Nebius - LlamaIndex

<!doctype html> <html lang="en" class="no-js"> <head> <meta charset="utf-8"> <meta name="viewport" content="width=device-width,initial-scale=1"> <link rel="canonical" href="https://docs.llamaindex.ai/en/stable/api_reference/llms/nebius/"> <link rel="prev" href="../mymagic/"> <link rel="next" href="../neutrino/"> <link rel="icon" href="../../../_static/assets/LlamaLogoBrowserTab.png"> <meta name="generator" content="mkdocs-1.6.1, mkdocs-material-9.5.48"> <title>Nebius - LlamaIndex</title> <link rel="stylesheet" href="../../../assets/stylesheets/main.6f8fc17f.min.css"> <link rel="stylesheet" href="../../../assets/stylesheets/palette.06af60db.min.css"> <link rel="preconnect" href="https://fonts.gstatic.com" crossorigin> <link rel="stylesheet" href="https://fonts.googleapis.com/css?family=Roboto:300,300i,400,400i,700,700i%7CRoboto+Mono:400,400i,700,700i&display=fallback"> <style>:root{--md-text-font:"Roboto";--md-code-font:"Roboto Mono"}</style> <link rel="stylesheet" href="../../../assets/_mkdocstrings.css"> <link rel="stylesheet" href="../../../css/style.css"> <link rel="stylesheet" href="../../../css/algolia.css"> <script>__md_scope=new URL("../../..",location),__md_hash=e=>[...e].reduce(((e,_)=>(e<<5)-e+_.charCodeAt(0)),0),__md_get=(e,_=localStorage,t=__md_scope)=>JSON.parse(_.getItem(t.pathname+"."+e)),__md_set=(e,_,t=localStorage,a=__md_scope)=>{try{t.setItem(a.pathname+"."+e,JSON.stringify(_))}catch(e){}}</script> <script id="__analytics">function __md_analytics(){function e(){dataLayer.push(arguments)}window.dataLayer=window.dataLayer||[],e("js",new Date),e("config","G-BYVB1ZVE6J"),document.addEventListener("DOMContentLoaded",(function(){document.forms.search&&document.forms.search.query.addEventListener("blur",(function(){this.value&&e("event","search",{search_term:this.value})}));document$.subscribe((function(){var t=document.forms.feedback;if(void 0!==t)for(var a of t.querySelectorAll("[type=submit]"))a.addEventListener("click",(function(a){a.preventDefault();var n=document.location.pathname,d=this.getAttribute("data-md-value");e("event","feedback",{page:n,data:d}),t.firstElementChild.disabled=!0;var r=t.querySelector(".md-feedback__note [data-md-value='"+d+"']");r&&(r.hidden=!1)})),t.hidden=!1})),location$.subscribe((function(t){e("config","G-BYVB1ZVE6J",{page_path:t.pathname})}))}));var t=document.createElement("script");t.async=!0,t.src="https://www.googletagmanager.com/gtag/js?id=G-BYVB1ZVE6J",document.getElementById("__analytics").insertAdjacentElement("afterEnd",t)}</script> <script>"undefined"!=typeof __md_analytics&&__md_analytics()</script> <script async type="text/javascript" src="/_/static/javascript/readthedocs-addons.js"></script><meta name="readthedocs-project-slug" content="llamaindex-llamaindex" /><meta name="readthedocs-version-slug" content="stable" /><meta name="readthedocs-resolver-filename" content="/api_reference/llms/nebius/" /><meta name="readthedocs-http-status" content="200" /></head> <body dir="ltr" data-md-color-scheme="default" data-md-color-primary="indigo" data-md-color-accent="indigo"> <input class="md-toggle" data-md-toggle="drawer" type="checkbox" id="__drawer" autocomplete="off"> <input class="md-toggle" data-md-toggle="search" type="checkbox" id="__search" autocomplete="off"> <label class="md-overlay" for="__drawer"></label> <div data-md-component="skip"> <a href="#llama_index.llms.nebius.NebiusLLM" class="md-skip"> Skip to content </a> </div> <div data-md-component="announce"> </div> <header class="md-header" data-md-component="header"> <nav class="md-header__inner md-grid" aria-label="Header"> <a href="../../.." title="LlamaIndex" class="md-header__button md-logo" aria-label="LlamaIndex" data-md-component="logo"> <img src="../../../_static/assets/LlamaSquareBlack.svg" alt="logo"> </a> <label class="md-header__button md-icon" for="__drawer"> <svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M3 6h18v2H3zm0 5h18v2H3zm0 5h18v2H3z"/></svg> </label> <div class="md-header__title" data-md-component="header-title"> <div class="md-header__ellipsis"> <div class="md-header__topic"> LlamaIndex </div> <div class="md-header__topic" data-md-component="header-topic"> Nebius </div> </div> </div> <form class="md-header__option" data-md-component="palette"> <input class="md-option" data-md-color-media="(prefers-color-scheme)" data-md-color-scheme="default" data-md-color-primary="indigo" data-md-color-accent="indigo" aria-label="Switch to light mode" type="radio" name="__palette" id="__palette_0"> <label class="md-header__button md-icon" title="Switch to light mode" for="__palette_1" hidden> <svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="m14.3 16-.7-2h-3.2l-.7 2H7.8L11 7h2l3.2 9zM20 8.69V4h-4.69L12 .69 8.69 4H4v4.69L.69 12 4 15.31V20h4.69L12 23.31 15.31 20H20v-4.69L23.31 12zm-9.15 3.96h2.3L12 9z"/></svg> </label> <input class="md-option" data-md-color-media="(prefers-color-scheme: light)" data-md-color-scheme="default" data-md-color-primary="white" data-md-color-accent="purple" aria-label="Switch to dark mode" type="radio" name="__palette" id="__palette_1"> <label class="md-header__button md-icon" title="Switch to dark mode" for="__palette_2" hidden> <svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M12 8a4 4 0 0 0-4 4 4 4 0 0 0 4 4 4 4 0 0 0 4-4 4 4 0 0 0-4-4m0 10a6 6 0 0 1-6-6 6 6 0 0 1 6-6 6 6 0 0 1 6 6 6 6 0 0 1-6 6m8-9.31V4h-4.69L12 .69 8.69 4H4v4.69L.69 12 4 15.31V20h4.69L12 23.31 15.31 20H20v-4.69L23.31 12z"/></svg> </label> <input class="md-option" data-md-color-media="(prefers-color-scheme: dark)" data-md-color-scheme="slate" data-md-color-primary="black" data-md-color-accent="purple" aria-label="Switch to system preference" type="radio" name="__palette" id="__palette_2"> <label class="md-header__button md-icon" title="Switch to system preference" for="__palette_0" hidden> <svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M12 18c-.89 0-1.74-.2-2.5-.55C11.56 16.5 13 14.42 13 12s-1.44-4.5-3.5-5.45C10.26 6.2 11.11 6 12 6a6 6 0 0 1 6 6 6 6 0 0 1-6 6m8-9.31V4h-4.69L12 .69 8.69 4H4v4.69L.69 12 4 15.31V20h4.69L12 23.31 15.31 20H20v-4.69L23.31 12z"/></svg> </label> </form> <script>var palette=__md_get("__palette");if(palette&&palette.color){if("(prefers-color-scheme)"===palette.color.media){var media=matchMedia("(prefers-color-scheme: light)"),input=document.querySelector(media.matches?"[data-md-color-media='(prefers-color-scheme: light)']":"[data-md-color-media='(prefers-color-scheme: dark)']");palette.color.media=input.getAttribute("data-md-color-media"),palette.color.scheme=input.getAttribute("data-md-color-scheme"),palette.color.primary=input.getAttribute("data-md-color-primary"),palette.color.accent=input.getAttribute("data-md-color-accent")}for(var[key,value]of Object.entries(palette.color))document.body.setAttribute("data-md-color-"+key,value)}</script> <label class="md-header__button md-icon" for="__search"> <svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M9.5 3A6.5 6.5 0 0 1 16 9.5c0 1.61-.59 3.09-1.56 4.23l.27.27h.79l5 5-1.5 1.5-5-5v-.79l-.27-.27A6.52 6.52 0 0 1 9.5 16 6.5 6.5 0 0 1 3 9.5 6.5 6.5 0 0 1 9.5 3m0 2C7 5 5 7 5 9.5S7 14 9.5 14 14 12 14 9.5 12 5 9.5 5"/></svg> </label>  <div id="docsearch"></div> </nav> </header> <div class="md-container" data-md-component="container"> <nav class="md-tabs" aria-label="Tabs" data-md-component="tabs"> <div class="md-grid"> <ul class="md-tabs__list"> <li class="md-tabs__item"> <a href="../../.." class="md-tabs__link"> Home </a> </li> <li class="md-tabs__item"> <a href="../../../understanding/" class="md-tabs__link"> Learn </a> </li> <li class="md-tabs__item"> <a href="../../../use_cases/" class="md-tabs__link"> Use Cases </a> </li> <li class="md-tabs__item"> <a href="../../../examples/" class="md-tabs__link"> Examples </a> </li> <li class="md-tabs__item"> <a href="../../../module_guides/" class="md-tabs__link"> Component Guides </a> </li> <li class="md-tabs__item"> <a href="../../../optimizing/production_rag/" class="md-tabs__link"> Advanced Topics </a> </li> <li class="md-tabs__item md-tabs__item--active"> <a href="../../" class="md-tabs__link"> API Reference </a> </li> <li class="md-tabs__item"> <a href="../../../community/integrations/" class="md-tabs__link"> Open-Source Community </a> </li> <li class="md-tabs__item"> <a href="../../../llama_cloud/" class="md-tabs__link"> LlamaCloud </a> </li> </ul> </div> </nav> <main class="md-main" data-md-component="main"> <div class="md-main__inner md-grid"> <div class="md-sidebar md-sidebar--primary" data-md-component="sidebar" data-md-type="navigation" > <div class="md-sidebar__scrollwrap"> <div class="md-sidebar__inner"> <nav class="md-nav md-nav--primary md-nav--lifted" aria-label="Navigation" data-md-level="0"> <label class="md-nav__title" for="__drawer"> <a href="../../.." title="LlamaIndex" class="md-nav__button md-logo" aria-label="LlamaIndex" data-md-component="logo"> <img src="../../../_static/assets/LlamaSquareBlack.svg" alt="logo"> </a> LlamaIndex </label> <ul class="md-nav__list" data-md-scrollfix> <li class="md-nav__item md-nav__item--nested"> <input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_1" > <div class="md-nav__link md-nav__container"> <a href="../../.." class="md-nav__link "> Home </a> <label class="md-nav__link " for="__nav_1" id="__nav_1_label" tabindex="0"> </label> </div> <nav class="md-nav" data-md-level="1" aria-labelledby="__nav_1_label" aria-expanded="false"> <label class="md-nav__title" for="__nav_1"> Home </label> <ul class="md-nav__list" data-md-scrollfix> <li class="md-nav__item"> <a href="../../../getting_started/concepts/" class="md-nav__link"> High-Level Concepts </a> </li> <li class="md-nav__item"> <a href="../../../getting_started/installation/" class="md-nav__link"> Installation and Setup </a> </li> <li class="md-nav__item"> <a href="../../../getting_started/reading/" class="md-nav__link"> How to read these docs </a> </li> <li class="md-nav__item md-nav__item--nested"> <input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_1_5" > <label class="md-nav__link" for="__nav_1_5" id="__nav_1_5_label" tabindex="0"> Starter Examples </label> <nav class="md-nav" data-md-level="2" aria-labelledby="__nav_1_5_label" aria-expanded="false"> <label class="md-nav__title" for="__nav_1_5"> Starter Examples </label> <ul class="md-nav__list" data-md-scrollfix> <li class="md-nav__item"> <a href="../../../getting_started/starter_example/" class="md-nav__link"> Starter Tutorial (OpenAI) </a> </li> <li class="md-nav__item"> <a href="../../../getting_started/starter_example_local/" class="md-nav__link"> Starter Tutorial (Local Models) </a> </li> </ul> </nav> </li> <li class="md-nav__item"> <a href="../../../getting_started/discover_llamaindex/" class="md-nav__link"> Discover LlamaIndex Video Series </a> </li> <li class="md-nav__item"> <a href="../../../getting_started/customization/" class="md-nav__link"> Frequently Asked Questions (FAQ) </a> </li> <li class="md-nav__item md-nav__item--nested"> <input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_1_8" > <div class="md-nav__link md-nav__container"> <a href="../../../getting_started/starter_tools/" class="md-nav__link "> Starter Tools </a> <label class="md-nav__link " for="__nav_1_8" id="__nav_1_8_label" tabindex="0"> </label> </div> <nav class="md-nav" data-md-level="2" aria-labelledby="__nav_1_8_label" aria-expanded="false"> <label class="md-nav__title" for="__nav_1_8"> Starter Tools </label> <ul class="md-nav__list" data-md-scrollfix> <li class="md-nav__item"> <a href="../../../getting_started/starter_tools/rag_cli/" class="md-nav__link"> RAG CLI </a> </li> </ul> </nav> </li> </ul> </nav> </li> <li class="md-nav__item md-nav__item--nested"> <input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_2" > <div class="md-nav__link md-nav__container"> <a href="../../../understanding/" class="md-nav__link "> Learn </a> <label class="md-nav__link " for="__nav_2" id="__nav_2_label" tabindex="0"> </label> </div> <nav class="md-nav" data-md-level="1" aria-labelledby="__nav_2_label" aria-expanded="false"> <label class="md-nav__title" for="__nav_2"> Learn </label> <ul class="md-nav__list" data-md-scrollfix> <li class="md-nav__item"> <a href="../../../understanding/using_llms/using_llms/" class="md-nav__link"> Using LLMs </a> </li> <li class="md-nav__item md-nav__item--nested"> <input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_2_3" > <div class="md-nav__link md-nav__container"> <a href="../../../understanding/rag/" class="md-nav__link "> Building a RAG pipeline </a> <label class="md-nav__link " for="__nav_2_3" id="__nav_2_3_label" tabindex="0"> </label> </div> <nav class="md-nav" data-md-level="2" aria-labelledby="__nav_2_3_label" aria-expanded="false"> <label class="md-nav__title" for="__nav_2_3"> Building a RAG pipeline </label> <ul class="md-nav__list" data-md-scrollfix> <li class="md-nav__item md-nav__item--nested"> <input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_2_3_2" > <label class="md-nav__link" for="__nav_2_3_2" id="__nav_2_3_2_label" tabindex="0"> Loading & Ingestion </label> <nav class="md-nav" data-md-level="3" aria-labelledby="__nav_2_3_2_label" aria-expanded="false"> <label class="md-nav__title" for="__nav_2_3_2"> Loading & Ingestion </label> <ul class="md-nav__list" data-md-scrollfix> <li class="md-nav__item"> <a href="../../../understanding/loading/loading/" class="md-nav__link"> Loading Data (Ingestion) </a> </li> <li class="md-nav__item"> <a href="../../../understanding/loading/llamahub/" class="md-nav__link"> LlamaHub </a> </li> <li class="md-nav__item"> <a href="../../../understanding/loading/llamacloud/" class="md-nav__link"> Loading from LlamaCloud </a> </li> </ul> </nav> </li> <li class="md-nav__item"> <a href="../../../understanding/indexing/indexing/" class="md-nav__link"> Indexing & Embedding </a> </li> <li class="md-nav__item"> <a href="../../../understanding/storing/storing/" class="md-nav__link"> Storing </a> </li> <li class="md-nav__item"> <a href="../../../understanding/querying/querying/" class="md-nav__link"> Querying </a> </li> </ul> </nav> </li> <li class="md-nav__item md-nav__item--nested"> <input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_2_4" > <div class="md-nav__link md-nav__container"> <a href="../../../understanding/agent/" class="md-nav__link "> Building an agent </a> <label class="md-nav__link " for="__nav_2_4" id="__nav_2_4_label" tabindex="0"> </label> </div> <nav class="md-nav" data-md-level="2" aria-labelledby="__nav_2_4_label" aria-expanded="false"> <label class="md-nav__title" for="__nav_2_4"> Building an agent </label> <ul class="md-nav__list" data-md-scrollfix> <li class="md-nav__item"> <a href="../../../understanding/agent/local_models/" class="md-nav__link"> Agents with local models </a> </li> <li class="md-nav__item"> <a href="../../../understanding/agent/rag_agent/" class="md-nav__link"> Adding RAG to an agent </a> </li> <li class="md-nav__item"> <a href="../../../understanding/agent/llamaparse/" class="md-nav__link"> Enhancing with LlamaParse </a> </li> <li class="md-nav__item"> <a href="../../../understanding/agent/memory/" class="md-nav__link"> Memory </a> </li> <li class="md-nav__item"> <a href="../../../understanding/agent/tools/" class="md-nav__link"> Adding other tools </a> </li> </ul> </nav> </li> <li class="md-nav__item md-nav__item--nested"> <input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_2_5" > <div class="md-nav__link md-nav__container"> <a href="../../../understanding/workflows/" class="md-nav__link "> Building Workflows </a> <label class="md-nav__link " for="__nav_2_5" id="__nav_2_5_label" tabindex="0"> </label> </div> <nav class="md-nav" data-md-level="2" aria-labelledby="__nav_2_5_label" aria-expanded="false"> <label class="md-nav__title" for="__nav_2_5"> Building Workflows </label> <ul class="md-nav__list" data-md-scrollfix> <li class="md-nav__item"> <a href="../../../understanding/workflows/basic_flow/" class="md-nav__link"> A basic workflow </a> </li> <li class="md-nav__item"> <a href="../../../understanding/workflows/branches_and_loops/" class="md-nav__link"> Branches and loops </a> </li> <li class="md-nav__item"> <a href="../../../understanding/workflows/state/" class="md-nav__link"> Maintaining state </a> </li> <li class="md-nav__item"> <a href="../../../understanding/workflows/stream/" class="md-nav__link"> Streaming events </a> </li> <li class="md-nav__item"> <a href="../../../understanding/workflows/concurrent_execution/" class="md-nav__link"> Concurrent execution </a> </li> <li class="md-nav__item"> <a href="../../../understanding/workflows/subclass/" class="md-nav__link"> Subclassing workflows </a> </li> <li class="md-nav__item"> <a href="../../../understanding/workflows/nested/" class="md-nav__link"> Nested workflows </a> </li> <li class="md-nav__item"> <a href="../../../understanding/workflows/observability/" class="md-nav__link"> Observability </a> </li> <li class="md-nav__item"> <a href="../../../understanding/workflows/unbound_functions/" class="md-nav__link"> Unbound syntax </a> </li> </ul> </nav> </li> <li class="md-nav__item md-nav__item--nested"> <input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_2_6" > <div class="md-nav__link md-nav__container"> <a href="../../../understanding/extraction/" class="md-nav__link "> Structured Data Extraction </a> <label class="md-nav__link " for="__nav_2_6" id="__nav_2_6_label" tabindex="0"> </label> </div> <nav class="md-nav" data-md-level="2" aria-labelledby="__nav_2_6_label" aria-expanded="false"> <label class="md-nav__title" for="__nav_2_6"> Structured Data Extraction </label> <ul class="md-nav__list" data-md-scrollfix> <li class="md-nav__item"> <a href="../../../understanding/extraction/structured_llms/" class="md-nav__link"> Using Structured LLMs </a> </li> <li class="md-nav__item"> <a href="../../../understanding/extraction/structured_prediction/" class="md-nav__link"> Structured Prediction </a> </li> <li class="md-nav__item"> <a href="../../../understanding/extraction/lower_level/" class="md-nav__link"> Lower-level extraction </a> </li> </ul> </nav> </li> <li class="md-nav__item"> <a href="../../../understanding/tracing_and_debugging/tracing_and_debugging/" class="md-nav__link"> Tracing and Debugging </a> </li> <li class="md-nav__item md-nav__item--nested"> <input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_2_8" > <label class="md-nav__link" for="__nav_2_8" id="__nav_2_8_label" tabindex="0"> Evaluating </label> <nav class="md-nav" data-md-level="2" aria-labelledby="__nav_2_8_label" aria-expanded="false"> <label class="md-nav__title" for="__nav_2_8"> Evaluating </label> <ul class="md-nav__list" data-md-scrollfix> <li class="md-nav__item"> <a href="../../../understanding/evaluating/evaluating/" class="md-nav__link"> Evaluating </a> </li> <li class="md-nav__item md-nav__item--nested"> <input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_2_8_2" > <div class="md-nav__link md-nav__container"> <a href="../../../understanding/evaluating/cost_analysis/" class="md-nav__link "> Cost Analysis </a> <label class="md-nav__link " for="__nav_2_8_2" id="__nav_2_8_2_label" tabindex="0"> </label> </div> <nav class="md-nav" data-md-level="3" aria-labelledby="__nav_2_8_2_label" aria-expanded="false"> <label class="md-nav__title" for="__nav_2_8_2"> Cost Analysis </label> <ul class="md-nav__list" data-md-scrollfix> <li class="md-nav__item"> <a href="../../../understanding/evaluating/cost_analysis/usage_pattern/" class="md-nav__link"> Usage Pattern </a> </li> </ul> </nav> </li> </ul> </nav> </li> <li class="md-nav__item md-nav__item--nested"> <input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_2_9" > <div class="md-nav__link md-nav__container"> <a href="../../../understanding/putting_it_all_together/" class="md-nav__link "> Putting it all Together </a> <label class="md-nav__link " for="__nav_2_9" id="__nav_2_9_label" tabindex="0"> </label> </div> <nav class="md-nav" data-md-level="2" aria-labelledby="__nav_2_9_label" aria-expanded="false"> <label class="md-nav__title" for="__nav_2_9"> Putting it all Together </label> <ul class="md-nav__list" data-md-scrollfix> <li class="md-nav__item md-nav__item--nested"> <input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_2_9_2" > <div class="md-nav__link md-nav__container"> <a href="../../../understanding/putting_it_all_together/apps/" class="md-nav__link "> Full-stack web application </a> <label class="md-nav__link " for="__nav_2_9_2" id="__nav_2_9_2_label" tabindex="0"> </label> </div> <nav class="md-nav" data-md-level="3" aria-labelledby="__nav_2_9_2_label" aria-expanded="false"> <label class="md-nav__title" for="__nav_2_9_2"> Full-stack web application </label> <ul class="md-nav__list" data-md-scrollfix> <li class="md-nav__item"> <a href="../../../understanding/putting_it_all_together/apps/fullstack_app_guide/" class="md-nav__link"> A Guide to Building a Full-Stack Web App with LLamaIndex </a> </li> <li class="md-nav__item"> <a href="../../../understanding/putting_it_all_together/apps/fullstack_with_delphic/" class="md-nav__link"> A Guide to Building a Full-Stack LlamaIndex Web App with Delphic </a> </li> </ul> </nav> </li> <li class="md-nav__item md-nav__item--nested"> <input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_2_9_3" > <div class="md-nav__link md-nav__container"> <a href="../../../understanding/putting_it_all_together/q_and_a/" class="md-nav__link "> Q&A Patterns </a> <label class="md-nav__link " for="__nav_2_9_3" id="__nav_2_9_3_label" tabindex="0"> </label> </div> <nav class="md-nav" data-md-level="3" aria-labelledby="__nav_2_9_3_label" aria-expanded="false"> <label class="md-nav__title" for="__nav_2_9_3"> Q&A Patterns </label> <ul class="md-nav__list" data-md-scrollfix> <li class="md-nav__item"> <a href="../../../understanding/putting_it_all_together/q_and_a/terms_definitions_tutorial/" class="md-nav__link"> A Guide to Extracting Terms and Definitions </a> </li> </ul> </nav> </li> <li class="md-nav__item md-nav__item--nested"> <input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_2_9_4" > <label class="md-nav__link" for="__nav_2_9_4" id="__nav_2_9_4_label" tabindex="0"> Chatbots </label> <nav class="md-nav" data-md-level="3" aria-labelledby="__nav_2_9_4_label" aria-expanded="false"> <label class="md-nav__title" for="__nav_2_9_4"> Chatbots </label> <ul class="md-nav__list" data-md-scrollfix> <li class="md-nav__item"> <a href="../../../understanding/putting_it_all_together/chatbots/building_a_chatbot/" class="md-nav__link"> How to Build a Chatbot </a> </li> </ul> </nav> </li> <li class="md-nav__item md-nav__item--nested"> <input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_2_9_5" > <div class="md-nav__link md-nav__container"> <a href="../../../understanding/putting_it_all_together/structured_data/" class="md-nav__link "> Structured data </a> </div> <nav class="md-nav" data-md-level="3" aria-labelledby="__nav_2_9_5_label" aria-expanded="false"> <label class="md-nav__title" for="__nav_2_9_5"> Structured data </label> <ul class="md-nav__list" data-md-scrollfix> </ul> </nav> </li> <li class="md-nav__item"> <a href="../../../understanding/putting_it_all_together/agents/" class="md-nav__link"> Agents </a> </li> </ul> </nav> </li> </ul> </nav> </li> <li class="md-nav__item md-nav__item--nested"> <input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_3" > <div class="md-nav__link md-nav__container"> <a href="../../../use_cases/" class="md-nav__link "> Use Cases </a> <label class="md-nav__link " for="__nav_3" id="__nav_3_label" tabindex="0"> </label> </div> <nav class="md-nav" data-md-level="1" aria-labelledby="__nav_3_label" aria-expanded="false"> <label class="md-nav__title" for="__nav_3"> Use Cases </label> <ul class="md-nav__list" data-md-scrollfix> <li class="md-nav__item"> <a href="../../../use_cases/prompting/" class="md-nav__link"> Prompting </a> </li> <li class="md-nav__item"> <a href="../../../use_cases/q_and_a/" class="md-nav__link"> Question-Answering (RAG) </a> </li> <li class="md-nav__item"> <a href="../../../use_cases/chatbots/" class="md-nav__link"> Chatbots </a> </li> <li class="md-nav__item"> <a href="../../../use_cases/extraction/" class="md-nav__link"> Structured Data Extraction </a> </li> <li class="md-nav__item"> <a href="../../../use_cases/agents/" class="md-nav__link"> Agents </a> </li> <li class="md-nav__item"> <a href="../../../use_cases/multimodal/" class="md-nav__link"> Multi-Modal Applications </a> </li> <li class="md-nav__item"> <a href="../../../use_cases/fine_tuning/" class="md-nav__link"> Fine-Tuning </a> </li> </ul> </nav> </li> <li class="md-nav__item md-nav__item--nested"> <input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_4" > <div class="md-nav__link md-nav__container"> <a href="../../../examples/" class="md-nav__link "> Examples </a> <label class="md-nav__link " for="__nav_4" id="__nav_4_label" tabindex="0"> </label> </div> <nav class="md-nav" data-md-level="1" aria-labelledby="__nav_4_label" aria-expanded="false"> <label class="md-nav__title" for="__nav_4"> Examples </label> <ul class="md-nav__list" data-md-scrollfix> <li class="md-nav__item md-nav__item--nested"> <input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_4_2" > <label class="md-nav__link" for="__nav_4_2" id="__nav_4_2_label" tabindex="0"> Agents </label> <nav class="md-nav" data-md-level="2" aria-labelledby="__nav_4_2_label" aria-expanded="false"> <label class="md-nav__title" for="__nav_4_2"> Agents </label> <ul class="md-nav__list" data-md-scrollfix> <li class="md-nav__item"> <a href="../../../examples/agent/Chatbot_SEC/" class="md-nav__link"> 💬🤖 How to Build a Chatbot </a> </li> <li class="md-nav__item"> <a href="../../../examples/agent/agent_builder/" class="md-nav__link"> GPT Builder Demo </a> </li> <li class="md-nav__item"> <a href="../../../examples/agent/agent_runner/agent_around_query_pipeline_with_HyDE_for_PDFs/" class="md-nav__link"> Building a Multi-PDF Agent using Query Pipelines and HyDE </a> </li> <li class="md-nav__item"> <a href="../../../examples/agent/agent_runner/agent_runner/" class="md-nav__link"> Step-wise, Controllable Agents </a> </li> <li class="md-nav__item"> <a href="../../../examples/agent/agent_runner/agent_runner_rag_controllable/" class="md-nav__link"> Controllable Agents for RAG </a> </li> <li class="md-nav__item"> <a href="../../../examples/agent/agent_runner/query_pipeline_agent/" class="md-nav__link"> Building an Agent around a Query Pipeline </a> </li> <li class="md-nav__item"> <a href="../../../examples/agent/agentic_rag_using_vertex_ai/" class="md-nav__link"> Agentic rag using vertex ai </a> </li> <li class="md-nav__item"> <a href="../../../examples/agent/agentic_rag_with_llamaindex_and_vertexai_managed_index/" class="md-nav__link"> Agentic rag with llamaindex and vertexai managed index </a> </li> <li class="md-nav__item"> <a href="../../../examples/agent/anthropic_agent/" class="md-nav__link"> Function Calling Anthropic Agent </a> </li> <li class="md-nav__item"> <a href="../../../examples/agent/bedrock_converse_agent/" class="md-nav__link"> Function Calling AWS Bedrock Converse Agent </a> </li> <li class="md-nav__item"> <a href="../../../examples/agent/coa_agent/" class="md-nav__link"> Chain-of-Abstraction LlamaPack </a> </li> <li class="md-nav__item"> <a href="../../../examples/agent/custom_agent/" class="md-nav__link"> Building a Custom Agent </a> </li> <li class="md-nav__item"> <a href="../../../examples/agent/dashscope_agent/" class="md-nav__link"> DashScope Agent Tutorial </a> </li> <li class="md-nav__item"> <a href="../../../examples/agent/introspective_agent_toxicity_reduction/" class="md-nav__link"> Introspective Agents: Performing Tasks With Reflection </a> </li> <li class="md-nav__item"> <a href="../../../examples/agent/lats_agent/" class="md-nav__link"> Language Agent Tree Search </a> </li> <li class="md-nav__item"> <a href="../../../examples/agent/llm_compiler/" class="md-nav__link"> LLM Compiler Agent Cookbook </a> </li> <li class="md-nav__item"> <a href="../../../examples/agent/memory/composable_memory/" class="md-nav__link"> Simple Composable Memory </a> </li> <li class="md-nav__item"> <a href="../../../examples/agent/memory/vector_memory/" class="md-nav__link"> Vector Memory </a> </li> <li class="md-nav__item"> <a href="../../../examples/agent/mistral_agent/" class="md-nav__link"> Function Calling Mistral Agent </a> </li> <li class="md-nav__item"> <a href="../../../examples/agent/multi_document_agents-v1/" class="md-nav__link"> Multi-Document Agents (V1) </a> </li> <li class="md-nav__item"> <a href="../../../examples/agent/multi_document_agents/" class="md-nav__link"> Multi-Document Agents </a> </li> <li class="md-nav__item"> <a href="../../../examples/agent/nvidia_agent/" class="md-nav__link"> Function Calling NVIDIA Agent </a> </li> <li class="md-nav__item"> <a href="../../../examples/agent/nvidia_sub_question_query_engine/" class="md-nav__link"> Sub Question Query Engine powered by NVIDIA NIMs </a> </li> <li class="md-nav__item"> <a href="../../../examples/agent/openai_agent/" class="md-nav__link"> Build your own OpenAI Agent </a> </li> <li class="md-nav__item"> <a href="../../../examples/agent/openai_agent_context_retrieval/" class="md-nav__link"> Context-Augmented OpenAI Agent </a> </li> <li class="md-nav__item"> <a href="../../../examples/agent/openai_agent_lengthy_tools/" class="md-nav__link"> OpenAI Agent Workarounds for Lengthy Tool Descriptions </a> </li> <li class="md-nav__item"> <a href="../../../examples/agent/openai_agent_parallel_function_calling/" class="md-nav__link"> Single-Turn Multi-Function Calling OpenAI Agents </a> </li> <li class="md-nav__item"> <a href="../../../examples/agent/openai_agent_query_cookbook/" class="md-nav__link"> OpenAI Agent + Query Engine Experimental Cookbook </a> </li> <li class="md-nav__item"> <a href="../../../examples/agent/openai_agent_query_plan/" class="md-nav__link"> OpenAI Agent Query Planning </a> </li> <li class="md-nav__item"> <a href="../../../examples/agent/openai_agent_retrieval/" class="md-nav__link"> Retrieval-Augmented OpenAI Agent </a> </li> <li class="md-nav__item"> <a href="../../../examples/agent/openai_agent_tool_call_parser/" class="md-nav__link"> OpenAI Agent with Tool Call Parser </a> </li> <li class="md-nav__item"> <a href="../../../examples/agent/openai_agent_with_query_engine/" class="md-nav__link"> OpenAI Agent with Query Engine Tools </a> </li> <li class="md-nav__item"> <a href="../../../examples/agent/openai_assistant_agent/" class="md-nav__link"> OpenAI Assistant Agent </a> </li> <li class="md-nav__item"> <a href="../../../examples/agent/openai_assistant_query_cookbook/" class="md-nav__link"> OpenAI Assistant Advanced Retrieval Cookbook </a> </li> <li class="md-nav__item"> <a href="../../../examples/agent/openai_forced_function_call/" class="md-nav__link"> OpenAI agent: specifying a forced function call </a> </li> <li class="md-nav__item"> <a href="../../../examples/agent/openai_retrieval_benchmark/" class="md-nav__link"> Benchmarking OpenAI Retrieval API (through Assistant Agent) </a> </li> <li class="md-nav__item"> <a href="../../../examples/agent/react_agent/" class="md-nav__link"> ReAct Agent - A Simple Intro with Calculator Tools </a> </li> <li class="md-nav__item"> <a href="../../../examples/agent/react_agent_with_query_engine/" class="md-nav__link"> ReAct Agent with Query Engine (RAG) Tools </a> </li> <li class="md-nav__item"> <a href="../../../examples/agent/return_direct_agent/" class="md-nav__link"> Controlling Agent Reasoning Loop with Return Direct Tools </a> </li> <li class="md-nav__item"> <a href="../../../examples/agent/structured_planner/" class="md-nav__link"> Structured Planning Agent </a> </li> </ul> </nav> </li> <li class="md-nav__item md-nav__item--nested"> <input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_4_3" > <label class="md-nav__link" for="__nav_4_3" id="__nav_4_3_label" tabindex="0"> Chat Engines </label> <nav class="md-nav" data-md-level="2" aria-labelledby="__nav_4_3_label" aria-expanded="false"> <label class="md-nav__title" for="__nav_4_3"> Chat Engines </label> <ul class="md-nav__list" data-md-scrollfix> <li class="md-nav__item"> <a href="../../../examples/chat_engine/chat_engine_best/" class="md-nav__link"> Chat Engine - Best Mode </a> </li> <li class="md-nav__item"> <a href="../../../examples/chat_engine/chat_engine_condense_plus_context/" class="md-nav__link"> Chat Engine - Condense Plus Context Mode </a> </li> <li class="md-nav__item"> <a href="../../../examples/chat_engine/chat_engine_condense_question/" class="md-nav__link"> Chat Engine - Condense Question Mode </a> </li> <li class="md-nav__item"> <a href="../../../examples/chat_engine/chat_engine_context/" class="md-nav__link"> Chat Engine - Context Mode </a> </li> <li class="md-nav__item"> <a href="../../../examples/chat_engine/chat_engine_openai/" class="md-nav__link"> Chat Engine - OpenAI Agent Mode </a> </li> <li class="md-nav__item"> <a href="../../../examples/chat_engine/chat_engine_personality/" class="md-nav__link"> Chat Engine with a Personality ✨ </a> </li> <li class="md-nav__item"> <a href="../../../examples/chat_engine/chat_engine_react/" class="md-nav__link"> Chat Engine - ReAct Agent Mode </a> </li> <li class="md-nav__item"> <a href="../../../examples/chat_engine/chat_engine_repl/" class="md-nav__link"> Chat Engine - Simple Mode REPL </a> </li> </ul> </nav> </li> <li class="md-nav__item md-nav__item--nested"> <input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_4_4" > <label class="md-nav__link" for="__nav_4_4" id="__nav_4_4_label" tabindex="0"> Cookbooks </label> <nav class="md-nav" data-md-level="2" aria-labelledby="__nav_4_4_label" aria-expanded="false"> <label class="md-nav__title" for="__nav_4_4"> Cookbooks </label> <ul class="md-nav__list" data-md-scrollfix> <li class="md-nav__item"> <a href="../../../examples/cookbooks/GraphRAG_v1/" class="md-nav__link"> GraphRAG Implementation with LlamaIndex </a> </li> <li class="md-nav__item"> <a href="../../../examples/cookbooks/GraphRAG_v2/" class="md-nav__link"> GraphRAG Implementation with LlamaIndex - V2 </a> </li> <li class="md-nav__item"> <a href="../../../examples/cookbooks/airtrain/" class="md-nav__link"> AirtrainAI Cookbook </a> </li> <li class="md-nav__item"> <a href="../../../examples/cookbooks/anthropic_haiku/" class="md-nav__link"> Anthropic Haiku Cookbook </a> </li> <li class="md-nav__item"> <a href="../../../examples/cookbooks/cleanlab_tlm_rag/" class="md-nav__link"> Trustworthy RAG with the Trustworthy Language Model </a> </li> <li class="md-nav__item"> <a href="../../../examples/cookbooks/codestral/" class="md-nav__link"> Codestral from MistralAI Cookbook </a> </li> <li class="md-nav__item"> <a href="../../../examples/cookbooks/cohere_retriever_eval/" class="md-nav__link"> Cohere init8 and binary Embeddings Retrieval Evaluation </a> </li> <li class="md-nav__item"> <a href="../../../examples/cookbooks/contextual_retrieval/" class="md-nav__link"> Contextual Retrieval </a> </li> <li class="md-nav__item"> <a href="../../../examples/cookbooks/crewai_llamaindex/" class="md-nav__link"> CrewAI + LlamaIndex Cookbook </a> </li> <li class="md-nav__item"> <a href="../../../examples/cookbooks/llama3_cookbook/" class="md-nav__link"> Llama3 Cookbook </a> </li> <li class="md-nav__item"> <a href="../../../examples/cookbooks/llama3_cookbook_groq/" class="md-nav__link"> Llama3 Cookbook with Groq </a> </li> <li class="md-nav__item"> <a href="../../../examples/cookbooks/llama3_cookbook_ollama_replicate/" class="md-nav__link"> Llama3 Cookbook with Ollama and Replicate </a> </li> <li class="md-nav__item"> <a href="../../../examples/cookbooks/mistralai/" class="md-nav__link"> MistralAI Cookbook </a> </li> <li class="md-nav__item"> <a href="../../../examples/cookbooks/mixedbread_reranker/" class="md-nav__link"> mixedbread Rerank Cookbook </a> </li> <li class="md-nav__item"> <a href="../../../examples/cookbooks/mongodb_retrieval_strategies/" class="md-nav__link"> Optimizing for relevance using MongoDB and LlamaIndex </a> </li> <li class="md-nav__item"> <a href="../../../examples/cookbooks/oracleai_demo/" class="md-nav__link"> Oracle AI Vector Search with Document Processing </a> </li> <li class="md-nav__item"> <a href="../../../examples/cookbooks/oreilly_course_cookbooks/Module-2/Components_Of_LlamaIndex/" class="md-nav__link"> Components Of LlamaIndex </a> </li> <li class="md-nav__item"> <a href="../../../examples/cookbooks/oreilly_course_cookbooks/Module-3/Evaluating_RAG_Systems/" class="md-nav__link"> Evaluating RAG Systems </a> </li> <li class="md-nav__item"> <a href="../../../examples/cookbooks/oreilly_course_cookbooks/Module-4/Ingestion_Pipeline/" class="md-nav__link"> Ingestion Pipeline </a> </li> <li class="md-nav__item"> <a href="../../../examples/cookbooks/oreilly_course_cookbooks/Module-4/Metadata_Extraction/" class="md-nav__link"> Metadata Extraction </a> </li> <li class="md-nav__item"> <a href="../../../examples/cookbooks/oreilly_course_cookbooks/Module-5/Observability/" class="md-nav__link"> Observability </a> </li> <li class="md-nav__item"> <a href="../../../examples/cookbooks/oreilly_course_cookbooks/Module-6/Agents/" class="md-nav__link"> Agents </a> </li> <li class="md-nav__item"> <a href="../../../examples/cookbooks/oreilly_course_cookbooks/Module-6/Router_And_SubQuestion_QueryEngine/" class="md-nav__link"> Router QueryEngine and SubQuestion QueryEngine </a> </li> <li class="md-nav__item"> <a href="../../../examples/cookbooks/oreilly_course_cookbooks/Module-7/Multi_Modal_RAG_System/" class="md-nav__link"> Multi-Modal RAG System </a> </li> <li class="md-nav__item"> <a href="../../../examples/cookbooks/oreilly_course_cookbooks/Module-8/Advanced_RAG_with_LlamaParse/" class="md-nav__link"> Advanced RAG with LlamaParse </a> </li> <li class="md-nav__item"> <a href="../../../examples/cookbooks/prometheus2_cookbook/" class="md-nav__link"> Prometheus-2 Cookbook </a> </li> <li class="md-nav__item"> <a href="../../../examples/cookbooks/toolhouse_llamaindex/" class="md-nav__link"> Sales Prospecting Workflow with Toolhouse </a> </li> </ul> </nav> </li> <li class="md-nav__item md-nav__item--nested"> <input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_4_5" > <label class="md-nav__link" for="__nav_4_5" id="__nav_4_5_label" tabindex="0"> Customization </label> <nav class="md-nav" data-md-level="2" aria-labelledby="__nav_4_5_label" aria-expanded="false"> <label class="md-nav__title" for="__nav_4_5"> Customization </label> <ul class="md-nav__list" data-md-scrollfix> <li class="md-nav__item"> <a href="../../../examples/customization/llms/AzureOpenAI/" class="md-nav__link"> Azure OpenAI </a> </li> <li class="md-nav__item"> <a href="../../../examples/customization/llms/SimpleIndexDemo-ChatGPT/" class="md-nav__link"> ChatGPT </a> </li> <li class="md-nav__item"> <a href="../../../examples/customization/llms/SimpleIndexDemo-Huggingface_camel/" class="md-nav__link"> HuggingFace LLM - Camel-5b </a> </li> <li class="md-nav__item"> <a href="../../../examples/customization/llms/SimpleIndexDemo-Huggingface_stablelm/" class="md-nav__link"> HuggingFace LLM - StableLM </a> </li> <li class="md-nav__item"> <a href="../../../examples/customization/prompts/chat_prompts/" class="md-nav__link"> Chat Prompts Customization </a> </li> <li class="md-nav__item"> <a href="../../../examples/customization/prompts/completion_prompts/" class="md-nav__link"> Completion Prompts Customization </a> </li> <li class="md-nav__item"> <a href="../../../examples/customization/streaming/SimpleIndexDemo-streaming/" class="md-nav__link"> Streaming </a> </li> <li class="md-nav__item"> <a href="../../../examples/customization/streaming/chat_engine_condense_question_stream_response/" class="md-nav__link"> Streaming for Chat Engine - Condense Question Mode </a> </li> </ul> </nav> </li> <li class="md-nav__item md-nav__item--nested"> <input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_4_6" > <label class="md-nav__link" for="__nav_4_6" id="__nav_4_6_label" tabindex="0"> Data Connectors </label> <nav class="md-nav" data-md-level="2" aria-labelledby="__nav_4_6_label" aria-expanded="false"> <label class="md-nav__title" for="__nav_4_6"> Data Connectors </label> <ul class="md-nav__list" data-md-scrollfix> <li class="md-nav__item"> <a href="../../../examples/data_connectors/ChromaDemo/" class="md-nav__link"> Chroma Reader </a> </li> <li class="md-nav__item"> <a href="../../../examples/data_connectors/DashvectorReaderDemo/" class="md-nav__link"> DashVector Reader </a> </li> <li class="md-nav__item"> <a href="../../../examples/data_connectors/DatabaseReaderDemo/" class="md-nav__link"> Database Reader </a> </li> <li class="md-nav__item"> <a href="../../../examples/data_connectors/DeepLakeReader/" class="md-nav__link"> DeepLake Reader </a> </li> <li class="md-nav__item"> <a href="../../../examples/data_connectors/DiscordDemo/" class="md-nav__link"> Discord Reader </a> </li> <li class="md-nav__item"> <a href="../../../examples/data_connectors/DoclingReaderDemo/" class="md-nav__link"> Docling Reader </a> </li> <li class="md-nav__item"> <a href="../../../examples/data_connectors/FaissDemo/" class="md-nav__link"> Faiss Reader </a> </li> <li class="md-nav__item"> <a href="../../../examples/data_connectors/GithubRepositoryReaderDemo/" class="md-nav__link"> Github Repo Reader </a> </li> <li class="md-nav__item"> <a href="../../../examples/data_connectors/GoogleChatDemo/" class="md-nav__link"> Google Chat Reader Test </a> </li> <li class="md-nav__item"> <a href="../../../examples/data_connectors/GoogleDocsDemo/" class="md-nav__link"> Google Docs Reader </a> </li> <li class="md-nav__item"> <a href="../../../examples/data_connectors/GoogleDriveDemo/" class="md-nav__link"> Google Drive Reader </a> </li> <li class="md-nav__item"> <a href="../../../examples/data_connectors/GoogleMapsTextSearchReaderDemo/" class="md-nav__link"> Google Maps Text Search Reader </a> </li> <li class="md-nav__item"> <a href="../../../examples/data_connectors/GoogleSheetsDemo/" class="md-nav__link"> Google Sheets Reader </a> </li> <li class="md-nav__item"> <a href="../../../examples/data_connectors/MakeDemo/" class="md-nav__link"> Make Reader </a> </li> <li class="md-nav__item"> <a href="../../../examples/data_connectors/MboxReaderDemo/" class="md-nav__link"> Mbox Reader </a> </li> <li class="md-nav__item"> <a href="../../../examples/data_connectors/MilvusReaderDemo/" class="md-nav__link"> MilvusReader </a> </li> <li class="md-nav__item"> <a href="../../../examples/data_connectors/MongoDemo/" class="md-nav__link"> MongoDB Reader </a> </li> <li class="md-nav__item"> <a href="../../../examples/data_connectors/MyScaleReaderDemo/" class="md-nav__link"> MyScale Reader </a> </li> <li class="md-nav__item"> <a href="../../../examples/data_connectors/NotionDemo/" class="md-nav__link"> Notion Reader </a> </li> <li class="md-nav__item"> <a href="../../../examples/data_connectors/ObsidianReaderDemo/" class="md-nav__link"> Obsidian Reader </a> </li> <li class="md-nav__item"> <a href="../../../examples/data_connectors/PathwayReaderDemo/" class="md-nav__link"> Pathway Reader </a> </li> <li class="md-nav__item"> <a href="../../../examples/data_connectors/PreprocessReaderDemo/" class="md-nav__link"> Preprocess </a> </li> <li class="md-nav__item"> <a href="../../../examples/data_connectors/PsychicDemo/" class="md-nav__link"> Psychic Reader </a> </li> <li class="md-nav__item"> <a href="../../../examples/data_connectors/QdrantDemo/" class="md-nav__link"> Qdrant Reader </a> </li> <li class="md-nav__item"> <a href="../../../examples/data_connectors/SlackDemo/" class="md-nav__link"> Slack Reader </a> </li> <li class="md-nav__item"> <a href="../../../examples/data_connectors/TwitterDemo/" class="md-nav__link"> Twitter Reader </a> </li> <li class="md-nav__item"> <a href="../../../examples/data_connectors/WeaviateDemo/" class="md-nav__link"> Weaviate Reader </a> </li> <li class="md-nav__item"> <a href="../../../examples/data_connectors/WebPageDemo/" class="md-nav__link"> Web Page Reader </a> </li> <li class="md-nav__item"> <a href="../../../examples/data_connectors/ZyteSerpDemo/" class="md-nav__link"> Zyte Serp Reader </a> </li> <li class="md-nav__item"> <a href="../../../examples/data_connectors/deplot/DeplotReader/" class="md-nav__link"> Deplot Reader Demo </a> </li> <li class="md-nav__item"> <a href="../../../examples/data_connectors/html_tag_reader/" class="md-nav__link"> HTML Tag Reader </a> </li> <li class="md-nav__item"> <a href="../../../examples/data_connectors/oracleai/" class="md-nav__link"> Oracle AI Vector Search: Document Processing </a> </li> <li class="md-nav__item"> <a href="../../../examples/data_connectors/simple_directory_reader/" class="md-nav__link"> Simple Directory Reader </a> </li> <li class="md-nav__item"> <a href="../../../examples/data_connectors/simple_directory_reader_parallel/" class="md-nav__link"> Parallel Processing SimpleDirectoryReader </a> </li> <li class="md-nav__item"> <a href="../../../examples/data_connectors/simple_directory_reader_remote_fs/" class="md-nav__link"> Simple Directory Reader over a Remote FileSystem </a> </li> </ul> </nav> </li> <li class="md-nav__item md-nav__item--nested"> <input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_4_7" > <label class="md-nav__link" for="__nav_4_7" id="__nav_4_7_label" tabindex="0"> Discover LlamaIndex </label> <nav class="md-nav" data-md-level="2" aria-labelledby="__nav_4_7_label" aria-expanded="false"> <label class="md-nav__title" for="__nav_4_7"> Discover LlamaIndex </label> <ul class="md-nav__list" data-md-scrollfix> <li class="md-nav__item"> <a href="../../../examples/discover_llamaindex/document_management/Discord_Thread_Management/" class="md-nav__link"> Discord Thread Management </a> </li> </ul> </nav> </li> <li class="md-nav__item md-nav__item--nested"> <input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_4_8" > <label class="md-nav__link" for="__nav_4_8" id="__nav_4_8_label" tabindex="0"> Docstores </label> <nav class="md-nav" data-md-level="2" aria-labelledby="__nav_4_8_label" aria-expanded="false"> <label class="md-nav__title" for="__nav_4_8"> Docstores </label> <ul class="md-nav__list" data-md-scrollfix> <li class="md-nav__item"> <a href="../../../examples/docstore/AzureDocstoreDemo/" class="md-nav__link"> Demo: Azure Table Storage as a Docstore </a> </li> <li class="md-nav__item"> <a href="../../../examples/docstore/DocstoreDemo/" class="md-nav__link"> Docstore Demo </a> </li> <li class="md-nav__item"> <a href="../../../examples/docstore/DynamoDBDocstoreDemo/" class="md-nav__link"> Dynamo DB Docstore Demo </a> </li> <li class="md-nav__item"> <a href="../../../examples/docstore/FirestoreDemo/" class="md-nav__link"> Firestore Demo </a> </li> <li class="md-nav__item"> <a href="../../../examples/docstore/MongoDocstoreDemo/" class="md-nav__link"> MongoDB Demo </a> </li> <li class="md-nav__item"> <a href="../../../examples/docstore/RedisDocstoreIndexStoreDemo/" class="md-nav__link"> Redis Docstore+Index Store Demo </a> </li> </ul> </nav> </li> <li class="md-nav__item md-nav__item--nested"> <input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_4_9" > <label class="md-nav__link" for="__nav_4_9" id="__nav_4_9_label" tabindex="0"> Embeddings </label> <nav class="md-nav" data-md-level="2" aria-labelledby="__nav_4_9_label" aria-expanded="false"> <label class="md-nav__title" for="__nav_4_9"> Embeddings </label> <ul class="md-nav__list" data-md-scrollfix> <li class="md-nav__item"> <a href="../../../examples/embeddings/Anyscale/" class="md-nav__link"> Anyscale Embeddings </a> </li> <li class="md-nav__item"> <a href="../../../examples/embeddings/Langchain/" class="md-nav__link"> LangChain Embeddings </a> </li> <li class="md-nav__item"> <a href="../../../examples/embeddings/OpenAI/" class="md-nav__link"> OpenAI Embeddings </a> </li> <li class="md-nav__item"> <a href="../../../examples/embeddings/alephalpha/" class="md-nav__link"> Aleph Alpha Embeddings </a> </li> <li class="md-nav__item"> <a href="../../../examples/embeddings/bedrock/" class="md-nav__link"> Bedrock Embeddings </a> </li> <li class="md-nav__item"> <a href="../../../examples/embeddings/clarifai/" class="md-nav__link"> Embeddings with Clarifai </a> </li> <li class="md-nav__item"> <a href="../../../examples/embeddings/cloudflare_workersai/" class="md-nav__link"> Cloudflare Workers AI Embeddings </a> </li> <li class="md-nav__item"> <a href="../../../examples/embeddings/cohereai/" class="md-nav__link"> CohereAI Embeddings </a> </li> <li class="md-nav__item"> <a href="../../../examples/embeddings/custom_embeddings/" class="md-nav__link"> Custom Embeddings </a> </li> <li class="md-nav__item"> <a href="../../../examples/embeddings/dashscope_embeddings/" class="md-nav__link"> Dashscope embeddings </a> </li> <li class="md-nav__item"> <a href="../../../examples/embeddings/databricks/" class="md-nav__link"> Databricks Embeddings </a> </li> <li class="md-nav__item"> <a href="../../../examples/embeddings/deepinfra/" class="md-nav__link"> Deepinfra </a> </li> <li class="md-nav__item"> <a href="../../../examples/embeddings/elasticsearch/" class="md-nav__link"> Elasticsearch Embeddings </a> </li> <li class="md-nav__item"> <a href="../../../examples/embeddings/fastembed/" class="md-nav__link"> Qdrant FastEmbed Embeddings </a> </li> <li class="md-nav__item"> <a href="../../../examples/embeddings/fireworks/" class="md-nav__link"> Fireworks Embeddings </a> </li> <li class="md-nav__item"> <a href="../../../examples/embeddings/gemini/" class="md-nav__link"> Google Gemini Embeddings </a> </li> <li class="md-nav__item"> <a href="../../../examples/embeddings/gigachat/" class="md-nav__link"> Gigachat </a> </li> <li class="md-nav__item"> <a href="../../../examples/embeddings/google_palm/" class="md-nav__link"> Google PaLM Embeddings </a> </li> <li class="md-nav__item"> <a href="../../../examples/embeddings/huggingface/" class="md-nav__link"> Local Embeddings with HuggingFace </a> </li> <li class="md-nav__item"> <a href="../../../examples/embeddings/ibm_watsonx/" class="md-nav__link"> IBM watsonx.ai </a> </li> <li class="md-nav__item"> <a href="../../../examples/embeddings/ipex_llm/" class="md-nav__link"> Local Embeddings with IPEX-LLM on Intel CPU </a> </li> <li class="md-nav__item"> <a href="../../../examples/embeddings/ipex_llm_gpu/" class="md-nav__link"> Local Embeddings with IPEX-LLM on Intel GPU </a> </li> <li class="md-nav__item"> <a href="../../../examples/embeddings/itrex/" class="md-nav__link"> Optimized BGE Embedding Model using Intel® Extension for Transformers </a> </li> <li class="md-nav__item"> <a href="../../../examples/embeddings/jina_embeddings/" class="md-nav__link"> Jina 8K Context Window Embeddings </a> </li> <li class="md-nav__item"> <a href="../../../examples/embeddings/jinaai_embeddings/" class="md-nav__link"> Jina Embeddings </a> </li> <li class="md-nav__item"> <a href="../../../examples/embeddings/llamafile/" class="md-nav__link"> Llamafile Embeddings </a> </li> <li class="md-nav__item"> <a href="../../../examples/embeddings/llm_rails/" class="md-nav__link"> LLMRails Embeddings </a> </li> <li class="md-nav__item"> <a href="../../../examples/embeddings/mistralai/" class="md-nav__link"> MistralAI Embeddings </a> </li> <li class="md-nav__item"> <a href="../../../examples/embeddings/mixedbreadai/" class="md-nav__link"> Mixedbread AI Embeddings </a> </li> <li class="md-nav__item"> <a href="../../../examples/embeddings/modelscope/" class="md-nav__link"> ModelScope Embeddings </a> </li> <li class="md-nav__item"> <a href="../../../examples/embeddings/nebius/" class="md-nav__link"> Nebius Embeddings </a> </li> <li class="md-nav__item"> <a href="../../../examples/embeddings/nomic/" class="md-nav__link"> Nomic Embedding </a> </li> <li class="md-nav__item"> <a href="../../../examples/embeddings/nvidia/" class="md-nav__link"> NVIDIA NIMs </a> </li> <li class="md-nav__item"> <a href="../../../examples/embeddings/oci_genai/" class="md-nav__link"> Oracle Cloud Infrastructure Generative AI </a> </li> <li class="md-nav__item"> <a href="../../../examples/embeddings/octoai/" class="md-nav__link"> OctoAI Embeddings </a> </li> <li class="md-nav__item"> <a href="../../../examples/embeddings/ollama_embedding/" class="md-nav__link"> Ollama Embeddings </a> </li> <li class="md-nav__item"> <a href="../../../examples/embeddings/openvino/" class="md-nav__link"> Local Embeddings with OpenVINO </a> </li> <li class="md-nav__item"> <a href="../../../examples/embeddings/optimum_intel/" class="md-nav__link"> Optimized Embedding Model using Optimum-Intel </a> </li> <li class="md-nav__item"> <a href="../../../examples/embeddings/oracleai/" class="md-nav__link"> Oracle AI Vector Search: Generate Embeddings </a> </li> <li class="md-nav__item"> <a href="../../../examples/embeddings/premai/" class="md-nav__link"> PremAI Embeddings </a> </li> <li class="md-nav__item"> <a href="../../../examples/embeddings/sagemaker_embedding_endpoint/" class="md-nav__link"> Interacting with Embeddings deployed in Amazon SageMaker Endpoint with LlamaIndex </a> </li> <li class="md-nav__item"> <a href="../../../examples/embeddings/text_embedding_inference/" class="md-nav__link"> Text Embedding Inference </a> </li> <li class="md-nav__item"> <a href="../../../examples/embeddings/textembed/" class="md-nav__link"> TextEmbed - Embedding Inference Server </a> </li> <li class="md-nav__item"> <a href="../../../examples/embeddings/together/" class="md-nav__link"> Together AI Embeddings </a> </li> <li class="md-nav__item"> <a href="../../../examples/embeddings/upstage/" class="md-nav__link"> Upstage Embeddings </a> </li> <li class="md-nav__item"> <a href="../../../examples/embeddings/vertex_embedding_endpoint/" class="md-nav__link"> Interacting with Embeddings deployed in Vertex AI Endpoint with LlamaIndex </a> </li> <li class="md-nav__item"> <a href="../../../examples/embeddings/voyageai/" class="md-nav__link"> Voyage Embeddings </a> </li> <li class="md-nav__item"> <a href="../../../examples/embeddings/yandexgpt/" class="md-nav__link"> Yandexgpt </a> </li> </ul> </nav> </li> <li class="md-nav__item md-nav__item--nested"> <input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_4_10" > <label class="md-nav__link" for="__nav_4_10" id="__nav_4_10_label" tabindex="0"> Evaluation </label> <nav class="md-nav" data-md-level="2" aria-labelledby="__nav_4_10_label" aria-expanded="false"> <label class="md-nav__title" for="__nav_4_10"> Evaluation </label> <ul class="md-nav__list" data-md-scrollfix> <li class="md-nav__item"> <a href="../../../examples/evaluation/BeirEvaluation/" class="md-nav__link"> BEIR Out of Domain Benchmark </a> </li> <li class="md-nav__item"> <a href="../../../examples/evaluation/Deepeval/" class="md-nav__link"> 🚀 RAG/LLM Evaluators - DeepEval </a> </li> <li class="md-nav__item"> <a href="../../../examples/evaluation/HotpotQADistractor/" class="md-nav__link"> HotpotQADistractor Demo </a> </li> <li class="md-nav__item"> <a href="../../../examples/evaluation/QuestionGeneration/" class="md-nav__link"> QuestionGeneration </a> </li> <li class="md-nav__item"> <a href="../../../examples/evaluation/RAGChecker/" class="md-nav__link"> RAGChecker: A Fine-grained Evaluation Framework For Diagnosing RAG </a> </li> <li class="md-nav__item"> <a href="../../../examples/evaluation/RetryQuery/" class="md-nav__link"> Self Correcting Query Engines - Evaluation & Retry </a> </li> <li class="md-nav__item"> <a href="../../../examples/evaluation/TonicValidateEvaluators/" class="md-nav__link"> Tonic Validate Evaluators </a> </li> <li class="md-nav__item"> <a href="../../../examples/evaluation/UpTrain/" class="md-nav__link"> How to use UpTrain with LlamaIndex </a> </li> <li class="md-nav__item"> <a href="../../../examples/evaluation/answer_and_context_relevancy/" class="md-nav__link"> Answer Relevancy and Context Relevancy Evaluations </a> </li> <li class="md-nav__item"> <a href="../../../examples/evaluation/batch_eval/" class="md-nav__link"> BatchEvalRunner - Running Multiple Evaluations </a> </li> <li class="md-nav__item"> <a href="../../../examples/evaluation/correctness_eval/" class="md-nav__link"> Correctness Evaluator </a> </li> <li class="md-nav__item"> <a href="../../../examples/evaluation/faithfulness_eval/" class="md-nav__link"> Faithfulness Evaluator </a> </li> <li class="md-nav__item"> <a href="../../../examples/evaluation/guideline_eval/" class="md-nav__link"> Guideline Evaluator </a> </li> <li class="md-nav__item"> <a href="../../../examples/evaluation/mt_bench_human_judgement/" class="md-nav__link"> Benchmarking LLM Evaluators On The MT-Bench Human Judgement </a> </li> <li class="md-nav__item"> <a href="../../../examples/evaluation/mt_bench_single_grading/" class="md-nav__link"> Benchmarking LLM Evaluators On A Mini MT-Bench (Single Grading) </a> </li> <li class="md-nav__item"> <a href="../../../examples/evaluation/multi_modal/multi_modal_rag_evaluation/" class="md-nav__link"> Evaluating Multi-Modal RAG </a> </li> <li class="md-nav__item"> <a href="../../../examples/evaluation/pairwise_eval/" class="md-nav__link"> Pairwise Evaluator </a> </li> <li class="md-nav__item"> <a href="../../../examples/evaluation/prometheus_evaluation/" class="md-nav__link"> Evaluation using Prometheus model </a> </li> <li class="md-nav__item"> <a href="../../../examples/evaluation/relevancy_eval/" class="md-nav__link"> Relevancy Evaluator </a> </li> <li class="md-nav__item"> <a href="../../../examples/evaluation/retrieval/retriever_eval/" class="md-nav__link"> Retrieval Evaluation </a> </li> <li class="md-nav__item"> <a href="../../../examples/evaluation/semantic_similarity_eval/" class="md-nav__link"> Embedding Similarity Evaluator </a> </li> <li class="md-nav__item"> <a href="../../../examples/evaluation/step_back_argilla/" class="md-nav__link"> 🏔️ Step-back prompting with workflows for RAG with Argilla </a> </li> </ul> </nav> </li> <li class="md-nav__item md-nav__item--nested"> <input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_4_11" > <label class="md-nav__link" for="__nav_4_11" id="__nav_4_11_label" tabindex="0"> Finetuning </label> <nav class="md-nav" data-md-level="2" aria-labelledby="__nav_4_11_label" aria-expanded="false"> <label class="md-nav__title" for="__nav_4_11"> Finetuning </label> <ul class="md-nav__list" data-md-scrollfix> <li class="md-nav__item"> <a href="../../../examples/finetuning/cross_encoder_finetuning/cross_encoder_finetuning/" class="md-nav__link"> How to Finetune a cross-encoder using LLamaIndex </a> </li> <li class="md-nav__item"> <a href="../../../examples/finetuning/embeddings/finetune_corpus_embedding/" class="md-nav__link"> Finetuning corpus embeddings using NUDGE </a> </li> <li class="md-nav__item"> <a href="../../../examples/finetuning/embeddings/finetune_embedding/" class="md-nav__link"> Finetune Embeddings </a> </li> <li class="md-nav__item"> <a href="../../../examples/finetuning/embeddings/finetune_embedding_adapter/" class="md-nav__link"> Finetuning an Adapter on Top of any Black-Box Embedding Model </a> </li> <li class="md-nav__item"> <a href="../../../examples/finetuning/llm_judge/correctness/finetune_llm_judge_single_grading_correctness/" class="md-nav__link"> Knowledge Distillation For Fine-Tuning A GPT-3.5 Judge (Correctness) </a> </li> <li class="md-nav__item"> <a href="../../../examples/finetuning/llm_judge/pairwise/finetune_llm_judge/" class="md-nav__link"> Knowledge Distillation For Fine-Tuning A GPT-3.5 Judge (Pairwise) </a> </li> <li class="md-nav__item"> <a href="../../../examples/finetuning/mistralai_fine_tuning/" class="md-nav__link"> Fine Tuning MistralAI models using Finetuning API </a> </li> <li class="md-nav__item"> <a href="../../../examples/finetuning/openai_fine_tuning/" class="md-nav__link"> Fine Tuning GPT-3.5-Turbo </a> </li> <li class="md-nav__item"> <a href="../../../examples/finetuning/openai_fine_tuning_functions/" class="md-nav__link"> Fine Tuning with Function Calling </a> </li> <li class="md-nav__item"> <a href="../../../examples/finetuning/react_agent/react_agent_finetune/" class="md-nav__link"> Fine-tuning a gpt-3.5 ReAct Agent on Better Chain of Thought </a> </li> <li class="md-nav__item"> <a href="../../../examples/finetuning/rerankers/cohere_custom_reranker/" class="md-nav__link"> Custom Cohere Reranker </a> </li> <li class="md-nav__item"> <a href="../../../examples/finetuning/router/router_finetune/" class="md-nav__link"> Router Fine-tuning </a> </li> </ul> </nav> </li> <li class="md-nav__item md-nav__item--nested"> <input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_4_12" > <label class="md-nav__link" for="__nav_4_12" id="__nav_4_12_label" tabindex="0"> Ingestion </label> <nav class="md-nav" data-md-level="2" aria-labelledby="__nav_4_12_label" aria-expanded="false"> <label class="md-nav__title" for="__nav_4_12"> Ingestion </label> <ul class="md-nav__list" data-md-scrollfix> <li class="md-nav__item"> <a href="../../../examples/ingestion/advanced_ingestion_pipeline/" class="md-nav__link"> Advanced Ingestion Pipeline </a> </li> <li class="md-nav__item"> <a href="../../../examples/ingestion/async_ingestion_pipeline/" class="md-nav__link"> Async Ingestion Pipeline + Metadata Extraction </a> </li> <li class="md-nav__item"> <a href="../../../examples/ingestion/document_management_pipeline/" class="md-nav__link"> Ingestion Pipeline + Document Management </a> </li> <li class="md-nav__item"> <a href="../../../examples/ingestion/ingestion_gdrive/" class="md-nav__link"> Building a Live RAG Pipeline over Google Drive Files </a> </li> <li class="md-nav__item"> <a href="../../../examples/ingestion/parallel_execution_ingestion_pipeline/" class="md-nav__link"> Parallelizing Ingestion Pipeline </a> </li> <li class="md-nav__item"> <a href="../../../examples/ingestion/redis_ingestion_pipeline/" class="md-nav__link"> Redis Ingestion Pipeline </a> </li> </ul> </nav> </li> <li class="md-nav__item md-nav__item--nested"> <input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_4_13" > <label class="md-nav__link" for="__nav_4_13" id="__nav_4_13_label" tabindex="0"> LLMs </label> <nav class="md-nav" data-md-level="2" aria-labelledby="__nav_4_13_label" aria-expanded="false"> <label class="md-nav__title" for="__nav_4_13"> LLMs </label> <ul class="md-nav__list" data-md-scrollfix> <li class="md-nav__item"> <a href="../../../examples/llm/ai21/" class="md-nav__link"> AI21 </a> </li> <li class="md-nav__item"> <a href="../../../examples/llm/alephalpha/" class="md-nav__link"> Aleph Alpha </a> </li> <li class="md-nav__item"> <a href="../../../examples/llm/anthropic/" class="md-nav__link"> Anthropic </a> </li> <li class="md-nav__item"> <a href="../../../examples/llm/anthropic_prompt_caching/" class="md-nav__link"> Anthropic Prompt Caching </a> </li> <li class="md-nav__item"> <a href="../../../examples/llm/anyscale/" class="md-nav__link"> Anyscale </a> </li> <li class="md-nav__item"> <a href="../../../examples/llm/azure_inference/" class="md-nav__link"> Azure AI model inference </a> </li> <li class="md-nav__item"> <a href="../../../examples/llm/azure_openai/" class="md-nav__link"> Azure OpenAI </a> </li> <li class="md-nav__item"> <a href="../../../examples/llm/bedrock/" class="md-nav__link"> Bedrock </a> </li> <li class="md-nav__item"> <a href="../../../examples/llm/bedrock_converse/" class="md-nav__link"> Bedrock Converse </a> </li> <li class="md-nav__item"> <a href="../../../examples/llm/cerebras/" class="md-nav__link"> Cerebras </a> </li> <li class="md-nav__item"> <a href="../../../examples/llm/clarifai/" class="md-nav__link"> Clarifai LLM </a> </li> <li class="md-nav__item"> <a href="../../../examples/llm/cleanlab/" class="md-nav__link"> Cleanlab Trustworthy Language Model </a> </li> <li class="md-nav__item"> <a href="../../../examples/llm/cohere/" class="md-nav__link"> Cohere </a> </li> <li class="md-nav__item"> <a href="../../../examples/llm/dashscope/" class="md-nav__link"> DashScope LLMS </a> </li> <li class="md-nav__item"> <a href="../../../examples/llm/databricks/" class="md-nav__link"> DataBricks </a> </li> <li class="md-nav__item"> <a href="../../../examples/llm/deepinfra/" class="md-nav__link"> DeepInfra </a> </li> <li class="md-nav__item"> <a href="../../../examples/llm/everlyai/" class="md-nav__link"> EverlyAI </a> </li> <li class="md-nav__item"> <a href="../../../examples/llm/fireworks/" class="md-nav__link"> Fireworks </a> </li> <li class="md-nav__item"> <a href="../../../examples/llm/fireworks_cookbook/" class="md-nav__link"> Fireworks Function Calling Cookbook </a> </li> <li class="md-nav__item"> <a href="../../../examples/llm/friendli/" class="md-nav__link"> Friendli </a> </li> <li class="md-nav__item"> <a href="../../../examples/llm/gemini/" class="md-nav__link"> Gemini </a> </li> <li class="md-nav__item"> <a href="../../../examples/llm/groq/" class="md-nav__link"> Groq </a> </li> <li class="md-nav__item"> <a href="../../../examples/llm/huggingface/" class="md-nav__link"> Hugging Face LLMs </a> </li> <li class="md-nav__item"> <a href="../../../examples/llm/ibm_watsonx/" class="md-nav__link"> IBM watsonx.ai </a> </li> <li class="md-nav__item"> <a href="../../../examples/llm/ipex_llm/" class="md-nav__link"> IPEX-LLM on Intel CPU </a> </li> <li class="md-nav__item"> <a href="../../../examples/llm/ipex_llm_gpu/" class="md-nav__link"> IPEX-LLM on Intel GPU </a> </li> <li class="md-nav__item"> <a href="../../../examples/llm/konko/" class="md-nav__link"> Konko </a> </li> <li class="md-nav__item"> <a href="../../../examples/llm/langchain/" class="md-nav__link"> Langchain </a> </li> <li class="md-nav__item"> <a href="../../../examples/llm/litellm/" class="md-nav__link"> LiteLLM </a> </li> <li class="md-nav__item"> <a href="../../../examples/llm/llama_2/" class="md-nav__link"> Replicate - Llama 2 13B </a> </li> <li class="md-nav__item"> <a href="../../../examples/llm/llama_2_llama_cpp/" class="md-nav__link"> LlamaCPP </a> </li> <li class="md-nav__item"> <a href="../../../examples/llm/llama_2_rap_battle/" class="md-nav__link"> 🦙 x 🦙 Rap Battle </a> </li> <li class="md-nav__item"> <a href="../../../examples/llm/llama_api/" class="md-nav__link"> Llama API </a> </li> <li class="md-nav__item"> <a href="../../../examples/llm/llamafile/" class="md-nav__link"> llamafile </a> </li> <li class="md-nav__item"> <a href="../../../examples/llm/llm_predictor/" class="md-nav__link"> LLM Predictor </a> </li> <li class="md-nav__item"> <a href="../../../examples/llm/lmstudio/" class="md-nav__link"> LM Studio </a> </li> <li class="md-nav__item"> <a href="../../../examples/llm/localai/" class="md-nav__link"> LocalAI </a> </li> <li class="md-nav__item"> <a href="../../../examples/llm/maritalk/" class="md-nav__link"> Maritalk </a> </li> <li class="md-nav__item"> <a href="../../../examples/llm/mistral_rs/" class="md-nav__link"> MistralRS LLM </a> </li> <li class="md-nav__item"> <a href="../../../examples/llm/mistralai/" class="md-nav__link"> MistralAI </a> </li> <li class="md-nav__item"> <a href="../../../examples/llm/modelscope/" class="md-nav__link"> ModelScope LLMS </a> </li> <li class="md-nav__item"> <a href="../../../examples/llm/monsterapi/" class="md-nav__link"> Monster API <> LLamaIndex </a> </li> <li class="md-nav__item"> <a href="../../../examples/llm/mymagic/" class="md-nav__link"> MyMagic AI LLM </a> </li> <li class="md-nav__item"> <a href="../../../examples/llm/nebius/" class="md-nav__link"> Nebius LLMs </a> </li> <li class="md-nav__item"> <a href="../../../examples/llm/neutrino/" class="md-nav__link"> Neutrino AI </a> </li> <li class="md-nav__item"> <a href="../../../examples/llm/nvidia/" class="md-nav__link"> NVIDIA NIMs </a> </li> <li class="md-nav__item"> <a href="../../../examples/llm/nvidia_nim/" class="md-nav__link"> NVIDIA NIMs </a> </li> <li class="md-nav__item"> <a href="../../../examples/llm/nvidia_tensorrt/" class="md-nav__link"> Nvidia TensorRT-LLM </a> </li> <li class="md-nav__item"> <a href="../../../examples/llm/nvidia_text_completion/" class="md-nav__link"> NVIDIA's LLM Text Completion API </a> </li> <li class="md-nav__item"> <a href="../../../examples/llm/nvidia_triton/" class="md-nav__link"> Nvidia Triton </a> </li> <li class="md-nav__item"> <a href="../../../examples/llm/oci_genai/" class="md-nav__link"> Oracle Cloud Infrastructure Generative AI </a> </li> <li class="md-nav__item"> <a href="../../../examples/llm/octoai/" class="md-nav__link"> OctoAI </a> </li> <li class="md-nav__item"> <a href="../../../examples/llm/ollama/" class="md-nav__link"> Ollama - Llama 3.1 </a> </li> <li class="md-nav__item"> <a href="../../../examples/llm/ollama_gemma/" class="md-nav__link"> Ollama - Gemma </a> </li> <li class="md-nav__item"> <a href="../../../examples/llm/openai/" class="md-nav__link"> OpenAI </a> </li> <li class="md-nav__item"> <a href="../../../examples/llm/openai_json_vs_function_calling/" class="md-nav__link"> OpenAI JSON Mode vs. Function Calling for Data Extraction </a> </li> <li class="md-nav__item"> <a href="../../../examples/llm/openllm/" class="md-nav__link"> OpenLLM </a> </li> <li class="md-nav__item"> <a href="../../../examples/llm/openrouter/" class="md-nav__link"> OpenRouter </a> </li> <li class="md-nav__item"> <a href="../../../examples/llm/openvino/" class="md-nav__link"> OpenVINO LLMs </a> </li> <li class="md-nav__item"> <a href="../../../examples/llm/optimum_intel/" class="md-nav__link"> Optimum Intel LLMs optimized with IPEX backend </a> </li> <li class="md-nav__item"> <a href="../../../examples/llm/paieas/" class="md-nav__link"> AlibabaCloud-PaiEas </a> </li> <li class="md-nav__item"> <a href="../../../examples/llm/palm/" class="md-nav__link"> PaLM </a> </li> <li class="md-nav__item"> <a href="../../../examples/llm/perplexity/" class="md-nav__link"> Perplexity </a> </li> <li class="md-nav__item"> <a href="../../../examples/llm/pipeshift/" class="md-nav__link"> Pipeshift </a> </li> <li class="md-nav__item"> <a href="../../../examples/llm/portkey/" class="md-nav__link"> Portkey </a> </li> <li class="md-nav__item"> <a href="../../../examples/llm/predibase/" class="md-nav__link"> Predibase </a> </li> <li class="md-nav__item"> <a href="../../../examples/llm/premai/" class="md-nav__link"> PremAI LlamaIndex </a> </li> <li class="md-nav__item"> <a href="../../../examples/llm/qianfan/" class="md-nav__link"> Client of Baidu Intelligent Cloud's Qianfan LLM Platform </a> </li> <li class="md-nav__item"> <a href="../../../examples/llm/rungpt/" class="md-nav__link"> RunGPT </a> </li> <li class="md-nav__item"> <a href="../../../examples/llm/sagemaker_endpoint_llm/" class="md-nav__link"> Interacting with LLM deployed in Amazon SageMaker Endpoint with LlamaIndex </a> </li> <li class="md-nav__item"> <a href="../../../examples/llm/sambanovasystems/" class="md-nav__link"> SambaNova Systems </a> </li> <li class="md-nav__item"> <a href="../../../examples/llm/solar/" class="md-nav__link"> Solar LLM </a> </li> <li class="md-nav__item"> <a href="../../../examples/llm/together/" class="md-nav__link"> Together AI LLM </a> </li> <li class="md-nav__item"> <a href="../../../examples/llm/unify/" class="md-nav__link"> Unify </a> </li> <li class="md-nav__item"> <a href="../../../examples/llm/upstage/" class="md-nav__link"> Upstage </a> </li> <li class="md-nav__item"> <a href="../../../examples/llm/vertex/" class="md-nav__link"> Vertex AI </a> </li> <li class="md-nav__item"> <a href="../../../examples/llm/vicuna/" class="md-nav__link"> Replicate - Vicuna 13B </a> </li> <li class="md-nav__item"> <a href="../../../examples/llm/vllm/" class="md-nav__link"> vLLM </a> </li> <li class="md-nav__item"> <a href="../../../examples/llm/xinference_local_deployment/" class="md-nav__link"> Xorbits Inference </a> </li> <li class="md-nav__item"> <a href="../../../examples/llm/yi/" class="md-nav__link"> Yi </a> </li> </ul> </nav> </li> <li class="md-nav__item md-nav__item--nested"> <input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_4_14" > <label class="md-nav__link" for="__nav_4_14" id="__nav_4_14_label" tabindex="0"> Llama Datasets </label> <nav class="md-nav" data-md-level="2" aria-labelledby="__nav_4_14_label" aria-expanded="false"> <label class="md-nav__title" for="__nav_4_14"> Llama Datasets </label> <ul class="md-nav__list" data-md-scrollfix> <li class="md-nav__item"> <a href="../../../examples/llama_dataset/downloading_llama_datasets/" class="md-nav__link"> Downloading a LlamaDataset from LlamaHub </a> </li> <li class="md-nav__item"> <a href="../../../examples/llama_dataset/labelled-rag-datasets/" class="md-nav__link"> Benchmarking RAG Pipelines With A </a> </li> <li class="md-nav__item"> <a href="../../../examples/llama_dataset/ragdataset_submission_template/" class="md-nav__link"> Submission Template Notebook </a> </li> <li class="md-nav__item"> <a href="../../../examples/llama_dataset/uploading_llama_dataset/" class="md-nav__link"> Contributing a LlamaDataset To LlamaHub </a> </li> </ul> </nav> </li> <li class="md-nav__item md-nav__item--nested"> <input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_4_15" > <label class="md-nav__link" for="__nav_4_15" id="__nav_4_15_label" tabindex="0"> Llama Hub </label> <nav class="md-nav" data-md-level="2" aria-labelledby="__nav_4_15_label" aria-expanded="false"> <label class="md-nav__title" for="__nav_4_15"> Llama Hub </label> <ul class="md-nav__list" data-md-scrollfix> <li class="md-nav__item"> <a href="../../../examples/llama_hub/llama_hub/" class="md-nav__link"> LlamaHub Demostration </a> </li> <li class="md-nav__item"> <a href="../../../examples/llama_hub/llama_pack_ollama/" class="md-nav__link"> Ollama Llama Pack Example </a> </li> <li class="md-nav__item"> <a href="../../../examples/llama_hub/llama_pack_resume/" class="md-nav__link"> Llama Pack - Resume Screener 📄 </a> </li> <li class="md-nav__item"> <a href="../../../examples/llama_hub/llama_packs_example/" class="md-nav__link"> Llama Packs Example </a> </li> </ul> </nav> </li> <li class="md-nav__item md-nav__item--nested"> <input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_4_16" > <label class="md-nav__link" for="__nav_4_16" id="__nav_4_16_label" tabindex="0"> Low Level </label> <nav class="md-nav" data-md-level="2" aria-labelledby="__nav_4_16_label" aria-expanded="false"> <label class="md-nav__title" for="__nav_4_16"> Low Level </label> <ul class="md-nav__list" data-md-scrollfix> <li class="md-nav__item"> <a href="../../../examples/low_level/evaluation/" class="md-nav__link"> Building Evaluation from Scratch </a> </li> <li class="md-nav__item"> <a href="../../../examples/low_level/fusion_retriever/" class="md-nav__link"> Building an Advanced Fusion Retriever from Scratch </a> </li> <li class="md-nav__item"> <a href="../../../examples/low_level/ingestion/" class="md-nav__link"> Building Data Ingestion from Scratch </a> </li> <li class="md-nav__item"> <a href="../../../examples/low_level/oss_ingestion_retrieval/" class="md-nav__link"> Building RAG from Scratch (Open-source only!) </a> </li> <li class="md-nav__item"> <a href="../../../examples/low_level/response_synthesis/" class="md-nav__link"> Building Response Synthesis from Scratch </a> </li> <li class="md-nav__item"> <a href="../../../examples/low_level/retrieval/" class="md-nav__link"> Building Retrieval from Scratch </a> </li> <li class="md-nav__item"> <a href="../../../examples/low_level/router/" class="md-nav__link"> Building a Router from Scratch </a> </li> <li class="md-nav__item"> <a href="../../../examples/low_level/vector_store/" class="md-nav__link"> Building a (Very Simple) Vector Store from Scratch </a> </li> </ul> </nav> </li> <li class="md-nav__item md-nav__item--nested"> <input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_4_17" > <label class="md-nav__link" for="__nav_4_17" id="__nav_4_17_label" tabindex="0"> Managed Indexes </label> <nav class="md-nav" data-md-level="2" aria-labelledby="__nav_4_17_label" aria-expanded="false"> <label class="md-nav__title" for="__nav_4_17"> Managed Indexes </label> <ul class="md-nav__list" data-md-scrollfix> <li class="md-nav__item"> <a href="../../../examples/managed/BGEM3Demo/" class="md-nav__link"> BGEM3Demo </a> </li> <li class="md-nav__item"> <a href="../../../examples/managed/GoogleDemo/" class="md-nav__link"> Google Generative Language Semantic Retriever </a> </li> <li class="md-nav__item"> <a href="../../../examples/managed/PostgresMLDemo/" class="md-nav__link"> PostgresML Managed Index </a> </li> <li class="md-nav__item"> <a href="../../../examples/managed/VertexAIDemo/" class="md-nav__link"> Google Cloud LlamaIndex on Vertex AI for RAG </a> </li> <li class="md-nav__item"> <a href="../../../examples/managed/manage_retrieval_benchmark/" class="md-nav__link"> Semantic Retriever Benchmark </a> </li> <li class="md-nav__item"> <a href="../../../examples/managed/vectaraDemo/" class="md-nav__link"> Vectara Managed Index </a> </li> <li class="md-nav__item"> <a href="../../../examples/managed/zcpDemo/" class="md-nav__link"> Managed Index with Zilliz Cloud Pipelines </a> </li> </ul> </nav> </li> <li class="md-nav__item md-nav__item--nested"> <input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_4_18" > <label class="md-nav__link" for="__nav_4_18" id="__nav_4_18_label" tabindex="0"> Memory </label> <nav class="md-nav" data-md-level="2" aria-labelledby="__nav_4_18_label" aria-expanded="false"> <label class="md-nav__title" for="__nav_4_18"> Memory </label> <ul class="md-nav__list" data-md-scrollfix> <li class="md-nav__item"> <a href="../../../examples/memory/Mem0Memory/" class="md-nav__link"> Mem0 </a> </li> </ul> </nav> </li> <li class="md-nav__item md-nav__item--nested"> <input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_4_19" > <label class="md-nav__link" for="__nav_4_19" id="__nav_4_19_label" tabindex="0"> Metadata Extractors </label> <nav class="md-nav" data-md-level="2" aria-labelledby="__nav_4_19_label" aria-expanded="false"> <label class="md-nav__title" for="__nav_4_19"> Metadata Extractors </label> <ul class="md-nav__list" data-md-scrollfix> <li class="md-nav__item"> <a href="../../../examples/metadata_extraction/EntityExtractionClimate/" class="md-nav__link"> Entity Metadata Extraction </a> </li> <li class="md-nav__item"> <a href="../../../examples/metadata_extraction/MarvinMetadataExtractorDemo/" class="md-nav__link"> Metadata Extraction and Augmentation w/ Marvin </a> </li> <li class="md-nav__item"> <a href="../../../examples/metadata_extraction/MetadataExtractionSEC/" class="md-nav__link"> Extracting Metadata for Better Document Indexing and Understanding </a> </li> <li class="md-nav__item"> <a href="../../../examples/metadata_extraction/MetadataExtraction_LLMSurvey/" class="md-nav__link"> Automated Metadata Extraction for Better Retrieval + Synthesis </a> </li> <li class="md-nav__item"> <a href="../../../examples/metadata_extraction/PydanticExtractor/" class="md-nav__link"> Pydantic Extractor </a> </li> </ul> </nav> </li> <li class="md-nav__item md-nav__item--nested"> <input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_4_20" > <label class="md-nav__link" for="__nav_4_20" id="__nav_4_20_label" tabindex="0"> Multi-Modal </label> <nav class="md-nav" data-md-level="2" aria-labelledby="__nav_4_20_label" aria-expanded="false"> <label class="md-nav__title" for="__nav_4_20"> Multi-Modal </label> <ul class="md-nav__list" data-md-scrollfix> <li class="md-nav__item"> <a href="../../../examples/multi_modal/ChromaMultiModalDemo/" class="md-nav__link"> Chroma Multi-Modal Demo with LlamaIndex </a> </li> <li class="md-nav__item"> <a href="../../../examples/multi_modal/anthropic_multi_modal/" class="md-nav__link"> Multi-Modal LLM using Anthropic model for image reasoning </a> </li> <li class="md-nav__item"> <a href="../../../examples/multi_modal/azure_openai_multi_modal/" class="md-nav__link"> Multi-Modal LLM using Azure OpenAI GPT-4V model for image reasoning </a> </li> <li class="md-nav__item"> <a href="../../../examples/multi_modal/cohere_multi_modal/" class="md-nav__link"> Multi-Modal Retrieval using Cohere Multi-Modal Embeddings </a> </li> <li class="md-nav__item"> <a href="../../../examples/multi_modal/dashscope_multi_modal/" class="md-nav__link"> Multi-Modal LLM using DashScope qwen-vl model for image reasoning </a> </li> <li class="md-nav__item"> <a href="../../../examples/multi_modal/gemini/" class="md-nav__link"> Multi-Modal LLM using Google's Gemini model for image understanding and build Retrieval Augmented Generation with LlamaIndex </a> </li> <li class="md-nav__item"> <a href="../../../examples/multi_modal/gpt4o_mm_structured_outputs/" class="md-nav__link"> Multimodal Structured Outputs: GPT-4o vs. Other GPT-4 Variants </a> </li> <li class="md-nav__item"> <a href="../../../examples/multi_modal/gpt4v_experiments_cot/" class="md-nav__link"> GPT4-V Experiments with General, Specific questions and Chain Of Thought (COT) Prompting Technique. </a> </li> <li class="md-nav__item"> <a href="../../../examples/multi_modal/gpt4v_multi_modal_retrieval/" class="md-nav__link"> Advanced Multi-Modal Retrieval using GPT4V and Multi-Modal Index/Retriever </a> </li> <li class="md-nav__item"> <a href="../../../examples/multi_modal/image_to_image_retrieval/" class="md-nav__link"> Image to Image Retrieval using CLIP embedding and image correlation reasoning using GPT4V </a> </li> <li class="md-nav__item"> <a href="../../../examples/multi_modal/llava_demo/" class="md-nav__link"> LlaVa Demo with LlamaIndex </a> </li> <li class="md-nav__item"> <a href="../../../examples/multi_modal/llava_multi_modal_tesla_10q/" class="md-nav__link"> Retrieval-Augmented Image Captioning </a> </li> <li class="md-nav__item"> <a href="../../../examples/multi_modal/mistral_multi_modal/" class="md-nav__link"> Multi-Modal LLM using Mistral for image reasoning </a> </li> <li class="md-nav__item"> <a href="../../../examples/multi_modal/mm_agent/" class="md-nav__link"> [Beta] Multi-modal ReAct Agent </a> </li> <li class="md-nav__item"> <a href="../../../examples/multi_modal/multi_modal_pydantic/" class="md-nav__link"> Multi-Modal GPT4V Pydantic Program </a> </li> <li class="md-nav__item"> <a href="../../../examples/multi_modal/multi_modal_rag_nomic/" class="md-nav__link"> Multi-Modal RAG using Nomic Embed and Anthropic. </a> </li> <li class="md-nav__item"> <a href="../../../examples/multi_modal/multi_modal_retrieval/" class="md-nav__link"> Multi-Modal Retrieval using GPT text embedding and CLIP image embedding for Wikipedia Articles </a> </li> <li class="md-nav__item"> <a href="../../../examples/multi_modal/multi_modal_video_RAG/" class="md-nav__link"> Multimodal RAG for processing videos using OpenAI GPT4V and LanceDB vectorstore </a> </li> <li class="md-nav__item"> <a href="../../../examples/multi_modal/multi_modal_videorag_videodb/" class="md-nav__link"> Multimodal RAG with VideoDB </a> </li> <li class="md-nav__item"> <a href="../../../examples/multi_modal/nebius_multi_modal/" class="md-nav__link"> Multimodal models with Nebius </a> </li> <li class="md-nav__item"> <a href="../../../examples/multi_modal/nvidia_multi_modal/" class="md-nav__link"> Multi-Modal LLM using NVIDIA endpoints for image reasoning </a> </li> <li class="md-nav__item"> <a href="../../../examples/multi_modal/ollama_cookbook/" class="md-nav__link"> Multimodal Ollama Cookbook </a> </li> <li class="md-nav__item"> <a href="../../../examples/multi_modal/openai_multi_modal/" class="md-nav__link"> Using OpenAI GPT-4V model for image reasoning </a> </li> <li class="md-nav__item"> <a href="../../../examples/multi_modal/openvino_multimodal/" class="md-nav__link"> Local Multimodal pipeline with OpenVINO </a> </li> <li class="md-nav__item"> <a href="../../../examples/multi_modal/replicate_multi_modal/" class="md-nav__link"> Multi-Modal LLM using Replicate LlaVa, Fuyu 8B, MiniGPT4 models for image reasoning </a> </li> <li class="md-nav__item"> <a href="../../../examples/multi_modal/structured_image_retrieval/" class="md-nav__link"> Semi-structured Image Retrieval </a> </li> </ul> </nav> </li> <li class="md-nav__item md-nav__item--nested"> <input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_4_21" > <label class="md-nav__link" for="__nav_4_21" id="__nav_4_21_label" tabindex="0"> Multi-Tenancy </label> <nav class="md-nav" data-md-level="2" aria-labelledby="__nav_4_21_label" aria-expanded="false"> <label class="md-nav__title" for="__nav_4_21"> Multi-Tenancy </label> <ul class="md-nav__list" data-md-scrollfix> <li class="md-nav__item"> <a href="../../../examples/multi_tenancy/multi_tenancy_rag/" class="md-nav__link"> Multi-Tenancy RAG with LlamaIndex </a> </li> </ul> </nav> </li> <li class="md-nav__item md-nav__item--nested"> <input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_4_22" > <label class="md-nav__link" for="__nav_4_22" id="__nav_4_22_label" tabindex="0"> Node Parsers & Text Splitters </label> <nav class="md-nav" data-md-level="2" aria-labelledby="__nav_4_22_label" aria-expanded="false"> <label class="md-nav__title" for="__nav_4_22"> Node Parsers & Text Splitters </label> <ul class="md-nav__list" data-md-scrollfix> <li class="md-nav__item"> <a href="../../../examples/node_parsers/semantic_chunking/" class="md-nav__link"> Semantic Chunker </a> </li> <li class="md-nav__item"> <a href="../../../examples/node_parsers/semantic_double_merging_chunking/" class="md-nav__link"> Semantic double merging chunking </a> </li> <li class="md-nav__item"> <a href="../../../examples/node_parsers/topic_parser/" class="md-nav__link"> TopicNodeParser </a> </li> </ul> </nav> </li> <li class="md-nav__item md-nav__item--nested"> <input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_4_23" > <label class="md-nav__link" for="__nav_4_23" id="__nav_4_23_label" tabindex="0"> Node Postprocessors </label> <nav class="md-nav" data-md-level="2" aria-labelledby="__nav_4_23_label" aria-expanded="false"> <label class="md-nav__title" for="__nav_4_23"> Node Postprocessors </label> <ul class="md-nav__list" data-md-scrollfix> <li class="md-nav__item"> <a href="../../../examples/node_postprocessor/CohereRerank/" class="md-nav__link"> Cohere Rerank </a> </li> <li class="md-nav__item"> <a href="../../../examples/node_postprocessor/ColPaliRerank/" class="md-nav__link"> Reranking using ColPali, Cohere Reranker and Multi-Modal Embeddings </a> </li> <li class="md-nav__item"> <a href="../../../examples/node_postprocessor/ColbertRerank/" class="md-nav__link"> Colbert Rerank </a> </li> <li class="md-nav__item"> <a href="../../../examples/node_postprocessor/FileNodeProcessors/" class="md-nav__link"> File Based Node Parsers </a> </li> <li class="md-nav__item"> <a href="../../../examples/node_postprocessor/FlagEmbeddingReranker/" class="md-nav__link"> FlagEmbeddingReranker </a> </li> <li class="md-nav__item"> <a href="../../../examples/node_postprocessor/JinaRerank/" class="md-nav__link"> Jina Rerank </a> </li> <li class="md-nav__item"> <a href="../../../examples/node_postprocessor/LLMReranker-Gatsby/" class="md-nav__link"> LLM Reranker Demonstration (Great Gatsby) </a> </li> <li class="md-nav__item"> <a href="../../../examples/node_postprocessor/LLMReranker-Lyft-10k/" class="md-nav__link"> LLM Reranker Demonstration (2021 Lyft 10-k) </a> </li> <li class="md-nav__item"> <a href="../../../examples/node_postprocessor/LongContextReorder/" class="md-nav__link"> LongContextReorder </a> </li> <li class="md-nav__item"> <a href="../../../examples/node_postprocessor/MetadataReplacementDemo/" class="md-nav__link"> Metadata Replacement + Node Sentence Window </a> </li> <li class="md-nav__item"> <a href="../../../examples/node_postprocessor/MixedbreadAIRerank/" class="md-nav__link"> Mixedbread AI Rerank </a> </li> <li class="md-nav__item"> <a href="../../../examples/node_postprocessor/NVIDIARerank/" class="md-nav__link"> NVIDIA NIMs </a> </li> <li class="md-nav__item"> <a href="../../../examples/node_postprocessor/OptimizerDemo/" class="md-nav__link"> Sentence Embedding Optimizer </a> </li> <li class="md-nav__item"> <a href="../../../examples/node_postprocessor/PII/" class="md-nav__link"> PII Masking </a> </li> <li class="md-nav__item"> <a href="../../../examples/node_postprocessor/PrevNextPostprocessorDemo/" class="md-nav__link"> Forward/Backward Augmentation </a> </li> <li class="md-nav__item"> <a href="../../../examples/node_postprocessor/RecencyPostprocessorDemo/" class="md-nav__link"> Recency Filtering </a> </li> <li class="md-nav__item"> <a href="../../../examples/node_postprocessor/SentenceTransformerRerank/" class="md-nav__link"> SentenceTransformerRerank </a> </li> <li class="md-nav__item"> <a href="../../../examples/node_postprocessor/TimeWeightedPostprocessorDemo/" class="md-nav__link"> Time-Weighted Rerank </a> </li> <li class="md-nav__item"> <a href="../../../examples/node_postprocessor/VoyageAIRerank/" class="md-nav__link"> VoyageAI Rerank </a> </li> <li class="md-nav__item"> <a href="../../../examples/node_postprocessor/openvino_rerank/" class="md-nav__link"> OpenVINO Rerank </a> </li> <li class="md-nav__item"> <a href="../../../examples/node_postprocessor/rankGPT/" class="md-nav__link"> RankGPT Reranker Demonstration (Van Gogh Wiki) </a> </li> <li class="md-nav__item"> <a href="../../../examples/node_postprocessor/rankLLM/" class="md-nav__link"> RankLLM Reranker Demonstration (Van Gogh Wiki) </a> </li> </ul> </nav> </li> <li class="md-nav__item md-nav__item--nested"> <input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_4_24" > <label class="md-nav__link" for="__nav_4_24" id="__nav_4_24_label" tabindex="0"> Object Stores </label> <nav class="md-nav" data-md-level="2" aria-labelledby="__nav_4_24_label" aria-expanded="false"> <label class="md-nav__title" for="__nav_4_24"> Object Stores </label> <ul class="md-nav__list" data-md-scrollfix> <li class="md-nav__item"> <a href="../../../examples/objects/object_index/" class="md-nav__link"> The Class </a> </li> </ul> </nav> </li> <li class="md-nav__item md-nav__item--nested"> <input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_4_25" > <label class="md-nav__link" for="__nav_4_25" id="__nav_4_25_label" tabindex="0"> Observability </label> <nav class="md-nav" data-md-level="2" aria-labelledby="__nav_4_25_label" aria-expanded="false"> <label class="md-nav__title" for="__nav_4_25"> Observability </label> <ul class="md-nav__list" data-md-scrollfix> <li class="md-nav__item"> <a href="../../../examples/observability/AimCallback/" class="md-nav__link"> Aim Callback </a> </li> <li class="md-nav__item"> <a href="../../../examples/observability/HoneyHiveLlamaIndexTracer/" class="md-nav__link"> HoneyHive LlamaIndex Tracer </a> </li> <li class="md-nav__item"> <a href="../../../examples/observability/LangfuseCallbackHandler/" class="md-nav__link"> Langfuse Callback Handler </a> </li> <li class="md-nav__item"> <a href="../../../examples/observability/LangfuseMistralPostHog/" class="md-nav__link"> Analyze and Debug LlamaIndex Applications with PostHog and Langfuse </a> </li> <li class="md-nav__item"> <a href="../../../examples/observability/LlamaDebugHandler/" class="md-nav__link"> Llama Debug Handler </a> </li> <li class="md-nav__item"> <a href="../../../examples/observability/MLflow/" class="md-nav__link"> MLflow </a> </li> <li class="md-nav__item"> <a href="../../../examples/observability/OpenInferenceCallback/" class="md-nav__link"> OpenInference Callback Handler + Arize Phoenix </a> </li> <li class="md-nav__item"> <a href="../../../examples/observability/OpenLLMetry/" class="md-nav__link"> Observability with OpenLLMetry </a> </li> <li class="md-nav__item"> <a href="../../../examples/observability/OpikCallback/" class="md-nav__link"> Logging traces with Opik </a> </li> <li class="md-nav__item"> <a href="../../../examples/observability/PromptLayerHandler/" class="md-nav__link"> PromptLayer Handler </a> </li> <li class="md-nav__item"> <a href="../../../examples/observability/TokenCountingHandler/" class="md-nav__link"> Token Counting Handler </a> </li> <li class="md-nav__item"> <a href="../../../examples/observability/UpTrainCallback/" class="md-nav__link"> UpTrain Callback Handler </a> </li> <li class="md-nav__item"> <a href="../../../examples/observability/WandbCallbackHandler/" class="md-nav__link"> Wandb Callback Handler </a> </li> </ul> </nav> </li> <li class="md-nav__item md-nav__item--nested"> <input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_4_26" > <label class="md-nav__link" for="__nav_4_26" id="__nav_4_26_label" tabindex="0"> Output Parsers </label> <nav class="md-nav" data-md-level="2" aria-labelledby="__nav_4_26_label" aria-expanded="false"> <label class="md-nav__title" for="__nav_4_26"> Output Parsers </label> <ul class="md-nav__list" data-md-scrollfix> <li class="md-nav__item"> <a href="../../../examples/output_parsing/GuardrailsDemo/" class="md-nav__link"> Guardrails Output Parsing </a> </li> <li class="md-nav__item"> <a href="../../../examples/output_parsing/LangchainOutputParserDemo/" class="md-nav__link"> Langchain Output Parsing </a> </li> <li class="md-nav__item"> <a href="../../../examples/output_parsing/df_program/" class="md-nav__link"> DataFrame Structured Data Extraction </a> </li> <li class="md-nav__item"> <a href="../../../examples/output_parsing/evaporate_program/" class="md-nav__link"> Evaporate Demo </a> </li> <li class="md-nav__item"> <a href="../../../examples/output_parsing/function_program/" class="md-nav__link"> Function Calling Program for Structured Extraction </a> </li> <li class="md-nav__item"> <a href="../../../examples/output_parsing/guidance_pydantic_program/" class="md-nav__link"> Guidance Pydantic Program </a> </li> <li class="md-nav__item"> <a href="../../../examples/output_parsing/guidance_sub_question/" class="md-nav__link"> Guidance for Sub-Question Query Engine </a> </li> <li class="md-nav__item"> <a href="../../../examples/output_parsing/llm_program/" class="md-nav__link"> LLM Pydantic Program </a> </li> <li class="md-nav__item"> <a href="../../../examples/output_parsing/lmformatenforcer_pydantic_program/" class="md-nav__link"> LM Format Enforcer Pydantic Program </a> </li> <li class="md-nav__item"> <a href="../../../examples/output_parsing/lmformatenforcer_regular_expressions/" class="md-nav__link"> LM Format Enforcer Regular Expression Generation </a> </li> <li class="md-nav__item"> <a href="../../../examples/output_parsing/nvidia_output_parsing/" class="md-nav__link"> LLM Pydantic Program - NVIDIA </a> </li> <li class="md-nav__item"> <a href="../../../examples/output_parsing/openai_pydantic_program/" class="md-nav__link"> OpenAI Pydantic Program </a> </li> <li class="md-nav__item"> <a href="../../../examples/output_parsing/openai_sub_question/" class="md-nav__link"> OpenAI function calling for Sub-Question Query Engine </a> </li> </ul> </nav> </li> <li class="md-nav__item md-nav__item--nested"> <input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_4_27" > <label class="md-nav__link" for="__nav_4_27" id="__nav_4_27_label" tabindex="0"> Param Optimizer </label> <nav class="md-nav" data-md-level="2" aria-labelledby="__nav_4_27_label" aria-expanded="false"> <label class="md-nav__title" for="__nav_4_27"> Param Optimizer </label> <ul class="md-nav__list" data-md-scrollfix> <li class="md-nav__item"> <a href="../../../examples/param_optimizer/param_optimizer/" class="md-nav__link"> [WIP] Hyperparameter Optimization for RAG </a> </li> </ul> </nav> </li> <li class="md-nav__item md-nav__item--nested"> <input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_4_28" > <label class="md-nav__link" for="__nav_4_28" id="__nav_4_28_label" tabindex="0"> Prompts </label> <nav class="md-nav" data-md-level="2" aria-labelledby="__nav_4_28_label" aria-expanded="false"> <label class="md-nav__title" for="__nav_4_28"> Prompts </label> <ul class="md-nav__list" data-md-scrollfix> <li class="md-nav__item"> <a href="../../../examples/prompts/advanced_prompts/" class="md-nav__link"> Advanced Prompt Techniques (Variable Mappings, Functions) </a> </li> <li class="md-nav__item"> <a href="../../../examples/prompts/emotion_prompt/" class="md-nav__link"> EmotionPrompt in RAG </a> </li> <li class="md-nav__item"> <a href="../../../examples/prompts/prompt_mixin/" class="md-nav__link"> Accessing/Customizing Prompts within Higher-Level Modules </a> </li> <li class="md-nav__item"> <a href="../../../examples/prompts/prompt_optimization/" class="md-nav__link"> "Optimization by Prompting" for RAG </a> </li> <li class="md-nav__item"> <a href="../../../examples/prompts/prompts_rag/" class="md-nav__link"> Prompt Engineering for RAG </a> </li> </ul> </nav> </li> <li class="md-nav__item md-nav__item--nested"> <input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_4_29" > <label class="md-nav__link" for="__nav_4_29" id="__nav_4_29_label" tabindex="0"> Property Graph </label> <nav class="md-nav" data-md-level="2" aria-labelledby="__nav_4_29_label" aria-expanded="false"> <label class="md-nav__title" for="__nav_4_29"> Property Graph </label> <ul class="md-nav__list" data-md-scrollfix> <li class="md-nav__item"> <a href="../../../examples/property_graph/graph_store/" class="md-nav__link"> Using a Property Graph Store </a> </li> <li class="md-nav__item"> <a href="../../../examples/property_graph/property_graph_advanced/" class="md-nav__link"> Property Graph Construction with Predefined Schemas </a> </li> <li class="md-nav__item"> <a href="../../../examples/property_graph/property_graph_basic/" class="md-nav__link"> Property Graph Index </a> </li> <li class="md-nav__item"> <a href="../../../examples/property_graph/property_graph_custom_retriever/" class="md-nav__link"> Defining a Custom Property Graph Retriever </a> </li> <li class="md-nav__item"> <a href="../../../examples/property_graph/property_graph_memgraph/" class="md-nav__link"> Memgraph Property Graph Index </a> </li> <li class="md-nav__item"> <a href="../../../examples/property_graph/property_graph_neo4j/" class="md-nav__link"> Neo4j Property Graph Index </a> </li> </ul> </nav> </li> <li class="md-nav__item md-nav__item--nested"> <input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_4_30" > <label class="md-nav__link" for="__nav_4_30" id="__nav_4_30_label" tabindex="0"> Query Engines </label> <nav class="md-nav" data-md-level="2" aria-labelledby="__nav_4_30_label" aria-expanded="false"> <label class="md-nav__title" for="__nav_4_30"> Query Engines </label> <ul class="md-nav__list" data-md-scrollfix> <li class="md-nav__item"> <a href="../../../examples/query_engine/CustomRetrievers/" class="md-nav__link"> Retriever Query Engine with Custom Retrievers - Simple Hybrid Search </a> </li> <li class="md-nav__item"> <a href="../../../examples/query_engine/JSONalyze_query_engine/" class="md-nav__link"> JSONalyze Query Engine </a> </li> <li class="md-nav__item"> <a href="../../../examples/query_engine/JointQASummary/" class="md-nav__link"> Joint QA Summary Query Engine </a> </li> <li class="md-nav__item"> <a href="../../../examples/query_engine/RetrieverRouterQueryEngine/" class="md-nav__link"> Retriever Router Query Engine </a> </li> <li class="md-nav__item"> <a href="../../../examples/query_engine/RouterQueryEngine/" class="md-nav__link"> Router Query Engine </a> </li> <li class="md-nav__item"> <a href="../../../examples/query_engine/SQLAutoVectorQueryEngine/" class="md-nav__link"> SQL Auto Vector Query Engine </a> </li> <li class="md-nav__item"> <a href="../../../examples/query_engine/SQLJoinQueryEngine/" class="md-nav__link"> SQL Join Query Engine </a> </li> <li class="md-nav__item"> <a href="../../../examples/query_engine/SQLRouterQueryEngine/" class="md-nav__link"> SQL Router Query Engine </a> </li> <li class="md-nav__item"> <a href="../../../examples/query_engine/citation_query_engine/" class="md-nav__link"> CitationQueryEngine </a> </li> <li class="md-nav__item"> <a href="../../../examples/query_engine/cogniswitch_query_engine/" class="md-nav__link"> Cogniswitch query engine </a> </li> <li class="md-nav__item"> <a href="../../../examples/query_engine/custom_query_engine/" class="md-nav__link"> Defining a Custom Query Engine </a> </li> <li class="md-nav__item"> <a href="../../../examples/query_engine/ensemble_query_engine/" class="md-nav__link"> Ensemble Query Engine Guide </a> </li> <li class="md-nav__item"> <a href="../../../examples/query_engine/flare_query_engine/" class="md-nav__link"> FLARE Query Engine </a> </li> <li class="md-nav__item"> <a href="../../../examples/query_engine/json_query_engine/" class="md-nav__link"> JSON Query Engine </a> </li> <li class="md-nav__item"> <a href="../../../examples/query_engine/knowledge_graph_query_engine/" class="md-nav__link"> Knowledge Graph Query Engine </a> </li> <li class="md-nav__item"> <a href="../../../examples/query_engine/knowledge_graph_rag_query_engine/" class="md-nav__link"> Knowledge Graph RAG Query Engine </a> </li> <li class="md-nav__item"> <a href="../../../examples/query_engine/multi_doc_auto_retrieval/multi_doc_auto_retrieval/" class="md-nav__link"> Structured Hierarchical Retrieval </a> </li> <li class="md-nav__item"> <a href="../../../examples/query_engine/pandas_query_engine/" class="md-nav__link"> Pandas Query Engine </a> </li> <li class="md-nav__item"> <a href="../../../examples/query_engine/pdf_tables/recursive_retriever/" class="md-nav__link"> Recursive Retriever + Query Engine Demo </a> </li> <li class="md-nav__item"> <a href="../../../examples/query_engine/pgvector_sql_query_engine/" class="md-nav__link"> [Beta] Text-to-SQL with PGVector </a> </li> <li class="md-nav__item"> <a href="../../../examples/query_engine/pydantic_query_engine/" class="md-nav__link"> Query Engine with Pydantic Outputs </a> </li> <li class="md-nav__item"> <a href="../../../examples/query_engine/recursive_retriever_agents/" class="md-nav__link"> Recursive Retriever + Document Agents </a> </li> <li class="md-nav__item"> <a href="../../../examples/query_engine/sec_tables/tesla_10q_table/" class="md-nav__link"> Joint Tabular/Semantic QA over Tesla 10K </a> </li> <li class="md-nav__item"> <a href="../../../examples/query_engine/sub_question_query_engine/" class="md-nav__link"> Sub Question Query Engine </a> </li> </ul> </nav> </li> <li class="md-nav__item md-nav__item--nested"> <input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_4_31" > <label class="md-nav__link" for="__nav_4_31" id="__nav_4_31_label" tabindex="0"> Query Pipeline </label> <nav class="md-nav" data-md-level="2" aria-labelledby="__nav_4_31_label" aria-expanded="false"> <label class="md-nav__title" for="__nav_4_31"> Query Pipeline </label> <ul class="md-nav__list" data-md-scrollfix> <li class="md-nav__item"> <a href="../../../examples/pipeline/query_pipeline/" class="md-nav__link"> An Introduction to LlamaIndex Query Pipelines </a> </li> <li class="md-nav__item"> <a href="../../../examples/pipeline/query_pipeline_async/" class="md-nav__link"> Query Pipeline with Async/Parallel Execution </a> </li> <li class="md-nav__item"> <a href="../../../examples/pipeline/query_pipeline_memory/" class="md-nav__link"> Query Pipeline Chat Engine </a> </li> <li class="md-nav__item"> <a href="../../../examples/pipeline/query_pipeline_pandas/" class="md-nav__link"> Query Pipeline over Pandas DataFrames </a> </li> <li class="md-nav__item"> <a href="../../../examples/pipeline/query_pipeline_routing/" class="md-nav__link"> Query Pipeline with Routing </a> </li> <li class="md-nav__item"> <a href="../../../examples/pipeline/query_pipeline_sql/" class="md-nav__link"> Query Pipeline for Advanced Text-to-SQL </a> </li> </ul> </nav> </li> <li class="md-nav__item md-nav__item--nested"> <input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_4_32" > <label class="md-nav__link" for="__nav_4_32" id="__nav_4_32_label" tabindex="0"> Query Transformations </label> <nav class="md-nav" data-md-level="2" aria-labelledby="__nav_4_32_label" aria-expanded="false"> <label class="md-nav__title" for="__nav_4_32"> Query Transformations </label> <ul class="md-nav__list" data-md-scrollfix> <li class="md-nav__item"> <a href="../../../examples/query_transformations/HyDEQueryTransformDemo/" class="md-nav__link"> HyDE Query Transform </a> </li> <li class="md-nav__item"> <a href="../../../examples/query_transformations/SimpleIndexDemo-multistep/" class="md-nav__link"> Multi-Step Query Engine </a> </li> <li class="md-nav__item"> <a href="../../../examples/query_transformations/query_transform_cookbook/" class="md-nav__link"> Query Transform Cookbook </a> </li> </ul> </nav> </li> <li class="md-nav__item md-nav__item--nested"> <input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_4_33" > <label class="md-nav__link" for="__nav_4_33" id="__nav_4_33_label" tabindex="0"> Response Synthesizers </label> <nav class="md-nav" data-md-level="2" aria-labelledby="__nav_4_33_label" aria-expanded="false"> <label class="md-nav__title" for="__nav_4_33"> Response Synthesizers </label> <ul class="md-nav__list" data-md-scrollfix> <li class="md-nav__item"> <a href="../../../examples/response_synthesizers/custom_prompt_synthesizer/" class="md-nav__link"> Pydantic Tree Summarize </a> </li> <li class="md-nav__item"> <a href="../../../examples/response_synthesizers/long_context_test/" class="md-nav__link"> Stress-Testing Long Context LLMs with a Recall Task </a> </li> <li class="md-nav__item"> <a href="../../../examples/response_synthesizers/pydantic_tree_summarize/" class="md-nav__link"> Pydantic Tree Summarize </a> </li> <li class="md-nav__item"> <a href="../../../examples/response_synthesizers/refine/" class="md-nav__link"> Refine </a> </li> <li class="md-nav__item"> <a href="../../../examples/response_synthesizers/structured_refine/" class="md-nav__link"> Refine with Structured Answer Filtering </a> </li> <li class="md-nav__item"> <a href="../../../examples/response_synthesizers/tree_summarize/" class="md-nav__link"> Tree Summarize </a> </li> </ul> </nav> </li> <li class="md-nav__item md-nav__item--nested"> <input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_4_34" > <label class="md-nav__link" for="__nav_4_34" id="__nav_4_34_label" tabindex="0"> Retrievers </label> <nav class="md-nav" data-md-level="2" aria-labelledby="__nav_4_34_label" aria-expanded="false"> <label class="md-nav__title" for="__nav_4_34"> Retrievers </label> <ul class="md-nav__list" data-md-scrollfix> <li class="md-nav__item"> <a href="../../../examples/retrievers/auto_merging_retriever/" class="md-nav__link"> Auto Merging Retriever </a> </li> <li class="md-nav__item"> <a href="../../../examples/retrievers/auto_vs_recursive_retriever/" class="md-nav__link"> Comparing Methods for Structured Retrieval (Auto-Retrieval vs. Recursive Retrieval) </a> </li> <li class="md-nav__item"> <a href="../../../examples/retrievers/bedrock_retriever/" class="md-nav__link"> Bedrock (Knowledge Bases) </a> </li> <li class="md-nav__item"> <a href="../../../examples/retrievers/bm25_retriever/" class="md-nav__link"> BM25 Retriever </a> </li> <li class="md-nav__item"> <a href="../../../examples/retrievers/composable_retrievers/" class="md-nav__link"> Composable Objects </a> </li> <li class="md-nav__item"> <a href="../../../examples/retrievers/deep_memory/" class="md-nav__link"> Activeloop Deep Memory </a> </li> <li class="md-nav__item"> <a href="../../../examples/retrievers/ensemble_retrieval/" class="md-nav__link"> Ensemble Retrieval Guide </a> </li> <li class="md-nav__item"> <a href="../../../examples/retrievers/multi_doc_together_hybrid/" class="md-nav__link"> Chunk + Document Hybrid Retrieval with Long-Context Embeddings (Together.ai) </a> </li> <li class="md-nav__item"> <a href="../../../examples/retrievers/pathway_retriever/" class="md-nav__link"> Pathway Retriever </a> </li> <li class="md-nav__item"> <a href="../../../examples/retrievers/reciprocal_rerank_fusion/" class="md-nav__link"> Reciprocal Rerank Fusion Retriever </a> </li> <li class="md-nav__item"> <a href="../../../examples/retrievers/recurisve_retriever_nodes_braintrust/" class="md-nav__link"> Recursive Retriever + Node References + Braintrust </a> </li> <li class="md-nav__item"> <a href="../../../examples/retrievers/recursive_retriever_nodes/" class="md-nav__link"> Recursive Retriever + Node References </a> </li> <li class="md-nav__item"> <a href="../../../examples/retrievers/relative_score_dist_fusion/" class="md-nav__link"> Relative Score Fusion and Distribution-Based Score Fusion </a> </li> <li class="md-nav__item"> <a href="../../../examples/retrievers/router_retriever/" class="md-nav__link"> Router Retriever </a> </li> <li class="md-nav__item"> <a href="../../../examples/retrievers/simple_fusion/" class="md-nav__link"> Simple Fusion Retriever </a> </li> <li class="md-nav__item"> <a href="../../../examples/retrievers/vectara_auto_retriever/" class="md-nav__link"> Auto-Retrieval from a Vectara Index </a> </li> <li class="md-nav__item"> <a href="../../../examples/retrievers/vertex_ai_search_retriever/" class="md-nav__link"> Vertex AI Search Retriever </a> </li> <li class="md-nav__item"> <a href="../../../examples/retrievers/videodb_retriever/" class="md-nav__link"> Videodb retriever </a> </li> <li class="md-nav__item"> <a href="../../../examples/retrievers/you_retriever/" class="md-nav__link"> You.com Retriever </a> </li> </ul> </nav> </li> <li class="md-nav__item md-nav__item--nested"> <input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_4_35" > <label class="md-nav__link" for="__nav_4_35" id="__nav_4_35_label" tabindex="0"> Tools </label> <nav class="md-nav" data-md-level="2" aria-labelledby="__nav_4_35_label" aria-expanded="false"> <label class="md-nav__title" for="__nav_4_35"> Tools </label> <ul class="md-nav__list" data-md-scrollfix> <li class="md-nav__item"> <a href="../../../examples/tools/OnDemandLoaderTool/" class="md-nav__link"> OnDemandLoaderTool Tutorial </a> </li> <li class="md-nav__item"> <a href="../../../examples/tools/azure_code_interpreter/" class="md-nav__link"> Azure Code Interpreter Tool Spec </a> </li> <li class="md-nav__item"> <a href="../../../examples/tools/cassandra/" class="md-nav__link"> Cassandra Database Tools </a> </li> <li class="md-nav__item"> <a href="../../../examples/tools/eval_query_engine_tool/" class="md-nav__link"> Evaluation Query Engine Tool </a> </li> </ul> </nav> </li> <li class="md-nav__item md-nav__item--nested"> <input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_4_36" > <label class="md-nav__link" for="__nav_4_36" id="__nav_4_36_label" tabindex="0"> Transforms </label> <nav class="md-nav" data-md-level="2" aria-labelledby="__nav_4_36_label" aria-expanded="false"> <label class="md-nav__title" for="__nav_4_36"> Transforms </label> <ul class="md-nav__list" data-md-scrollfix> <li class="md-nav__item"> <a href="../../../examples/transforms/TransformsEval/" class="md-nav__link"> Transforms Evaluation </a> </li> </ul> </nav> </li> <li class="md-nav__item md-nav__item--nested"> <input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_4_37" > <label class="md-nav__link" for="__nav_4_37" id="__nav_4_37_label" tabindex="0"> Use Cases </label> <nav class="md-nav" data-md-level="2" aria-labelledby="__nav_4_37_label" aria-expanded="false"> <label class="md-nav__title" for="__nav_4_37"> Use Cases </label> <ul class="md-nav__list" data-md-scrollfix> <li class="md-nav__item"> <a href="../../../examples/usecases/10k_sub_question/" class="md-nav__link"> 10K Analysis </a> </li> <li class="md-nav__item"> <a href="../../../examples/usecases/10q_sub_question/" class="md-nav__link"> 10Q Analysis </a> </li> <li class="md-nav__item"> <a href="../../../examples/usecases/email_data_extraction/" class="md-nav__link"> Email Data Extraction </a> </li> <li class="md-nav__item"> <a href="../../../examples/usecases/github_issue_analysis/" class="md-nav__link"> Github Issue Analysis </a> </li> </ul> </nav> </li> <li class="md-nav__item md-nav__item--nested"> <input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_4_38" > <label class="md-nav__link" for="__nav_4_38" id="__nav_4_38_label" tabindex="0"> Vector Stores </label> <nav class="md-nav" data-md-level="2" aria-labelledby="__nav_4_38_label" aria-expanded="false"> <label class="md-nav__title" for="__nav_4_38"> Vector Stores </label> <ul class="md-nav__list" data-md-scrollfix> <li class="md-nav__item"> <a href="../../../examples/vector_stores/AWSDocDBDemo/" class="md-nav__link"> AWSDocDBDemo </a> </li> <li class="md-nav__item"> <a href="../../../examples/vector_stores/AlibabaCloudOpenSearchIndexDemo/" class="md-nav__link"> Alibaba Cloud OpenSearch Vector Store </a> </li> <li class="md-nav__item"> <a href="../../../examples/vector_stores/AmazonNeptuneVectorDemo/" class="md-nav__link"> Amazon Neptune - Neptune Analytics vector store </a> </li> <li class="md-nav__item"> <a href="../../../examples/vector_stores/AnalyticDBDemo/" class="md-nav__link"> AnalyticDB </a> </li> <li class="md-nav__item"> <a href="../../../examples/vector_stores/AstraDBIndexDemo/" class="md-nav__link"> Astra DB </a> </li> <li class="md-nav__item"> <a href="../../../examples/vector_stores/AsyncIndexCreationDemo/" class="md-nav__link"> Simple Vector Store - Async Index Creation </a> </li> <li class="md-nav__item"> <a href="../../../examples/vector_stores/AwadbDemo/" class="md-nav__link"> Awadb Vector Store </a> </li> <li class="md-nav__item"> <a href="../../../examples/vector_stores/AzureAISearchIndexDemo/" class="md-nav__link"> Azure AI Search </a> </li> <li class="md-nav__item"> <a href="../../../examples/vector_stores/AzureCosmosDBMongoDBvCoreDemo/" class="md-nav__link"> Azure CosmosDB MongoDB Vector Store </a> </li> <li class="md-nav__item"> <a href="../../../examples/vector_stores/AzureCosmosDBNoSqlDemo/" class="md-nav__link"> Azure Cosmos DB No SQL Vector Store </a> </li> <li class="md-nav__item"> <a href="../../../examples/vector_stores/BagelAutoRetriever/" class="md-nav__link"> Bagel Vector Store </a> </li> <li class="md-nav__item"> <a href="../../../examples/vector_stores/BagelIndexDemo/" class="md-nav__link"> Bagel Network </a> </li> <li class="md-nav__item"> <a href="../../../examples/vector_stores/BaiduVectorDBIndexDemo/" class="md-nav__link"> Baidu VectorDB </a> </li> <li class="md-nav__item"> <a href="../../../examples/vector_stores/CassandraIndexDemo/" class="md-nav__link"> Cassandra Vector Store </a> </li> <li class="md-nav__item"> <a href="../../../examples/vector_stores/ChromaFireworksNomic/" class="md-nav__link"> Chroma + Fireworks + Nomic with Matryoshka embedding </a> </li> <li class="md-nav__item"> <a href="../../../examples/vector_stores/ChromaIndexDemo/" class="md-nav__link"> Chroma </a> </li> <li class="md-nav__item"> <a href="../../../examples/vector_stores/ClickHouseIndexDemo/" class="md-nav__link"> ClickHouse Vector Store </a> </li> <li class="md-nav__item"> <a href="../../../examples/vector_stores/CouchbaseVectorStoreDemo/" class="md-nav__link"> CouchbaseVectorStoreDemo </a> </li> <li class="md-nav__item"> <a href="../../../examples/vector_stores/DashvectorIndexDemo/" class="md-nav__link"> DashVector Vector Store </a> </li> <li class="md-nav__item"> <a href="../../../examples/vector_stores/DatabricksVectorSearchDemo/" class="md-nav__link"> Databricks Vector Search </a> </li> <li class="md-nav__item"> <a href="../../../examples/vector_stores/DeepLakeIndexDemo/" class="md-nav__link"> Deep Lake Vector Store Quickstart </a> </li> <li class="md-nav__item"> <a href="../../../examples/vector_stores/DocArrayHnswIndexDemo/" class="md-nav__link"> DocArray Hnsw Vector Store </a> </li> <li class="md-nav__item"> <a href="../../../examples/vector_stores/DocArrayInMemoryIndexDemo/" class="md-nav__link"> DocArray InMemory Vector Store </a> </li> <li class="md-nav__item"> <a href="../../../examples/vector_stores/DuckDBDemo/" class="md-nav__link"> DuckDB </a> </li> <li class="md-nav__item"> <a href="../../../examples/vector_stores/ElasticsearchIndexDemo/" class="md-nav__link"> Elasticsearch Vector Store </a> </li> <li class="md-nav__item"> <a href="../../../examples/vector_stores/Elasticsearch_demo/" class="md-nav__link"> Elasticsearch </a> </li> <li class="md-nav__item"> <a href="../../../examples/vector_stores/EpsillaIndexDemo/" class="md-nav__link"> Epsilla Vector Store </a> </li> <li class="md-nav__item"> <a href="../../../examples/vector_stores/FaissIndexDemo/" class="md-nav__link"> Faiss Vector Store </a> </li> <li class="md-nav__item"> <a href="../../../examples/vector_stores/FirestoreVectorStore/" class="md-nav__link"> Firestore Vector Store </a> </li> <li class="md-nav__item"> <a href="../../../examples/vector_stores/HnswlibIndexDemo/" class="md-nav__link"> Hnswlib </a> </li> <li class="md-nav__item"> <a href="../../../examples/vector_stores/HologresDemo/" class="md-nav__link"> Hologres </a> </li> <li class="md-nav__item"> <a href="../../../examples/vector_stores/JaguarIndexDemo/" class="md-nav__link"> Jaguar Vector Store </a> </li> <li class="md-nav__item"> <a href="../../../examples/vector_stores/KDBAI_Advanced_RAG_Demo/" class="md-nav__link"> Advanced RAG with temporal filters using LlamaIndex and KDB.AI vector store </a> </li> <li class="md-nav__item"> <a href="../../../examples/vector_stores/LanceDBIndexDemo/" class="md-nav__link"> LanceDB Vector Store </a> </li> <li class="md-nav__item"> <a href="../../../examples/vector_stores/LanternAutoRetriever/" class="md-nav__link"> Lantern Vector Store (auto-retriever) </a> </li> <li class="md-nav__item"> <a href="../../../examples/vector_stores/LanternIndexDemo/" class="md-nav__link"> Lantern Vector Store </a> </li> <li class="md-nav__item"> <a href="../../../examples/vector_stores/LindormDemo/" class="md-nav__link"> Lindorm </a> </li> <li class="md-nav__item"> <a href="../../../examples/vector_stores/MetalIndexDemo/" class="md-nav__link"> Metal Vector Store </a> </li> <li class="md-nav__item"> <a href="../../../examples/vector_stores/MilvusHybridIndexDemo/" class="md-nav__link"> Milvus Vector Store With Hybrid Retrieval </a> </li> <li class="md-nav__item"> <a href="../../../examples/vector_stores/MilvusIndexDemo/" class="md-nav__link"> Milvus Vector Store </a> </li> <li class="md-nav__item"> <a href="../../../examples/vector_stores/MilvusOperatorFunctionDemo/" class="md-nav__link"> MilvusOperatorFunctionDemo </a> </li> <li class="md-nav__item"> <a href="../../../examples/vector_stores/MongoDBAtlasVectorSearch/" class="md-nav__link"> MongoDB Atlas Vector Store </a> </li> <li class="md-nav__item"> <a href="../../../examples/vector_stores/MongoDBAtlasVectorSearchRAGFireworks/" class="md-nav__link"> MongoDB Atlas + Fireworks AI RAG Example </a> </li> <li class="md-nav__item"> <a href="../../../examples/vector_stores/MongoDBAtlasVectorSearchRAGOpenAI/" class="md-nav__link"> MongoDB Atlas + OpenAI RAG Example </a> </li> <li class="md-nav__item"> <a href="../../../examples/vector_stores/MyScaleIndexDemo/" class="md-nav__link"> MyScale Vector Store </a> </li> <li class="md-nav__item"> <a href="../../../examples/vector_stores/Neo4jVectorDemo/" class="md-nav__link"> Neo4j vector store </a> </li> <li class="md-nav__item"> <a href="../../../examples/vector_stores/NileVectorStore/" class="md-nav__link"> Nile Vector Store (Multi-tenant PostgreSQL) </a> </li> <li class="md-nav__item"> <a href="../../../examples/vector_stores/ObjectBoxIndexDemo/" class="md-nav__link"> ObjectBox VectorStore Demo </a> </li> <li class="md-nav__item"> <a href="../../../examples/vector_stores/OceanBaseVectorStore/" class="md-nav__link"> OceanBase Vector Store </a> </li> <li class="md-nav__item"> <a href="../../../examples/vector_stores/OpensearchDemo/" class="md-nav__link"> Opensearch Vector Store </a> </li> <li class="md-nav__item"> <a href="../../../examples/vector_stores/PGVectoRsDemo/" class="md-nav__link"> pgvecto.rs </a> </li> <li class="md-nav__item"> <a href="../../../examples/vector_stores/PineconeIndexDemo-Hybrid/" class="md-nav__link"> Pinecone Vector Store - Hybrid Search </a> </li> <li class="md-nav__item"> <a href="../../../examples/vector_stores/PineconeIndexDemo/" class="md-nav__link"> Pinecone Vector Store </a> </li> <li class="md-nav__item"> <a href="../../../examples/vector_stores/QdrantIndexDemo/" class="md-nav__link"> Qdrant Vector Store </a> </li> <li class="md-nav__item"> <a href="../../../examples/vector_stores/Qdrant_metadata_filter/" class="md-nav__link"> Qdrant Vector Store - Metadata Filter </a> </li> <li class="md-nav__item"> <a href="../../../examples/vector_stores/Qdrant_using_qdrant_filters/" class="md-nav__link"> Qdrant Vector Store - Default Qdrant Filters </a> </li> <li class="md-nav__item"> <a href="../../../examples/vector_stores/RedisIndexDemo/" class="md-nav__link"> Redis Vector Store </a> </li> <li class="md-nav__item"> <a href="../../../examples/vector_stores/RelytDemo/" class="md-nav__link"> Relyt </a> </li> <li class="md-nav__item"> <a href="../../../examples/vector_stores/RocksetIndexDemo/" class="md-nav__link"> Rockset Vector Store </a> </li> <li class="md-nav__item"> <a href="../../../examples/vector_stores/SimpleIndexDemo/" class="md-nav__link"> Simple Vector Store </a> </li> <li class="md-nav__item"> <a href="../../../examples/vector_stores/SimpleIndexDemoLlama-Local/" class="md-nav__link"> Local Llama2 + VectorStoreIndex </a> </li> <li class="md-nav__item"> <a href="../../../examples/vector_stores/SimpleIndexDemoLlama2/" class="md-nav__link"> Llama2 + VectorStoreIndex </a> </li> <li class="md-nav__item"> <a href="../../../examples/vector_stores/SimpleIndexDemoMMR/" class="md-nav__link"> Simple Vector Stores - Maximum Marginal Relevance Retrieval </a> </li> <li class="md-nav__item"> <a href="../../../examples/vector_stores/SimpleIndexOnS3/" class="md-nav__link"> S3/R2 Storage </a> </li> <li class="md-nav__item"> <a href="../../../examples/vector_stores/SupabaseVectorIndexDemo/" class="md-nav__link"> Supabase Vector Store </a> </li> <li class="md-nav__item"> <a href="../../../examples/vector_stores/TablestoreDemo/" class="md-nav__link"> TablestoreVectorStore </a> </li> <li class="md-nav__item"> <a href="../../../examples/vector_stores/TairIndexDemo/" class="md-nav__link"> Tair Vector Store </a> </li> <li class="md-nav__item"> <a href="../../../examples/vector_stores/TencentVectorDBIndexDemo/" class="md-nav__link"> Tencent Cloud VectorDB </a> </li> <li class="md-nav__item"> <a href="../../../examples/vector_stores/TiDBVector/" class="md-nav__link"> TiDB Vector Store </a> </li> <li class="md-nav__item"> <a href="../../../examples/vector_stores/Timescalevector/" class="md-nav__link"> Timescale Vector Store (PostgreSQL) </a> </li> <li class="md-nav__item"> <a href="../../../examples/vector_stores/TxtaiIndexDemo/" class="md-nav__link"> txtai Vector Store </a> </li> <li class="md-nav__item"> <a href="../../../examples/vector_stores/TypesenseDemo/" class="md-nav__link"> Typesense Vector Store </a> </li> <li class="md-nav__item"> <a href="../../../examples/vector_stores/UpstashVectorDemo/" class="md-nav__link"> Upstash Vector Store </a> </li> <li class="md-nav__item"> <a href="../../../examples/vector_stores/VearchDemo/" class="md-nav__link"> VearchDemo </a> </li> <li class="md-nav__item"> <a href="../../../examples/vector_stores/VertexAIVectorSearchDemo/" class="md-nav__link"> Google Vertex AI Vector Search </a> </li> <li class="md-nav__item"> <a href="../../../examples/vector_stores/VespaIndexDemo/" class="md-nav__link"> Vespa Vector Store demo </a> </li> <li class="md-nav__item"> <a href="../../../examples/vector_stores/WeaviateIndexDemo-Hybrid/" class="md-nav__link"> Weaviate Vector Store - Hybrid Search </a> </li> <li class="md-nav__item"> <a href="../../../examples/vector_stores/WeaviateIndexDemo/" class="md-nav__link"> Weaviate Vector Store </a> </li> <li class="md-nav__item"> <a href="../../../examples/vector_stores/WeaviateIndex_auto_retriever/" class="md-nav__link"> Auto-Retrieval from a Weaviate Vector Database </a> </li> <li class="md-nav__item"> <a href="../../../examples/vector_stores/WeaviateIndex_metadata_filter/" class="md-nav__link"> Weaviate Vector Store Metadata Filter </a> </li> <li class="md-nav__item"> <a href="../../../examples/vector_stores/WordLiftDemo/" class="md-nav__link"> WordLift Vector Store </a> </li> <li class="md-nav__item"> <a href="../../../examples/vector_stores/ZepIndexDemo/" class="md-nav__link"> Zep Vector Store </a> </li> <li class="md-nav__item"> <a href="../../../examples/vector_stores/chroma_auto_retriever/" class="md-nav__link"> Auto-Retrieval from a Vector Database </a> </li> <li class="md-nav__item"> <a href="../../../examples/vector_stores/chroma_metadata_filter/" class="md-nav__link"> Chroma Vector Store </a> </li> <li class="md-nav__item"> <a href="../../../examples/vector_stores/elasticsearch_auto_retriever/" class="md-nav__link"> Auto-Retrieval from a Vector Database </a> </li> <li class="md-nav__item"> <a href="../../../examples/vector_stores/existing_data/pinecone_existing_data/" class="md-nav__link"> Guide: Using Vector Store Index with Existing Pinecone Vector Store </a> </li> <li class="md-nav__item"> <a href="../../../examples/vector_stores/existing_data/weaviate_existing_data/" class="md-nav__link"> Guide: Using Vector Store Index with Existing Weaviate Vector Store </a> </li> <li class="md-nav__item"> <a href="../../../examples/vector_stores/neo4j_metadata_filter/" class="md-nav__link"> Neo4j Vector Store - Metadata Filter </a> </li> <li class="md-nav__item"> <a href="../../../examples/vector_stores/orallamavs/" class="md-nav__link"> Oracle AI Vector Search: Vector Store </a> </li> <li class="md-nav__item"> <a href="../../../examples/vector_stores/pinecone_auto_retriever/" class="md-nav__link"> A Simple to Advanced Guide with Auto-Retrieval (with Pinecone + Arize Phoenix) </a> </li> <li class="md-nav__item"> <a href="../../../examples/vector_stores/pinecone_metadata_filter/" class="md-nav__link"> Pinecone Vector Store - Metadata Filter </a> </li> <li class="md-nav__item"> <a href="../../../examples/vector_stores/postgres/" class="md-nav__link"> Postgres Vector Store </a> </li> <li class="md-nav__item"> <a href="../../../examples/vector_stores/qdrant_bm42/" class="md-nav__link"> Hybrid Search with Qdrant BM42 </a> </li> <li class="md-nav__item"> <a href="../../../examples/vector_stores/qdrant_hybrid/" class="md-nav__link"> Qdrant Hybrid Search </a> </li> </ul> </nav> </li> <li class="md-nav__item md-nav__item--nested"> <input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_4_39" > <label class="md-nav__link" for="__nav_4_39" id="__nav_4_39_label" tabindex="0"> Workflow </label> <nav class="md-nav" data-md-level="2" aria-labelledby="__nav_4_39_label" aria-expanded="false"> <label class="md-nav__title" for="__nav_4_39"> Workflow </label> <ul class="md-nav__list" data-md-scrollfix> <li class="md-nav__item"> <a href="../../../examples/workflow/JSONalyze_query_engine/" class="md-nav__link"> JSONalyze Query Engine </a> </li> <li class="md-nav__item"> <a href="../../../examples/workflow/advanced_text_to_sql/" class="md-nav__link"> Workflows for Advanced Text-to-SQL </a> </li> <li class="md-nav__item"> <a href="../../../examples/workflow/auto_retrieval.ipynb" class="md-nav__link"> None </a> </li> <li class="md-nav__item"> <a href="../../../examples/workflow/checkpointing_workflows/" class="md-nav__link"> Checkpointing Workflow Runs </a> </li> <li class="md-nav__item"> <a href="../../../examples/workflow/citation_query_engine/" class="md-nav__link"> Build RAG with in-line citations </a> </li> <li class="md-nav__item"> <a href="../../../examples/workflow/corrective_rag_pack/" class="md-nav__link"> Corrective RAG Workflow </a> </li> <li class="md-nav__item"> <a href="../../../examples/workflow/function_calling_agent/" class="md-nav__link"> Workflow for a Function Calling Agent </a> </li> <li class="md-nav__item"> <a href="../../../examples/workflow/human_in_the_loop_story_crafting/" class="md-nav__link"> Choose Your Own Adventure Workflow (Human In The Loop) </a> </li> <li class="md-nav__item"> <a href="../../../examples/workflow/long_rag_pack/" class="md-nav__link"> LongRAG Workflow </a> </li> <li class="md-nav__item"> <a href="../../../examples/workflow/multi_step_query_engine/" class="md-nav__link"> MultiStep Query Engine </a> </li> <li class="md-nav__item"> <a href="../../../examples/workflow/multi_strategy_workflow/" class="md-nav__link"> Multi-strategy workflow with reflection </a> </li> <li class="md-nav__item"> <a href="../../../examples/workflow/parallel_execution/" class="md-nav__link"> Parallel Execution of Same Event Example </a> </li> <li class="md-nav__item"> <a href="../../../examples/workflow/planning_workflow/" class="md-nav__link"> Query Planning Workflow </a> </li> <li class="md-nav__item"> <a href="../../../examples/workflow/rag/" class="md-nav__link"> RAG Workflow with Reranking </a> </li> <li class="md-nav__item"> <a href="../../../examples/workflow/react_agent/" class="md-nav__link"> Workflow for a ReAct Agent </a> </li> <li class="md-nav__item"> <a href="../../../examples/workflow/reflection/" class="md-nav__link"> Reflection Workflow for Structured Outputs </a> </li> <li class="md-nav__item"> <a href="../../../examples/workflow/router_query_engine/" class="md-nav__link"> Router Query Engine </a> </li> <li class="md-nav__item"> <a href="../../../examples/workflow/self_discover_workflow/" class="md-nav__link"> Self-Discover Workflow </a> </li> <li class="md-nav__item"> <a href="../../../examples/workflow/sub_question_query_engine/" class="md-nav__link"> Sub Question Query Engine as a workflow </a> </li> <li class="md-nav__item"> <a href="../../../examples/workflow/workflows_cookbook/" class="md-nav__link"> Workflows cookbook: walking through all features of Workflows </a> </li> </ul> </nav> </li> </ul> </nav> </li> <li class="md-nav__item md-nav__item--nested"> <input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_5" > <div class="md-nav__link md-nav__container"> <a href="../../../module_guides/" class="md-nav__link "> Component Guides </a> <label class="md-nav__link " for="__nav_5" id="__nav_5_label" tabindex="0"> </label> </div> <nav class="md-nav" data-md-level="1" aria-labelledby="__nav_5_label" aria-expanded="false"> <label class="md-nav__title" for="__nav_5"> Component Guides </label> <ul class="md-nav__list" data-md-scrollfix> <li class="md-nav__item md-nav__item--nested"> <input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_5_2" > <div class="md-nav__link md-nav__container"> <a href="../../../module_guides/models/" class="md-nav__link "> Models </a> <label class="md-nav__link " for="__nav_5_2" id="__nav_5_2_label" tabindex="0"> </label> </div> <nav class="md-nav" data-md-level="2" aria-labelledby="__nav_5_2_label" aria-expanded="false"> <label class="md-nav__title" for="__nav_5_2"> Models </label> <ul class="md-nav__list" data-md-scrollfix> <li class="md-nav__item md-nav__item--nested"> <input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_5_2_2" > <label class="md-nav__link" for="__nav_5_2_2" id="__nav_5_2_2_label" tabindex="0"> LLMs </label> <nav class="md-nav" data-md-level="3" aria-labelledby="__nav_5_2_2_label" aria-expanded="false"> <label class="md-nav__title" for="__nav_5_2_2"> LLMs </label> <ul class="md-nav__list" data-md-scrollfix> <li class="md-nav__item"> <a href="../../../module_guides/models/llms/" class="md-nav__link"> Using LLMs </a> </li> <li class="md-nav__item"> <a href="../../../module_guides/models/llms/usage_standalone/" class="md-nav__link"> Standalone Usage </a> </li> <li class="md-nav__item"> <a href="../../../module_guides/models/llms/usage_custom/" class="md-nav__link"> Customizing LLMs </a> </li> <li class="md-nav__item"> <a href="../../../module_guides/models/llms/modules/" class="md-nav__link"> Available LLM Integrations </a> </li> </ul> </nav> </li> <li class="md-nav__item"> <a href="../../../module_guides/models/embeddings/" class="md-nav__link"> Embeddings </a> </li> <li class="md-nav__item"> <a href="../../../module_guides/models/multi_modal/" class="md-nav__link"> Multi Modal </a> </li> </ul> </nav> </li> <li class="md-nav__item md-nav__item--nested"> <input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_5_3" > <div class="md-nav__link md-nav__container"> <a href="../../../module_guides/models/prompts/" class="md-nav__link "> Prompts </a> <label class="md-nav__link " for="__nav_5_3" id="__nav_5_3_label" tabindex="0"> </label> </div> <nav class="md-nav" data-md-level="2" aria-labelledby="__nav_5_3_label" aria-expanded="false"> <label class="md-nav__title" for="__nav_5_3"> Prompts </label> <ul class="md-nav__list" data-md-scrollfix> <li class="md-nav__item"> <a href="../../../module_guides/models/prompts/usage_pattern/" class="md-nav__link"> Usage pattern </a> </li> </ul> </nav> </li> <li class="md-nav__item md-nav__item--nested"> <input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_5_4" > <div class="md-nav__link md-nav__container"> <a href="../../../module_guides/loading/" class="md-nav__link "> Loading </a> <label class="md-nav__link " for="__nav_5_4" id="__nav_5_4_label" tabindex="0"> </label> </div> <nav class="md-nav" data-md-level="2" aria-labelledby="__nav_5_4_label" aria-expanded="false"> <label class="md-nav__title" for="__nav_5_4"> Loading </label> <ul class="md-nav__list" data-md-scrollfix> <li class="md-nav__item md-nav__item--nested"> <input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_5_4_2" > <div class="md-nav__link md-nav__container"> <a href="../../../module_guides/loading/documents_and_nodes/" class="md-nav__link "> Documents and Nodes </a> <label class="md-nav__link " for="__nav_5_4_2" id="__nav_5_4_2_label" tabindex="0"> </label> </div> <nav class="md-nav" data-md-level="3" aria-labelledby="__nav_5_4_2_label" aria-expanded="false"> <label class="md-nav__title" for="__nav_5_4_2"> Documents and Nodes </label> <ul class="md-nav__list" data-md-scrollfix> <li class="md-nav__item"> <a href="../../../module_guides/loading/documents_and_nodes/usage_documents/" class="md-nav__link"> Using Documents </a> </li> <li class="md-nav__item"> <a href="../../../module_guides/loading/documents_and_nodes/usage_nodes/" class="md-nav__link"> Using Nodes </a> </li> <li class="md-nav__item"> <a href="../../../module_guides/loading/documents_and_nodes/usage_metadata_extractor/" class="md-nav__link"> Metadata Extraction </a> </li> </ul> </nav> </li> <li class="md-nav__item"> <a href="../../../module_guides/loading/simpledirectoryreader/" class="md-nav__link"> SimpleDirectoryReader </a> </li> <li class="md-nav__item md-nav__item--nested"> <input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_5_4_4" > <div class="md-nav__link md-nav__container"> <a href="../../../module_guides/loading/connector/" class="md-nav__link "> Data Connectors </a> <label class="md-nav__link " for="__nav_5_4_4" id="__nav_5_4_4_label" tabindex="0"> </label> </div> <nav class="md-nav" data-md-level="3" aria-labelledby="__nav_5_4_4_label" aria-expanded="false"> <label class="md-nav__title" for="__nav_5_4_4"> Data Connectors </label> <ul class="md-nav__list" data-md-scrollfix> <li class="md-nav__item"> <a href="../../../module_guides/loading/connector/usage_pattern/" class="md-nav__link"> Usage Pattern </a> </li> <li class="md-nav__item"> <a href="../../../module_guides/loading/connector/llama_parse/" class="md-nav__link"> LlamaParse </a> </li> <li class="md-nav__item"> <a href="../../../module_guides/loading/connector/modules/" class="md-nav__link"> Module Guides </a> </li> </ul> </nav> </li> <li class="md-nav__item md-nav__item--nested"> <input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_5_4_5" > <div class="md-nav__link md-nav__container"> <a href="../../../module_guides/loading/node_parsers/" class="md-nav__link "> Node Parsers / Text Splitters </a> <label class="md-nav__link " for="__nav_5_4_5" id="__nav_5_4_5_label" tabindex="0"> </label> </div> <nav class="md-nav" data-md-level="3" aria-labelledby="__nav_5_4_5_label" aria-expanded="false"> <label class="md-nav__title" for="__nav_5_4_5"> Node Parsers / Text Splitters </label> <ul class="md-nav__list" data-md-scrollfix> <li class="md-nav__item"> <a href="../../../module_guides/loading/node_parsers/modules/" class="md-nav__link"> Node Parser Modules </a> </li> </ul> </nav> </li> <li class="md-nav__item md-nav__item--nested"> <input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_5_4_6" > <div class="md-nav__link md-nav__container"> <a href="../../../module_guides/loading/ingestion_pipeline/" class="md-nav__link "> Ingestion Pipeline </a> <label class="md-nav__link " for="__nav_5_4_6" id="__nav_5_4_6_label" tabindex="0"> </label> </div> <nav class="md-nav" data-md-level="3" aria-labelledby="__nav_5_4_6_label" aria-expanded="false"> <label class="md-nav__title" for="__nav_5_4_6"> Ingestion Pipeline </label> <ul class="md-nav__list" data-md-scrollfix> <li class="md-nav__item"> <a href="../../../module_guides/loading/ingestion_pipeline/transformations/" class="md-nav__link"> Transformations </a> </li> </ul> </nav> </li> </ul> </nav> </li> <li class="md-nav__item md-nav__item--nested"> <input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_5_5" > <div class="md-nav__link md-nav__container"> <a href="../../../module_guides/indexing/" class="md-nav__link "> Indexing </a> <label class="md-nav__link " for="__nav_5_5" id="__nav_5_5_label" tabindex="0"> </label> </div> <nav class="md-nav" data-md-level="2" aria-labelledby="__nav_5_5_label" aria-expanded="false"> <label class="md-nav__title" for="__nav_5_5"> Indexing </label> <ul class="md-nav__list" data-md-scrollfix> <li class="md-nav__item"> <a href="../../../module_guides/indexing/index_guide/" class="md-nav__link"> Index Guide </a> </li> <li class="md-nav__item"> <a href="../../../module_guides/indexing/vector_store_index/" class="md-nav__link"> Vector Store Index </a> </li> <li class="md-nav__item"> <a href="../../../module_guides/indexing/lpg_index_guide/" class="md-nav__link"> Property Graph Index </a> </li> <li class="md-nav__item"> <a href="../../../module_guides/indexing/document_management/" class="md-nav__link"> Document Management </a> </li> <li class="md-nav__item"> <a href="../../../module_guides/indexing/llama_cloud_index/" class="md-nav__link"> LlamaCloud </a> </li> <li class="md-nav__item"> <a href="../../../module_guides/indexing/metadata_extraction/" class="md-nav__link"> Metadata Extraction </a> </li> <li class="md-nav__item"> <a href="../../../module_guides/indexing/modules/" class="md-nav__link"> Modules </a> </li> </ul> </nav> </li> <li class="md-nav__item md-nav__item--nested"> <input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_5_6" > <div class="md-nav__link md-nav__container"> <a href="../../../module_guides/storing/" class="md-nav__link "> Storing </a> <label class="md-nav__link " for="__nav_5_6" id="__nav_5_6_label" tabindex="0"> </label> </div> <nav class="md-nav" data-md-level="2" aria-labelledby="__nav_5_6_label" aria-expanded="false"> <label class="md-nav__title" for="__nav_5_6"> Storing </label> <ul class="md-nav__list" data-md-scrollfix> <li class="md-nav__item"> <a href="../../../module_guides/storing/vector_stores/" class="md-nav__link"> Vector Stores </a> </li> <li class="md-nav__item"> <a href="../../../module_guides/storing/docstores/" class="md-nav__link"> Document Stores </a> </li> <li class="md-nav__item"> <a href="../../../module_guides/storing/index_stores/" class="md-nav__link"> Index Stores </a> </li> <li class="md-nav__item"> <a href="../../../module_guides/storing/chat_stores/" class="md-nav__link"> Chat Stores </a> </li> <li class="md-nav__item"> <a href="../../../module_guides/storing/kv_stores/" class="md-nav__link"> Key-Value Stores </a> </li> <li class="md-nav__item"> <a href="../../../module_guides/storing/save_load/" class="md-nav__link"> Persisting & Loading Data </a> </li> <li class="md-nav__item"> <a href="../../../module_guides/storing/customization/" class="md-nav__link"> Customizing Storage </a> </li> </ul> </nav> </li> <li class="md-nav__item md-nav__item--nested"> <input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_5_7" > <div class="md-nav__link md-nav__container"> <a href="../../../module_guides/querying/" class="md-nav__link "> Querying </a> <label class="md-nav__link " for="__nav_5_7" id="__nav_5_7_label" tabindex="0"> </label> </div> <nav class="md-nav" data-md-level="2" aria-labelledby="__nav_5_7_label" aria-expanded="false"> <label class="md-nav__title" for="__nav_5_7"> Querying </label> <ul class="md-nav__list" data-md-scrollfix> <li class="md-nav__item md-nav__item--nested"> <input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_5_7_2" > <div class="md-nav__link md-nav__container"> <a href="../../../module_guides/deploying/query_engine/" class="md-nav__link "> Query Engines </a> <label class="md-nav__link " for="__nav_5_7_2" id="__nav_5_7_2_label" tabindex="0"> </label> </div> <nav class="md-nav" data-md-level="3" aria-labelledby="__nav_5_7_2_label" aria-expanded="false"> <label class="md-nav__title" for="__nav_5_7_2"> Query Engines </label> <ul class="md-nav__list" data-md-scrollfix> <li class="md-nav__item"> <a href="../../../module_guides/deploying/query_engine/usage_pattern/" class="md-nav__link"> Usage Pattern </a> </li> <li class="md-nav__item"> <a href="../../../module_guides/deploying/query_engine/response_modes/" class="md-nav__link"> Response Modes </a> </li> <li class="md-nav__item"> <a href="../../../module_guides/deploying/query_engine/streaming/" class="md-nav__link"> Streaming </a> </li> <li class="md-nav__item"> <a href="../../../module_guides/deploying/query_engine/modules/" class="md-nav__link"> Module Guides </a> </li> <li class="md-nav__item"> <a href="../../../module_guides/deploying/query_engine/supporting_modules/" class="md-nav__link"> Supporting Modules </a> </li> </ul> </nav> </li> <li class="md-nav__item md-nav__item--nested"> <input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_5_7_3" > <div class="md-nav__link md-nav__container"> <a href="../../../module_guides/deploying/chat_engines/" class="md-nav__link "> Chat Engines </a> <label class="md-nav__link " for="__nav_5_7_3" id="__nav_5_7_3_label" tabindex="0"> </label> </div> <nav class="md-nav" data-md-level="3" aria-labelledby="__nav_5_7_3_label" aria-expanded="false"> <label class="md-nav__title" for="__nav_5_7_3"> Chat Engines </label> <ul class="md-nav__list" data-md-scrollfix> <li class="md-nav__item"> <a href="../../../module_guides/deploying/chat_engines/usage_pattern/" class="md-nav__link"> Usage Pattern </a> </li> <li class="md-nav__item"> <a href="../../../module_guides/deploying/chat_engines/modules/" class="md-nav__link"> Module Guides </a> </li> </ul> </nav> </li> <li class="md-nav__item md-nav__item--nested"> <input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_5_7_4" > <div class="md-nav__link md-nav__container"> <a href="../../../module_guides/querying/retriever/" class="md-nav__link "> Retrieval </a> <label class="md-nav__link " for="__nav_5_7_4" id="__nav_5_7_4_label" tabindex="0"> </label> </div> <nav class="md-nav" data-md-level="3" aria-labelledby="__nav_5_7_4_label" aria-expanded="false"> <label class="md-nav__title" for="__nav_5_7_4"> Retrieval </label> <ul class="md-nav__list" data-md-scrollfix> <li class="md-nav__item"> <a href="../../../module_guides/querying/retriever/retrievers/" class="md-nav__link"> Retriever Modules </a> </li> <li class="md-nav__item"> <a href="../../../module_guides/querying/retriever/retriever_modes/" class="md-nav__link"> Retriever Modes </a> </li> </ul> </nav> </li> <li class="md-nav__item md-nav__item--nested"> <input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_5_7_5" > <div class="md-nav__link md-nav__container"> <a href="../../../module_guides/querying/node_postprocessors/" class="md-nav__link "> Node Postprocessors </a> <label class="md-nav__link " for="__nav_5_7_5" id="__nav_5_7_5_label" tabindex="0"> </label> </div> <nav class="md-nav" data-md-level="3" aria-labelledby="__nav_5_7_5_label" aria-expanded="false"> <label class="md-nav__title" for="__nav_5_7_5"> Node Postprocessors </label> <ul class="md-nav__list" data-md-scrollfix> <li class="md-nav__item"> <a href="../../../module_guides/querying/node_postprocessors/node_postprocessors/" class="md-nav__link"> Node Postprocessor Modules </a> </li> </ul> </nav> </li> <li class="md-nav__item md-nav__item--nested"> <input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_5_7_6" > <div class="md-nav__link md-nav__container"> <a href="../../../module_guides/querying/response_synthesizers/" class="md-nav__link "> Response Synthesis </a> <label class="md-nav__link " for="__nav_5_7_6" id="__nav_5_7_6_label" tabindex="0"> </label> </div> <nav class="md-nav" data-md-level="3" aria-labelledby="__nav_5_7_6_label" aria-expanded="false"> <label class="md-nav__title" for="__nav_5_7_6"> Response Synthesis </label> <ul class="md-nav__list" data-md-scrollfix> <li class="md-nav__item"> <a href="../../../module_guides/querying/response_synthesizers/response_synthesizers/" class="md-nav__link"> Response Synthesis Modules </a> </li> </ul> </nav> </li> <li class="md-nav__item"> <a href="../../../module_guides/querying/router/" class="md-nav__link"> Routing </a> </li> <li class="md-nav__item"> <a href="../../../module_guides/workflow/" class="md-nav__link"> Workflows </a> </li> <li class="md-nav__item md-nav__item--nested"> <input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_5_7_9" > <div class="md-nav__link md-nav__container"> <a href="../../../module_guides/querying/pipeline/" class="md-nav__link "> Query Pipelines (Deprecated) </a> <label class="md-nav__link " for="__nav_5_7_9" id="__nav_5_7_9_label" tabindex="0"> </label> </div> <nav class="md-nav" data-md-level="3" aria-labelledby="__nav_5_7_9_label" aria-expanded="false"> <label class="md-nav__title" for="__nav_5_7_9"> Query Pipelines (Deprecated) </label> <ul class="md-nav__list" data-md-scrollfix> <li class="md-nav__item"> <a href="../../../module_guides/querying/pipeline/usage_pattern/" class="md-nav__link"> Usage Pattern </a> </li> <li class="md-nav__item"> <a href="../../../module_guides/querying/pipeline/modules/" class="md-nav__link"> Module Guides </a> </li> <li class="md-nav__item"> <a href="../../../module_guides/querying/pipeline/module_usage/" class="md-nav__link"> Module Usage </a> </li> </ul> </nav> </li> <li class="md-nav__item md-nav__item--nested"> <input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_5_7_10" > <div class="md-nav__link md-nav__container"> <a href="../../../module_guides/querying/structured_outputs/" class="md-nav__link "> Structured Outputs </a> <label class="md-nav__link " for="__nav_5_7_10" id="__nav_5_7_10_label" tabindex="0"> </label> </div> <nav class="md-nav" data-md-level="3" aria-labelledby="__nav_5_7_10_label" aria-expanded="false"> <label class="md-nav__title" for="__nav_5_7_10"> Structured Outputs </label> <ul class="md-nav__list" data-md-scrollfix> <li class="md-nav__item"> <a href="../../../module_guides/querying/structured_outputs/output_parser/" class="md-nav__link"> Output Parsing Modules </a> </li> <li class="md-nav__item"> <a href="../../../module_guides/querying/structured_outputs/query_engine/" class="md-nav__link"> (Deprecated) Query Engines + Pydantic Outputs </a> </li> <li class="md-nav__item"> <a href="../../../module_guides/querying/structured_outputs/pydantic_program/" class="md-nav__link"> Pydantic Programs </a> </li> </ul> </nav> </li> </ul> </nav> </li> <li class="md-nav__item md-nav__item--nested"> <input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_5_8" > <div class="md-nav__link md-nav__container"> <a href="../../../module_guides/deploying/agents/" class="md-nav__link "> Agents </a> <label class="md-nav__link " for="__nav_5_8" id="__nav_5_8_label" tabindex="0"> </label> </div> <nav class="md-nav" data-md-level="2" aria-labelledby="__nav_5_8_label" aria-expanded="false"> <label class="md-nav__title" for="__nav_5_8"> Agents </label> <ul class="md-nav__list" data-md-scrollfix> <li class="md-nav__item"> <a href="../../../module_guides/deploying/agents/usage_pattern/" class="md-nav__link"> Usage Pattern </a> </li> <li class="md-nav__item"> <a href="../../../module_guides/deploying/agents/agent_runner/" class="md-nav__link"> Lower-Level Agent API </a> </li> <li class="md-nav__item"> <a href="../../../module_guides/deploying/agents/modules/" class="md-nav__link"> Module Guides </a> </li> <li class="md-nav__item"> <a href="../../../module_guides/deploying/agents/tools/" class="md-nav__link"> Tools </a> </li> </ul> </nav> </li> <li class="md-nav__item md-nav__item--nested"> <input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_5_9" > <div class="md-nav__link md-nav__container"> <a href="../../../module_guides/workflow/" class="md-nav__link "> Workflows </a> </div> <nav class="md-nav" data-md-level="2" aria-labelledby="__nav_5_9_label" aria-expanded="false"> <label class="md-nav__title" for="__nav_5_9"> Workflows </label> <ul class="md-nav__list" data-md-scrollfix> </ul> </nav> </li> <li class="md-nav__item md-nav__item--nested"> <input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_5_10" > <div class="md-nav__link md-nav__container"> <a href="../../../module_guides/evaluating/" class="md-nav__link "> Evaluation </a> <label class="md-nav__link " for="__nav_5_10" id="__nav_5_10_label" tabindex="0"> </label> </div> <nav class="md-nav" data-md-level="2" aria-labelledby="__nav_5_10_label" aria-expanded="false"> <label class="md-nav__title" for="__nav_5_10"> Evaluation </label> <ul class="md-nav__list" data-md-scrollfix> <li class="md-nav__item"> <a href="../../../module_guides/evaluating/usage_pattern/" class="md-nav__link"> Usage Pattern (Response Evaluation) </a> </li> <li class="md-nav__item"> <a href="../../../module_guides/evaluating/usage_pattern_retrieval/" class="md-nav__link"> Usage Pattern (Retrieval) </a> </li> <li class="md-nav__item"> <a href="../../../module_guides/evaluating/modules/" class="md-nav__link"> Modules </a> </li> <li class="md-nav__item md-nav__item--nested"> <input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_5_10_5" > <label class="md-nav__link" for="__nav_5_10_5" id="__nav_5_10_5_label" tabindex="0"> LlamaDatasets </label> <nav class="md-nav" data-md-level="3" aria-labelledby="__nav_5_10_5_label" aria-expanded="false"> <label class="md-nav__title" for="__nav_5_10_5"> LlamaDatasets </label> <ul class="md-nav__list" data-md-scrollfix> <li class="md-nav__item"> <a href="../../../module_guides/evaluating/contributing_llamadatasets/" class="md-nav__link"> Contributing A LabelledRagDataset </a> </li> <li class="md-nav__item"> <a href="../../../module_guides/evaluating/evaluating_with_llamadatasets/" class="md-nav__link"> Evaluating With LabelledRagDataset's </a> </li> <li class="md-nav__item"> <a href="../../../module_guides/evaluating/evaluating_evaluators_with_llamadatasets/" class="md-nav__link"> Evaluating Evaluators with LabelledEvaluatorDataset's </a> </li> </ul> </nav> </li> </ul> </nav> </li> <li class="md-nav__item md-nav__item--nested"> <input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_5_11" > <div class="md-nav__link md-nav__container"> <a href="../../../module_guides/observability/" class="md-nav__link "> Observability </a> <label class="md-nav__link " for="__nav_5_11" id="__nav_5_11_label" tabindex="0"> </label> </div> <nav class="md-nav" data-md-level="2" aria-labelledby="__nav_5_11_label" aria-expanded="false"> <label class="md-nav__title" for="__nav_5_11"> Observability </label> <ul class="md-nav__list" data-md-scrollfix> <li class="md-nav__item"> <a href="../../../module_guides/observability/instrumentation/" class="md-nav__link"> Instrumentation </a> </li> </ul> </nav> </li> <li class="md-nav__item"> <a href="../../../module_guides/supporting_modules/settings/" class="md-nav__link"> Settings </a> </li> <li class="md-nav__item md-nav__item--nested"> <input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_5_13" > <div class="md-nav__link md-nav__container"> <a href="../../../module_guides/llama_deploy/" class="md-nav__link "> Llama Deploy </a> <label class="md-nav__link " for="__nav_5_13" id="__nav_5_13_label" tabindex="0"> </label> </div> <nav class="md-nav" data-md-level="2" aria-labelledby="__nav_5_13_label" aria-expanded="false"> <label class="md-nav__title" for="__nav_5_13"> Llama Deploy </label> <ul class="md-nav__list" data-md-scrollfix> <li class="md-nav__item"> <a href="../../../module_guides/llama_deploy/10_getting_started/" class="md-nav__link"> Getting Started </a> </li> <li class="md-nav__item"> <a href="../../../module_guides/llama_deploy/20_core_components/" class="md-nav__link"> Core Components </a> </li> <li class="md-nav__item"> <a href="../../../module_guides/llama_deploy/30_manual_orchestration/" class="md-nav__link"> Manual orchestration </a> </li> <li class="md-nav__item"> <a href="../../../module_guides/llama_deploy/40_python_sdk/" class="md-nav__link"> Python SDK </a> </li> <li class="md-nav__item"> <a href="../../../module_guides/llama_deploy/50_llamactl/" class="md-nav__link"> CLI </a> </li> </ul> </nav> </li> </ul> </nav> </li> <li class="md-nav__item md-nav__item--nested"> <input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_6" > <label class="md-nav__link" for="__nav_6" id="__nav_6_label" tabindex="0"> Advanced Topics </label> <nav class="md-nav" data-md-level="1" aria-labelledby="__nav_6_label" aria-expanded="false"> <label class="md-nav__title" for="__nav_6"> Advanced Topics </label> <ul class="md-nav__list" data-md-scrollfix> <li class="md-nav__item"> <a href="../../../optimizing/production_rag/" class="md-nav__link"> Building Performant RAG Applications for Production </a> </li> <li class="md-nav__item"> <a href="../../../optimizing/basic_strategies/basic_strategies/" class="md-nav__link"> Basic Strategies </a> </li> <li class="md-nav__item"> <a href="../../../optimizing/agentic_strategies/agentic_strategies/" class="md-nav__link"> Agentic strategies </a> </li> <li class="md-nav__item md-nav__item--nested"> <input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_6_4" > <label class="md-nav__link" for="__nav_6_4" id="__nav_6_4_label" tabindex="0"> Retrieval </label> <nav class="md-nav" data-md-level="2" aria-labelledby="__nav_6_4_label" aria-expanded="false"> <label class="md-nav__title" for="__nav_6_4"> Retrieval </label> <ul class="md-nav__list" data-md-scrollfix> <li class="md-nav__item"> <a href="../../../optimizing/advanced_retrieval/advanced_retrieval/" class="md-nav__link"> Advanced Retrieval Strategies </a> </li> <li class="md-nav__item"> <a href="../../../optimizing/advanced_retrieval/query_transformations/" class="md-nav__link"> Query Transformations </a> </li> </ul> </nav> </li> <li class="md-nav__item md-nav__item--nested"> <input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_6_5" > <label class="md-nav__link" for="__nav_6_5" id="__nav_6_5_label" tabindex="0"> Evaluation </label> <nav class="md-nav" data-md-level="2" aria-labelledby="__nav_6_5_label" aria-expanded="false"> <label class="md-nav__title" for="__nav_6_5"> Evaluation </label> <ul class="md-nav__list" data-md-scrollfix> <li class="md-nav__item"> <a href="../../../optimizing/evaluation/component_wise_evaluation/" class="md-nav__link"> Component Wise Evaluation </a> </li> <li class="md-nav__item"> <a href="../../../optimizing/evaluation/e2e_evaluation/" class="md-nav__link"> End-to-End Evaluation </a> </li> <li class="md-nav__item"> <a href="../../../optimizing/evaluation/evaluation/" class="md-nav__link"> Evaluation </a> </li> </ul> </nav> </li> <li class="md-nav__item"> <a href="../../../optimizing/fine-tuning/fine-tuning/" class="md-nav__link"> Fine-Tuning </a> </li> <li class="md-nav__item"> <a href="../../../optimizing/custom_modules/" class="md-nav__link"> Writing Custom Modules </a> </li> <li class="md-nav__item"> <a href="../../../optimizing/building_rag_from_scratch/" class="md-nav__link"> Building RAG from Scratch (Lower-Level) </a> </li> </ul> </nav> </li> <li class="md-nav__item md-nav__item--active md-nav__item--section md-nav__item--nested"> <input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_7" checked> <div class="md-nav__link md-nav__container"> <a href="../../" class="md-nav__link "> API Reference </a> <label class="md-nav__link " for="__nav_7" id="__nav_7_label" tabindex=""> </label> </div> <nav class="md-nav" data-md-level="1" aria-labelledby="__nav_7_label" aria-expanded="true"> <label class="md-nav__title" for="__nav_7"> API Reference </label> <ul class="md-nav__list" data-md-scrollfix> <li class="md-nav__item md-nav__item--nested"> <input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_7_2" > <div class="md-nav__link md-nav__container"> <a href="../../agent/" class="md-nav__link "> Agents </a> <label class="md-nav__link " for="__nav_7_2" id="__nav_7_2_label" tabindex="0"> </label> </div> <nav class="md-nav" data-md-level="2" aria-labelledby="__nav_7_2_label" aria-expanded="false"> <label class="md-nav__title" for="__nav_7_2"> Agents </label> <ul class="md-nav__list" data-md-scrollfix> <li class="md-nav__item"> <a href="../../agent/coa/" class="md-nav__link"> Coa </a> </li> <li class="md-nav__item"> <a href="../../agent/dashscope/" class="md-nav__link"> Dashscope </a> </li> <li class="md-nav__item"> <a href="../../agent/introspective/" class="md-nav__link"> Introspective </a> </li> <li class="md-nav__item"> <a href="../../agent/lats/" class="md-nav__link"> Lats </a> </li> <li class="md-nav__item"> <a href="../../agent/llm_compiler/" class="md-nav__link"> Llm compiler </a> </li> <li class="md-nav__item"> <a href="../../agent/openai/" class="md-nav__link"> Openai </a> </li> <li class="md-nav__item"> <a href="../../agent/openai_legacy/" class="md-nav__link"> Openai legacy </a> </li> <li class="md-nav__item"> <a href="../../agent/react/" class="md-nav__link"> React </a> </li> </ul> </nav> </li> <li class="md-nav__item md-nav__item--nested"> <input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_7_3" > <div class="md-nav__link md-nav__container"> <a href="../../callbacks/" class="md-nav__link "> Callbacks </a> <label class="md-nav__link " for="__nav_7_3" id="__nav_7_3_label" tabindex="0"> </label> </div> <nav class="md-nav" data-md-level="2" aria-labelledby="__nav_7_3_label" aria-expanded="false"> <label class="md-nav__title" for="__nav_7_3"> Callbacks </label> <ul class="md-nav__list" data-md-scrollfix> <li class="md-nav__item"> <a href="../../callbacks/agentops/" class="md-nav__link"> Agentops </a> </li> <li class="md-nav__item"> <a href="../../callbacks/aim/" class="md-nav__link"> Aim </a> </li> <li class="md-nav__item"> <a href="../../callbacks/argilla/" class="md-nav__link"> Argilla </a> </li> <li class="md-nav__item"> <a href="../../callbacks/arize_phoenix/" class="md-nav__link"> Arize phoenix </a> </li> <li class="md-nav__item"> <a href="../../callbacks/deepeval/" class="md-nav__link"> Deepeval </a> </li> <li class="md-nav__item"> <a href="../../callbacks/honeyhive/" class="md-nav__link"> Honeyhive </a> </li> <li class="md-nav__item"> <a href="../../callbacks/langfuse/" class="md-nav__link"> Langfuse </a> </li> <li class="md-nav__item"> <a href="../../callbacks/literalai/" class="md-nav__link"> Literalai </a> </li> <li class="md-nav__item"> <a href="../../callbacks/llama_debug/" class="md-nav__link"> Llama debug </a> </li> <li class="md-nav__item"> <a href="../../callbacks/openinference/" class="md-nav__link"> Openinference </a> </li> <li class="md-nav__item"> <a href="../../callbacks/opentelemetry.md" class="md-nav__link"> None </a> </li> <li class="md-nav__item"> <a href="../../callbacks/opik/" class="md-nav__link"> Opik </a> </li> <li class="md-nav__item"> <a href="../../callbacks/promptlayer/" class="md-nav__link"> Promptlayer </a> </li> <li class="md-nav__item"> <a href="../../callbacks/token_counter/" class="md-nav__link"> Token counter </a> </li> <li class="md-nav__item"> <a href="../../callbacks/uptrain/" class="md-nav__link"> Uptrain </a> </li> <li class="md-nav__item"> <a href="../../callbacks/wandb/" class="md-nav__link"> Wandb </a> </li> </ul> </nav> </li> <li class="md-nav__item md-nav__item--nested"> <input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_7_4" > <div class="md-nav__link md-nav__container"> <a href="../../chat_engines/" class="md-nav__link "> Chat Engines </a> <label class="md-nav__link " for="__nav_7_4" id="__nav_7_4_label" tabindex="0"> </label> </div> <nav class="md-nav" data-md-level="2" aria-labelledby="__nav_7_4_label" aria-expanded="false"> <label class="md-nav__title" for="__nav_7_4"> Chat Engines </label> <ul class="md-nav__list" data-md-scrollfix> <li class="md-nav__item"> <a href="../../chat_engines/condense_plus_context/" class="md-nav__link"> Condense plus context </a> </li> <li class="md-nav__item"> <a href="../../chat_engines/condense_question/" class="md-nav__link"> Condense question </a> </li> <li class="md-nav__item"> <a href="../../chat_engines/context/" class="md-nav__link"> Context </a> </li> <li class="md-nav__item"> <a href="../../chat_engines/simple/" class="md-nav__link"> Simple </a> </li> </ul> </nav> </li> <li class="md-nav__item md-nav__item--nested"> <input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_7_5" > <div class="md-nav__link md-nav__container"> <a href="../../embeddings/" class="md-nav__link "> Embeddings </a> <label class="md-nav__link " for="__nav_7_5" id="__nav_7_5_label" tabindex="0"> </label> </div> <nav class="md-nav" data-md-level="2" aria-labelledby="__nav_7_5_label" aria-expanded="false"> <label class="md-nav__title" for="__nav_7_5"> Embeddings </label> <ul class="md-nav__list" data-md-scrollfix> <li class="md-nav__item"> <a href="../../embeddings/adapter/" class="md-nav__link"> Adapter </a> </li> <li class="md-nav__item"> <a href="../../embeddings/alephalpha/" class="md-nav__link"> Alephalpha </a> </li> <li class="md-nav__item"> <a href="../../embeddings/alibabacloud_aisearch/" class="md-nav__link"> Alibabacloud aisearch </a> </li> <li class="md-nav__item"> <a href="../../embeddings/anyscale/" class="md-nav__link"> Anyscale </a> </li> <li class="md-nav__item"> <a href="../../embeddings/azure_inference/" class="md-nav__link"> Azure inference </a> </li> <li class="md-nav__item"> <a href="../../embeddings/azure_openai/" class="md-nav__link"> Azure openai </a> </li> <li class="md-nav__item"> <a href="../../embeddings/bedrock/" class="md-nav__link"> Bedrock </a> </li> <li class="md-nav__item"> <a href="../../embeddings/clarifai/" class="md-nav__link"> Clarifai </a> </li> <li class="md-nav__item"> <a href="../../embeddings/clip/" class="md-nav__link"> Clip </a> </li> <li class="md-nav__item"> <a href="../../embeddings/cloudflare_workersai/" class="md-nav__link"> Cloudflare workersai </a> </li> <li class="md-nav__item"> <a href="../../embeddings/cohere/" class="md-nav__link"> Cohere </a> </li> <li class="md-nav__item"> <a href="../../embeddings/dashscope/" class="md-nav__link"> Dashscope </a> </li> <li class="md-nav__item"> <a href="../../embeddings/databricks/" class="md-nav__link"> Databricks </a> </li> <li class="md-nav__item"> <a href="../../embeddings/deepinfra/" class="md-nav__link"> Deepinfra </a> </li> <li class="md-nav__item"> <a href="../../embeddings/elasticsearch/" class="md-nav__link"> Elasticsearch </a> </li> <li class="md-nav__item"> <a href="../../embeddings/fastembed/" class="md-nav__link"> Fastembed </a> </li> <li class="md-nav__item"> <a href="../../embeddings/fireworks/" class="md-nav__link"> Fireworks </a> </li> <li class="md-nav__item"> <a href="../../embeddings/gaudi/" class="md-nav__link"> Gaudi </a> </li> <li class="md-nav__item"> <a href="../../embeddings/gemini/" class="md-nav__link"> Gemini </a> </li> <li class="md-nav__item"> <a href="../../embeddings/gigachat/" class="md-nav__link"> Gigachat </a> </li> <li class="md-nav__item"> <a href="../../embeddings/google/" class="md-nav__link"> Google </a> </li> <li class="md-nav__item"> <a href="../../embeddings/gradient.md" class="md-nav__link"> None </a> </li> <li class="md-nav__item"> <a href="../../embeddings/huggingface/" class="md-nav__link"> Huggingface </a> </li> <li class="md-nav__item"> <a href="../../embeddings/huggingface_api/" class="md-nav__link"> Huggingface api </a> </li> <li class="md-nav__item"> <a href="../../embeddings/huggingface_itrex/" class="md-nav__link"> Huggingface itrex </a> </li> <li class="md-nav__item"> <a href="../../embeddings/huggingface_openvino/" class="md-nav__link"> Huggingface openvino </a> </li> <li class="md-nav__item"> <a href="../../embeddings/huggingface_optimum/" class="md-nav__link"> Huggingface optimum </a> </li> <li class="md-nav__item"> <a href="../../embeddings/huggingface_optimum_intel/" class="md-nav__link"> Huggingface optimum intel </a> </li> <li class="md-nav__item"> <a href="../../embeddings/ibm/" class="md-nav__link"> Ibm </a> </li> <li class="md-nav__item"> <a href="../../embeddings/instructor/" class="md-nav__link"> Instructor </a> </li> <li class="md-nav__item"> <a href="../../embeddings/ipex_llm/" class="md-nav__link"> Ipex llm </a> </li> <li class="md-nav__item"> <a href="../../embeddings/jinaai/" class="md-nav__link"> Jinaai </a> </li> <li class="md-nav__item"> <a href="../../embeddings/langchain/" class="md-nav__link"> Langchain </a> </li> <li class="md-nav__item"> <a href="../../embeddings/litellm/" class="md-nav__link"> Litellm </a> </li> <li class="md-nav__item"> <a href="../../embeddings/llamafile/" class="md-nav__link"> Llamafile </a> </li> <li class="md-nav__item"> <a href="../../embeddings/llm_rails/" class="md-nav__link"> Llm rails </a> </li> <li class="md-nav__item"> <a href="../../embeddings/mistralai/" class="md-nav__link"> Mistralai </a> </li> <li class="md-nav__item"> <a href="../../embeddings/mixedbreadai/" class="md-nav__link"> Mixedbreadai </a> </li> <li class="md-nav__item"> <a href="../../embeddings/modelscope/" class="md-nav__link"> Modelscope </a> </li> <li class="md-nav__item"> <a href="../../embeddings/nebius/" class="md-nav__link"> Nebius </a> </li> <li class="md-nav__item"> <a href="../../embeddings/nomic/" class="md-nav__link"> Nomic </a> </li> <li class="md-nav__item"> <a href="../../embeddings/nvidia/" class="md-nav__link"> Nvidia </a> </li> <li class="md-nav__item"> <a href="../../embeddings/oci_genai/" class="md-nav__link"> Oci genai </a> </li> <li class="md-nav__item"> <a href="../../embeddings/octoai/" class="md-nav__link"> Octoai </a> </li> <li class="md-nav__item"> <a href="../../embeddings/ollama/" class="md-nav__link"> Ollama </a> </li> <li class="md-nav__item"> <a href="../../embeddings/openai/" class="md-nav__link"> Openai </a> </li> <li class="md-nav__item"> <a href="../../embeddings/oracleai/" class="md-nav__link"> Oracleai </a> </li> <li class="md-nav__item"> <a href="../../embeddings/premai/" class="md-nav__link"> Premai </a> </li> <li class="md-nav__item"> <a href="../../embeddings/sagemaker_endpoint/" class="md-nav__link"> Sagemaker endpoint </a> </li> <li class="md-nav__item"> <a href="../../embeddings/siliconflow/" class="md-nav__link"> Siliconflow </a> </li> <li class="md-nav__item"> <a href="../../embeddings/text_embeddings_inference/" class="md-nav__link"> Text embeddings inference </a> </li> <li class="md-nav__item"> <a href="../../embeddings/textembed/" class="md-nav__link"> Textembed </a> </li> <li class="md-nav__item"> <a href="../../embeddings/together/" class="md-nav__link"> Together </a> </li> <li class="md-nav__item"> <a href="../../embeddings/upstage/" class="md-nav__link"> Upstage </a> </li> <li class="md-nav__item"> <a href="../../embeddings/vertex/" class="md-nav__link"> Vertex </a> </li> <li class="md-nav__item"> <a href="../../embeddings/vertex_endpoint/" class="md-nav__link"> Vertex endpoint </a> </li> <li class="md-nav__item"> <a href="../../embeddings/voyageai/" class="md-nav__link"> Voyageai </a> </li> <li class="md-nav__item"> <a href="../../embeddings/xinference/" class="md-nav__link"> Xinference </a> </li> <li class="md-nav__item"> <a href="../../embeddings/yandexgpt/" class="md-nav__link"> Yandexgpt </a> </li> <li class="md-nav__item"> <a href="../../embeddings/zhipuai/" class="md-nav__link"> Zhipuai </a> </li> </ul> </nav> </li> <li class="md-nav__item md-nav__item--nested"> <input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_7_6" > <div class="md-nav__link md-nav__container"> <a href="../../evaluation/" class="md-nav__link "> Evaluation </a> <label class="md-nav__link " for="__nav_7_6" id="__nav_7_6_label" tabindex="0"> </label> </div> <nav class="md-nav" data-md-level="2" aria-labelledby="__nav_7_6_label" aria-expanded="false"> <label class="md-nav__title" for="__nav_7_6"> Evaluation </label> <ul class="md-nav__list" data-md-scrollfix> <li class="md-nav__item"> <a href="../../evaluation/answer_relevancy/" class="md-nav__link"> Answer relevancy </a> </li> <li class="md-nav__item"> <a href="../../evaluation/context_relevancy/" class="md-nav__link"> Context relevancy </a> </li> <li class="md-nav__item"> <a href="../../evaluation/correctness/" class="md-nav__link"> Correctness </a> </li> <li class="md-nav__item"> <a href="../../evaluation/dataset_generation/" class="md-nav__link"> Dataset generation </a> </li> <li class="md-nav__item"> <a href="../../evaluation/faithfullness/" class="md-nav__link"> Faithfullness </a> </li> <li class="md-nav__item"> <a href="../../evaluation/guideline/" class="md-nav__link"> Guideline </a> </li> <li class="md-nav__item"> <a href="../../evaluation/metrics/" class="md-nav__link"> Metrics </a> </li> <li class="md-nav__item"> <a href="../../evaluation/multi_modal/" class="md-nav__link"> Multi modal </a> </li> <li class="md-nav__item"> <a href="../../evaluation/pairwise_comparison/" class="md-nav__link"> Pairwise comparison </a> </li> <li class="md-nav__item"> <a href="../../evaluation/query_response/" class="md-nav__link"> Query response </a> </li> <li class="md-nav__item"> <a href="../../evaluation/response/" class="md-nav__link"> Response </a> </li> <li class="md-nav__item"> <a href="../../evaluation/retrieval/" class="md-nav__link"> Retrieval </a> </li> <li class="md-nav__item"> <a href="../../evaluation/semantic_similarity/" class="md-nav__link"> Semantic similarity </a> </li> <li class="md-nav__item"> <a href="../../evaluation/tonic_validate/" class="md-nav__link"> Tonic validate </a> </li> </ul> </nav> </li> <li class="md-nav__item md-nav__item--nested"> <input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_7_7" > <div class="md-nav__link md-nav__container"> <a href="../../indices/" class="md-nav__link "> Indexes </a> <label class="md-nav__link " for="__nav_7_7" id="__nav_7_7_label" tabindex="0"> </label> </div> <nav class="md-nav" data-md-level="2" aria-labelledby="__nav_7_7_label" aria-expanded="false"> <label class="md-nav__title" for="__nav_7_7"> Indexes </label> <ul class="md-nav__list" data-md-scrollfix> <li class="md-nav__item"> <a href="../../indices/bge_m3/" class="md-nav__link"> Bge m3 </a> </li> <li class="md-nav__item"> <a href="../../indices/colbert/" class="md-nav__link"> Colbert </a> </li> <li class="md-nav__item"> <a href="../../indices/dashscope/" class="md-nav__link"> Dashscope </a> </li> <li class="md-nav__item"> <a href="../../indices/document_summary/" class="md-nav__link"> Document summary </a> </li> <li class="md-nav__item"> <a href="../../indices/google/" class="md-nav__link"> Google </a> </li> <li class="md-nav__item"> <a href="../../indices/keyword/" class="md-nav__link"> Keyword </a> </li> <li class="md-nav__item"> <a href="../../indices/knowledge_graph/" class="md-nav__link"> Knowledge graph </a> </li> <li class="md-nav__item"> <a href="../../indices/llama_cloud/" class="md-nav__link"> Llama cloud </a> </li> <li class="md-nav__item"> <a href="../../indices/postgresml/" class="md-nav__link"> Postgresml </a> </li> <li class="md-nav__item"> <a href="../../indices/property_graph/" class="md-nav__link"> Property graph </a> </li> <li class="md-nav__item"> <a href="../../indices/summary/" class="md-nav__link"> Summary </a> </li> <li class="md-nav__item"> <a href="../../indices/tree/" class="md-nav__link"> Tree </a> </li> <li class="md-nav__item"> <a href="../../indices/vectara/" class="md-nav__link"> Vectara </a> </li> <li class="md-nav__item"> <a href="../../indices/vector/" class="md-nav__link"> Vector </a> </li> <li class="md-nav__item"> <a href="../../indices/vertexai/" class="md-nav__link"> Vertexai </a> </li> <li class="md-nav__item"> <a href="../../indices/zilliz/" class="md-nav__link"> Zilliz </a> </li> </ul> </nav> </li> <li class="md-nav__item md-nav__item--nested"> <input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_7_8" > <div class="md-nav__link md-nav__container"> <a href="../../ingestion/" class="md-nav__link "> Ingestion </a> </div> <nav class="md-nav" data-md-level="2" aria-labelledby="__nav_7_8_label" aria-expanded="false"> <label class="md-nav__title" for="__nav_7_8"> Ingestion </label> <ul class="md-nav__list" data-md-scrollfix> </ul> </nav> </li> <li class="md-nav__item md-nav__item--nested"> <input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_7_9" > <div class="md-nav__link md-nav__container"> <a href="../../instrumentation/" class="md-nav__link "> Instrumentation </a> <label class="md-nav__link " for="__nav_7_9" id="__nav_7_9_label" tabindex="0"> </label> </div> <nav class="md-nav" data-md-level="2" aria-labelledby="__nav_7_9_label" aria-expanded="false"> <label class="md-nav__title" for="__nav_7_9"> Instrumentation </label> <ul class="md-nav__list" data-md-scrollfix> <li class="md-nav__item"> <a href="../../instrumentation/event_handlers/" class="md-nav__link"> Event handlers </a> </li> <li class="md-nav__item"> <a href="../../instrumentation/event_types/" class="md-nav__link"> Event types </a> </li> <li class="md-nav__item"> <a href="../../instrumentation/span_handlers/" class="md-nav__link"> Span handlers </a> </li> <li class="md-nav__item"> <a href="../../instrumentation/span_types/" class="md-nav__link"> Span types </a> </li> </ul> </nav> </li> <li class="md-nav__item md-nav__item--active md-nav__item--nested"> <input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_7_10" checked> <div class="md-nav__link md-nav__container"> <a href="../" class="md-nav__link "> LLMs </a> <label class="md-nav__link " for="__nav_7_10" id="__nav_7_10_label" tabindex="0"> </label> </div> <nav class="md-nav" data-md-level="2" aria-labelledby="__nav_7_10_label" aria-expanded="true"> <label class="md-nav__title" for="__nav_7_10"> LLMs </label> <ul class="md-nav__list" data-md-scrollfix> <li class="md-nav__item"> <a href="../OptimumIntelLLM.md" class="md-nav__link"> None </a> </li> <li class="md-nav__item"> <a href="../ai21/" class="md-nav__link"> Ai21 </a> </li> <li class="md-nav__item"> <a href="../alephalpha/" class="md-nav__link"> Alephalpha </a> </li> <li class="md-nav__item"> <a href="../alibabacloud_aisearch/" class="md-nav__link"> Alibabacloud aisearch </a> </li> <li class="md-nav__item"> <a href="../anthropic/" class="md-nav__link"> Anthropic </a> </li> <li class="md-nav__item"> <a href="../anyscale/" class="md-nav__link"> Anyscale </a> </li> <li class="md-nav__item"> <a href="../azure_inference/" class="md-nav__link"> Azure inference </a> </li> <li class="md-nav__item"> <a href="../azure_openai/" class="md-nav__link"> Azure openai </a> </li> <li class="md-nav__item"> <a href="../bedrock/" class="md-nav__link"> Bedrock </a> </li> <li class="md-nav__item"> <a href="../bedrock_converse/" class="md-nav__link"> Bedrock converse </a> </li> <li class="md-nav__item"> <a href="../cerebras/" class="md-nav__link"> Cerebras </a> </li> <li class="md-nav__item"> <a href="../clarifai/" class="md-nav__link"> Clarifai </a> </li> <li class="md-nav__item"> <a href="../cleanlab/" class="md-nav__link"> Cleanlab </a> </li> <li class="md-nav__item"> <a href="../cohere/" class="md-nav__link"> Cohere </a> </li> <li class="md-nav__item"> <a href="../custom_llm/" class="md-nav__link"> Custom llm </a> </li> <li class="md-nav__item"> <a href="../dashscope/" class="md-nav__link"> Dashscope </a> </li> <li class="md-nav__item"> <a href="../databricks/" class="md-nav__link"> Databricks </a> </li> <li class="md-nav__item"> <a href="../deepinfra/" class="md-nav__link"> Deepinfra </a> </li> <li class="md-nav__item"> <a href="../everlyai/" class="md-nav__link"> Everlyai </a> </li> <li class="md-nav__item"> <a href="../fireworks/" class="md-nav__link"> Fireworks </a> </li> <li class="md-nav__item"> <a href="../friendli/" class="md-nav__link"> Friendli </a> </li> <li class="md-nav__item"> <a href="../gaudi/" class="md-nav__link"> Gaudi </a> </li> <li class="md-nav__item"> <a href="../gemini/" class="md-nav__link"> Gemini </a> </li> <li class="md-nav__item"> <a href="../gigachat/" class="md-nav__link"> Gigachat </a> </li> <li class="md-nav__item"> <a href="../gradient.md" class="md-nav__link"> None </a> </li> <li class="md-nav__item"> <a href="../groq/" class="md-nav__link"> Groq </a> </li> <li class="md-nav__item"> <a href="../huggingface/" class="md-nav__link"> Huggingface </a> </li> <li class="md-nav__item"> <a href="../huggingface_api/" class="md-nav__link"> Huggingface api </a> </li> <li class="md-nav__item"> <a href="../ibm/" class="md-nav__link"> Ibm </a> </li> <li class="md-nav__item"> <a href="../ipex_llm/" class="md-nav__link"> Ipex llm </a> </li> <li class="md-nav__item"> <a href="../konko/" class="md-nav__link"> Konko </a> </li> <li class="md-nav__item"> <a href="../langchain/" class="md-nav__link"> Langchain </a> </li> <li class="md-nav__item"> <a href="../litellm/" class="md-nav__link"> Litellm </a> </li> <li class="md-nav__item"> <a href="../llama_api/" class="md-nav__link"> Llama api </a> </li> <li class="md-nav__item"> <a href="../llama_cpp/" class="md-nav__link"> Llama cpp </a> </li> <li class="md-nav__item"> <a href="../llamafile/" class="md-nav__link"> Llamafile </a> </li> <li class="md-nav__item"> <a href="../lmstudio/" class="md-nav__link"> Lmstudio </a> </li> <li class="md-nav__item"> <a href="../localai/" class="md-nav__link"> Localai </a> </li> <li class="md-nav__item"> <a href="../maritalk/" class="md-nav__link"> Maritalk </a> </li> <li class="md-nav__item"> <a href="../mistral_rs/" class="md-nav__link"> Mistral rs </a> </li> <li class="md-nav__item"> <a href="../mistralai/" class="md-nav__link"> Mistralai </a> </li> <li class="md-nav__item"> <a href="../mlx/" class="md-nav__link"> Mlx </a> </li> <li class="md-nav__item"> <a href="../modelscope/" class="md-nav__link"> Modelscope </a> </li> <li class="md-nav__item"> <a href="../monsterapi/" class="md-nav__link"> Monsterapi </a> </li> <li class="md-nav__item"> <a href="../mymagic/" class="md-nav__link"> Mymagic </a> </li> <li class="md-nav__item md-nav__item--active"> <input class="md-nav__toggle md-toggle" type="checkbox" id="__toc"> <label class="md-nav__link md-nav__link--active" for="__toc"> Nebius </label> <a href="./" class="md-nav__link md-nav__link--active"> Nebius </a> <nav class="md-nav md-nav--secondary" aria-label="Table of contents"> <label class="md-nav__title" for="__toc"> Table of contents </label> <ul class="md-nav__list" data-md-component="toc" data-md-scrollfix> <li class="md-nav__item"> <a href="#llama_index.llms.nebius.NebiusLLM" class="md-nav__link"> NebiusLLM </a> <nav class="md-nav" aria-label="NebiusLLM"> <ul class="md-nav__list"> <li class="md-nav__item"> <a href="#llama_index.llms.nebius.NebiusLLM.class_name" class="md-nav__link"> class_name </a> </li> </ul> </nav> </li> </ul> </nav> </li> <li class="md-nav__item"> <a href="../neutrino/" class="md-nav__link"> Neutrino </a> </li> <li class="md-nav__item"> <a href="../nvidia/" class="md-nav__link"> Nvidia </a> </li> <li class="md-nav__item"> <a href="../nvidia_tensorrt/" class="md-nav__link"> Nvidia tensorrt </a> </li> <li class="md-nav__item"> <a href="../nvidia_triton/" class="md-nav__link"> Nvidia triton </a> </li> <li class="md-nav__item"> <a href="../oci_genai/" class="md-nav__link"> Oci genai </a> </li> <li class="md-nav__item"> <a href="../octoai/" class="md-nav__link"> Octoai </a> </li> <li class="md-nav__item"> <a href="../ollama/" class="md-nav__link"> Ollama </a> </li> <li class="md-nav__item"> <a href="../openai/" class="md-nav__link"> Openai </a> </li> <li class="md-nav__item"> <a href="../openai_like/" class="md-nav__link"> Openai like </a> </li> <li class="md-nav__item"> <a href="../openllm/" class="md-nav__link"> Openllm </a> </li> <li class="md-nav__item"> <a href="../openrouter/" class="md-nav__link"> Openrouter </a> </li> <li class="md-nav__item"> <a href="../openvino/" class="md-nav__link"> Openvino </a> </li> <li class="md-nav__item"> <a href="../optimum_intel/" class="md-nav__link"> Optimum intel </a> </li> <li class="md-nav__item"> <a href="../paieas/" class="md-nav__link"> Paieas </a> </li> <li class="md-nav__item"> <a href="../palm/" class="md-nav__link"> Palm </a> </li> <li class="md-nav__item"> <a href="../perplexity/" class="md-nav__link"> Perplexity </a> </li> <li class="md-nav__item"> <a href="../pipeshift/" class="md-nav__link"> Pipeshift </a> </li> <li class="md-nav__item"> <a href="../portkey/" class="md-nav__link"> Portkey </a> </li> <li class="md-nav__item"> <a href="../predibase/" class="md-nav__link"> Predibase </a> </li> <li class="md-nav__item"> <a href="../premai/" class="md-nav__link"> Premai </a> </li> <li class="md-nav__item"> <a href="../qianfan/" class="md-nav__link"> Qianfan </a> </li> <li class="md-nav__item"> <a href="../reka/" class="md-nav__link"> Reka </a> </li> <li class="md-nav__item"> <a href="../replicate/" class="md-nav__link"> Replicate </a> </li> <li class="md-nav__item"> <a href="../rungpt/" class="md-nav__link"> Rungpt </a> </li> <li class="md-nav__item"> <a href="../sagemaker_endpoint/" class="md-nav__link"> Sagemaker endpoint </a> </li> <li class="md-nav__item"> <a href="../sambanovasystems/" class="md-nav__link"> Sambanovasystems </a> </li> <li class="md-nav__item"> <a href="../siliconflow/" class="md-nav__link"> Siliconflow </a> </li> <li class="md-nav__item"> <a href="../solar/" class="md-nav__link"> Solar </a> </li> <li class="md-nav__item"> <a href="../text_generation_inference/" class="md-nav__link"> Text generation inference </a> </li> <li class="md-nav__item"> <a href="../together/" class="md-nav__link"> Together </a> </li> <li class="md-nav__item"> <a href="../unify/" class="md-nav__link"> Unify </a> </li> <li class="md-nav__item"> <a href="../upstage/" class="md-nav__link"> Upstage </a> </li> <li class="md-nav__item"> <a href="../vertex/" class="md-nav__link"> Vertex </a> </li> <li class="md-nav__item"> <a href="../vllm/" class="md-nav__link"> Vllm </a> </li> <li class="md-nav__item"> <a href="../xinference/" class="md-nav__link"> Xinference </a> </li> <li class="md-nav__item"> <a href="../yi/" class="md-nav__link"> Yi </a> </li> <li class="md-nav__item"> <a href="../you/" class="md-nav__link"> You </a> </li> <li class="md-nav__item"> <a href="../zhipuai/" class="md-nav__link"> Zhipuai </a> </li> </ul> </nav> </li> <li class="md-nav__item md-nav__item--nested"> <input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_7_11" > <div class="md-nav__link md-nav__container"> <a href="../../llama_dataset/" class="md-nav__link "> Llama Datasets </a> </div> <nav class="md-nav" data-md-level="2" aria-labelledby="__nav_7_11_label" aria-expanded="false"> <label class="md-nav__title" for="__nav_7_11"> Llama Datasets </label> <ul class="md-nav__list" data-md-scrollfix> </ul> </nav> </li> <li class="md-nav__item md-nav__item--nested"> <input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_7_12" > <label class="md-nav__link" for="__nav_7_12" id="__nav_7_12_label" tabindex="0"> Llama Deploy </label> <nav class="md-nav" data-md-level="2" aria-labelledby="__nav_7_12_label" aria-expanded="false"> <label class="md-nav__title" for="__nav_7_12"> Llama Deploy </label> <ul class="md-nav__list" data-md-scrollfix> <li class="md-nav__item"> <a href="../../llama_deploy/apiserver/" class="md-nav__link"> apiserver </a> </li> <li class="md-nav__item"> <a href="../../llama_deploy/control_plane/" class="md-nav__link"> control_plane </a> </li> <li class="md-nav__item"> <a href="../../llama_deploy/deploy/" class="md-nav__link"> deploy </a> </li> <li class="md-nav__item"> <a href="../../llama_deploy/message_consumers/" class="md-nav__link"> message_consumers </a> </li> <li class="md-nav__item"> <a href="../../llama_deploy/message_publishers/" class="md-nav__link"> message_publishers </a> </li> <li class="md-nav__item"> <a href="../../llama_deploy/messages/" class="md-nav__link"> messages </a> </li> <li class="md-nav__item"> <a href="../../llama_deploy/orchestrators/" class="md-nav__link"> orchestrators </a> </li> <li class="md-nav__item"> <a href="../../llama_deploy/python_sdk/" class="md-nav__link"> Python SDK </a> </li> <li class="md-nav__item"> <a href="../../llama_deploy/services/" class="md-nav__link"> services </a> </li> <li class="md-nav__item"> <a href="../../llama_deploy/types/" class="md-nav__link"> types </a> </li> <li class="md-nav__item md-nav__item--nested"> <input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_7_12_11" > <div class="md-nav__link md-nav__container"> <a href="../../llama_deploy/message_queues/" class="md-nav__link "> message_queues </a> <label class="md-nav__link " for="__nav_7_12_11" id="__nav_7_12_11_label" tabindex="0"> </label> </div> <nav class="md-nav" data-md-level="3" aria-labelledby="__nav_7_12_11_label" aria-expanded="false"> <label class="md-nav__title" for="__nav_7_12_11"> message_queues </label> <ul class="md-nav__list" data-md-scrollfix> <li class="md-nav__item"> <a href="../../llama_deploy/message_queues/kafka/" class="md-nav__link"> apache_kafka </a> </li> <li class="md-nav__item"> <a href="../../llama_deploy/message_queues/rabbitmq/" class="md-nav__link"> rabbitmq </a> </li> <li class="md-nav__item"> <a href="../../llama_deploy/message_queues/redis/" class="md-nav__link"> redis </a> </li> <li class="md-nav__item"> <a href="../../llama_deploy/message_queues/simple/" class="md-nav__link"> simple </a> </li> </ul> </nav> </li> </ul> </nav> </li> <li class="md-nav__item md-nav__item--nested"> <input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_7_13" > <div class="md-nav__link md-nav__container"> <a href="../../packs/" class="md-nav__link "> Llama Packs </a> <label class="md-nav__link " for="__nav_7_13" id="__nav_7_13_label" tabindex="0"> </label> </div> <nav class="md-nav" data-md-level="2" aria-labelledby="__nav_7_13_label" aria-expanded="false"> <label class="md-nav__title" for="__nav_7_13"> Llama Packs </label> <ul class="md-nav__list" data-md-scrollfix> <li class="md-nav__item"> <a href="../../packs/agent_search_retriever/" class="md-nav__link"> Agent search retriever </a> </li> <li class="md-nav__item"> <a href="../../packs/agents_coa/" class="md-nav__link"> Agents coa </a> </li> <li class="md-nav__item"> <a href="../../packs/agents_lats/" class="md-nav__link"> Agents lats </a> </li> <li class="md-nav__item"> <a href="../../packs/agents_llm_compiler/" class="md-nav__link"> Agents llm compiler </a> </li> <li class="md-nav__item"> <a href="../../packs/amazon_product_extraction/" class="md-nav__link"> Amazon product extraction </a> </li> <li class="md-nav__item"> <a href="../../packs/arize_phoenix_query_engine/" class="md-nav__link"> Arize phoenix query engine </a> </li> <li class="md-nav__item"> <a href="../../packs/auto_merging_retriever/" class="md-nav__link"> Auto merging retriever </a> </li> <li class="md-nav__item"> <a href="../../packs/chroma_autoretrieval/" class="md-nav__link"> Chroma autoretrieval </a> </li> <li class="md-nav__item"> <a href="../../packs/code_hierarchy/" class="md-nav__link"> Code hierarchy </a> </li> <li class="md-nav__item"> <a href="../../packs/cogniswitch_agent/" class="md-nav__link"> Cogniswitch agent </a> </li> <li class="md-nav__item"> <a href="../../packs/cohere_citation_chat/" class="md-nav__link"> Cohere citation chat </a> </li> <li class="md-nav__item"> <a href="../../packs/corrective_rag/" class="md-nav__link"> Corrective rag </a> </li> <li class="md-nav__item"> <a href="../../packs/deeplake_deepmemory_retriever/" class="md-nav__link"> Deeplake deepmemory retriever </a> </li> <li class="md-nav__item"> <a href="../../packs/deeplake_multimodal_retrieval/" class="md-nav__link"> Deeplake multimodal retrieval </a> </li> <li class="md-nav__item"> <a href="../../packs/dense_x_retrieval/" class="md-nav__link"> Dense x retrieval </a> </li> <li class="md-nav__item"> <a href="../../packs/diff_private_simple_dataset/" class="md-nav__link"> Diff private simple dataset </a> </li> <li class="md-nav__item"> <a href="../../packs/docugami_kg_rag/" class="md-nav__link"> Docugami kg rag </a> </li> <li class="md-nav__item"> <a href="../../packs/evaluator_benchmarker/" class="md-nav__link"> Evaluator benchmarker </a> </li> <li class="md-nav__item"> <a href="../../packs/finchat/" class="md-nav__link"> Finchat </a> </li> <li class="md-nav__item"> <a href="../../packs/fusion_retriever/" class="md-nav__link"> Fusion retriever </a> </li> <li class="md-nav__item"> <a href="../../packs/fuzzy_citation/" class="md-nav__link"> Fuzzy citation </a> </li> <li class="md-nav__item"> <a href="../../packs/gmail_openai_agent/" class="md-nav__link"> Gmail openai agent </a> </li> <li class="md-nav__item"> <a href="../../packs/gradio_agent_chat/" class="md-nav__link"> Gradio agent chat </a> </li> <li class="md-nav__item"> <a href="../../packs/gradio_react_agent_chatbot/" class="md-nav__link"> Gradio react agent chatbot </a> </li> <li class="md-nav__item"> <a href="../../packs/infer_retrieve_rerank/" class="md-nav__link"> Infer retrieve rerank </a> </li> <li class="md-nav__item"> <a href="../../packs/koda_retriever/" class="md-nav__link"> Koda retriever </a> </li> <li class="md-nav__item"> <a href="../../packs/llama_dataset_metadata/" class="md-nav__link"> Llama dataset metadata </a> </li> <li class="md-nav__item"> <a href="../../packs/llama_guard_moderator/" class="md-nav__link"> Llama guard moderator </a> </li> <li class="md-nav__item"> <a href="../../packs/llava_completion/" class="md-nav__link"> Llava completion </a> </li> <li class="md-nav__item"> <a href="../../packs/longrag/" class="md-nav__link"> Longrag </a> </li> <li class="md-nav__item"> <a href="../../packs/mixture_of_agents/" class="md-nav__link"> Mixture of agents </a> </li> <li class="md-nav__item"> <a href="../../packs/multi_document_agents/" class="md-nav__link"> Multi document agents </a> </li> <li class="md-nav__item"> <a href="../../packs/multi_tenancy_rag/" class="md-nav__link"> Multi tenancy rag </a> </li> <li class="md-nav__item"> <a href="../../packs/multidoc_autoretrieval/" class="md-nav__link"> Multidoc autoretrieval </a> </li> <li class="md-nav__item"> <a href="../../packs/nebulagraph_query_engine/" class="md-nav__link"> Nebulagraph query engine </a> </li> <li class="md-nav__item"> <a href="../../packs/neo4j_query_engine/" class="md-nav__link"> Neo4j query engine </a> </li> <li class="md-nav__item"> <a href="../../packs/node_parser_semantic_chunking/" class="md-nav__link"> Node parser semantic chunking </a> </li> <li class="md-nav__item"> <a href="../../packs/ollama_query_engine/" class="md-nav__link"> Ollama query engine </a> </li> <li class="md-nav__item"> <a href="../../packs/panel_chatbot/" class="md-nav__link"> Panel chatbot </a> </li> <li class="md-nav__item"> <a href="../../packs/query_understanding_agent/" class="md-nav__link"> Query understanding agent </a> </li> <li class="md-nav__item"> <a href="../../packs/raft_dataset/" class="md-nav__link"> Raft dataset </a> </li> <li class="md-nav__item"> <a href="../../packs/rag_cli_local/" class="md-nav__link"> Rag cli local </a> </li> <li class="md-nav__item"> <a href="../../packs/rag_evaluator/" class="md-nav__link"> Rag evaluator </a> </li> <li class="md-nav__item"> <a href="../../packs/rag_fusion_query_pipeline/" class="md-nav__link"> Rag fusion query pipeline </a> </li> <li class="md-nav__item"> <a href="../../packs/ragatouille_retriever/" class="md-nav__link"> Ragatouille retriever </a> </li> <li class="md-nav__item"> <a href="../../packs/raptor/" class="md-nav__link"> Raptor </a> </li> <li class="md-nav__item"> <a href="../../packs/recursive_retriever/" class="md-nav__link"> Recursive retriever </a> </li> <li class="md-nav__item"> <a href="../../packs/redis_ingestion_pipeline/" class="md-nav__link"> Redis ingestion pipeline </a> </li> <li class="md-nav__item"> <a href="../../packs/resume_screener/" class="md-nav__link"> Resume screener </a> </li> <li class="md-nav__item"> <a href="../../packs/retry_engine_weaviate/" class="md-nav__link"> Retry engine weaviate </a> </li> <li class="md-nav__item"> <a href="../../packs/searchain/" class="md-nav__link"> Searchain </a> </li> <li class="md-nav__item"> <a href="../../packs/secgpt/" class="md-nav__link"> Secgpt </a> </li> <li class="md-nav__item"> <a href="../../packs/self_discover/" class="md-nav__link"> Self discover </a> </li> <li class="md-nav__item"> <a href="../../packs/self_rag/" class="md-nav__link"> Self rag </a> </li> <li class="md-nav__item"> <a href="../../packs/sentence_window_retriever/" class="md-nav__link"> Sentence window retriever </a> </li> <li class="md-nav__item"> <a href="../../packs/snowflake_query_engine/" class="md-nav__link"> Snowflake query engine </a> </li> <li class="md-nav__item"> <a href="../../packs/stock_market_data_query_engine/" class="md-nav__link"> Stock market data query engine </a> </li> <li class="md-nav__item"> <a href="../../packs/streamlit_chatbot/" class="md-nav__link"> Streamlit chatbot </a> </li> <li class="md-nav__item"> <a href="../../packs/sub_question_weaviate/" class="md-nav__link"> Sub question weaviate </a> </li> <li class="md-nav__item"> <a href="../../packs/subdoc_summary/" class="md-nav__link"> Subdoc summary </a> </li> <li class="md-nav__item"> <a href="../../packs/tables/" class="md-nav__link"> Tables </a> </li> <li class="md-nav__item"> <a href="../../packs/timescale_vector_autoretrieval/" class="md-nav__link"> Timescale vector autoretrieval </a> </li> <li class="md-nav__item"> <a href="../../packs/trulens_eval_packs/" class="md-nav__link"> Trulens eval packs </a> </li> <li class="md-nav__item"> <a href="../../packs/vanna/" class="md-nav__link"> Vanna </a> </li> <li class="md-nav__item"> <a href="../../packs/vectara_rag/" class="md-nav__link"> Vectara rag </a> </li> <li class="md-nav__item"> <a href="../../packs/voyage_query_engine/" class="md-nav__link"> Voyage query engine </a> </li> <li class="md-nav__item"> <a href="../../packs/zenguard/" class="md-nav__link"> Zenguard </a> </li> <li class="md-nav__item"> <a href="../../packs/zephyr_query_engine/" class="md-nav__link"> Zephyr query engine </a> </li> </ul> </nav> </li> <li class="md-nav__item md-nav__item--nested"> <input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_7_14" > <div class="md-nav__link md-nav__container"> <a href="../../memory/" class="md-nav__link "> Memory </a> <label class="md-nav__link " for="__nav_7_14" id="__nav_7_14_label" tabindex="0"> </label> </div> <nav class="md-nav" data-md-level="2" aria-labelledby="__nav_7_14_label" aria-expanded="false"> <label class="md-nav__title" for="__nav_7_14"> Memory </label> <ul class="md-nav__list" data-md-scrollfix> <li class="md-nav__item"> <a href="../../memory/chat_memory_buffer/" class="md-nav__link"> Chat memory buffer </a> </li> <li class="md-nav__item"> <a href="../../memory/mem0/" class="md-nav__link"> Mem0 </a> </li> <li class="md-nav__item"> <a href="../../memory/simple_composable_memory/" class="md-nav__link"> Simple composable memory </a> </li> <li class="md-nav__item"> <a href="../../memory/vector_memory/" class="md-nav__link"> Vector memory </a> </li> </ul> </nav> </li> <li class="md-nav__item md-nav__item--nested"> <input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_7_15" > <div class="md-nav__link md-nav__container"> <a href="../../extractors/" class="md-nav__link "> Metadata Extractors </a> <label class="md-nav__link " for="__nav_7_15" id="__nav_7_15_label" tabindex="0"> </label> </div> <nav class="md-nav" data-md-level="2" aria-labelledby="__nav_7_15_label" aria-expanded="false"> <label class="md-nav__title" for="__nav_7_15"> Metadata Extractors </label> <ul class="md-nav__list" data-md-scrollfix> <li class="md-nav__item"> <a href="../../extractors/entity/" class="md-nav__link"> Entity </a> </li> <li class="md-nav__item"> <a href="../../extractors/keyword/" class="md-nav__link"> Keyword </a> </li> <li class="md-nav__item"> <a href="../../extractors/llama_extract.md" class="md-nav__link"> None </a> </li> <li class="md-nav__item"> <a href="../../extractors/marvin/" class="md-nav__link"> Marvin </a> </li> <li class="md-nav__item"> <a href="../../extractors/pydantic/" class="md-nav__link"> Pydantic </a> </li> <li class="md-nav__item"> <a href="../../extractors/question/" class="md-nav__link"> Question </a> </li> <li class="md-nav__item"> <a href="../../extractors/relik/" class="md-nav__link"> Relik </a> </li> <li class="md-nav__item"> <a href="../../extractors/summary/" class="md-nav__link"> Summary </a> </li> <li class="md-nav__item"> <a href="../../extractors/title/" class="md-nav__link"> Title </a> </li> </ul> </nav> </li> <li class="md-nav__item md-nav__item--nested"> <input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_7_16" > <div class="md-nav__link md-nav__container"> <a href="../../multi_modal_llms/" class="md-nav__link "> Multi-Modal LLMs </a> <label class="md-nav__link " for="__nav_7_16" id="__nav_7_16_label" tabindex="0"> </label> </div> <nav class="md-nav" data-md-level="2" aria-labelledby="__nav_7_16_label" aria-expanded="false"> <label class="md-nav__title" for="__nav_7_16"> Multi-Modal LLMs </label> <ul class="md-nav__list" data-md-scrollfix> <li class="md-nav__item"> <a href="../../multi_modal_llms/anthropic/" class="md-nav__link"> Anthropic </a> </li> <li class="md-nav__item"> <a href="../../multi_modal_llms/azure_openai/" class="md-nav__link"> Azure openai </a> </li> <li class="md-nav__item"> <a href="../../multi_modal_llms/dashscope/" class="md-nav__link"> Dashscope </a> </li> <li class="md-nav__item"> <a href="../../multi_modal_llms/gemini/" class="md-nav__link"> Gemini </a> </li> <li class="md-nav__item"> <a href="../../multi_modal_llms/huggingface/" class="md-nav__link"> Huggingface </a> </li> <li class="md-nav__item"> <a href="../../multi_modal_llms/mistralai/" class="md-nav__link"> Mistralai </a> </li> <li class="md-nav__item"> <a href="../../multi_modal_llms/nebius/" class="md-nav__link"> Nebius </a> </li> <li class="md-nav__item"> <a href="../../multi_modal_llms/nvidia/" class="md-nav__link"> Nvidia </a> </li> <li class="md-nav__item"> <a href="../../multi_modal_llms/ollama/" class="md-nav__link"> Ollama </a> </li> <li class="md-nav__item"> <a href="../../multi_modal_llms/openai/" class="md-nav__link"> Openai </a> </li> <li class="md-nav__item"> <a href="../../multi_modal_llms/openvino/" class="md-nav__link"> Openvino </a> </li> <li class="md-nav__item"> <a href="../../multi_modal_llms/reka/" class="md-nav__link"> Reka </a> </li> <li class="md-nav__item"> <a href="../../multi_modal_llms/replicate/" class="md-nav__link"> Replicate </a> </li> <li class="md-nav__item"> <a href="../../multi_modal_llms/zhipuai/" class="md-nav__link"> Zhipuai </a> </li> </ul> </nav> </li> <li class="md-nav__item md-nav__item--nested"> <input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_7_17" > <div class="md-nav__link md-nav__container"> <a href="../../node_parsers/" class="md-nav__link "> Node Parsers & Text Splitters </a> <label class="md-nav__link " for="__nav_7_17" id="__nav_7_17_label" tabindex="0"> </label> </div> <nav class="md-nav" data-md-level="2" aria-labelledby="__nav_7_17_label" aria-expanded="false"> <label class="md-nav__title" for="__nav_7_17"> Node Parsers & Text Splitters </label> <ul class="md-nav__list" data-md-scrollfix> <li class="md-nav__item"> <a href="../../node_parser/alibabacloud_aisearch/" class="md-nav__link"> Alibabacloud aisearch </a> </li> <li class="md-nav__item"> <a href="../../node_parser/dashscope/" class="md-nav__link"> Dashscope </a> </li> <li class="md-nav__item"> <a href="../../node_parser/docling/" class="md-nav__link"> Docling </a> </li> <li class="md-nav__item"> <a href="../../node_parser/topic/" class="md-nav__link"> Topic </a> </li> <li class="md-nav__item"> <a href="../../node_parsers/code/" class="md-nav__link"> Code </a> </li> <li class="md-nav__item"> <a href="../../node_parsers/hierarchical/" class="md-nav__link"> Hierarchical </a> </li> <li class="md-nav__item"> <a href="../../node_parsers/html/" class="md-nav__link"> Html </a> </li> <li class="md-nav__item"> <a href="../../node_parsers/json/" class="md-nav__link"> Json </a> </li> <li class="md-nav__item"> <a href="../../node_parsers/langchain/" class="md-nav__link"> Langchain </a> </li> <li class="md-nav__item"> <a href="../../node_parsers/markdown/" class="md-nav__link"> Markdown </a> </li> <li class="md-nav__item"> <a href="../../node_parsers/markdown_element/" class="md-nav__link"> Markdown element </a> </li> <li class="md-nav__item"> <a href="../../node_parsers/semantic_splitter/" class="md-nav__link"> Semantic splitter </a> </li> <li class="md-nav__item"> <a href="../../node_parsers/sentence_splitter/" class="md-nav__link"> Sentence splitter </a> </li> <li class="md-nav__item"> <a href="../../node_parsers/sentence_window/" class="md-nav__link"> Sentence window </a> </li> <li class="md-nav__item"> <a href="../../node_parsers/token_text_splitter/" class="md-nav__link"> Token text splitter </a> </li> <li class="md-nav__item"> <a href="../../node_parsers/unstructured_element/" class="md-nav__link"> Unstructured element </a> </li> </ul> </nav> </li> <li class="md-nav__item md-nav__item--nested"> <input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_7_18" > <div class="md-nav__link md-nav__container"> <a href="../../postprocessor/" class="md-nav__link "> Node Postprocessors </a> <label class="md-nav__link " for="__nav_7_18" id="__nav_7_18_label" tabindex="0"> </label> </div> <nav class="md-nav" data-md-level="2" aria-labelledby="__nav_7_18_label" aria-expanded="false"> <label class="md-nav__title" for="__nav_7_18"> Node Postprocessors </label> <ul class="md-nav__list" data-md-scrollfix> <li class="md-nav__item"> <a href="../../postprocessor/NER_PII/" class="md-nav__link"> NER PII </a> </li> <li class="md-nav__item"> <a href="../../postprocessor/PII/" class="md-nav__link"> PII </a> </li> <li class="md-nav__item"> <a href="../../postprocessor/alibabacloud_aisearch_rerank/" class="md-nav__link"> Alibabacloud aisearch rerank </a> </li> <li class="md-nav__item"> <a href="../../postprocessor/auto_prev_next/" class="md-nav__link"> Auto prev next </a> </li> <li class="md-nav__item"> <a href="../../postprocessor/bedrock_rerank/" class="md-nav__link"> Bedrock rerank </a> </li> <li class="md-nav__item"> <a href="../../postprocessor/cohere_rerank/" class="md-nav__link"> Cohere rerank </a> </li> <li class="md-nav__item"> <a href="../../postprocessor/colbert_rerank/" class="md-nav__link"> Colbert rerank </a> </li> <li class="md-nav__item"> <a href="../../postprocessor/colpali_rerank/" class="md-nav__link"> Colpali rerank </a> </li> <li class="md-nav__item"> <a href="../../postprocessor/dashscope_rerank/" class="md-nav__link"> Dashscope rerank </a> </li> <li class="md-nav__item"> <a href="../../postprocessor/embedding_recency/" class="md-nav__link"> Embedding recency </a> </li> <li class="md-nav__item"> <a href="../../postprocessor/fixed_recency/" class="md-nav__link"> Fixed recency </a> </li> <li class="md-nav__item"> <a href="../../postprocessor/flag_embedding_reranker/" class="md-nav__link"> Flag embedding reranker </a> </li> <li class="md-nav__item"> <a href="../../postprocessor/jinaai_rerank/" class="md-nav__link"> Jinaai rerank </a> </li> <li class="md-nav__item"> <a href="../../postprocessor/keyword/" class="md-nav__link"> Keyword </a> </li> <li class="md-nav__item"> <a href="../../postprocessor/llm_rerank/" class="md-nav__link"> Llm rerank </a> </li> <li class="md-nav__item"> <a href="../../postprocessor/long_context_reorder/" class="md-nav__link"> Long context reorder </a> </li> <li class="md-nav__item"> <a href="../../postprocessor/longllmlingua/" class="md-nav__link"> Longllmlingua </a> </li> <li class="md-nav__item"> <a href="../../postprocessor/metadata_replacement/" class="md-nav__link"> Metadata replacement </a> </li> <li class="md-nav__item"> <a href="../../postprocessor/mixedbreadai_rerank/" class="md-nav__link"> Mixedbreadai rerank </a> </li> <li class="md-nav__item"> <a href="../../postprocessor/nvidia_rerank/" class="md-nav__link"> Nvidia rerank </a> </li> <li class="md-nav__item"> <a href="../../postprocessor/openvino_rerank/" class="md-nav__link"> Openvino rerank </a> </li> <li class="md-nav__item"> <a href="../../postprocessor/pinecone_native_rerank/" class="md-nav__link"> Pinecone native rerank </a> </li> <li class="md-nav__item"> <a href="../../postprocessor/presidio/" class="md-nav__link"> Presidio </a> </li> <li class="md-nav__item"> <a href="../../postprocessor/prev_next/" class="md-nav__link"> Prev next </a> </li> <li class="md-nav__item"> <a href="../../postprocessor/rankgpt_rerank/" class="md-nav__link"> Rankgpt rerank </a> </li> <li class="md-nav__item"> <a href="../../postprocessor/rankllm_rerank/" class="md-nav__link"> Rankllm rerank </a> </li> <li class="md-nav__item"> <a href="../../postprocessor/sbert_rerank/" class="md-nav__link"> Sbert rerank </a> </li> <li class="md-nav__item"> <a href="../../postprocessor/sentence_optimizer/" class="md-nav__link"> Sentence optimizer </a> </li> <li class="md-nav__item"> <a href="../../postprocessor/siliconflow_rerank/" class="md-nav__link"> Siliconflow rerank </a> </li> <li class="md-nav__item"> <a href="../../postprocessor/similarity/" class="md-nav__link"> Similarity </a> </li> <li class="md-nav__item"> <a href="../../postprocessor/tei_rerank/" class="md-nav__link"> Tei rerank </a> </li> <li class="md-nav__item"> <a href="../../postprocessor/time_weighted/" class="md-nav__link"> Time weighted </a> </li> <li class="md-nav__item"> <a href="../../postprocessor/voyageai_rerank/" class="md-nav__link"> Voyageai rerank </a> </li> <li class="md-nav__item"> <a href="../../postprocessor/xinference_rerank/" class="md-nav__link"> Xinference rerank </a> </li> </ul> </nav> </li> <li class="md-nav__item md-nav__item--nested"> <input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_7_19" > <div class="md-nav__link md-nav__container"> <a href="../../objects/" class="md-nav__link "> Object Stores </a> </div> <nav class="md-nav" data-md-level="2" aria-labelledby="__nav_7_19_label" aria-expanded="false"> <label class="md-nav__title" for="__nav_7_19"> Object Stores </label> <ul class="md-nav__list" data-md-scrollfix> </ul> </nav> </li> <li class="md-nav__item md-nav__item--nested"> <input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_7_20" > <div class="md-nav__link md-nav__container"> <a href="../../output_parsers/" class="md-nav__link "> Output Parsers </a> <label class="md-nav__link " for="__nav_7_20" id="__nav_7_20_label" tabindex="0"> </label> </div> <nav class="md-nav" data-md-level="2" aria-labelledby="__nav_7_20_label" aria-expanded="false"> <label class="md-nav__title" for="__nav_7_20"> Output Parsers </label> <ul class="md-nav__list" data-md-scrollfix> <li class="md-nav__item"> <a href="../../output_parsers/guardrails/" class="md-nav__link"> Guardrails </a> </li> <li class="md-nav__item"> <a href="../../output_parsers/langchain/" class="md-nav__link"> Langchain </a> </li> <li class="md-nav__item"> <a href="../../output_parsers/pydantic/" class="md-nav__link"> Pydantic </a> </li> <li class="md-nav__item"> <a href="../../output_parsers/selection/" class="md-nav__link"> Selection </a> </li> </ul> </nav> </li> <li class="md-nav__item md-nav__item--nested"> <input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_7_21" > <div class="md-nav__link md-nav__container"> <a href="../../program/" class="md-nav__link "> Programs </a> <label class="md-nav__link " for="__nav_7_21" id="__nav_7_21_label" tabindex="0"> </label> </div> <nav class="md-nav" data-md-level="2" aria-labelledby="__nav_7_21_label" aria-expanded="false"> <label class="md-nav__title" for="__nav_7_21"> Programs </label> <ul class="md-nav__list" data-md-scrollfix> <li class="md-nav__item"> <a href="../../program/evaporate/" class="md-nav__link"> Evaporate </a> </li> <li class="md-nav__item"> <a href="../../program/guidance/" class="md-nav__link"> Guidance </a> </li> <li class="md-nav__item"> <a href="../../program/llm_text_completion/" class="md-nav__link"> Llm text completion </a> </li> <li class="md-nav__item"> <a href="../../program/lmformatenforcer/" class="md-nav__link"> Lmformatenforcer </a> </li> <li class="md-nav__item"> <a href="../../program/multi_modal/" class="md-nav__link"> Multi modal </a> </li> <li class="md-nav__item"> <a href="../../program/openai/" class="md-nav__link"> Openai </a> </li> </ul> </nav> </li> <li class="md-nav__item md-nav__item--nested"> <input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_7_22" > <div class="md-nav__link md-nav__container"> <a href="../../prompts/" class="md-nav__link "> Prompts </a> </div> <nav class="md-nav" data-md-level="2" aria-labelledby="__nav_7_22_label" aria-expanded="false"> <label class="md-nav__title" for="__nav_7_22"> Prompts </label> <ul class="md-nav__list" data-md-scrollfix> </ul> </nav> </li> <li class="md-nav__item md-nav__item--nested"> <input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_7_23" > <div class="md-nav__link md-nav__container"> <a href="../../query_engine/" class="md-nav__link "> Query Engines </a> <label class="md-nav__link " for="__nav_7_23" id="__nav_7_23_label" tabindex="0"> </label> </div> <nav class="md-nav" data-md-level="2" aria-labelledby="__nav_7_23_label" aria-expanded="false"> <label class="md-nav__title" for="__nav_7_23"> Query Engines </label> <ul class="md-nav__list" data-md-scrollfix> <li class="md-nav__item"> <a href="../../query_engine/FLARE/" class="md-nav__link"> FLARE </a> </li> <li class="md-nav__item"> <a href="../../query_engine/JSONalayze/" class="md-nav__link"> JSONalayze </a> </li> <li class="md-nav__item"> <a href="../../query_engine/NL_SQL_table/" class="md-nav__link"> NL SQL table </a> </li> <li class="md-nav__item"> <a href="../../query_engine/PGVector_SQL/" class="md-nav__link"> PGVector SQL </a> </li> <li class="md-nav__item"> <a href="../../query_engine/SQL_join/" class="md-nav__link"> SQL join </a> </li> <li class="md-nav__item"> <a href="../../query_engine/SQL_table_retriever/" class="md-nav__link"> SQL table retriever </a> </li> <li class="md-nav__item"> <a href="../../query_engine/citation/" class="md-nav__link"> Citation </a> </li> <li class="md-nav__item"> <a href="../../query_engine/cogniswitch/" class="md-nav__link"> Cogniswitch </a> </li> <li class="md-nav__item"> <a href="../../query_engine/custom/" class="md-nav__link"> Custom </a> </li> <li class="md-nav__item"> <a href="../../query_engine/knowledge_graph/" class="md-nav__link"> Knowledge graph </a> </li> <li class="md-nav__item"> <a href="../../query_engine/multi_step/" class="md-nav__link"> Multi step </a> </li> <li class="md-nav__item"> <a href="../../query_engine/pandas/" class="md-nav__link"> Pandas </a> </li> <li class="md-nav__item"> <a href="../../query_engine/retriever/" class="md-nav__link"> Retriever </a> </li> <li class="md-nav__item"> <a href="../../query_engine/retriever_router/" class="md-nav__link"> Retriever router </a> </li> <li class="md-nav__item"> <a href="../../query_engine/retry/" class="md-nav__link"> Retry </a> </li> <li class="md-nav__item"> <a href="../../query_engine/router/" class="md-nav__link"> Router </a> </li> <li class="md-nav__item"> <a href="../../query_engine/simple_multi_modal/" class="md-nav__link"> Simple multi modal </a> </li> <li class="md-nav__item"> <a href="../../query_engine/sub_question/" class="md-nav__link"> Sub question </a> </li> <li class="md-nav__item"> <a href="../../query_engine/tool_retriever_router/" class="md-nav__link"> Tool retriever router </a> </li> <li class="md-nav__item"> <a href="../../query_engine/transform/" class="md-nav__link"> Transform </a> </li> </ul> </nav> </li> <li class="md-nav__item md-nav__item--nested"> <input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_7_24" > <div class="md-nav__link md-nav__container"> <a href="../../query_pipeline/" class="md-nav__link "> Query Pipeline </a> <label class="md-nav__link " for="__nav_7_24" id="__nav_7_24_label" tabindex="0"> </label> </div> <nav class="md-nav" data-md-level="2" aria-labelledby="__nav_7_24_label" aria-expanded="false"> <label class="md-nav__title" for="__nav_7_24"> Query Pipeline </label> <ul class="md-nav__list" data-md-scrollfix> <li class="md-nav__item"> <a href="../../query_pipeline/agent/" class="md-nav__link"> Agent </a> </li> <li class="md-nav__item"> <a href="../../query_pipeline/arg_pack/" class="md-nav__link"> Arg pack </a> </li> <li class="md-nav__item"> <a href="../../query_pipeline/custom/" class="md-nav__link"> Custom </a> </li> <li class="md-nav__item"> <a href="../../query_pipeline/function/" class="md-nav__link"> Function </a> </li> <li class="md-nav__item"> <a href="../../query_pipeline/input/" class="md-nav__link"> Input </a> </li> <li class="md-nav__item"> <a href="../../query_pipeline/llm/" class="md-nav__link"> Llm </a> </li> <li class="md-nav__item"> <a href="../../query_pipeline/multi_modal/" class="md-nav__link"> Multi modal </a> </li> <li class="md-nav__item"> <a href="../../query_pipeline/object/" class="md-nav__link"> Object </a> </li> <li class="md-nav__item"> <a href="../../query_pipeline/output_parser/" class="md-nav__link"> Output parser </a> </li> <li class="md-nav__item"> <a href="../../query_pipeline/postprocessor/" class="md-nav__link"> Postprocessor </a> </li> <li class="md-nav__item"> <a href="../../query_pipeline/prompt/" class="md-nav__link"> Prompt </a> </li> <li class="md-nav__item"> <a href="../../query_pipeline/query_engine/" class="md-nav__link"> Query engine </a> </li> <li class="md-nav__item"> <a href="../../query_pipeline/query_transform/" class="md-nav__link"> Query transform </a> </li> <li class="md-nav__item"> <a href="../../query_pipeline/retriever/" class="md-nav__link"> Retriever </a> </li> <li class="md-nav__item"> <a href="../../query_pipeline/router/" class="md-nav__link"> Router </a> </li> <li class="md-nav__item"> <a href="../../query_pipeline/synthesizer/" class="md-nav__link"> Synthesizer </a> </li> <li class="md-nav__item"> <a href="../../query_pipeline/tool_runner/" class="md-nav__link"> Tool runner </a> </li> </ul> </nav> </li> <li class="md-nav__item md-nav__item--nested"> <input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_7_25" > <div class="md-nav__link md-nav__container"> <a href="../../question_gen/" class="md-nav__link "> Question Generators </a> <label class="md-nav__link " for="__nav_7_25" id="__nav_7_25_label" tabindex="0"> </label> </div> <nav class="md-nav" data-md-level="2" aria-labelledby="__nav_7_25_label" aria-expanded="false"> <label class="md-nav__title" for="__nav_7_25"> Question Generators </label> <ul class="md-nav__list" data-md-scrollfix> <li class="md-nav__item"> <a href="../../question_gen/guidance/" class="md-nav__link"> Guidance </a> </li> <li class="md-nav__item"> <a href="../../question_gen/llm_question_gen/" class="md-nav__link"> Llm question gen </a> </li> <li class="md-nav__item"> <a href="../../question_gen/openai/" class="md-nav__link"> Openai </a> </li> </ul> </nav> </li> <li class="md-nav__item md-nav__item--nested"> <input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_7_26" > <div class="md-nav__link md-nav__container"> <a href="../../readers/" class="md-nav__link "> Readers </a> <label class="md-nav__link " for="__nav_7_26" id="__nav_7_26_label" tabindex="0"> </label> </div> <nav class="md-nav" data-md-level="2" aria-labelledby="__nav_7_26_label" aria-expanded="false"> <label class="md-nav__title" for="__nav_7_26"> Readers </label> <ul class="md-nav__list" data-md-scrollfix> <li class="md-nav__item"> <a href="../../readers/agent_search/" class="md-nav__link"> Agent search </a> </li> <li class="md-nav__item"> <a href="../../readers/airbyte_cdk/" class="md-nav__link"> Airbyte cdk </a> </li> <li class="md-nav__item"> <a href="../../readers/airbyte_gong/" class="md-nav__link"> Airbyte gong </a> </li> <li class="md-nav__item"> <a href="../../readers/airbyte_hubspot/" class="md-nav__link"> Airbyte hubspot </a> </li> <li class="md-nav__item"> <a href="../../readers/airbyte_salesforce/" class="md-nav__link"> Airbyte salesforce </a> </li> <li class="md-nav__item"> <a href="../../readers/airbyte_shopify/" class="md-nav__link"> Airbyte shopify </a> </li> <li class="md-nav__item"> <a href="../../readers/airbyte_stripe/" class="md-nav__link"> Airbyte stripe </a> </li> <li class="md-nav__item"> <a href="../../readers/airbyte_typeform/" class="md-nav__link"> Airbyte typeform </a> </li> <li class="md-nav__item"> <a href="../../readers/airbyte_zendesk_support/" class="md-nav__link"> Airbyte zendesk support </a> </li> <li class="md-nav__item"> <a href="../../readers/airtable/" class="md-nav__link"> Airtable </a> </li> <li class="md-nav__item"> <a href="../../readers/alibabacloud_aisearch/" class="md-nav__link"> Alibabacloud aisearch </a> </li> <li class="md-nav__item"> <a href="../../readers/apify/" class="md-nav__link"> Apify </a> </li> <li class="md-nav__item"> <a href="../../readers/arango_db/" class="md-nav__link"> Arango db </a> </li> <li class="md-nav__item"> <a href="../../readers/arxiv/" class="md-nav__link"> Arxiv </a> </li> <li class="md-nav__item"> <a href="../../readers/asana/" class="md-nav__link"> Asana </a> </li> <li class="md-nav__item"> <a href="../../readers/assemblyai/" class="md-nav__link"> Assemblyai </a> </li> <li class="md-nav__item"> <a href="../../readers/astra_db/" class="md-nav__link"> Astra db </a> </li> <li class="md-nav__item"> <a href="../../readers/athena/" class="md-nav__link"> Athena </a> </li> <li class="md-nav__item"> <a href="../../readers/awadb/" class="md-nav__link"> Awadb </a> </li> <li class="md-nav__item"> <a href="../../readers/azcognitive_search/" class="md-nav__link"> Azcognitive search </a> </li> <li class="md-nav__item"> <a href="../../readers/azstorage_blob/" class="md-nav__link"> Azstorage blob </a> </li> <li class="md-nav__item"> <a href="../../readers/azure_devops/" class="md-nav__link"> Azure devops </a> </li> <li class="md-nav__item"> <a href="../../readers/bagel/" class="md-nav__link"> Bagel </a> </li> <li class="md-nav__item"> <a href="../../readers/bilibili/" class="md-nav__link"> Bilibili </a> </li> <li class="md-nav__item"> <a href="../../readers/bitbucket/" class="md-nav__link"> Bitbucket </a> </li> <li class="md-nav__item"> <a href="../../readers/boarddocs/" class="md-nav__link"> Boarddocs </a> </li> <li class="md-nav__item"> <a href="../../readers/box/" class="md-nav__link"> Box </a> </li> <li class="md-nav__item"> <a href="../../readers/chatgpt_plugin/" class="md-nav__link"> Chatgpt plugin </a> </li> <li class="md-nav__item"> <a href="../../readers/chroma/" class="md-nav__link"> Chroma </a> </li> <li class="md-nav__item"> <a href="../../readers/clickhouse/" class="md-nav__link"> Clickhouse </a> </li> <li class="md-nav__item"> <a href="../../readers/confluence/" class="md-nav__link"> Confluence </a> </li> <li class="md-nav__item"> <a href="../../readers/couchbase/" class="md-nav__link"> Couchbase </a> </li> <li class="md-nav__item"> <a href="../../readers/couchdb/" class="md-nav__link"> Couchdb </a> </li> <li class="md-nav__item"> <a href="../../readers/dad_jokes/" class="md-nav__link"> Dad jokes </a> </li> <li class="md-nav__item"> <a href="../../readers/dashscope/" class="md-nav__link"> Dashscope </a> </li> <li class="md-nav__item"> <a href="../../readers/dashvector/" class="md-nav__link"> Dashvector </a> </li> <li class="md-nav__item"> <a href="../../readers/database/" class="md-nav__link"> Database </a> </li> <li class="md-nav__item"> <a href="../../readers/deeplake/" class="md-nav__link"> Deeplake </a> </li> <li class="md-nav__item"> <a href="../../readers/discord/" class="md-nav__link"> Discord </a> </li> <li class="md-nav__item"> <a href="../../readers/docling/" class="md-nav__link"> Docling </a> </li> <li class="md-nav__item"> <a href="../../readers/docstring_walker/" class="md-nav__link"> Docstring walker </a> </li> <li class="md-nav__item"> <a href="../../readers/docugami/" class="md-nav__link"> Docugami </a> </li> <li class="md-nav__item"> <a href="../../readers/document360/" class="md-nav__link"> Document360 </a> </li> <li class="md-nav__item"> <a href="../../readers/earnings_call_transcript/" class="md-nav__link"> Earnings call transcript </a> </li> <li class="md-nav__item"> <a href="../../readers/elasticsearch/" class="md-nav__link"> Elasticsearch </a> </li> <li class="md-nav__item"> <a href="../../readers/faiss/" class="md-nav__link"> Faiss </a> </li> <li class="md-nav__item"> <a href="../../readers/feedly_rss/" class="md-nav__link"> Feedly rss </a> </li> <li class="md-nav__item"> <a href="../../readers/feishu_docs/" class="md-nav__link"> Feishu docs </a> </li> <li class="md-nav__item"> <a href="../../readers/feishu_wiki/" class="md-nav__link"> Feishu wiki </a> </li> <li class="md-nav__item"> <a href="../../readers/file/" class="md-nav__link"> File </a> </li> <li class="md-nav__item"> <a href="../../readers/firebase_realtimedb/" class="md-nav__link"> Firebase realtimedb </a> </li> <li class="md-nav__item"> <a href="../../readers/firestore/" class="md-nav__link"> Firestore </a> </li> <li class="md-nav__item"> <a href="../../readers/gcs/" class="md-nav__link"> Gcs </a> </li> <li class="md-nav__item"> <a href="../../readers/genius/" class="md-nav__link"> Genius </a> </li> <li class="md-nav__item"> <a href="../../readers/gitbook/" class="md-nav__link"> Gitbook </a> </li> <li class="md-nav__item"> <a href="../../readers/github/" class="md-nav__link"> Github </a> </li> <li class="md-nav__item"> <a href="../../readers/gitlab/" class="md-nav__link"> Gitlab </a> </li> <li class="md-nav__item"> <a href="../../readers/google/" class="md-nav__link"> Google </a> </li> <li class="md-nav__item"> <a href="../../readers/gpt_repo/" class="md-nav__link"> Gpt repo </a> </li> <li class="md-nav__item"> <a href="../../readers/graphdb_cypher/" class="md-nav__link"> Graphdb cypher </a> </li> <li class="md-nav__item"> <a href="../../readers/graphql/" class="md-nav__link"> Graphql </a> </li> <li class="md-nav__item"> <a href="../../readers/guru/" class="md-nav__link"> Guru </a> </li> <li class="md-nav__item"> <a href="../../readers/hatena_blog/" class="md-nav__link"> Hatena blog </a> </li> <li class="md-nav__item"> <a href="../../readers/hive/" class="md-nav__link"> Hive </a> </li> <li class="md-nav__item"> <a href="../../readers/hubspot/" class="md-nav__link"> Hubspot </a> </li> <li class="md-nav__item"> <a href="../../readers/huggingface_fs/" class="md-nav__link"> Huggingface fs </a> </li> <li class="md-nav__item"> <a href="../../readers/hwp/" class="md-nav__link"> Hwp </a> </li> <li class="md-nav__item"> <a href="../../readers/iceberg/" class="md-nav__link"> Iceberg </a> </li> <li class="md-nav__item"> <a href="../../readers/imdb_review/" class="md-nav__link"> Imdb review </a> </li> <li class="md-nav__item"> <a href="../../readers/intercom/" class="md-nav__link"> Intercom </a> </li> <li class="md-nav__item"> <a href="../../readers/jaguar/" class="md-nav__link"> Jaguar </a> </li> <li class="md-nav__item"> <a href="../../readers/jira/" class="md-nav__link"> Jira </a> </li> <li class="md-nav__item"> <a href="../../readers/joplin/" class="md-nav__link"> Joplin </a> </li> <li class="md-nav__item"> <a href="../../readers/json/" class="md-nav__link"> Json </a> </li> <li class="md-nav__item"> <a href="../../readers/kaltura_esearch/" class="md-nav__link"> Kaltura esearch </a> </li> <li class="md-nav__item"> <a href="../../readers/kibela/" class="md-nav__link"> Kibela </a> </li> <li class="md-nav__item"> <a href="../../readers/lilac/" class="md-nav__link"> Lilac </a> </li> <li class="md-nav__item"> <a href="../../readers/linear/" class="md-nav__link"> Linear </a> </li> <li class="md-nav__item"> <a href="../../readers/llama_parse/" class="md-nav__link"> Llama parse </a> </li> <li class="md-nav__item"> <a href="../../readers/macrometa_gdn/" class="md-nav__link"> Macrometa gdn </a> </li> <li class="md-nav__item"> <a href="../../readers/make_com/" class="md-nav__link"> Make com </a> </li> <li class="md-nav__item"> <a href="../../readers/mangadex/" class="md-nav__link"> Mangadex </a> </li> <li class="md-nav__item"> <a href="../../readers/mangoapps_guides/" class="md-nav__link"> Mangoapps guides </a> </li> <li class="md-nav__item"> <a href="../../readers/maps/" class="md-nav__link"> Maps </a> </li> <li class="md-nav__item"> <a href="../../readers/mbox/" class="md-nav__link"> Mbox </a> </li> <li class="md-nav__item"> <a href="../../readers/memos/" class="md-nav__link"> Memos </a> </li> <li class="md-nav__item"> <a href="../../readers/metal/" class="md-nav__link"> Metal </a> </li> <li class="md-nav__item"> <a href="../../readers/microsoft_onedrive/" class="md-nav__link"> Microsoft onedrive </a> </li> <li class="md-nav__item"> <a href="../../readers/microsoft_outlook/" class="md-nav__link"> Microsoft outlook </a> </li> <li class="md-nav__item"> <a href="../../readers/microsoft_sharepoint/" class="md-nav__link"> Microsoft sharepoint </a> </li> <li class="md-nav__item"> <a href="../../readers/milvus/" class="md-nav__link"> Milvus </a> </li> <li class="md-nav__item"> <a href="../../readers/minio/" class="md-nav__link"> Minio </a> </li> <li class="md-nav__item"> <a href="../../readers/mondaydotcom/" class="md-nav__link"> Mondaydotcom </a> </li> <li class="md-nav__item"> <a href="../../readers/mongodb/" class="md-nav__link"> Mongodb </a> </li> <li class="md-nav__item"> <a href="../../readers/myscale/" class="md-nav__link"> Myscale </a> </li> <li class="md-nav__item"> <a href="../../readers/notion/" class="md-nav__link"> Notion </a> </li> <li class="md-nav__item"> <a href="../../readers/nougat_ocr/" class="md-nav__link"> Nougat ocr </a> </li> <li class="md-nav__item"> <a href="../../readers/obsidian/" class="md-nav__link"> Obsidian </a> </li> <li class="md-nav__item"> <a href="../../readers/openalex/" class="md-nav__link"> Openalex </a> </li> <li class="md-nav__item"> <a href="../../readers/openapi/" class="md-nav__link"> Openapi </a> </li> <li class="md-nav__item"> <a href="../../readers/opendal/" class="md-nav__link"> Opendal </a> </li> <li class="md-nav__item"> <a href="../../readers/opensearch/" class="md-nav__link"> Opensearch </a> </li> <li class="md-nav__item"> <a href="../../readers/oracleai/" class="md-nav__link"> Oracleai </a> </li> <li class="md-nav__item"> <a href="../../readers/pandas_ai/" class="md-nav__link"> Pandas ai </a> </li> <li class="md-nav__item"> <a href="../../readers/papers/" class="md-nav__link"> Papers </a> </li> <li class="md-nav__item"> <a href="../../readers/patentsview/" class="md-nav__link"> Patentsview </a> </li> <li class="md-nav__item"> <a href="../../readers/pathway/" class="md-nav__link"> Pathway </a> </li> <li class="md-nav__item"> <a href="../../readers/pdb/" class="md-nav__link"> Pdb </a> </li> <li class="md-nav__item"> <a href="../../readers/pdf_marker/" class="md-nav__link"> Pdf marker </a> </li> <li class="md-nav__item"> <a href="../../readers/pdf_table/" class="md-nav__link"> Pdf table </a> </li> <li class="md-nav__item"> <a href="../../readers/pebblo/" class="md-nav__link"> Pebblo </a> </li> <li class="md-nav__item"> <a href="../../readers/pinecone.md" class="md-nav__link"> None </a> </li> <li class="md-nav__item"> <a href="../../readers/preprocess/" class="md-nav__link"> Preprocess </a> </li> <li class="md-nav__item"> <a href="../../readers/psychic/" class="md-nav__link"> Psychic </a> </li> <li class="md-nav__item"> <a href="../../readers/qdrant/" class="md-nav__link"> Qdrant </a> </li> <li class="md-nav__item"> <a href="../../readers/quip/" class="md-nav__link"> Quip </a> </li> <li class="md-nav__item"> <a href="../../readers/rayyan/" class="md-nav__link"> Rayyan </a> </li> <li class="md-nav__item"> <a href="../../readers/readme/" class="md-nav__link"> Readme </a> </li> <li class="md-nav__item"> <a href="../../readers/readwise/" class="md-nav__link"> Readwise </a> </li> <li class="md-nav__item"> <a href="../../readers/reddit/" class="md-nav__link"> Reddit </a> </li> <li class="md-nav__item"> <a href="../../readers/remote/" class="md-nav__link"> Remote </a> </li> <li class="md-nav__item"> <a href="../../readers/remote_depth/" class="md-nav__link"> Remote depth </a> </li> <li class="md-nav__item"> <a href="../../readers/s3/" class="md-nav__link"> S3 </a> </li> <li class="md-nav__item"> <a href="../../readers/sec_filings/" class="md-nav__link"> Sec filings </a> </li> <li class="md-nav__item"> <a href="../../readers/semanticscholar/" class="md-nav__link"> Semanticscholar </a> </li> <li class="md-nav__item"> <a href="../../readers/simple_directory_reader/" class="md-nav__link"> Simple directory reader </a> </li> <li class="md-nav__item"> <a href="../../readers/singlestore/" class="md-nav__link"> Singlestore </a> </li> <li class="md-nav__item"> <a href="../../readers/slack/" class="md-nav__link"> Slack </a> </li> <li class="md-nav__item"> <a href="../../readers/smart_pdf_loader/" class="md-nav__link"> Smart pdf loader </a> </li> <li class="md-nav__item"> <a href="../../readers/snowflake/" class="md-nav__link"> Snowflake </a> </li> <li class="md-nav__item"> <a href="../../readers/snscrape_twitter/" class="md-nav__link"> Snscrape twitter </a> </li> <li class="md-nav__item"> <a href="../../readers/spotify/" class="md-nav__link"> Spotify </a> </li> <li class="md-nav__item"> <a href="../../readers/stackoverflow/" class="md-nav__link"> Stackoverflow </a> </li> <li class="md-nav__item"> <a href="../../readers/steamship/" class="md-nav__link"> Steamship </a> </li> <li class="md-nav__item"> <a href="../../readers/string_iterable/" class="md-nav__link"> String iterable </a> </li> <li class="md-nav__item"> <a href="../../readers/stripe_docs/" class="md-nav__link"> Stripe docs </a> </li> <li class="md-nav__item"> <a href="../../readers/structured_data/" class="md-nav__link"> Structured data </a> </li> <li class="md-nav__item"> <a href="../../readers/telegram/" class="md-nav__link"> Telegram </a> </li> <li class="md-nav__item"> <a href="../../readers/toggl/" class="md-nav__link"> Toggl </a> </li> <li class="md-nav__item"> <a href="../../readers/trello/" class="md-nav__link"> Trello </a> </li> <li class="md-nav__item"> <a href="../../readers/twitter/" class="md-nav__link"> Twitter </a> </li> <li class="md-nav__item"> <a href="../../readers/txtai/" class="md-nav__link"> Txtai </a> </li> <li class="md-nav__item"> <a href="../../readers/upstage/" class="md-nav__link"> Upstage </a> </li> <li class="md-nav__item"> <a href="../../readers/weather/" class="md-nav__link"> Weather </a> </li> <li class="md-nav__item"> <a href="../../readers/weaviate/" class="md-nav__link"> Weaviate </a> </li> <li class="md-nav__item"> <a href="../../readers/web/" class="md-nav__link"> Web </a> </li> <li class="md-nav__item"> <a href="../../readers/whatsapp/" class="md-nav__link"> Whatsapp </a> </li> <li class="md-nav__item"> <a href="../../readers/wikipedia/" class="md-nav__link"> Wikipedia </a> </li> <li class="md-nav__item"> <a href="../../readers/wordlift/" class="md-nav__link"> Wordlift </a> </li> <li class="md-nav__item"> <a href="../../readers/wordpress/" class="md-nav__link"> Wordpress </a> </li> <li class="md-nav__item"> <a href="../../readers/youtube_metadata/" class="md-nav__link"> Youtube metadata </a> </li> <li class="md-nav__item"> <a href="../../readers/youtube_transcript/" class="md-nav__link"> Youtube transcript </a> </li> <li class="md-nav__item"> <a href="../../readers/zendesk/" class="md-nav__link"> Zendesk </a> </li> <li class="md-nav__item"> <a href="../../readers/zep/" class="md-nav__link"> Zep </a> </li> <li class="md-nav__item"> <a href="../../readers/zulip/" class="md-nav__link"> Zulip </a> </li> <li class="md-nav__item"> <a href="../../readers/zyte_serp/" class="md-nav__link"> Zyte serp </a> </li> </ul> </nav> </li> <li class="md-nav__item md-nav__item--nested"> <input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_7_27" > <div class="md-nav__link md-nav__container"> <a href="../../response_synthesizers/" class="md-nav__link "> Response Synthesizers </a> <label class="md-nav__link " for="__nav_7_27" id="__nav_7_27_label" tabindex="0"> </label> </div> <nav class="md-nav" data-md-level="2" aria-labelledby="__nav_7_27_label" aria-expanded="false"> <label class="md-nav__title" for="__nav_7_27"> Response Synthesizers </label> <ul class="md-nav__list" data-md-scrollfix> <li class="md-nav__item"> <a href="../../response_synthesizers/accumulate/" class="md-nav__link"> Accumulate </a> </li> <li class="md-nav__item"> <a href="../../response_synthesizers/compact_accumulate/" class="md-nav__link"> Compact accumulate </a> </li> <li class="md-nav__item"> <a href="../../response_synthesizers/compact_and_refine/" class="md-nav__link"> Compact and refine </a> </li> <li class="md-nav__item"> <a href="../../response_synthesizers/generation/" class="md-nav__link"> Generation </a> </li> <li class="md-nav__item"> <a href="../../response_synthesizers/google/" class="md-nav__link"> Google </a> </li> <li class="md-nav__item"> <a href="../../response_synthesizers/refine/" class="md-nav__link"> Refine </a> </li> <li class="md-nav__item"> <a href="../../response_synthesizers/simple_summarize/" class="md-nav__link"> Simple summarize </a> </li> <li class="md-nav__item"> <a href="../../response_synthesizers/tree_summarize/" class="md-nav__link"> Tree summarize </a> </li> </ul> </nav> </li> <li class="md-nav__item md-nav__item--nested"> <input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_7_28" > <div class="md-nav__link md-nav__container"> <a href="../../retrievers/" class="md-nav__link "> Retrievers </a> <label class="md-nav__link " for="__nav_7_28" id="__nav_7_28_label" tabindex="0"> </label> </div> <nav class="md-nav" data-md-level="2" aria-labelledby="__nav_7_28_label" aria-expanded="false"> <label class="md-nav__title" for="__nav_7_28"> Retrievers </label> <ul class="md-nav__list" data-md-scrollfix> <li class="md-nav__item"> <a href="../../retrievers/auto_merging/" class="md-nav__link"> Auto merging </a> </li> <li class="md-nav__item"> <a href="../../retrievers/bedrock/" class="md-nav__link"> Bedrock </a> </li> <li class="md-nav__item"> <a href="../../retrievers/bm25/" class="md-nav__link"> Bm25 </a> </li> <li class="md-nav__item"> <a href="../../retrievers/duckdb_retriever/" class="md-nav__link"> Duckdb retriever </a> </li> <li class="md-nav__item"> <a href="../../retrievers/keyword/" class="md-nav__link"> Keyword </a> </li> <li class="md-nav__item"> <a href="../../retrievers/knowledge_graph/" class="md-nav__link"> Knowledge graph </a> </li> <li class="md-nav__item"> <a href="../../retrievers/mongodb_atlas_bm25_retriever/" class="md-nav__link"> Mongodb atlas bm25 retriever </a> </li> <li class="md-nav__item"> <a href="../../retrievers/pathway/" class="md-nav__link"> Pathway </a> </li> <li class="md-nav__item"> <a href="../../retrievers/query_fusion/" class="md-nav__link"> Query fusion </a> </li> <li class="md-nav__item"> <a href="../../retrievers/recursive/" class="md-nav__link"> Recursive </a> </li> <li class="md-nav__item"> <a href="../../retrievers/router/" class="md-nav__link"> Router </a> </li> <li class="md-nav__item"> <a href="../../retrievers/sql/" class="md-nav__link"> Sql </a> </li> <li class="md-nav__item"> <a href="../../retrievers/summary/" class="md-nav__link"> Summary </a> </li> <li class="md-nav__item"> <a href="../../retrievers/transform/" class="md-nav__link"> Transform </a> </li> <li class="md-nav__item"> <a href="../../retrievers/tree/" class="md-nav__link"> Tree </a> </li> <li class="md-nav__item"> <a href="../../retrievers/vector/" class="md-nav__link"> Vector </a> </li> <li class="md-nav__item"> <a href="../../retrievers/vertexai_search/" class="md-nav__link"> Vertexai search </a> </li> <li class="md-nav__item"> <a href="../../retrievers/videodb/" class="md-nav__link"> Videodb </a> </li> <li class="md-nav__item"> <a href="../../retrievers/you/" class="md-nav__link"> You </a> </li> </ul> </nav> </li> <li class="md-nav__item md-nav__item--nested"> <input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_7_29" > <div class="md-nav__link md-nav__container"> <a href="../../schema/" class="md-nav__link "> Schema </a> </div> <nav class="md-nav" data-md-level="2" aria-labelledby="__nav_7_29_label" aria-expanded="false"> <label class="md-nav__title" for="__nav_7_29"> Schema </label> <ul class="md-nav__list" data-md-scrollfix> </ul> </nav> </li> <li class="md-nav__item md-nav__item--nested"> <input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_7_30" > <label class="md-nav__link" for="__nav_7_30" id="__nav_7_30_label" tabindex="0"> Selectors </label> <nav class="md-nav" data-md-level="2" aria-labelledby="__nav_7_30_label" aria-expanded="false"> <label class="md-nav__title" for="__nav_7_30"> Selectors </label> <ul class="md-nav__list" data-md-scrollfix> <li class="md-nav__item"> <a href="../../selectors/notdiamond/" class="md-nav__link"> Notdiamond </a> </li> </ul> </nav> </li> <li class="md-nav__item md-nav__item--nested"> <input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_7_31" > <label class="md-nav__link" for="__nav_7_31" id="__nav_7_31_label" tabindex="0"> Sparse Embeddings </label> <nav class="md-nav" data-md-level="2" aria-labelledby="__nav_7_31_label" aria-expanded="false"> <label class="md-nav__title" for="__nav_7_31"> Sparse Embeddings </label> <ul class="md-nav__list" data-md-scrollfix> <li class="md-nav__item"> <a href="../../sparse_embeddings/fastembed/" class="md-nav__link"> Fastembed </a> </li> </ul> </nav> </li> <li class="md-nav__item md-nav__item--nested"> <input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_7_32" > <label class="md-nav__link" for="__nav_7_32" id="__nav_7_32_label" tabindex="0"> Storage </label> <nav class="md-nav" data-md-level="2" aria-labelledby="__nav_7_32_label" aria-expanded="false"> <label class="md-nav__title" for="__nav_7_32"> Storage </label> <ul class="md-nav__list" data-md-scrollfix> <li class="md-nav__item md-nav__item--nested"> <input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_7_32_1" > <div class="md-nav__link md-nav__container"> <a href="../../storage/chat_store/" class="md-nav__link "> Chat Store </a> <label class="md-nav__link " for="__nav_7_32_1" id="__nav_7_32_1_label" tabindex="0"> </label> </div> <nav class="md-nav" data-md-level="3" aria-labelledby="__nav_7_32_1_label" aria-expanded="false"> <label class="md-nav__title" for="__nav_7_32_1"> Chat Store </label> <ul class="md-nav__list" data-md-scrollfix> <li class="md-nav__item"> <a href="../../storage/chat_store/azure/" class="md-nav__link"> Azure </a> </li> <li class="md-nav__item"> <a href="../../storage/chat_store/azurecosmosmongovcore/" class="md-nav__link"> Azurecosmosmongovcore </a> </li> <li class="md-nav__item"> <a href="../../storage/chat_store/azurecosmosnosql/" class="md-nav__link"> Azurecosmosnosql </a> </li> <li class="md-nav__item"> <a href="../../storage/chat_store/dynamodb/" class="md-nav__link"> Dynamodb </a> </li> <li class="md-nav__item"> <a href="../../storage/chat_store/postgres/" class="md-nav__link"> Postgres </a> </li> <li class="md-nav__item"> <a href="../../storage/chat_store/redis/" class="md-nav__link"> Redis </a> </li> <li class="md-nav__item"> <a href="../../storage/chat_store/simple/" class="md-nav__link"> Simple </a> </li> <li class="md-nav__item"> <a href="../../storage/chat_store/upstash/" class="md-nav__link"> Upstash </a> </li> </ul> </nav> </li> <li class="md-nav__item md-nav__item--nested"> <input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_7_32_2" > <div class="md-nav__link md-nav__container"> <a href="../../storage/docstore/" class="md-nav__link "> Docstore </a> <label class="md-nav__link " for="__nav_7_32_2" id="__nav_7_32_2_label" tabindex="0"> </label> </div> <nav class="md-nav" data-md-level="3" aria-labelledby="__nav_7_32_2_label" aria-expanded="false"> <label class="md-nav__title" for="__nav_7_32_2"> Docstore </label> <ul class="md-nav__list" data-md-scrollfix> <li class="md-nav__item"> <a href="../../storage/docstore/azure/" class="md-nav__link"> Azure </a> </li> <li class="md-nav__item"> <a href="../../storage/docstore/couchbase/" class="md-nav__link"> Couchbase </a> </li> <li class="md-nav__item"> <a href="../../storage/docstore/dynamodb/" class="md-nav__link"> Dynamodb </a> </li> <li class="md-nav__item"> <a href="../../storage/docstore/elasticsearch/" class="md-nav__link"> Elasticsearch </a> </li> <li class="md-nav__item"> <a href="../../storage/docstore/firestore/" class="md-nav__link"> Firestore </a> </li> <li class="md-nav__item"> <a href="../../storage/docstore/mongodb/" class="md-nav__link"> Mongodb </a> </li> <li class="md-nav__item"> <a href="../../storage/docstore/postgres/" class="md-nav__link"> Postgres </a> </li> <li class="md-nav__item"> <a href="../../storage/docstore/redis/" class="md-nav__link"> Redis </a> </li> <li class="md-nav__item"> <a href="../../storage/docstore/simple/" class="md-nav__link"> Simple </a> </li> </ul> </nav> </li> <li class="md-nav__item md-nav__item--nested"> <input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_7_32_3" > <div class="md-nav__link md-nav__container"> <a href="../../storage/graph_stores/" class="md-nav__link "> Graph Stores </a> <label class="md-nav__link " for="__nav_7_32_3" id="__nav_7_32_3_label" tabindex="0"> </label> </div> <nav class="md-nav" data-md-level="3" aria-labelledby="__nav_7_32_3_label" aria-expanded="false"> <label class="md-nav__title" for="__nav_7_32_3"> Graph Stores </label> <ul class="md-nav__list" data-md-scrollfix> <li class="md-nav__item"> <a href="../../storage/graph_stores/falkordb/" class="md-nav__link"> Falkordb </a> </li> <li class="md-nav__item"> <a href="../../storage/graph_stores/kuzu/" class="md-nav__link"> Kuzu </a> </li> <li class="md-nav__item"> <a href="../../storage/graph_stores/memgraph/" class="md-nav__link"> Memgraph </a> </li> <li class="md-nav__item"> <a href="../../storage/graph_stores/nebula/" class="md-nav__link"> Nebula </a> </li> <li class="md-nav__item"> <a href="../../storage/graph_stores/neo4j/" class="md-nav__link"> Neo4j </a> </li> <li class="md-nav__item"> <a href="../../storage/graph_stores/neptune/" class="md-nav__link"> Neptune </a> </li> <li class="md-nav__item"> <a href="../../storage/graph_stores/simple/" class="md-nav__link"> Simple </a> </li> <li class="md-nav__item"> <a href="../../storage/graph_stores/tidb/" class="md-nav__link"> Tidb </a> </li> </ul> </nav> </li> <li class="md-nav__item md-nav__item--nested"> <input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_7_32_4" > <div class="md-nav__link md-nav__container"> <a href="../../storage/index_store/" class="md-nav__link "> Index Store </a> <label class="md-nav__link " for="__nav_7_32_4" id="__nav_7_32_4_label" tabindex="0"> </label> </div> <nav class="md-nav" data-md-level="3" aria-labelledby="__nav_7_32_4_label" aria-expanded="false"> <label class="md-nav__title" for="__nav_7_32_4"> Index Store </label> <ul class="md-nav__list" data-md-scrollfix> <li class="md-nav__item"> <a href="../../storage/index_store/azure/" class="md-nav__link"> Azure </a> </li> <li class="md-nav__item"> <a href="../../storage/index_store/azurecosmosnosql/" class="md-nav__link"> Azurecosmosnosql </a> </li> <li class="md-nav__item"> <a href="../../storage/index_store/couchbase/" class="md-nav__link"> Couchbase </a> </li> <li class="md-nav__item"> <a href="../../storage/index_store/dynamodb/" class="md-nav__link"> Dynamodb </a> </li> <li class="md-nav__item"> <a href="../../storage/index_store/elasticsearch/" class="md-nav__link"> Elasticsearch </a> </li> <li class="md-nav__item"> <a href="../../storage/index_store/firestore/" class="md-nav__link"> Firestore </a> </li> <li class="md-nav__item"> <a href="../../storage/index_store/mongodb/" class="md-nav__link"> Mongodb </a> </li> <li class="md-nav__item"> <a href="../../storage/index_store/postgres/" class="md-nav__link"> Postgres </a> </li> <li class="md-nav__item"> <a href="../../storage/index_store/redis/" class="md-nav__link"> Redis </a> </li> <li class="md-nav__item"> <a href="../../storage/index_store/simple/" class="md-nav__link"> Simple </a> </li> </ul> </nav> </li> <li class="md-nav__item md-nav__item--nested"> <input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_7_32_5" > <div class="md-nav__link md-nav__container"> <a href="../../storage/kvstore/" class="md-nav__link "> Kvstore </a> <label class="md-nav__link " for="__nav_7_32_5" id="__nav_7_32_5_label" tabindex="0"> </label> </div> <nav class="md-nav" data-md-level="3" aria-labelledby="__nav_7_32_5_label" aria-expanded="false"> <label class="md-nav__title" for="__nav_7_32_5"> Kvstore </label> <ul class="md-nav__list" data-md-scrollfix> <li class="md-nav__item"> <a href="../../storage/kvstore/azure/" class="md-nav__link"> Azure </a> </li> <li class="md-nav__item"> <a href="../../storage/kvstore/azurecosmosnosql/" class="md-nav__link"> Azurecosmosnosql </a> </li> <li class="md-nav__item"> <a href="../../storage/kvstore/couchbase/" class="md-nav__link"> Couchbase </a> </li> <li class="md-nav__item"> <a href="../../storage/kvstore/dynamodb/" class="md-nav__link"> Dynamodb </a> </li> <li class="md-nav__item"> <a href="../../storage/kvstore/elasticsearch/" class="md-nav__link"> Elasticsearch </a> </li> <li class="md-nav__item"> <a href="../../storage/kvstore/firestore/" class="md-nav__link"> Firestore </a> </li> <li class="md-nav__item"> <a href="../../storage/kvstore/mongodb/" class="md-nav__link"> Mongodb </a> </li> <li class="md-nav__item"> <a href="../../storage/kvstore/postgres/" class="md-nav__link"> Postgres </a> </li> <li class="md-nav__item"> <a href="../../storage/kvstore/redis/" class="md-nav__link"> Redis </a> </li> <li class="md-nav__item"> <a href="../../storage/kvstore/s3/" class="md-nav__link"> S3 </a> </li> <li class="md-nav__item"> <a href="../../storage/kvstore/simple/" class="md-nav__link"> Simple </a> </li> </ul> </nav> </li> <li class="md-nav__item md-nav__item--nested"> <input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_7_32_6" > <label class="md-nav__link" for="__nav_7_32_6" id="__nav_7_32_6_label" tabindex="0"> Storage </label> <nav class="md-nav" data-md-level="3" aria-labelledby="__nav_7_32_6_label" aria-expanded="false"> <label class="md-nav__title" for="__nav_7_32_6"> Storage </label> <ul class="md-nav__list" data-md-scrollfix> <li class="md-nav__item"> <a href="../../storage/storage_context/" class="md-nav__link"> Storage context </a> </li> </ul> </nav> </li> <li class="md-nav__item md-nav__item--nested"> <input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_7_32_7" > <div class="md-nav__link md-nav__container"> <a href="../../storage/vector_store/" class="md-nav__link "> Vector Store </a> <label class="md-nav__link " for="__nav_7_32_7" id="__nav_7_32_7_label" tabindex="0"> </label> </div> <nav class="md-nav" data-md-level="3" aria-labelledby="__nav_7_32_7_label" aria-expanded="false"> <label class="md-nav__title" for="__nav_7_32_7"> Vector Store </label> <ul class="md-nav__list" data-md-scrollfix> <li class="md-nav__item"> <a href="../../storage/vector_store/alibabacloud_opensearch/" class="md-nav__link"> Alibabacloud opensearch </a> </li> <li class="md-nav__item"> <a href="../../storage/vector_store/analyticdb/" class="md-nav__link"> Analyticdb </a> </li> <li class="md-nav__item"> <a href="../../storage/vector_store/astra_db/" class="md-nav__link"> Astra db </a> </li> <li class="md-nav__item"> <a href="../../storage/vector_store/awadb/" class="md-nav__link"> Awadb </a> </li> <li class="md-nav__item"> <a href="../../storage/vector_store/awsdocdb/" class="md-nav__link"> Awsdocdb </a> </li> <li class="md-nav__item"> <a href="../../storage/vector_store/azureaisearch/" class="md-nav__link"> Azureaisearch </a> </li> <li class="md-nav__item"> <a href="../../storage/vector_store/azurecosmosmongo/" class="md-nav__link"> Azurecosmosmongo </a> </li> <li class="md-nav__item"> <a href="../../storage/vector_store/azurecosmosnosql/" class="md-nav__link"> Azurecosmosnosql </a> </li> <li class="md-nav__item"> <a href="../../storage/vector_store/bagel/" class="md-nav__link"> Bagel </a> </li> <li class="md-nav__item"> <a href="../../storage/vector_store/baiduvectordb/" class="md-nav__link"> Baiduvectordb </a> </li> <li class="md-nav__item"> <a href="../../storage/vector_store/cassandra/" class="md-nav__link"> Cassandra </a> </li> <li class="md-nav__item"> <a href="../../storage/vector_store/chatgpt_plugin/" class="md-nav__link"> Chatgpt plugin </a> </li> <li class="md-nav__item"> <a href="../../storage/vector_store/chroma/" class="md-nav__link"> Chroma </a> </li> <li class="md-nav__item"> <a href="../../storage/vector_store/clickhouse/" class="md-nav__link"> Clickhouse </a> </li> <li class="md-nav__item"> <a href="../../storage/vector_store/couchbase/" class="md-nav__link"> Couchbase </a> </li> <li class="md-nav__item"> <a href="../../storage/vector_store/dashvector/" class="md-nav__link"> Dashvector </a> </li> <li class="md-nav__item"> <a href="../../storage/vector_store/databricks/" class="md-nav__link"> Databricks </a> </li> <li class="md-nav__item"> <a href="../../storage/vector_store/deeplake/" class="md-nav__link"> Deeplake </a> </li> <li class="md-nav__item"> <a href="../../storage/vector_store/docarray/" class="md-nav__link"> Docarray </a> </li> <li class="md-nav__item"> <a href="../../storage/vector_store/duckdb/" class="md-nav__link"> Duckdb </a> </li> <li class="md-nav__item"> <a href="../../storage/vector_store/dynamodb/" class="md-nav__link"> Dynamodb </a> </li> <li class="md-nav__item"> <a href="../../storage/vector_store/elasticsearch/" class="md-nav__link"> Elasticsearch </a> </li> <li class="md-nav__item"> <a href="../../storage/vector_store/epsilla/" class="md-nav__link"> Epsilla </a> </li> <li class="md-nav__item"> <a href="../../storage/vector_store/faiss/" class="md-nav__link"> Faiss </a> </li> <li class="md-nav__item"> <a href="../../storage/vector_store/firestore/" class="md-nav__link"> Firestore </a> </li> <li class="md-nav__item"> <a href="../../storage/vector_store/google/" class="md-nav__link"> Google </a> </li> <li class="md-nav__item"> <a href="../../storage/vector_store/hologres/" class="md-nav__link"> Hologres </a> </li> <li class="md-nav__item"> <a href="../../storage/vector_store/jaguar/" class="md-nav__link"> Jaguar </a> </li> <li class="md-nav__item"> <a href="../../storage/vector_store/kdbai/" class="md-nav__link"> Kdbai </a> </li> <li class="md-nav__item"> <a href="../../storage/vector_store/lancedb/" class="md-nav__link"> Lancedb </a> </li> <li class="md-nav__item"> <a href="../../storage/vector_store/lantern/" class="md-nav__link"> Lantern </a> </li> <li class="md-nav__item"> <a href="../../storage/vector_store/lindorm/" class="md-nav__link"> Lindorm </a> </li> <li class="md-nav__item"> <a href="../../storage/vector_store/mariadb/" class="md-nav__link"> Mariadb </a> </li> <li class="md-nav__item"> <a href="../../storage/vector_store/metal/" class="md-nav__link"> Metal </a> </li> <li class="md-nav__item"> <a href="../../storage/vector_store/milvus/" class="md-nav__link"> Milvus </a> </li> <li class="md-nav__item"> <a href="../../storage/vector_store/mongodb/" class="md-nav__link"> Mongodb </a> </li> <li class="md-nav__item"> <a href="../../storage/vector_store/myscale/" class="md-nav__link"> Myscale </a> </li> <li class="md-nav__item"> <a href="../../storage/vector_store/neo4jvector/" class="md-nav__link"> Neo4jvector </a> </li> <li class="md-nav__item"> <a href="../../storage/vector_store/neptune/" class="md-nav__link"> Neptune </a> </li> <li class="md-nav__item"> <a href="../../storage/vector_store/nile/" class="md-nav__link"> Nile </a> </li> <li class="md-nav__item"> <a href="../../storage/vector_store/objectbox/" class="md-nav__link"> Objectbox </a> </li> <li class="md-nav__item"> <a href="../../storage/vector_store/oceanbase/" class="md-nav__link"> Oceanbase </a> </li> <li class="md-nav__item"> <a href="../../storage/vector_store/opensearch/" class="md-nav__link"> Opensearch </a> </li> <li class="md-nav__item"> <a href="../../storage/vector_store/oracledb/" class="md-nav__link"> Oracledb </a> </li> <li class="md-nav__item"> <a href="../../storage/vector_store/pgvecto_rs/" class="md-nav__link"> Pgvecto rs </a> </li> <li class="md-nav__item"> <a href="../../storage/vector_store/pinecone/" class="md-nav__link"> Pinecone </a> </li> <li class="md-nav__item"> <a href="../../storage/vector_store/postgres/" class="md-nav__link"> Postgres </a> </li> <li class="md-nav__item"> <a href="../../storage/vector_store/qdrant/" class="md-nav__link"> Qdrant </a> </li> <li class="md-nav__item"> <a href="../../storage/vector_store/redis/" class="md-nav__link"> Redis </a> </li> <li class="md-nav__item"> <a href="../../storage/vector_store/relyt/" class="md-nav__link"> Relyt </a> </li> <li class="md-nav__item"> <a href="../../storage/vector_store/rocksetdb/" class="md-nav__link"> Rocksetdb </a> </li> <li class="md-nav__item"> <a href="../../storage/vector_store/simple/" class="md-nav__link"> Simple </a> </li> <li class="md-nav__item"> <a href="../../storage/vector_store/singlestoredb/" class="md-nav__link"> Singlestoredb </a> </li> <li class="md-nav__item"> <a href="../../storage/vector_store/sqlalchemy.md" class="md-nav__link"> None </a> </li> <li class="md-nav__item"> <a href="../../storage/vector_store/supabase/" class="md-nav__link"> Supabase </a> </li> <li class="md-nav__item"> <a href="../../storage/vector_store/tablestore/" class="md-nav__link"> Tablestore </a> </li> <li class="md-nav__item"> <a href="../../storage/vector_store/tair/" class="md-nav__link"> Tair </a> </li> <li class="md-nav__item"> <a href="../../storage/vector_store/tencentvectordb/" class="md-nav__link"> Tencentvectordb </a> </li> <li class="md-nav__item"> <a href="../../storage/vector_store/tidbvector/" class="md-nav__link"> Tidbvector </a> </li> <li class="md-nav__item"> <a href="../../storage/vector_store/timescalevector/" class="md-nav__link"> Timescalevector </a> </li> <li class="md-nav__item"> <a href="../../storage/vector_store/txtai/" class="md-nav__link"> Txtai </a> </li> <li class="md-nav__item"> <a href="../../storage/vector_store/typesense/" class="md-nav__link"> Typesense </a> </li> <li class="md-nav__item"> <a href="../../storage/vector_store/upstash/" class="md-nav__link"> Upstash </a> </li> <li class="md-nav__item"> <a href="../../storage/vector_store/vearch/" class="md-nav__link"> Vearch </a> </li> <li class="md-nav__item"> <a href="../../storage/vector_store/vertexaivectorsearch/" class="md-nav__link"> Vertexaivectorsearch </a> </li> <li class="md-nav__item"> <a href="../../storage/vector_store/vespa/" class="md-nav__link"> Vespa </a> </li> <li class="md-nav__item"> <a href="../../storage/vector_store/weaviate/" class="md-nav__link"> Weaviate </a> </li> <li class="md-nav__item"> <a href="../../storage/vector_store/wordlift/" class="md-nav__link"> Wordlift </a> </li> <li class="md-nav__item"> <a href="../../storage/vector_store/zep/" class="md-nav__link"> Zep </a> </li> </ul> </nav> </li> </ul> </nav> </li> <li class="md-nav__item md-nav__item--nested"> <input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_7_33" > <div class="md-nav__link md-nav__container"> <a href="../../tools/" class="md-nav__link "> Tools </a> <label class="md-nav__link " for="__nav_7_33" id="__nav_7_33_label" tabindex="0"> </label> </div> <nav class="md-nav" data-md-level="2" aria-labelledby="__nav_7_33_label" aria-expanded="false"> <label class="md-nav__title" for="__nav_7_33"> Tools </label> <ul class="md-nav__list" data-md-scrollfix> <li class="md-nav__item"> <a href="../../tools/arxiv/" class="md-nav__link"> Arxiv </a> </li> <li class="md-nav__item"> <a href="../../tools/azure_code_interpreter/" class="md-nav__link"> Azure code interpreter </a> </li> <li class="md-nav__item"> <a href="../../tools/azure_cv/" class="md-nav__link"> Azure cv </a> </li> <li class="md-nav__item"> <a href="../../tools/azure_speech/" class="md-nav__link"> Azure speech </a> </li> <li class="md-nav__item"> <a href="../../tools/azure_translate/" class="md-nav__link"> Azure translate </a> </li> <li class="md-nav__item"> <a href="../../tools/bing_search/" class="md-nav__link"> Bing search </a> </li> <li class="md-nav__item"> <a href="../../tools/box/" class="md-nav__link"> Box </a> </li> <li class="md-nav__item"> <a href="../../tools/brave_search/" class="md-nav__link"> Brave search </a> </li> <li class="md-nav__item"> <a href="../../tools/cassandra/" class="md-nav__link"> Cassandra </a> </li> <li class="md-nav__item"> <a href="../../tools/chatgpt_plugin/" class="md-nav__link"> Chatgpt plugin </a> </li> <li class="md-nav__item"> <a href="../../tools/code_interpreter/" class="md-nav__link"> Code interpreter </a> </li> <li class="md-nav__item"> <a href="../../tools/cogniswitch/" class="md-nav__link"> Cogniswitch </a> </li> <li class="md-nav__item"> <a href="../../tools/database/" class="md-nav__link"> Database </a> </li> <li class="md-nav__item"> <a href="../../tools/docker_code.md" class="md-nav__link"> None </a> </li> <li class="md-nav__item"> <a href="../../tools/duckduckgo/" class="md-nav__link"> Duckduckgo </a> </li> <li class="md-nav__item"> <a href="../../tools/elevenlabs/" class="md-nav__link"> Elevenlabs </a> </li> <li class="md-nav__item"> <a href="../../tools/exa/" class="md-nav__link"> Exa </a> </li> <li class="md-nav__item"> <a href="../../tools/finance/" class="md-nav__link"> Finance </a> </li> <li class="md-nav__item"> <a href="../../tools/function/" class="md-nav__link"> Function </a> </li> <li class="md-nav__item"> <a href="../../tools/google/" class="md-nav__link"> Google </a> </li> <li class="md-nav__item"> <a href="../../tools/graphql/" class="md-nav__link"> Graphql </a> </li> <li class="md-nav__item"> <a href="../../tools/ionic_shopping/" class="md-nav__link"> Ionic shopping </a> </li> <li class="md-nav__item"> <a href="../../tools/jina/" class="md-nav__link"> Jina </a> </li> <li class="md-nav__item"> <a href="../../tools/load_and_search/" class="md-nav__link"> Load and search </a> </li> <li class="md-nav__item"> <a href="../../tools/metaphor/" class="md-nav__link"> Metaphor </a> </li> <li class="md-nav__item"> <a href="../../tools/multion/" class="md-nav__link"> Multion </a> </li> <li class="md-nav__item"> <a href="../../tools/neo4j/" class="md-nav__link"> Neo4j </a> </li> <li class="md-nav__item"> <a href="../../tools/notion/" class="md-nav__link"> Notion </a> </li> <li class="md-nav__item"> <a href="../../tools/ondemand_loader/" class="md-nav__link"> Ondemand loader </a> </li> <li class="md-nav__item"> <a href="../../tools/openai/" class="md-nav__link"> Openai </a> </li> <li class="md-nav__item"> <a href="../../tools/openapi/" class="md-nav__link"> Openapi </a> </li> <li class="md-nav__item"> <a href="../../tools/oracleai.md" class="md-nav__link"> None </a> </li> <li class="md-nav__item"> <a href="../../tools/passio_nutrition_ai/" class="md-nav__link"> Passio nutrition ai </a> </li> <li class="md-nav__item"> <a href="../../tools/playgrounds/" class="md-nav__link"> Playgrounds </a> </li> <li class="md-nav__item"> <a href="../../tools/python_file/" class="md-nav__link"> Python file </a> </li> <li class="md-nav__item"> <a href="../../tools/query_engine/" class="md-nav__link"> Query engine </a> </li> <li class="md-nav__item"> <a href="../../tools/query_plan/" class="md-nav__link"> Query plan </a> </li> <li class="md-nav__item"> <a href="../../tools/requests/" class="md-nav__link"> Requests </a> </li> <li class="md-nav__item"> <a href="../../tools/retriever/" class="md-nav__link"> Retriever </a> </li> <li class="md-nav__item"> <a href="../../tools/salesforce/" class="md-nav__link"> Salesforce </a> </li> <li class="md-nav__item"> <a href="../../tools/shopify/" class="md-nav__link"> Shopify </a> </li> <li class="md-nav__item"> <a href="../../tools/slack/" class="md-nav__link"> Slack </a> </li> <li class="md-nav__item"> <a href="../../tools/tavily_research/" class="md-nav__link"> Tavily research </a> </li> <li class="md-nav__item"> <a href="../../tools/text_to_image/" class="md-nav__link"> Text to image </a> </li> <li class="md-nav__item"> <a href="../../tools/tool_spec/" class="md-nav__link"> Tool spec </a> </li> <li class="md-nav__item"> <a href="../../tools/vectara_query/" class="md-nav__link"> Vectara query </a> </li> <li class="md-nav__item"> <a href="../../tools/vector_db/" class="md-nav__link"> Vector db </a> </li> <li class="md-nav__item"> <a href="../../tools/waii/" class="md-nav__link"> Waii </a> </li> <li class="md-nav__item"> <a href="../../tools/weather/" class="md-nav__link"> Weather </a> </li> <li class="md-nav__item"> <a href="../../tools/wikipedia/" class="md-nav__link"> Wikipedia </a> </li> <li class="md-nav__item"> <a href="../../tools/wolfram_alpha/" class="md-nav__link"> Wolfram alpha </a> </li> <li class="md-nav__item"> <a href="../../tools/yahoo_finance/" class="md-nav__link"> Yahoo finance </a> </li> <li class="md-nav__item"> <a href="../../tools/yelp/" class="md-nav__link"> Yelp </a> </li> <li class="md-nav__item"> <a href="../../tools/zapier/" class="md-nav__link"> Zapier </a> </li> </ul> </nav> </li> <li class="md-nav__item md-nav__item--nested"> <input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_7_34" > <label class="md-nav__link" for="__nav_7_34" id="__nav_7_34_label" tabindex="0"> Workflow </label> <nav class="md-nav" data-md-level="2" aria-labelledby="__nav_7_34_label" aria-expanded="false"> <label class="md-nav__title" for="__nav_7_34"> Workflow </label> <ul class="md-nav__list" data-md-scrollfix> <li class="md-nav__item"> <a href="../../workflow/decorators/" class="md-nav__link"> Decorators </a> </li> <li class="md-nav__item"> <a href="../../workflow/context/" class="md-nav__link"> Context </a> </li> <li class="md-nav__item"> <a href="../../workflow/events/" class="md-nav__link"> Events </a> </li> <li class="md-nav__item"> <a href="../../workflow/retry_policy/" class="md-nav__link"> Retry policy </a> </li> <li class="md-nav__item"> <a href="../../workflow/workflow/" class="md-nav__link"> Workflow </a> </li> </ul> </nav> </li> </ul> </nav> </li> <li class="md-nav__item md-nav__item--nested"> <input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_8" > <div class="md-nav__link md-nav__container"> <a href="../../../community/llama_packs/" class="md-nav__link "> Open-Source Community </a> <label class="md-nav__link " for="__nav_8" id="__nav_8_label" tabindex="0"> </label> </div> <nav class="md-nav" data-md-level="1" aria-labelledby="__nav_8_label" aria-expanded="false"> <label class="md-nav__title" for="__nav_8"> Open-Source Community </label> <ul class="md-nav__list" data-md-scrollfix> <li class="md-nav__item"> <a href="../../../community/integrations/" class="md-nav__link"> Integrations </a> </li> <li class="md-nav__item"> <a href="../../../community/full_stack_projects/" class="md-nav__link"> Full Stack Projects </a> </li> <li class="md-nav__item md-nav__item--nested"> <input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_8_3" > <label class="md-nav__link" for="__nav_8_3" id="__nav_8_3_label" tabindex="0"> Community FAQ </label> <nav class="md-nav" data-md-level="2" aria-labelledby="__nav_8_3_label" aria-expanded="false"> <label class="md-nav__title" for="__nav_8_3"> Community FAQ </label> <ul class="md-nav__list" data-md-scrollfix> <li class="md-nav__item"> <a href="../../../community/faq/chat_engines/" class="md-nav__link"> Chat Engines </a> </li> <li class="md-nav__item"> <a href="../../../community/faq/documents_and_nodes/" class="md-nav__link"> Documents and Nodes </a> </li> <li class="md-nav__item"> <a href="../../../community/faq/embeddings/" class="md-nav__link"> Embeddings </a> </li> <li class="md-nav__item"> <a href="../../../community/faq/llms/" class="md-nav__link"> Large Language Models </a> </li> <li class="md-nav__item"> <a href="../../../community/faq/query_engines/" class="md-nav__link"> Query Engines </a> </li> <li class="md-nav__item"> <a href="../../../community/faq/vector_database/" class="md-nav__link"> Vector Database </a> </li> </ul> </nav> </li> <li class="md-nav__item md-nav__item--nested"> <input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_8_5" > <label class="md-nav__link" for="__nav_8_5" id="__nav_8_5_label" tabindex="0"> Contributing </label> <nav class="md-nav" data-md-level="2" aria-labelledby="__nav_8_5_label" aria-expanded="false"> <label class="md-nav__title" for="__nav_8_5"> Contributing </label> <ul class="md-nav__list" data-md-scrollfix> <li class="md-nav__item"> <a href="../../../CONTRIBUTING/" class="md-nav__link"> Code </a> </li> <li class="md-nav__item"> <a href="../../../DOCS_README/" class="md-nav__link"> Docs </a> </li> </ul> </nav> </li> <li class="md-nav__item"> <a href="../../../CHANGELOG/" class="md-nav__link"> Changelog </a> </li> <li class="md-nav__item"> <a href="../../../presentations/past_presentations/" class="md-nav__link"> Presentations </a> </li> <li class="md-nav__item"> <a href="../../../getting_started/v0_10_0_migration/" class="md-nav__link"> Upgrading to v0.10.x </a> </li> <li class="md-nav__item"> <a href="../../../changes/deprecated_terms/" class="md-nav__link"> Deprecated Terms </a> </li> </ul> </nav> </li> <li class="md-nav__item md-nav__item--nested"> <input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_9" > <div class="md-nav__link md-nav__container"> <a href="../../../llama_cloud/" class="md-nav__link "> LlamaCloud </a> <label class="md-nav__link " for="__nav_9" id="__nav_9_label" tabindex="0"> </label> </div> <nav class="md-nav" data-md-level="1" aria-labelledby="__nav_9_label" aria-expanded="false"> <label class="md-nav__title" for="__nav_9"> LlamaCloud </label> <ul class="md-nav__list" data-md-scrollfix> <li class="md-nav__item"> <a href="../../../llama_cloud/llama_parse/" class="md-nav__link"> LlamaParse </a> </li> </ul> </nav> </li> </ul> </nav> </div> </div> </div> <div class="md-sidebar md-sidebar--secondary" data-md-component="sidebar" data-md-type="toc" > <div class="md-sidebar__scrollwrap"> <div class="md-sidebar__inner"> <nav class="md-nav md-nav--secondary" aria-label="Table of contents"> <label class="md-nav__title" for="__toc"> Table of contents </label> <ul class="md-nav__list" data-md-component="toc" data-md-scrollfix> <li class="md-nav__item"> <a href="#llama_index.llms.nebius.NebiusLLM" class="md-nav__link"> NebiusLLM </a> <nav class="md-nav" aria-label="NebiusLLM"> <ul class="md-nav__list"> <li class="md-nav__item"> <a href="#llama_index.llms.nebius.NebiusLLM.class_name" class="md-nav__link"> class_name </a> </li> </ul> </nav> </li> </ul> </nav> </div> </div> </div> <div class="md-content" data-md-component="content"> <article class="md-content__inner md-typeset"> <h1>Nebius</h1> <div class="doc doc-object doc-module"> <div class="doc doc-contents first"> <div class="doc doc-children"> <div class="doc doc-object doc-class"> <h2 id="llama_index.llms.nebius.NebiusLLM" class="doc doc-heading"> NebiusLLM <a href="#llama_index.llms.nebius.NebiusLLM" class="headerlink" title="Permanent link">#</a></h2> <div class="doc doc-contents "> Bases: <code><a class="autorefs autorefs-internal" title="llama_index.llms.openai_like.OpenAILike" href="../openai_like/#llama_index.llms.openai_like.OpenAILike">OpenAILike</a></code> Nebius AI Studio LLM class. Examples: <code>pip install llama-index-llms-nebius</code> <div class="highlight"><pre><code>from llama_index.llms.nebius import NebiusLLM # set api key in env or in llm # import os # os.environ["NEBIUS_API_KEY"] = "your api key" llm = NebiusLLM( model="mistralai/Mixtral-8x7B-Instruct-v0.1", api_key="your_api_key" ) resp = llm.complete("Who is Paul Graham?") print(resp) </code></pre></div> <details class="quote"> <summary>Source code in <code>llama-index-integrations/llms/llama-index-llms-nebius/llama_index/llms/nebius/base.py</code></summary> <div class="highlight"><table class="highlighttable"><tr><td class="linenos"><div class="linenodiv"><pre>10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52</pre></div></td><td class="code"><div><pre><code>class NebiusLLM(OpenAILike): """Nebius AI Studio LLM class. Examples: `pip install llama-index-llms-nebius` ```python from llama_index.llms.nebius import NebiusLLM # set api key in env or in llm # import os # os.environ["NEBIUS_API_KEY"] = "your api key" llm = NebiusLLM( model="mistralai/Mixtral-8x7B-Instruct-v0.1", api_key="your_api_key" ) resp = llm.complete("Who is Paul Graham?") print(resp) ``` """ def __init__( self, model: str, api_key: Optional[str] = None, api_base: str = DEFAULT_API_BASE, is_chat_model: bool = True, **kwargs: Any, ) -> None: api_key = api_key or os.environ.get("NEBIUS_API_KEY", None) super().__init__( model=model, api_key=api_key, api_base=api_base, is_chat_model=is_chat_model, **kwargs, ) @classmethod def class_name(cls) -> str: """Get class name.""" return "NebiusLLM" </code></pre></div></td></tr></table></div> </details> <div class="doc doc-children"> <div class="doc doc-object doc-function"> <h3 id="llama_index.llms.nebius.NebiusLLM.class_name" class="doc doc-heading"> class_name <code>classmethod</code> <a href="#llama_index.llms.nebius.NebiusLLM.class_name" class="headerlink" title="Permanent link">#</a></h3> <div class="doc-signature highlight"><pre><code>class_name() -> str </code></pre></div> <div class="doc doc-contents "> Get class name. <details class="quote"> <summary>Source code in <code>llama-index-integrations/llms/llama-index-llms-nebius/llama_index/llms/nebius/base.py</code></summary> <div class="highlight"><table class="highlighttable"><tr><td class="linenos"><div class="linenodiv"><pre>49 50 51 52</pre></div></td><td class="code"><div><pre><code>@classmethod def class_name(cls) -> str: """Get class name.""" return "NebiusLLM" </code></pre></div></td></tr></table></div> </details> </div> </div> </div> </div> </div> </div> </div> </div> </article> </div> <script>var target=document.getElementById(location.hash.slice(1));target&&target.name&&(target.checked=target.name.startsWith("__tabbed_"))</script> </div> <button type="button" class="md-top md-icon" data-md-component="top" hidden> <svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M13 20h-2V8l-5.5 5.5-1.42-1.42L12 4.16l7.92 7.92-1.42 1.42L13 8z"/></svg> Back to top </button> </main> <footer class="md-footer"> <nav class="md-footer__inner md-grid" aria-label="Footer" > <a href="../mymagic/" class="md-footer__link md-footer__link--prev" aria-label="Previous: Mymagic"> <div class="md-footer__button md-icon"> <svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M20 11v2H8l5.5 5.5-1.42 1.42L4.16 12l7.92-7.92L13.5 5.5 8 11z"/></svg> </div> <div class="md-footer__title"> Previous <div class="md-ellipsis"> Mymagic </div> </div> </a> <a href="../neutrino/" class="md-footer__link md-footer__link--next" aria-label="Next: Neutrino"> <div class="md-footer__title"> Next <div class="md-ellipsis"> Neutrino </div> </div> <div class="md-footer__button md-icon"> <svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M4 11v2h12l-5.5 5.5 1.42 1.42L19.84 12l-7.92-7.92L10.5 5.5 16 11z"/></svg> </div> </a> </nav> <div class="md-footer-meta md-typeset"> <div class="md-footer-meta__inner md-grid"> <readthedocs-flyout position="bottom-left"></readthedocs-flyout> </div> </div> </footer> <img referrerpolicy="no-referrer-when-downgrade" src="https://static.scarf.sh/a.png?x-pxid=2b5669c2-eb91-4d0a-81d6-dc7238350598" width="1" height="1" /> </div> <div class="md-dialog" data-md-component="dialog"> <div class="md-dialog__inner md-typeset"></div> </div> <script id="__config" type="application/json">{"base": "../../..", "features": ["navigation.instant", "navigation.tabs", "navigation.indexes", "navigation.top", "navigation.footer", "toc.follow", "content.code.copy", "search.suggest", "search.highlight"], "search": "../../../assets/javascripts/workers/search.6ce7567c.min.js", "translations": {"clipboard.copied": "Copied to clipboard", "clipboard.copy": "Copy to clipboard", "search.result.more.one": "1 more on this page", "search.result.more.other": "# more on this page", "search.result.none": "No matching documents", "search.result.one": "1 matching document", "search.result.other": "# matching documents", "search.result.placeholder": "Type to start searching", "search.result.term.missing": "Missing", "select.version": "Select version"}}</script> <script src="../../../assets/javascripts/bundle.83f73b43.min.js"></script> <script src="../../../javascript/runllm.js"></script> <script src="../../../javascript/algolia.js"></script> </body> </html>

CINXE.COM

Nebius - LlamaIndex