="menu__link" tabindex="0" href="/Components/components-agents">Agents</a></li><li class="theme-doc-sidebar-item-link theme-doc-sidebar-item-link-level-2 menu__list-item"><a class="menu__link" tabindex="0" href="/Components/components-memories">Memories</a></li><li class="theme-doc-sidebar-item-link theme-doc-sidebar-item-link-level-2 menu__list-item"><a class="menu__link" tabindex="0" href="/Components/components-tools">Tools</a></li></ul></li><li class="theme-doc-sidebar-item-category theme-doc-sidebar-item-category-level-1 menu__list-item"><div class="menu__list-item-collapsible"><a class="menu__link menu__link--sublist menu__link--sublist-caret" role="button" aria-expanded="true" href="/deployment-hugging-face-spaces">Deployment</a></div><ul style="display:block;overflow:visible;height:auto" class="menu__list"><li class="theme-doc-sidebar-item-link theme-doc-sidebar-item-link-level-2 menu__list-item"><a class="menu__link" tabindex="0" href="/deployment-hugging-face-spaces">🤗 Spaces</a></li><li class="theme-doc-sidebar-item-link theme-doc-sidebar-item-link-level-2 menu__list-item"><a class="menu__link" tabindex="0" href="/deployment-kubernetes">Kubernetes</a></li><li class="theme-doc-sidebar-item-link theme-doc-sidebar-item-link-level-2 menu__list-item"><a class="menu__link" tabindex="0" href="/deployment-docker">Docker</a></li><li class="theme-doc-sidebar-item-link theme-doc-sidebar-item-link-level-2 menu__list-item"><a class="menu__link" tabindex="0" href="/deployment-gcp">GCP</a></li><li class="theme-doc-sidebar-item-link theme-doc-sidebar-item-link-level-2 menu__list-item"><a class="menu__link" tabindex="0" href="/deployment-render">Render</a></li><li class="theme-doc-sidebar-item-link theme-doc-sidebar-item-link-level-2 menu__list-item"><a class="menu__link" tabindex="0" href="/deployment-railway">Railway</a></li></ul></li><li class="theme-doc-sidebar-item-category theme-doc-sidebar-item-category-level-1 menu__list-item"><div class="menu__list-item-collapsible"><a class="menu__link menu__link--sublist menu__link--sublist-caret" role="button" aria-expanded="true" href="/settings-global-variables">Settings</a></div><ul style="display:block;overflow:visible;height:auto" class="menu__list"><li class="theme-doc-sidebar-item-link theme-doc-sidebar-item-link-level-2 menu__list-item"><a class="menu__link" tabindex="0" href="/settings-global-variables">Global Variables</a></li><li class="theme-doc-sidebar-item-link theme-doc-sidebar-item-link-level-2 menu__list-item"><a class="menu__link" tabindex="0" href="/settings-project-general-settings">Project & General Settings</a></li></ul></li><li class="theme-doc-sidebar-item-category theme-doc-sidebar-item-category-level-1 menu__list-item"><div class="menu__list-item-collapsible"><a class="menu__link menu__link--sublist menu__link--sublist-caret" role="button" aria-expanded="true" href="/configuration-authentication">Configuration</a></div><ul style="display:block;overflow:visible;height:auto" class="menu__list"><li class="theme-doc-sidebar-item-link theme-doc-sidebar-item-link-level-2 menu__list-item"><a class="menu__link" tabindex="0" href="/configuration-authentication">Authentication</a></li><li class="theme-doc-sidebar-item-link theme-doc-sidebar-item-link-level-2 menu__list-item"><a class="menu__link" tabindex="0" href="/configuration-api-keys">API Keys</a></li><li class="theme-doc-sidebar-item-link theme-doc-sidebar-item-link-level-2 menu__list-item"><a class="menu__link" tabindex="0" href="/configuration-cli">Langflow CLI</a></li><li class="theme-doc-sidebar-item-link theme-doc-sidebar-item-link-level-2 menu__list-item"><a class="menu__link" tabindex="0" href="/365085a8-a90a-43f9-a779-f8769ec7eca1">My Collection</a></li><li class="theme-doc-sidebar-item-link theme-doc-sidebar-item-link-level-2 menu__list-item"><a class="menu__link" tabindex="0" href="/configuration-backend-only">Backend-Only</a></li><li class="theme-doc-sidebar-item-link theme-doc-sidebar-item-link-level-2 menu__list-item"><a class="menu__link" tabindex="0" href="/configuration-auto-save">Auto-saving</a></li><li class="theme-doc-sidebar-item-link theme-doc-sidebar-item-link-level-2 menu__list-item"><a class="menu__link" tabindex="0" href="/environment-variables">Environment Variables</a></li></ul></li><li class="theme-doc-sidebar-item-category theme-doc-sidebar-item-category-level-1 menu__list-item"><div class="menu__list-item-collapsible"><a class="menu__link menu__link--sublist menu__link--sublist-caret" role="button" aria-expanded="true" href="/integrations-assemblyai">Integrations</a></div><ul style="display:block;overflow:visible;height:auto" class="menu__list"><li class="theme-doc-sidebar-item-link theme-doc-sidebar-item-link-level-2 menu__list-item"><a class="menu__link" tabindex="0" href="/integrations-assemblyai">AssemblyAI</a></li><li class="theme-doc-sidebar-item-link theme-doc-sidebar-item-link-level-2 menu__list-item"><a class="menu__link" tabindex="0" href="/integrations-langfuse">Langfuse</a></li><li class="theme-doc-sidebar-item-link theme-doc-sidebar-item-link-level-2 menu__list-item"><a class="menu__link" tabindex="0" href="/integrations-langsmith">LangSmith</a></li><li class="theme-doc-sidebar-item-link theme-doc-sidebar-item-link-level-2 menu__list-item"><a class="menu__link" tabindex="0" href="/integrations-langwatch">LangWatch</a></li><li class="theme-doc-sidebar-item-category theme-doc-sidebar-item-category-level-2 menu__list-item"><div class="menu__list-item-collapsible"><a class="menu__link menu__link--sublist menu__link--sublist-caret" role="button" aria-expanded="true" tabindex="0" href="/integrations/notion/setup">Notion</a></div><ul style="display:block;overflow:visible;height:auto" class="menu__list"><li class="theme-doc-sidebar-item-link theme-doc-sidebar-item-link-level-3 menu__list-item"><a class="menu__link" tabindex="0" href="/integrations/notion/setup">Setup</a></li><li class="theme-doc-sidebar-item-link theme-doc-sidebar-item-link-level-3 menu__list-item"><a class="menu__link" tabindex="0" href="/integrations/notion/notion-agent-meeting-notes">Notion Meeting Notes Agent</a></li><li class="theme-doc-sidebar-item-link theme-doc-sidebar-item-link-level-3 menu__list-item"><a class="menu__link" tabindex="0" href="/integrations/notion/notion-agent-conversational">Notion Conversational Agent</a></li></ul></li></ul></li><li class="theme-doc-sidebar-item-category theme-doc-sidebar-item-category-level-1 menu__list-item"><div class="menu__list-item-collapsible"><a class="menu__link menu__link--sublist menu__link--sublist-caret" role="button" aria-expanded="true" href="/contributing-telemetry">Contributing</a></div><ul style="display:block;overflow:visible;height:auto" class="menu__list"><li class="theme-doc-sidebar-item-link theme-doc-sidebar-item-link-level-2 menu__list-item"><a class="menu__link" tabindex="0" href="/contributing-telemetry">Telemetry</a></li><li class="theme-doc-sidebar-item-link theme-doc-sidebar-item-link-level-2 menu__list-item"><a class="menu__link" tabindex="0" href="/contributing-how-to-contribute">How to contribute?</a></li><li class="theme-doc-sidebar-item-link theme-doc-sidebar-item-link-level-2 menu__list-item"><a class="menu__link" tabindex="0" href="/contributing-github-issues">GitHub Issues</a></li><li class="theme-doc-sidebar-item-link theme-doc-sidebar-item-link-level-2 menu__list-item"><a class="menu__link" tabindex="0" href="/contributing-community">Community</a></li></ul></li></ul></nav><button type="button" title="Collapse sidebar" aria-label="Collapse sidebar" class="button button--secondary button--outline collapseSidebarButton_PEFL"><svg width="20" height="20" aria-hidden="true" class="collapseSidebarButtonIcon_kv0_"><g fill="#7a7a7a"><path d="M9.992 10.023c0 .2-.062.399-.172.547l-4.996 7.492a.982.982 0 01-.828.454H1c-.55 0-1-.453-1-1 0-.2.059-.403.168-.551l4.629-6.942L.168 3.078A.939.939 0 010 2.528c0-.548.45-.997 1-.997h2.996c.352 0 .649.18.828.45L9.82 9.472c.11.148.172.347.172.55zm0 0"></path><path d="M19.98 10.023c0 .2-.058.399-.168.547l-4.996 7.492a.987.987 0 01-.828.454h-3c-.547 0-.996-.453-.996-1 0-.2.059-.403.168-.551l4.625-6.942-4.625-6.945a.939.939 0 01-.168-.55 1 1 0 01.996-.997h3c.348 0 .649.18.828.45l4.996 7.492c.11.148.168.347.168.55zm0 0"></path></g></svg></button></div></div></aside><main class="docMainContainer_TBSr"><div class="container padding-top--md padding-bottom--lg"><div class="row"><div class="col docItemCol_VOVn"><div class="docItemContainer_Djhp"><article><nav class="theme-doc-breadcrumbs breadcrumbsContainer_Z_bl" aria-label="Breadcrumbs"><ul class="breadcrumbs" itemscope="" itemtype="https://schema.org/BreadcrumbList"><li class="breadcrumbs__item"><a aria-label="Home page" class="breadcrumbs__link" href="/"><svg viewBox="0 0 24 24" class="breadcrumbHomeIcon_YNFT"><path d="M10 19v-5h4v5c0 .55.45 1 1 1h3c.55 0 1-.45 1-1v-7h1.7c.46 0 .68-.57.33-.87L12.67 3.6c-.38-.34-.96-.34-1.34 0l-8.36 7.53c-.34.3-.13.87.33.87H5v7c0 .55.45 1 1 1h3c.55 0 1-.45 1-1z" fill="currentColor"></path></svg></a></li><li class="breadcrumbs__item"><span class="breadcrumbs__link">Starter Projects</span><meta itemprop="position" content="1"></li><li itemscope="" itemprop="itemListElement" itemtype="https://schema.org/ListItem" class="breadcrumbs__item breadcrumbs__item--active"><span class="breadcrumbs__link" itemprop="name">Vector Store RAG</span><meta itemprop="position" content="2"></li></ul></nav><div class="tocCollapsible_ETCw theme-doc-toc-mobile tocMobile_ITEo"><button type="button" class="clean-btn tocCollapsibleButton_TO0P">On this page</button></div><div class="theme-doc-markdown markdown"><header><h1>Vector Store RAG</h1></header><p>Retrieval Augmented Generation, or RAG, is a pattern for training LLMs on your data and querying it.</p>
|
||
<p>RAG is backed by a <strong>vector store</strong>, a vector database which stores embeddings of the ingested data.</p>
|
||
<p>This enables <strong>vector search</strong>, a more powerful and context-aware search.</p>
|
||
<p>We've chosen <a href="https://astra.datastax.com/signup?utm_source=langflow-pre-release&utm_medium=referral&utm_campaign=langflow-announcement&utm_content=create-a-free-astra-db-account" target="_blank" rel="noopener noreferrer">Astra DB</a> as the vector database for this starter project, but you can follow along with any of Langflow's vector database options.</p>
|
||
<h2 class="anchor anchorWithHideOnScrollNavbar_WYt5" id="6aa2c6dff6894eccadc39d4903d79e66">Prerequisites<a class="hash-link" aria-label="Direct link to Prerequisites" title="Direct link to Prerequisites" href="/starter-projects-vector-store-rag#6aa2c6dff6894eccadc39d4903d79e66"></a></h2>
|
||
<hr>
|
||
<ul>
|
||
<li><a href="https://docs.langflow.org/getting-started-installation" target="_blank" rel="noopener noreferrer">Langflow installed and running</a></li>
|
||
<li><a href="https://platform.openai.com/" target="_blank" rel="noopener noreferrer">OpenAI API key</a></li>
|
||
<li><a href="https://docs.datastax.com/en/astra-db-serverless/get-started/quickstart.html" target="_blank" rel="noopener noreferrer">An Astra DB vector database created</a> with:<!-- -->
|
||
<ul>
|
||
<li>Application Token</li>
|
||
<li>API Endpoint</li>
|
||
</ul>
|
||
</li>
|
||
</ul>
|
||
<p><img decoding="async" loading="lazy" src="/assets/images/648489928-577b6d447c9ac8bea324a1a77eee3537.png" width="1216" height="684" class="img_ev3q"></p>
|
||
<h2 class="anchor anchorWithHideOnScrollNavbar_WYt5" id="1c37d15332f94cfe8f6e11dc6cc8a4ea">Vector Store RAG<a class="hash-link" aria-label="Direct link to Vector Store RAG" title="Direct link to Vector Store RAG" href="/starter-projects-vector-store-rag#1c37d15332f94cfe8f6e11dc6cc8a4ea"></a></h2>
|
||
<hr>
|
||
<h3 class="anchor anchorWithHideOnScrollNavbar_WYt5" id="e3ed64193e5e448f81279e1d54ba43cf">Create the vector store RAG project<a class="hash-link" aria-label="Direct link to Create the vector store RAG project" title="Direct link to Create the vector store RAG project" href="/starter-projects-vector-store-rag#e3ed64193e5e448f81279e1d54ba43cf"></a></h3>
|
||
<ol>
|
||
<li>From the Langflow dashboard, click <strong>New Project</strong>.</li>
|
||
<li>Select <strong>Vector Store RAG</strong>.</li>
|
||
<li>The <strong>Vector Store RAG</strong> project is created.</li>
|
||
</ol>
|
||
<p><img decoding="async" loading="lazy" src="/assets/images/1946624394-655b32fb8cd5857a67d5d66d6e5e23de.png" width="2624" height="1476" class="img_ev3q"></p>
|
||
<p>The vector store RAG flow is built of two separate flows. Ingestion and query.</p>
|
||
<p>The <strong>ingestion</strong> part (bottom of the screen) populates the vector store with data from a local file. It ingests data from a file (<strong>File</strong>), splits it into chunks (<strong>Split Text</strong>), indexes it in Astra DB (<strong>Astra DB</strong>), and computes embeddings for the chunks using an embedding model (<strong>OpenAI Embeddings</strong>).</p>
|
||
<div class="theme-admonition theme-admonition-tip admonition_xJq3 alert alert--success"><div class="admonitionHeading_Gvgb"><span class="admonitionIcon_Rf37"><svg viewBox="0 0 12 16"><path fill-rule="evenodd" d="M6.5 0C3.48 0 1 2.19 1 5c0 .92.55 2.25 1 3 1.34 2.25 1.78 2.78 2 4v1h5v-1c.22-1.22.66-1.75 2-4 .45-.75 1-2.08 1-3 0-2.81-2.48-5-5.5-5zm3.64 7.48c-.25.44-.47.8-.67 1.11-.86 1.41-1.25 2.06-1.45 3.23-.02.05-.02.11-.02.17H5c0-.06 0-.13-.02-.17-.2-1.17-.59-1.83-1.45-3.23-.2-.31-.42-.67-.67-1.11C2.44 6.78 2 5.65 2 5c0-2.2 2.02-4 4.5-4 1.22 0 2.36.42 3.22 1.19C10.55 2.94 11 3.94 11 5c0 .66-.44 1.78-.86 2.48zM4 14h5c-.23 1.14-1.3 2-2.5 2s-2.27-.86-2.5-2z"></path></svg></span>tip</div><div class="admonitionContent_BuS1"><p>Embeddings are numerical vectors that represent data meaningfully. They enable efficient similarity searches in vector stores by placing similar items close together in the vector space, enhancing search and recommendation tasks.</p></div></div>
|
||
<p>This part creates a searchable index to be queried for contextual similarity.</p>
|
||
<p>The <strong>query</strong> part (top of the screen) allows users to retrieve embedded vector store data. Components:</p>
|
||
<ul>
|
||
<li><strong>Chat Input</strong> defines where to send the user input (coming from the Playground).</li>
|
||
<li><strong>OpenAI Embeddings</strong> is the model used to generate embeddings from the user input.</li>
|
||
<li><strong>Astra DB</strong> retrieves the most relevant chunks from the Astra DB database (here, used for search, not ingestion).</li>
|
||
<li><strong>Parse Data</strong> converts chunks coming from the <strong>Astra DB</strong> component into plain text to feed a prompt.</li>
|
||
<li><strong>Prompt</strong> takes in the user input and the retrieved chunks as text and builds a prompt for the model.</li>
|
||
<li><strong>OpenAI</strong> takes in the prompt to generate a response.</li>
|
||
<li><strong>Chat Output</strong> component displays the response in the Playground.</li>
|
||
</ul>
|
||
<ol>
|
||
<li>To create an environment variable for the <strong>OpenAI</strong> component, in the <strong>OpenAI API Key</strong> field, click the <strong>Globe</strong> button, and then click <strong>Add New Variable</strong>.<!-- -->
|
||
<ol>
|
||
<li>In the <strong>Variable Name</strong> field, enter <code>openai_api_key</code>.</li>
|
||
<li>In the <strong>Value</strong> field, paste your OpenAI API Key (<code>sk-...</code>).</li>
|
||
<li>Click <strong>Save Variable</strong>.</li>
|
||
</ol>
|
||
</li>
|
||
<li>To create environment variables for the <strong>Astra DB</strong> and <strong>Astra DB Search</strong> components:<!-- -->
|
||
<ol>
|
||
<li>In the <strong>Token</strong> field, click the <strong>Globe</strong> button, and then click <strong>Add New Variable</strong>.</li>
|
||
<li>In the <strong>Variable Name</strong> field, enter <code>astra_token</code>.</li>
|
||
<li>In the <strong>Value</strong> field, paste your Astra application token (<code>AstraCS:WSnyFUhRxsrg…</code>).</li>
|
||
<li>Click <strong>Save Variable</strong>.</li>
|
||
<li>Repeat the above steps for the <strong>API Endpoint</strong> field, pasting your Astra API Endpoint instead (<code>https://ASTRA_DB_ID-ASTRA_DB_REGION.apps.astra.datastax.com</code>).</li>
|
||
<li>Add the global variable to both the <strong>Astra DB</strong> and <strong>Astra DB Search</strong> components.</li>
|
||
</ol>
|
||
</li>
|
||
</ol>
|
||
<h3 class="anchor anchorWithHideOnScrollNavbar_WYt5" id="815a6536d2d548d987f0f4e375a58b15">Run the Vector Store RAG<a class="hash-link" aria-label="Direct link to Run the Vector Store RAG" title="Direct link to Run the Vector Store RAG" href="/starter-projects-vector-store-rag#815a6536d2d548d987f0f4e375a58b15"></a></h3>
|
||
<ol>
|
||
<li>Click the <strong>Playground</strong> button. Here you can chat with the AI that uses context from the database you created.</li>
|
||
<li>Type a message and press Enter. (Try something like "What topics do you know about?")</li>
|
||
<li>The bot will respond with a summary of the data you've embedded.</li>
|
||
</ol></div></article><nav class="pagination-nav docusaurus-mt-lg" aria-label="Docs pages"><a class="pagination-nav__link pagination-nav__link--prev" href="/starter-projects-memory-chatbot"><div class="pagination-nav__sublabel">Previous</div><div class="pagination-nav__label">Memory Chatbot</div></a><a class="pagination-nav__link pagination-nav__link--next" href="/Starter-Projects/starter-projects-dynamic-agent"><div class="pagination-nav__sublabel">Next</div><div class="pagination-nav__label">Dynamic Agent</div></a></nav></div></div><div class="col col--3"><div class="tableOfContents_bqdL thin-scrollbar theme-doc-toc-desktop"><ul class="table-of-contents table-of-contents__left-border"><li><a class="table-of-contents__link toc-highlight" href="/starter-projects-vector-store-rag#6aa2c6dff6894eccadc39d4903d79e66">Prerequisites</a></li><li><a class="table-of-contents__link toc-highlight" href="/starter-projects-vector-store-rag#1c37d15332f94cfe8f6e11dc6cc8a4ea">Vector Store RAG</a><ul><li><a class="table-of-contents__link toc-highlight" href="/starter-projects-vector-store-rag#e3ed64193e5e448f81279e1d54ba43cf">Create the vector store RAG project</a></li><li><a class="table-of-contents__link toc-highlight" href="/starter-projects-vector-store-rag#815a6536d2d548d987f0f4e375a58b15">Run the Vector Store RAG</a></li></ul></li></ul></div></div></div></div></main></div></div></div><div id="ms-floating-button" class="ms-fixed ms-bottom-4 ms-right-8 ms-z-[100] ms-flex ms-flex-col ms-items-end hover:ms-cursor-pointer"><div class="ms-relative ms-mb-4"><div style="background-color:#f6f6f6" class="ms-absolute -ms-bottom-1 ms-right-6 -ms-z-10 ms-h-4 ms-w-4 ms-rotate-45"></div><div style="background-color:#f6f6f6" class="ms-z-10 ms-flex ms-items-center ms-justify-center ms-rounded-lg ms-px-3 ms-py-2"><p style="color:#000000;margin:0" class="ms-text-sm">Hi, how can I help you?</p></div></div><div style="background-color:#f6f6f6" class="ms-flex ms-h-16 ms-w-16 ms-flex-col ms-items-center ms-justify-center ms-self-end ms-rounded-full ms-p-2 ms-transition"><div class="ms-rotate-0 ms-flex ms-h-full ms-w-full ms-transform ms-cursor-pointer ms-items-center ms-justify-center ms-rounded-full ms-transition-all ms-delay-75 ms-duration-100 ms-ease-in-out"><div style="color:#000000;font-size:22px;width:48px;height:48px;margin:0px;padding:0px;display:flex;align-items:center;justify-content:center;text-align:center"><img src="/img/chain.png" style="width:40px"></div></div></div><div></div></div></div>
|
||
</body>
|
||
</html> |