yujunjun/graphrag
1
0
Fork 0
mirror of https://github.com/microsoft/graphrag.git synced 2025-09-16 19:54:03 +00:00
Code Issues Packages Projects Releases Wiki Activity
graphrag/prompt_tuning/manual_prompt_tuning/index.html

1741 lines
40 KiB
HTML
Raw Blame History

<!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="prev" href="../auto_prompt_tuning/">
<link rel="next" href="../../query/overview/">
<link rel="icon" href="../../assets/images/favicon.png">
<meta name="generator" content="mkdocs-1.6.1, mkdocs-material-9.5.43">
<title>Manual Tuning - GraphRAG</title>
<link rel="stylesheet" href="../../assets/stylesheets/main.0253249f.min.css">
<link rel="stylesheet" href="../../assets/stylesheets/palette.06af60db.min.css">
<script src="https://wcpstatic.microsoft.com/mscc/lib/v2/wcp-consent.js"></script>
<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="../../stylesheets/extra.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>
</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="#manual-prompt-tuning" 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="GraphRAG" class="md-header__button md-logo" aria-label="GraphRAG" data-md-component="logo">
<svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M19.375 8.5a3.25 3.25 0 1 1-3.163 4h-3a3.252 3.252 0 0 1-4.443 2.509L7.214 17.76a3.25 3.25 0 1 1-1.342-.674l1.672-2.957A3.24 3.24 0 0 1 6.75 12c0-.907.371-1.727.97-2.316L6.117 6.846A3.253 3.253 0 0 1 1.875 3.75a3.25 3.25 0 1 1 5.526 2.32l1.603 2.836A3.25 3.25 0 0 1 13.093 11h3.119a3.25 3.25 0 0 1 3.163-2.5M10 10.25a1.75 1.75 0 1 0-.001 3.499A1.75 1.75 0 0 0 10 10.25M5.125 2a1.75 1.75 0 1 0 0 3.5 1.75 1.75 0 0 0 0-3.5m12.5 9.75a1.75 1.75 0 1 0 3.5 0 1.75 1.75 0 0 0-3.5 0m-14.25 8.5a1.75 1.75 0 1 0 3.501-.001 1.75 1.75 0 0 0-3.501.001"/></svg>
</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">
<span class="md-ellipsis">
GraphRAG
</span>
</div>
<div class="md-header__topic" data-md-component="header-topic">
<span class="md-ellipsis">
Manual Tuning
</span>
</div>
</div>
</div>
<form class="md-header__option" data-md-component="palette">
<input class="md-option" data-md-color-media="" data-md-color-scheme="default" data-md-color-primary="indigo" data-md-color-accent="indigo" aria-label="Switch to dark mode" type="radio" name="__palette" id="__palette_0">
<label class="md-header__button md-icon" title="Switch to dark mode" for="__palette_1" 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="" data-md-color-scheme="slate" data-md-color-primary="indigo" data-md-color-accent="indigo" aria-label="Switch to light mode" type="radio" name="__palette" id="__palette_1">
<label class="md-header__button md-icon" title="Switch to light mode" 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 class="md-search" data-md-component="search" role="dialog">
<label class="md-search__overlay" for="__search"></label>
<div class="md-search__inner" role="search">
<form class="md-search__form" name="search">
<input type="text" class="md-search__input" name="query" aria-label="Search" placeholder="Search" autocapitalize="off" autocorrect="off" autocomplete="off" spellcheck="false" data-md-component="search-query" required>
<label class="md-search__icon 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>
<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>
</label>
<nav class="md-search__options" aria-label="Search">
<button type="reset" class="md-search__icon md-icon" title="Clear" aria-label="Clear" tabindex="-1">
<svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M19 6.41 17.59 5 12 10.59 6.41 5 5 6.41 10.59 12 5 17.59 6.41 19 12 13.41 17.59 19 19 17.59 13.41 12z"/></svg>
</button>
</nav>
</form>
<div class="md-search__output">
<div class="md-search__scrollwrap" tabindex="0" data-md-scrollfix>
<div class="md-search-result" data-md-component="search-result">
<div class="md-search-result__meta">
Initializing search
</div>
<ol class="md-search-result__list" role="presentation"></ol>
</div>
</div>
</div>
</div>
</div>
<div class="md-header__source">
<a href="https://github.com/microsoft/graphrag" title="Go to repository" class="md-source" data-md-component="source">
<div class="md-source__icon md-icon">
<svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 448 512"><!--! Font Awesome Free 6.6.0 by @fontawesome - https://fontawesome.com License - https://fontawesome.com/license/free (Icons: CC BY 4.0, Fonts: SIL OFL 1.1, Code: MIT License) Copyright 2024 Fonticons, Inc.--><path d="M439.55 236.05 244 40.45a28.87 28.87 0 0 0-40.81 0l-40.66 40.63 51.52 51.52c27.06-9.14 52.68 16.77 43.39 43.68l49.66 49.66c34.23-11.8 61.18 31 35.47 56.69-26.49 26.49-70.21-2.87-56-37.34L240.22 199v121.85c25.3 12.54 22.26 41.85 9.08 55a34.34 34.34 0 0 1-48.55 0c-17.57-17.6-11.07-46.91 11.25-56v-123c-20.8-8.51-24.6-30.74-18.64-45L142.57 101 8.45 235.14a28.86 28.86 0 0 0 0 40.81l195.61 195.6a28.86 28.86 0 0 0 40.8 0l194.69-194.69a28.86 28.86 0 0 0 0-40.81"/></svg>
</div>
<div class="md-source__repository">
graphrag
</div>
</a>
</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="../../index/overview/" class="md-tabs__link">
Indexing
</a>
</li>
<li class="md-tabs__item md-tabs__item--active">
<a href="../overview/" class="md-tabs__link">
Prompt Tuning
</a>
</li>
<li class="md-tabs__item">
<a href="../../query/overview/" class="md-tabs__link">
Query
</a>
</li>
<li class="md-tabs__item">
<a href="../../blog_posts/" class="md-tabs__link">
Microsoft Research Blog
</a>
</li>
<li class="md-tabs__item">
<a href="../../cli/" class="md-tabs__link">
Extras
</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="GraphRAG" class="md-nav__button md-logo" aria-label="GraphRAG" data-md-component="logo">
<svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M19.375 8.5a3.25 3.25 0 1 1-3.163 4h-3a3.252 3.252 0 0 1-4.443 2.509L7.214 17.76a3.25 3.25 0 1 1-1.342-.674l1.672-2.957A3.24 3.24 0 0 1 6.75 12c0-.907.371-1.727.97-2.316L6.117 6.846A3.253 3.253 0 0 1 1.875 3.75a3.25 3.25 0 1 1 5.526 2.32l1.603 2.836A3.25 3.25 0 0 1 13.093 11h3.119a3.25 3.25 0 0 1 3.163-2.5M10 10.25a1.75 1.75 0 1 0-.001 3.499A1.75 1.75 0 0 0 10 10.25M5.125 2a1.75 1.75 0 1 0 0 3.5 1.75 1.75 0 0 0 0-3.5m12.5 9.75a1.75 1.75 0 1 0 3.5 0 1.75 1.75 0 0 0-3.5 0m-14.25 8.5a1.75 1.75 0 1 0 3.501-.001 1.75 1.75 0 0 0-3.501.001"/></svg>
</a>
GraphRAG
</label>
<div class="md-nav__source">
<a href="https://github.com/microsoft/graphrag" title="Go to repository" class="md-source" data-md-component="source">
<div class="md-source__icon md-icon">
<svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 448 512"><!--! Font Awesome Free 6.6.0 by @fontawesome - https://fontawesome.com License - https://fontawesome.com/license/free (Icons: CC BY 4.0, Fonts: SIL OFL 1.1, Code: MIT License) Copyright 2024 Fonticons, Inc.--><path d="M439.55 236.05 244 40.45a28.87 28.87 0 0 0-40.81 0l-40.66 40.63 51.52 51.52c27.06-9.14 52.68 16.77 43.39 43.68l49.66 49.66c34.23-11.8 61.18 31 35.47 56.69-26.49 26.49-70.21-2.87-56-37.34L240.22 199v121.85c25.3 12.54 22.26 41.85 9.08 55a34.34 34.34 0 0 1-48.55 0c-17.57-17.6-11.07-46.91 11.25-56v-123c-20.8-8.51-24.6-30.74-18.64-45L142.57 101 8.45 235.14a28.86 28.86 0 0 0 0 40.81l195.61 195.6a28.86 28.86 0 0 0 40.8 0l194.69-194.69a28.86 28.86 0 0 0 0-40.81"/></svg>
</div>
<div class="md-source__repository">
graphrag
</div>
</a>
</div>
<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" >
<label class="md-nav__link" for="__nav_1" id="__nav_1_label" tabindex="0">
<span class="md-ellipsis">
Home
</span>
<span class="md-nav__icon md-icon"></span>
</label>
<nav class="md-nav" data-md-level="1" aria-labelledby="__nav_1_label" aria-expanded="false">
<label class="md-nav__title" for="__nav_1">
<span class="md-nav__icon md-icon"></span>
Home
</label>
<ul class="md-nav__list" data-md-scrollfix>
<li class="md-nav__item">
<a href="../.." class="md-nav__link">
<span class="md-ellipsis">
Welcome
</span>
</a>
</li>
<li class="md-nav__item">
<a href="../../get_started/" class="md-nav__link">
<span class="md-ellipsis">
Getting Started
</span>
</a>
</li>
<li class="md-nav__item">
<a href="../../developing/" class="md-nav__link">
<span class="md-ellipsis">
Development Guide
</span>
</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" >
<label class="md-nav__link" for="__nav_2" id="__nav_2_label" tabindex="0">
<span class="md-ellipsis">
Indexing
</span>
<span class="md-nav__icon md-icon"></span>
</label>
<nav class="md-nav" data-md-level="1" aria-labelledby="__nav_2_label" aria-expanded="false">
<label class="md-nav__title" for="__nav_2">
<span class="md-nav__icon md-icon"></span>
Indexing
</label>
<ul class="md-nav__list" data-md-scrollfix>
<li class="md-nav__item">
<a href="../../index/overview/" class="md-nav__link">
<span class="md-ellipsis">
Overview
</span>
</a>
</li>
<li class="md-nav__item">
<a href="../../index/architecture/" class="md-nav__link">
<span class="md-ellipsis">
Architecture
</span>
</a>
</li>
<li class="md-nav__item">
<a href="../../index/default_dataflow/" class="md-nav__link">
<span class="md-ellipsis">
Dataflow
</span>
</a>
</li>
<li class="md-nav__item md-nav__item--nested">
<input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_2_4" >
<label class="md-nav__link" for="__nav_2_4" id="__nav_2_4_label" tabindex="0">
<span class="md-ellipsis">
Configuration
</span>
<span class="md-nav__icon md-icon"></span>
</label>
<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">
<span class="md-nav__icon md-icon"></span>
Configuration
</label>
<ul class="md-nav__list" data-md-scrollfix>
<li class="md-nav__item">
<a href="../../config/overview/" class="md-nav__link">
<span class="md-ellipsis">
Overview
</span>
</a>
</li>
<li class="md-nav__item">
<a href="../../config/init/" class="md-nav__link">
<span class="md-ellipsis">
Init Command
</span>
</a>
</li>
<li class="md-nav__item">
<a href="../../config/env_vars/" class="md-nav__link">
<span class="md-ellipsis">
Using Env Vars
</span>
</a>
</li>
<li class="md-nav__item">
<a href="../../config/json_yaml/" class="md-nav__link">
<span class="md-ellipsis">
Using JSON or YAML
</span>
</a>
</li>
<li class="md-nav__item">
<a href="../../config/custom/" class="md-nav__link">
<span class="md-ellipsis">
Fully Custom
</span>
</a>
</li>
<li class="md-nav__item">
<a href="../../config/template/" class="md-nav__link">
<span class="md-ellipsis">
Template
</span>
</a>
</li>
</ul>
</nav>
</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_3" checked>
<label class="md-nav__link" for="__nav_3" id="__nav_3_label" tabindex="">
<span class="md-ellipsis">
Prompt Tuning
</span>
<span class="md-nav__icon md-icon"></span>
</label>
<nav class="md-nav" data-md-level="1" aria-labelledby="__nav_3_label" aria-expanded="true">
<label class="md-nav__title" for="__nav_3">
<span class="md-nav__icon md-icon"></span>
Prompt Tuning
</label>
<ul class="md-nav__list" data-md-scrollfix>
<li class="md-nav__item">
<a href="../overview/" class="md-nav__link">
<span class="md-ellipsis">
Overview
</span>
</a>
</li>
<li class="md-nav__item">
<a href="../auto_prompt_tuning/" class="md-nav__link">
<span class="md-ellipsis">
Auto Tuning
</span>
</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">
<span class="md-ellipsis">
Manual Tuning
</span>
<span class="md-nav__icon md-icon"></span>
</label>
<a href="./" class="md-nav__link md-nav__link--active">
<span class="md-ellipsis">
Manual Tuning
</span>
</a>
<nav class="md-nav md-nav--secondary" aria-label="Table of contents">
<label class="md-nav__title" for="__toc">
<span class="md-nav__icon md-icon"></span>
Table of contents
</label>
<ul class="md-nav__list" data-md-component="toc" data-md-scrollfix>
<li class="md-nav__item">
<a href="#entityrelationship-extraction" class="md-nav__link">
<span class="md-ellipsis">
Entity/Relationship Extraction
</span>
</a>
<nav class="md-nav" aria-label="Entity/Relationship Extraction">
<ul class="md-nav__list">
<li class="md-nav__item">
<a href="#tokens-values-provided-by-extractor" class="md-nav__link">
<span class="md-ellipsis">
Tokens (values provided by extractor)
</span>
</a>
</li>
</ul>
</nav>
</li>
<li class="md-nav__item">
<a href="#summarize-entityrelationship-descriptions" class="md-nav__link">
<span class="md-ellipsis">
Summarize Entity/Relationship Descriptions
</span>
</a>
<nav class="md-nav" aria-label="Summarize Entity/Relationship Descriptions">
<ul class="md-nav__list">
<li class="md-nav__item">
<a href="#tokens-values-provided-by-extractor_1" class="md-nav__link">
<span class="md-ellipsis">
Tokens (values provided by extractor)
</span>
</a>
</li>
</ul>
</nav>
</li>
<li class="md-nav__item">
<a href="#claim-extraction" class="md-nav__link">
<span class="md-ellipsis">
Claim Extraction
</span>
</a>
<nav class="md-nav" aria-label="Claim Extraction">
<ul class="md-nav__list">
<li class="md-nav__item">
<a href="#tokens-values-provided-by-extractor_2" class="md-nav__link">
<span class="md-ellipsis">
Tokens (values provided by extractor)
</span>
</a>
</li>
</ul>
</nav>
</li>
<li class="md-nav__item">
<a href="#generate-community-reports" class="md-nav__link">
<span class="md-ellipsis">
Generate Community Reports
</span>
</a>
<nav class="md-nav" aria-label="Generate Community Reports">
<ul class="md-nav__list">
<li class="md-nav__item">
<a href="#tokens-values-provided-by-extractor_3" class="md-nav__link">
<span class="md-ellipsis">
Tokens (values provided by extractor)
</span>
</a>
</li>
</ul>
</nav>
</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_4" >
<label class="md-nav__link" for="__nav_4" id="__nav_4_label" tabindex="0">
<span class="md-ellipsis">
Query
</span>
<span class="md-nav__icon md-icon"></span>
</label>
<nav class="md-nav" data-md-level="1" aria-labelledby="__nav_4_label" aria-expanded="false">
<label class="md-nav__title" for="__nav_4">
<span class="md-nav__icon md-icon"></span>
Query
</label>
<ul class="md-nav__list" data-md-scrollfix>
<li class="md-nav__item">
<a href="../../query/overview/" class="md-nav__link">
<span class="md-ellipsis">
Overview
</span>
</a>
</li>
<li class="md-nav__item">
<a href="../../query/global_search/" class="md-nav__link">
<span class="md-ellipsis">
Global Search
</span>
</a>
</li>
<li class="md-nav__item">
<a href="../../query/local_search/" class="md-nav__link">
<span class="md-ellipsis">
Local Search
</span>
</a>
</li>
<li class="md-nav__item">
<a href="../../query/drift_search/" class="md-nav__link">
<span class="md-ellipsis">
DRIFT Search
</span>
</a>
</li>
<li class="md-nav__item">
<a href="../../query/question_generation/" class="md-nav__link">
<span class="md-ellipsis">
Question Generation
</span>
</a>
</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">
<span class="md-ellipsis">
Notebooks
</span>
<span class="md-nav__icon md-icon"></span>
</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">
<span class="md-nav__icon md-icon"></span>
Notebooks
</label>
<ul class="md-nav__list" data-md-scrollfix>
<li class="md-nav__item">
<a href="../../query/notebooks/overview/" class="md-nav__link">
<span class="md-ellipsis">
Overview
</span>
</a>
</li>
<li class="md-nav__item">
<a href="../../examples_notebooks/global_search/" class="md-nav__link">
<span class="md-ellipsis">
Global Search
</span>
</a>
</li>
<li class="md-nav__item">
<a href="../../examples_notebooks/local_search/" class="md-nav__link">
<span class="md-ellipsis">
Local Search
</span>
</a>
</li>
<li class="md-nav__item">
<a href="../../examples_notebooks/drift_search/" class="md-nav__link">
<span class="md-ellipsis">
DRIFT Search
</span>
</a>
</li>
</ul>
</nav>
</li>
</ul>
</nav>
</li>
<li class="md-nav__item">
<a href="../../blog_posts/" class="md-nav__link">
<span class="md-ellipsis">
Microsoft Research Blog
</span>
</a>
</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">
<span class="md-ellipsis">
Extras
</span>
<span class="md-nav__icon md-icon"></span>
</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">
<span class="md-nav__icon md-icon"></span>
Extras
</label>
<ul class="md-nav__list" data-md-scrollfix>
<li class="md-nav__item">
<a href="../../cli/" class="md-nav__link">
<span class="md-ellipsis">
CLI
</span>
</a>
</li>
<li class="md-nav__item md-nav__item--nested">
<input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_6_2" >
<label class="md-nav__link" for="__nav_6_2" id="__nav_6_2_label" tabindex="0">
<span class="md-ellipsis">
Operation Dulce
</span>
<span class="md-nav__icon md-icon"></span>
</label>
<nav class="md-nav" data-md-level="2" aria-labelledby="__nav_6_2_label" aria-expanded="false">
<label class="md-nav__title" for="__nav_6_2">
<span class="md-nav__icon md-icon"></span>
Operation Dulce
</label>
<ul class="md-nav__list" data-md-scrollfix>
<li class="md-nav__item">
<a href="../../data/operation_dulce/ABOUT/" class="md-nav__link">
<span class="md-ellipsis">
About
</span>
</a>
</li>
<li class="md-nav__item">
<a href="../../data/operation_dulce/Operation%20Dulce%20v2%201%201/" class="md-nav__link">
<span class="md-ellipsis">
Document
</span>
</a>
</li>
</ul>
</nav>
</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">
<span class="md-nav__icon md-icon"></span>
Table of contents
</label>
<ul class="md-nav__list" data-md-component="toc" data-md-scrollfix>
<li class="md-nav__item">
<a href="#entityrelationship-extraction" class="md-nav__link">
<span class="md-ellipsis">
Entity/Relationship Extraction
</span>
</a>
<nav class="md-nav" aria-label="Entity/Relationship Extraction">
<ul class="md-nav__list">
<li class="md-nav__item">
<a href="#tokens-values-provided-by-extractor" class="md-nav__link">
<span class="md-ellipsis">
Tokens (values provided by extractor)
</span>
</a>
</li>
</ul>
</nav>
</li>
<li class="md-nav__item">
<a href="#summarize-entityrelationship-descriptions" class="md-nav__link">
<span class="md-ellipsis">
Summarize Entity/Relationship Descriptions
</span>
</a>
<nav class="md-nav" aria-label="Summarize Entity/Relationship Descriptions">
<ul class="md-nav__list">
<li class="md-nav__item">
<a href="#tokens-values-provided-by-extractor_1" class="md-nav__link">
<span class="md-ellipsis">
Tokens (values provided by extractor)
</span>
</a>
</li>
</ul>
</nav>
</li>
<li class="md-nav__item">
<a href="#claim-extraction" class="md-nav__link">
<span class="md-ellipsis">
Claim Extraction
</span>
</a>
<nav class="md-nav" aria-label="Claim Extraction">
<ul class="md-nav__list">
<li class="md-nav__item">
<a href="#tokens-values-provided-by-extractor_2" class="md-nav__link">
<span class="md-ellipsis">
Tokens (values provided by extractor)
</span>
</a>
</li>
</ul>
</nav>
</li>
<li class="md-nav__item">
<a href="#generate-community-reports" class="md-nav__link">
<span class="md-ellipsis">
Generate Community Reports
</span>
</a>
<nav class="md-nav" aria-label="Generate Community Reports">
<ul class="md-nav__list">
<li class="md-nav__item">
<a href="#tokens-values-provided-by-extractor_3" class="md-nav__link">
<span class="md-ellipsis">
Tokens (values provided by extractor)
</span>
</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 id="manual-prompt-tuning">Manual Prompt Tuning ⚙️</h1>
<p>The GraphRAG indexer, by default, will run with a handful of prompts that are designed to work well in the broad context of knowledge discovery.
However, it is quite common to want to tune the prompts to better suit your specific use case.
We provide a means for you to do this by allowing you to specify a custom prompt file, which will each use a series of token-replacements internally.</p>
<p>Each of these prompts may be overridden by writing a custom prompt file in plaintext. We use token-replacements in the form of <code>{token_name}</code>, and the descriptions for the available tokens can be found below.</p>
<h2 id="entityrelationship-extraction">Entity/Relationship Extraction</h2>
<p><a href="http://github.com/microsoft/graphrag/blob/main/graphrag/index/graph/extractors/graph/prompts.py">Prompt Source</a></p>
<h3 id="tokens-values-provided-by-extractor">Tokens (values provided by extractor)</h3>
<ul>
<li><strong>{input_text}</strong> - The input text to be processed.</li>
<li><strong>{entity_types}</strong> - A list of entity types</li>
<li><strong>{tuple_delimiter}</strong> - A delimiter for separating values within a tuple. A single tuple is used to represent an individual entity or relationship.</li>
<li><strong>{record_delimiter}</strong> - A delimiter for separating tuple instances.</li>
<li><strong>{completion_delimiter}</strong> - An indicator for when generation is complete.</li>
</ul>
<h2 id="summarize-entityrelationship-descriptions">Summarize Entity/Relationship Descriptions</h2>
<p><a href="http://github.com/microsoft/graphrag/blob/main/graphrag/index/graph/extractors/summarize/prompts.py">Prompt Source</a></p>
<h3 id="tokens-values-provided-by-extractor_1">Tokens (values provided by extractor)</h3>
<ul>
<li><strong>{entity_name}</strong> - The name of the entity or the source/target pair of the relationship.</li>
<li><strong>{description_list}</strong> - A list of descriptions for the entity or relationship.</li>
</ul>
<h2 id="claim-extraction">Claim Extraction</h2>
<p><a href="http://github.com/microsoft/graphrag/blob/main/graphrag/index/graph/extractors/claims/prompts.py">Prompt Source</a></p>
<h3 id="tokens-values-provided-by-extractor_2">Tokens (values provided by extractor)</h3>
<ul>
<li><strong>{input_text}</strong> - The input text to be processed.</li>
<li><strong>{tuple_delimiter}</strong> - A delimiter for separating values within a tuple. A single tuple is used to represent an individual entity or relationship.</li>
<li><strong>{record_delimiter}</strong> - A delimiter for separating tuple instances.</li>
<li><strong>{completion_delimiter}</strong> - An indicator for when generation is complete.</li>
</ul>
<p>Note: there is additional parameter for the <code>Claim Description</code> that is used in claim extraction.
The default value is</p>
<p><code>"Any claims or facts that could be relevant to information discovery."</code></p>
<p>See the <a href="../../config/overview/">configuration documentation</a> for details on how to change this.</p>
<h2 id="generate-community-reports">Generate Community Reports</h2>
<p><a href="http://github.com/microsoft/graphrag/blob/main/graphrag/index/graph/extractors/community_reports/prompts.py">Prompt Source</a></p>
<h3 id="tokens-values-provided-by-extractor_3">Tokens (values provided by extractor)</h3>
<ul>
<li><strong>{input_text}</strong> - The input text to generate the report with. This will contain tables of entities and relationships.</li>
</ul>
</article>
</div>
<script>var target=document.getElementById(location.hash.slice(1));target&&target.name&&(target.checked=target.name.startsWith("__tabbed_"))</script>
</div>
</main>
<footer class="md-footer">
<nav class="md-footer__inner md-grid" aria-label="Footer" >
<a href="../auto_prompt_tuning/" class="md-footer__link md-footer__link--prev" aria-label="Previous: Auto Tuning">
<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">
<span class="md-footer__direction">
Previous
</span>
<div class="md-ellipsis">
Auto Tuning
</div>
</div>
</a>
<a href="../../query/overview/" class="md-footer__link md-footer__link--next" aria-label="Next: Overview">
<div class="md-footer__title">
<span class="md-footer__direction">
Next
</span>
<div class="md-ellipsis">
Overview
</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">
<div class="md-copyright">
<div class="md-copyright__highlight">
&copy; 2025 Microsoft&nbsp;|&nbsp; <a href="https://go.microsoft.com/fwlink/?LinkId=521839">Privacy</a>&nbsp;|&nbsp; <a href="https://go.microsoft.com/fwlink/?LinkId=2259814">Consumer Heath Privacy</a>&nbsp;|&nbsp; <a onclick="window.manageConsent();">Cookies</a>&nbsp;|&nbsp; <a href="https://go.microsoft.com/fwlink/?LinkID=206977">Terms of Use</a>&nbsp;|&nbsp; <a href="https://www.microsoft.com/trademarks">Trademarks</a>
</div>
Made with
<a href="https://squidfunk.github.io/mkdocs-material/" target="_blank" rel="noopener">
Material for MkDocs
</a>
</div>
</div>
</div>
</footer>
</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": ["content.code.copy", "content.code.select", "navigation.footer", "navigation.tabs"], "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="../../scripts/create_cookie_banner.js"></script>
</body>
</html>
Reference in New Issue View Git Blame Copy Permalink