| <!doctype html><html lang=en class=no-js><head><meta charset=utf-8><meta name=viewport content="width=device-width,initial-scale=1,shrink-to-fit=no"><meta name=generator content="Hugo 0.102.3"><meta name=robots content="index, follow"><link rel="shortcut icon" href=/favicons/favicon.ico><link rel=apple-touch-icon href=/favicons/apple-touch-icon-180x180.png sizes=180x180><link rel=icon type=image/png href=/favicons/favicon-16x16.png sizes=16x16><link rel=icon type=image/png href=/favicons/favicon-32x32.png sizes=32x32><link rel=icon type=image/png href=/favicons/android-36x36.png sizes=36x36><link rel=icon type=image/png href=/favicons/android-48x48.png sizes=48x48><link rel=icon type=image/png href=/favicons/android-72x72.png sizes=72x72><link rel=icon type=image/png href=/favicons/android-96x96.png sizes=96x96><link rel=icon type=image/png href=/favicons/android-144x144.png sizes=144x144><link rel=icon type=image/png href=/favicons/android-192x192.png sizes=192x192><title>HugeGraph-AI Quick Start | HugeGraph</title><meta name=description content="1 HugeGraph-AI Overview |
| hugegraph-ai aims to explore the integration of HugeGraph and artificial intelligence (AI), including applications combined …"><meta property="og:title" content="HugeGraph-AI Quick Start"><meta property="og:description" content="1 HugeGraph-AI Overview hugegraph-ai aims to explore the integration of HugeGraph and artificial intelligence (AI), including applications combined with large models, integration with graph machine learning components, etc., to provide comprehensive support for developers to use HugeGraph’s AI capabilities in projects. |
| 2 Environment Requirements python 3.8+ hugegraph 1.0.0+ 3 Preparation Start the HugeGraph database, you can achieve this through Docker. Please refer to this link for guidance. Start the gradio interactive demo, you can start with the following command, and open http://127."><meta property="og:type" content="article"><meta property="og:url" content="/docs/quickstart/hugegraph-ai/"><meta property="article:section" content="docs"><meta property="article:modified_time" content="2024-04-23T23:55:16+08:00"><meta property="og:site_name" content="HugeGraph"><meta itemprop=name content="HugeGraph-AI Quick Start"><meta itemprop=description content="1 HugeGraph-AI Overview hugegraph-ai aims to explore the integration of HugeGraph and artificial intelligence (AI), including applications combined with large models, integration with graph machine learning components, etc., to provide comprehensive support for developers to use HugeGraph’s AI capabilities in projects. |
| 2 Environment Requirements python 3.8+ hugegraph 1.0.0+ 3 Preparation Start the HugeGraph database, you can achieve this through Docker. Please refer to this link for guidance. Start the gradio interactive demo, you can start with the following command, and open http://127."><meta itemprop=dateModified content="2024-04-23T23:55:16+08:00"><meta itemprop=wordCount content="594"><meta itemprop=keywords content><meta name=twitter:card content="summary"><meta name=twitter:title content="HugeGraph-AI Quick Start"><meta name=twitter:description content="1 HugeGraph-AI Overview hugegraph-ai aims to explore the integration of HugeGraph and artificial intelligence (AI), including applications combined with large models, integration with graph machine learning components, etc., to provide comprehensive support for developers to use HugeGraph’s AI capabilities in projects. |
| 2 Environment Requirements python 3.8+ hugegraph 1.0.0+ 3 Preparation Start the HugeGraph database, you can achieve this through Docker. Please refer to this link for guidance. Start the gradio interactive demo, you can start with the following command, and open http://127."><link rel=preload href=/scss/main.min.14ea575cb35d93d46ff8681b2334f40fd46243c100c5c39f5a841b931fae2d40.css as=style><link href=/scss/main.min.14ea575cb35d93d46ff8681b2334f40fd46243c100c5c39f5a841b931fae2d40.css rel=stylesheet integrity><script src=https://code.jquery.com/jquery-3.5.1.min.js integrity="sha256-9/aliU8dGd2tb6OSsuzixeV4y/faTqgFtohetphbbj0=" crossorigin=anonymous></script> |
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2.65 2.65.0 011.75-2.53z"/><path class="cls-7" d="M13 5.35a2.64 2.64.0 00-2.59 2.12h0a3 3 0 01-.08.32A2.65 2.65.0 017.54 9.58a2.86 2.86.0 00.37.41h0a2.63 2.63.0 01.9 2 2.84 2.84.0 01-.05.51 2.64 2.64.0 013.12-2.06l.32.08h0a2.6 2.6.0 00.84.14 2.65 2.65.0 100-5.3z"/></svg></span><span class=font-weight-bold>HugeGraph</span></a><div class="td-navbar-nav-scroll ml-md-auto" id=main_navbar><ul class="navbar-nav mt-2 mt-lg-0"><li class="nav-item mr-4 mb-2 mb-lg-0"><a class=nav-link href=/docs/><i class='fas fa-book pr-2'></i><span>Documentation</span></a></li><li class="nav-item mr-4 mb-2 mb-lg-0"><a class=nav-link href=https://github.com/apache/incubator-hugegraph target=_blank><i class='fab fa-github pr-2'></i><span>GitHub</span></a></li><li class="nav-item mr-4 mb-2 mb-lg-0"><a class=nav-link href=/docs/download/download/><i class='fas fa-download pr-2'></i><span>Download</span></a></li><li class="nav-item mr-4 mb-2 mb-lg-0"><a class=nav-link 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id=m-docsintroductionreadme><span>Introduction</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-docsdownloaddownload-li><a href=/docs/download/download/ title="Download Apache HugeGraph (Incubating)" class="align-left pl-0 td-sidebar-link td-sidebar-link__page" id=m-docsdownloaddownload><span>Download</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section with-child active-path" id=m-docsquickstart-li><a href=/docs/quickstart/ class="align-left pl-0 td-sidebar-link td-sidebar-link__section" id=m-docsquickstart><span>Quick Start</span></a><ul class="ul-2 foldable"><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-docsquickstarthugegraph-server-li><a href=/docs/quickstart/hugegraph-server/ title="HugeGraph-Server Quick Start" class="align-left pl-0 td-sidebar-link td-sidebar-link__page" id=m-docsquickstarthugegraph-server><span>Install/Build HugeGraph-Server</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-docsquickstarthugegraph-loader-li><a href=/docs/quickstart/hugegraph-loader/ title="HugeGraph-Loader Quick Start" class="align-left pl-0 td-sidebar-link td-sidebar-link__page" id=m-docsquickstarthugegraph-loader><span>Load data with HugeGraph-Loader</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-docsquickstarthugegraph-hubble-li><a href=/docs/quickstart/hugegraph-hubble/ title="HugeGraph-Hubble Quick Start" class="align-left pl-0 td-sidebar-link td-sidebar-link__page" id=m-docsquickstarthugegraph-hubble><span>Visual with HugeGraph-Hubble</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-docsquickstarthugegraph-client-li><a href=/docs/quickstart/hugegraph-client/ title="HugeGraph-Client Quick Start" class="align-left pl-0 td-sidebar-link td-sidebar-link__page" id=m-docsquickstarthugegraph-client><span>Develop with HugeGraph-Client</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-docsquickstarthugegraph-ai-li><a href=/docs/quickstart/hugegraph-ai/ title="HugeGraph-AI Quick Start" class="align-left pl-0 active td-sidebar-link td-sidebar-link__page" id=m-docsquickstarthugegraph-ai><span class=td-sidebar-nav-active-item>Explore with HugeGraph-AI</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-docsquickstarthugegraph-tools-li><a href=/docs/quickstart/hugegraph-tools/ title="HugeGraph-Tools Quick Start" class="align-left pl-0 td-sidebar-link td-sidebar-link__page" id=m-docsquickstarthugegraph-tools><span>Manage with HugeGraph-Tools</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-docsquickstarthugegraph-computer-li><a href=/docs/quickstart/hugegraph-computer/ title="HugeGraph-Computer Quick Start" class="align-left pl-0 td-sidebar-link td-sidebar-link__page" id=m-docsquickstarthugegraph-computer><span>Analysis with HugeGraph-Computer</span></a></li></ul></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section with-child" id=m-docsconfig-li><a href=/docs/config/ class="align-left pl-0 td-sidebar-link td-sidebar-link__section" id=m-docsconfig><span>Config</span></a><ul class="ul-2 foldable"><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-docsconfigconfig-guide-li><a href=/docs/config/config-guide/ title="HugeGraph configuration" class="align-left pl-0 td-sidebar-link td-sidebar-link__page" id=m-docsconfigconfig-guide><span>Config Guide</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-docsconfigconfig-option-li><a href=/docs/config/config-option/ title="HugeGraph Config Options" class="align-left pl-0 td-sidebar-link td-sidebar-link__page" id=m-docsconfigconfig-option><span>Config Options</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-docsconfigconfig-authentication-li><a href=/docs/config/config-authentication/ title="Built-in User Authentication and Authorization Configuration and Usage in HugeGraph" class="align-left pl-0 td-sidebar-link td-sidebar-link__page" id=m-docsconfigconfig-authentication><span>Config Authentication</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-docsconfigconfig-https-li><a href=/docs/config/config-https/ title="Configuring HugeGraphServer to Use HTTPS Protocol" class="align-left pl-0 td-sidebar-link td-sidebar-link__page" id=m-docsconfigconfig-https><span>Config HTTPS</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-docsconfigconfig-computer-li><a href=/docs/config/config-computer/ title="HugeGraph-Computer Config" class="align-left pl-0 td-sidebar-link td-sidebar-link__page" id=m-docsconfigconfig-computer><span>Config Computer</span></a></li></ul></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section with-child" id=m-docsclients-li><a href=/docs/clients/ class="align-left pl-0 td-sidebar-link td-sidebar-link__section" id=m-docsclients><span>API</span></a><ul class="ul-2 foldable"><li class="td-sidebar-nav__section-title td-sidebar-nav__section with-child" id=m-docsclientsrestful-api-li><a href=/docs/clients/restful-api/ title="HugeGraph RESTful API" class="align-left pl-0 td-sidebar-link td-sidebar-link__section" id=m-docsclientsrestful-api><span>RESTful API</span></a><ul class="ul-3 foldable"><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-docsclientsrestful-apischema-li><a href=/docs/clients/restful-api/schema/ title="Schema API" class="align-left pl-0 td-sidebar-link td-sidebar-link__page" id=m-docsclientsrestful-apischema><span>Schema</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-docsclientsrestful-apipropertykey-li><a href=/docs/clients/restful-api/propertykey/ title="PropertyKey API" class="align-left pl-0 td-sidebar-link td-sidebar-link__page" id=m-docsclientsrestful-apipropertykey><span>PropertyKey</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-docsclientsrestful-apivertexlabel-li><a href=/docs/clients/restful-api/vertexlabel/ title="VertexLabel API" class="align-left pl-0 td-sidebar-link td-sidebar-link__page" id=m-docsclientsrestful-apivertexlabel><span>VertexLabel</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-docsclientsrestful-apiedgelabel-li><a href=/docs/clients/restful-api/edgelabel/ title="EdgeLabel API" class="align-left pl-0 td-sidebar-link td-sidebar-link__page" id=m-docsclientsrestful-apiedgelabel><span>EdgeLabel</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-docsclientsrestful-apiindexlabel-li><a href=/docs/clients/restful-api/indexlabel/ title="IndexLabel API" class="align-left pl-0 td-sidebar-link td-sidebar-link__page" id=m-docsclientsrestful-apiindexlabel><span>IndexLabel</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-docsclientsrestful-apirebuild-li><a href=/docs/clients/restful-api/rebuild/ title="Rebuild API" class="align-left pl-0 td-sidebar-link td-sidebar-link__page" id=m-docsclientsrestful-apirebuild><span>Rebuild</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-docsclientsrestful-apivertex-li><a href=/docs/clients/restful-api/vertex/ title="Vertex API" class="align-left pl-0 td-sidebar-link td-sidebar-link__page" id=m-docsclientsrestful-apivertex><span>Vertex</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-docsclientsrestful-apiedge-li><a href=/docs/clients/restful-api/edge/ title="Edge API" class="align-left pl-0 td-sidebar-link td-sidebar-link__page" id=m-docsclientsrestful-apiedge><span>Edge</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-docsclientsrestful-apitraverser-li><a href=/docs/clients/restful-api/traverser/ title="Traverser API" class="align-left pl-0 td-sidebar-link td-sidebar-link__page" id=m-docsclientsrestful-apitraverser><span>Traverser</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-docsclientsrestful-apirank-li><a href=/docs/clients/restful-api/rank/ title="Rank API" class="align-left pl-0 td-sidebar-link td-sidebar-link__page" id=m-docsclientsrestful-apirank><span>Rank</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-docsclientsrestful-apivariable-li><a href=/docs/clients/restful-api/variable/ title="Variable API" class="align-left pl-0 td-sidebar-link td-sidebar-link__page" id=m-docsclientsrestful-apivariable><span>Variable</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-docsclientsrestful-apigraphs-li><a href=/docs/clients/restful-api/graphs/ title="Graphs API" class="align-left pl-0 td-sidebar-link td-sidebar-link__page" id=m-docsclientsrestful-apigraphs><span>Graphs</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-docsclientsrestful-apitask-li><a href=/docs/clients/restful-api/task/ title="Task API" class="align-left pl-0 td-sidebar-link td-sidebar-link__page" id=m-docsclientsrestful-apitask><span>Task</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-docsclientsrestful-apigremlin-li><a href=/docs/clients/restful-api/gremlin/ title="Gremlin API" class="align-left pl-0 td-sidebar-link td-sidebar-link__page" id=m-docsclientsrestful-apigremlin><span>Gremlin</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-docsclientsrestful-apicypher-li><a href=/docs/clients/restful-api/cypher/ title="Cypher API" class="align-left pl-0 td-sidebar-link td-sidebar-link__page" id=m-docsclientsrestful-apicypher><span>Cypher</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-docsclientsrestful-apiauth-li><a href=/docs/clients/restful-api/auth/ title="Authentication API" class="align-left pl-0 td-sidebar-link td-sidebar-link__page" id=m-docsclientsrestful-apiauth><span>Authentication</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-docsclientsrestful-apimetrics-li><a href=/docs/clients/restful-api/metrics/ title="Metrics API" class="align-left pl-0 td-sidebar-link td-sidebar-link__page" id=m-docsclientsrestful-apimetrics><span>Metrics</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-docsclientsrestful-apiother-li><a href=/docs/clients/restful-api/other/ title="Other API" class="align-left pl-0 td-sidebar-link td-sidebar-link__page" id=m-docsclientsrestful-apiother><span>Other</span></a></li></ul></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-docsclientshugegraph-client-li><a href=/docs/clients/hugegraph-client/ class="align-left pl-0 td-sidebar-link td-sidebar-link__page" id=m-docsclientshugegraph-client><span>HugeGraph Java Client</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-docsclientsgremlin-console-li><a href=/docs/clients/gremlin-console/ title=Gremlin-Console class="align-left pl-0 td-sidebar-link td-sidebar-link__page" id=m-docsclientsgremlin-console><span>Gremlin Console</span></a></li></ul></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section with-child" id=m-docsguides-li><a href=/docs/guides/ class="align-left pl-0 td-sidebar-link td-sidebar-link__section" id=m-docsguides><span>GUIDES</span></a><ul class="ul-2 foldable"><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-docsguidesarchitectural-li><a href=/docs/guides/architectural/ title="HugeGraph Architecture Overview" class="align-left pl-0 td-sidebar-link td-sidebar-link__page" id=m-docsguidesarchitectural><span>Architecture Overview</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-docsguidesdesgin-concept-li><a href=/docs/guides/desgin-concept/ title="HugeGraph Design Concepts" class="align-left pl-0 td-sidebar-link td-sidebar-link__page" id=m-docsguidesdesgin-concept><span>Design Concepts</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-docsguidescustom-plugin-li><a href=/docs/guides/custom-plugin/ title="HugeGraph Plugin mechanism and plug-in extension process" class="align-left pl-0 td-sidebar-link td-sidebar-link__page" id=m-docsguidescustom-plugin><span>HugeGraph Plugin</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-docsguidesbackup-restore-li><a href=/docs/guides/backup-restore/ title="Backup and Restore" class="align-left pl-0 td-sidebar-link td-sidebar-link__page" id=m-docsguidesbackup-restore><span>Backup Restore</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-docsguidesfaq-li><a href=/docs/guides/faq/ class="align-left pl-0 td-sidebar-link td-sidebar-link__page" id=m-docsguidesfaq><span>FAQ</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-docsguidessecurity-li><a href=/docs/guides/security/ title="Security Report" class="align-left pl-0 td-sidebar-link td-sidebar-link__page" id=m-docsguidessecurity><span>Security</span></a></li></ul></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section with-child" id=m-docslanguage-li><a href=/docs/language/ class="align-left pl-0 td-sidebar-link td-sidebar-link__section" id=m-docslanguage><span>QUERY LANGUAGE</span></a><ul class="ul-2 foldable"><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-docslanguagehugegraph-gremlin-li><a href=/docs/language/hugegraph-gremlin/ title="HugeGraph Gremlin" class="align-left pl-0 td-sidebar-link td-sidebar-link__page" id=m-docslanguagehugegraph-gremlin><span>Gremlin Query Language</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-docslanguagehugegraph-example-li><a href=/docs/language/hugegraph-example/ class="align-left pl-0 td-sidebar-link td-sidebar-link__page" id=m-docslanguagehugegraph-example><span>HugeGraph Examples</span></a></li></ul></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section with-child" id=m-docsperformance-li><a href=/docs/performance/ class="align-left pl-0 td-sidebar-link td-sidebar-link__section" id=m-docsperformance><span>PERFORMANCE</span></a><ul class="ul-2 foldable"><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-docsperformancehugegraph-benchmark-056-li><a href=/docs/performance/hugegraph-benchmark-0.5.6/ class="align-left pl-0 td-sidebar-link td-sidebar-link__page" id=m-docsperformancehugegraph-benchmark-056><span>HugeGraph BenchMark Performance</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section with-child" id=m-docsperformanceapi-preformance-li><a href=/docs/performance/api-preformance/ class="align-left pl-0 td-sidebar-link td-sidebar-link__section" id=m-docsperformanceapi-preformance><span>HugeGraph-API Performance</span></a><ul class="ul-3 foldable"><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-docsperformanceapi-preformancehugegraph-api-056-rocksdb-li><a href=/docs/performance/api-preformance/hugegraph-api-0.5.6-rocksdb/ class="align-left pl-0 td-sidebar-link td-sidebar-link__page" id=m-docsperformanceapi-preformancehugegraph-api-056-rocksdb><span>v0.5.6 Stand-alone(RocksDB)</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-docsperformanceapi-preformancehugegraph-api-056-cassandra-li><a href=/docs/performance/api-preformance/hugegraph-api-0.5.6-cassandra/ class="align-left pl-0 td-sidebar-link td-sidebar-link__page" id=m-docsperformanceapi-preformancehugegraph-api-056-cassandra><span>v0.5.6 Cluster(Cassandra)</span></a></li></ul></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-docsperformancehugegraph-loader-performance-li><a href=/docs/performance/hugegraph-loader-performance/ class="align-left pl-0 td-sidebar-link td-sidebar-link__page" id=m-docsperformancehugegraph-loader-performance><span>HugeGraph-Loader Performance</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-docsperformancehugegraph-benchmark-044-li><a href=/docs/performance/hugegraph-benchmark-0.4.4/ class="align-left pl-0 td-sidebar-link td-sidebar-link__page" id=m-docsperformancehugegraph-benchmark-044><span></span></a></li></ul></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section with-child" id=m-docscontribution-guidelines-li><a href=/docs/contribution-guidelines/ class="align-left pl-0 td-sidebar-link td-sidebar-link__section" id=m-docscontribution-guidelines><span>Contribution Guidelines</span></a><ul class="ul-2 foldable"><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-docscontribution-guidelinescontribute-li><a href=/docs/contribution-guidelines/contribute/ class="align-left pl-0 td-sidebar-link td-sidebar-link__page" id=m-docscontribution-guidelinescontribute><span>How to Contribute to HugeGraph</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-docscontribution-guidelinessubscribe-li><a href=/docs/contribution-guidelines/subscribe/ class="align-left pl-0 td-sidebar-link td-sidebar-link__page" id=m-docscontribution-guidelinessubscribe><span>Subscribe Mailing Lists</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-docscontribution-guidelinesvalidate-release-li><a href=/docs/contribution-guidelines/validate-release/ class="align-left pl-0 td-sidebar-link td-sidebar-link__page" id=m-docscontribution-guidelinesvalidate-release><span>Validate Apache Release</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-docscontribution-guidelineshugegraph-server-idea-setup-li><a href=/docs/contribution-guidelines/hugegraph-server-idea-setup/ title="Setup Server in IDEA (Dev)" class="align-left pl-0 td-sidebar-link td-sidebar-link__page" id=m-docscontribution-guidelineshugegraph-server-idea-setup><span>Setup Server in IDEA</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-docscontribution-guidelinescommitter-guidelines-li><a href=/docs/contribution-guidelines/committer-guidelines/ class="align-left pl-0 td-sidebar-link td-sidebar-link__page" id=m-docscontribution-guidelinescommitter-guidelines><span>Apache HugeGraph Committer Guide</span></a></li></ul></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section with-child" id=m-docschangelog-li><a href=/docs/changelog/ class="align-left pl-0 td-sidebar-link td-sidebar-link__section" id=m-docschangelog><span>CHANGELOGS</span></a><ul class="ul-2 foldable"><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-docschangeloghugegraph-100-release-notes-li><a href=/docs/changelog/hugegraph-1.0.0-release-notes/ title="HugeGraph 1.0.0 Release Notes" class="align-left pl-0 td-sidebar-link td-sidebar-link__page" id=m-docschangeloghugegraph-100-release-notes><span>Release-1.0.0</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-docschangeloghugegraph-120-release-notes-li><a href=/docs/changelog/hugegraph-1.2.0-release-notes/ title="HugeGraph 1.2.0 Release Notes" class="align-left pl-0 td-sidebar-link td-sidebar-link__page" id=m-docschangeloghugegraph-120-release-notes><span>Release-1.2.0</span></a></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-docschangeloghugegraph-130-release-notes-li><a href=/docs/changelog/hugegraph-1.3.0-release-notes/ title="HugeGraph 1.3.0 Release Notes" class="align-left pl-0 td-sidebar-link td-sidebar-link__page" id=m-docschangeloghugegraph-130-release-notes><span>Release-1.3.0</span></a></li></ul></li><li class="td-sidebar-nav__section-title td-sidebar-nav__section without-child" id=m-docscla-li><a href=/docs/cla/ class="align-left pl-0 td-sidebar-link 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| <a id=print href=/docs/quickstart/_print/><i class="fa fa-print fa-fw"></i> Print entire section</a></div><div class=td-toc><nav id=TableOfContents><ul><li><ul><li><a href=#1-hugegraph-ai-overview>1 HugeGraph-AI Overview</a></li><li><a href=#2-environment-requirements>2 Environment Requirements</a></li><li><a href=#3-preparation>3 Preparation</a></li><li><a href=#4-how-to-use>4 How to use</a></li></ul></li></ul></nav></div></aside><main class="col-12 col-md-9 col-xl-8 pl-md-5" role=main><nav aria-label=breadcrumb class=td-breadcrumbs><ol class=breadcrumb><li class=breadcrumb-item><a href=/docs/>Documentation</a></li><li class=breadcrumb-item><a href=/docs/quickstart/>Quick Start</a></li><li class="breadcrumb-item active" aria-current=page><a href=/docs/quickstart/hugegraph-ai/>Explore with HugeGraph-AI</a></li></ol></nav><div class=td-content><h1>HugeGraph-AI Quick Start</h1><header class=article-meta></header><h3 id=1-hugegraph-ai-overview>1 HugeGraph-AI Overview</h3><p>hugegraph-ai aims to explore the integration of HugeGraph and artificial intelligence (AI), including applications combined |
| with large models, integration with graph machine learning components, etc., to provide comprehensive support for developers to use HugeGraph’s AI capabilities in projects.</p><h3 id=2-environment-requirements>2 Environment Requirements</h3><ul><li>python 3.8+</li><li>hugegraph 1.0.0+</li></ul><h3 id=3-preparation>3 Preparation</h3><ul><li>Start the HugeGraph database, you can achieve this through Docker. Please refer to this <a href=https://hub.docker.com/r/hugegraph/hugegraph>link</a> for guidance.</li><li>Start the gradio interactive demo, you can start with the following command, and open <a href=http://127.0.0.1:8001>http://127.0.0.1:8001</a> after starting</li></ul><div class=highlight><pre tabindex=0 style=background-color:#f8f8f8;-moz-tab-size:4;-o-tab-size:4;tab-size:4><code class=language-bash data-lang=bash><span style=display:flex><span><span style=color:#8f5902;font-style:italic># ${PROJECT_ROOT_DIR} is the root directory of hugegraph-ai, which needs to be configured by yourself</span> |
| </span></span><span style=display:flex><span><span style=color:#204a87>export</span> <span style=color:#000>PYTHONPATH</span><span style=color:#ce5c00;font-weight:700>=</span><span style=color:#4e9a06>${</span><span style=color:#000>PROJECT_ROOT_DIR</span><span style=color:#4e9a06>}</span>/hugegraph-llm/src:<span style=color:#4e9a06>${</span><span style=color:#000>PROJECT_ROOT_DIR</span><span style=color:#4e9a06>}</span>/hugegraph-python-client/src |
| </span></span><span style=display:flex><span>python3 ./hugegraph-llm/src/hugegraph_llm/utils/gradio_demo.py |
| </span></span></code></pre></div><ul><li>Configure HugeGraph database connection information and LLM information, which can be configured in two ways:<ol><li>Configure the <code>./hugegraph-llm/src/config/config.ini</code> file</li><li>In gradio, after completing the configurations for LLM and HugeGraph, click on <code>Initialize configs</code>, the complete and initialized configuration file will be outputted. |
| <img src=/docs/images/gradio-config.png alt=gradio-config></li></ol></li><li>offline download NLTK stopwords</li></ul><div class=highlight><pre tabindex=0 style=background-color:#f8f8f8;-moz-tab-size:4;-o-tab-size:4;tab-size:4><code class=language-bash data-lang=bash><span style=display:flex><span>python3 ./hugegraph_llm/operators/common_op/nltk_helper.py |
| </span></span></code></pre></div><h3 id=4-how-to-use>4 How to use</h3><h4 id=41-build-a-knowledge-graph-in-hugegraph-through-llm>4.1 Build a knowledge graph in HugeGraph through LLM</h4><h5 id=411-build-a-knowledge-graph-through-the-gradio-interactive-interface>4.1.1 Build a knowledge graph through the gradio interactive interface</h5><ul><li>Parameter description:<ul><li>Text: The input text.</li><li>Schema: Accepts the following two types of text:<ul><li>User-defined JSON format schema.</li><li>Specify the name of the HugeGraph graph instance, which will automatically extract the schema of the graph.</li></ul></li><li>Disambiguate word sense: Whether to disambiguate word sense.</li><li>Commit to hugegraph: Whether to submit the constructed knowledge graph to the HugeGraph server</li></ul></li></ul><p><img src=/docs/images/gradio-kg.png alt=gradio-config></p><h5 id=412-build-a-knowledge-graph-through-code>4.1.2 Build a knowledge graph through code</h5><ul><li>Complete code</li></ul><div class=highlight><pre tabindex=0 style=background-color:#f8f8f8;-moz-tab-size:4;-o-tab-size:4;tab-size:4><code class=language-python data-lang=python><span style=display:flex><span><span style=color:#204a87;font-weight:700>from</span> <span style=color:#000>hugegraph_llm.llms.init_llm</span> <span style=color:#204a87;font-weight:700>import</span> <span style=color:#000>LLMs</span> |
| </span></span><span style=display:flex><span><span style=color:#204a87;font-weight:700>from</span> <span style=color:#000>hugegraph_llm.operators.kg_construction_task</span> <span style=color:#204a87;font-weight:700>import</span> <span style=color:#000>KgBuilder</span> |
| </span></span><span style=display:flex><span> |
| </span></span><span style=display:flex><span><span style=color:#000>llm</span> <span style=color:#ce5c00;font-weight:700>=</span> <span style=color:#000>LLMs</span><span style=color:#000;font-weight:700>()</span><span style=color:#ce5c00;font-weight:700>.</span><span style=color:#000>get_llm</span><span style=color:#000;font-weight:700>()</span> |
| </span></span><span style=display:flex><span><span style=color:#000>builder</span> <span style=color:#ce5c00;font-weight:700>=</span> <span style=color:#000>KgBuilder</span><span style=color:#000;font-weight:700>(</span><span style=color:#000>llm</span><span style=color:#000;font-weight:700>)</span> |
| </span></span><span style=display:flex><span><span style=color:#000;font-weight:700>(</span> |
| </span></span><span style=display:flex><span> <span style=color:#000>builder</span> |
| </span></span><span style=display:flex><span> <span style=color:#ce5c00;font-weight:700>.</span><span style=color:#000>import_schema</span><span style=color:#000;font-weight:700>(</span><span style=color:#000>from_hugegraph</span><span style=color:#ce5c00;font-weight:700>=</span><span style=color:#4e9a06>"test_graph"</span><span style=color:#000;font-weight:700>)</span><span style=color:#ce5c00;font-weight:700>.</span><span style=color:#000>print_result</span><span style=color:#000;font-weight:700>()</span> |
| </span></span><span style=display:flex><span> <span style=color:#ce5c00;font-weight:700>.</span><span style=color:#000>extract_triples</span><span style=color:#000;font-weight:700>(</span><span style=color:#000>TEXT</span><span style=color:#000;font-weight:700>)</span><span style=color:#ce5c00;font-weight:700>.</span><span style=color:#000>print_result</span><span style=color:#000;font-weight:700>()</span> |
| </span></span><span style=display:flex><span> <span style=color:#ce5c00;font-weight:700>.</span><span style=color:#000>disambiguate_word_sense</span><span style=color:#000;font-weight:700>()</span><span style=color:#ce5c00;font-weight:700>.</span><span style=color:#000>print_result</span><span style=color:#000;font-weight:700>()</span> |
| </span></span><span style=display:flex><span> <span style=color:#ce5c00;font-weight:700>.</span><span style=color:#000>commit_to_hugegraph</span><span style=color:#000;font-weight:700>()</span> |
| </span></span><span style=display:flex><span> <span style=color:#ce5c00;font-weight:700>.</span><span style=color:#000>run</span><span style=color:#000;font-weight:700>()</span> |
| </span></span><span style=display:flex><span><span style=color:#000;font-weight:700>)</span> |
| </span></span></code></pre></div><ul><li>Sequence Diagram |
| <img src=/docs/images/kg-uml.png alt=gradio-config></li></ul><ol><li>Initialize: Initialize the LLMs instance, get the LLM, and then create a task instance <code>KgBuilder</code> for graph construction. <code>KgBuilder</code> defines multiple operators, and users can freely combine them according to their needs. (tip: <code>print_result()</code> can print the result of each step in the console, without affecting the overall execution logic)</li></ol><div class=highlight><pre tabindex=0 style=background-color:#f8f8f8;-moz-tab-size:4;-o-tab-size:4;tab-size:4><code class=language-python data-lang=python><span style=display:flex><span><span style=color:#000>llm</span> <span style=color:#ce5c00;font-weight:700>=</span> <span style=color:#000>LLMs</span><span style=color:#000;font-weight:700>()</span><span style=color:#ce5c00;font-weight:700>.</span><span style=color:#000>get_llm</span><span style=color:#000;font-weight:700>()</span> |
| </span></span><span style=display:flex><span><span style=color:#000>builder</span> <span style=color:#ce5c00;font-weight:700>=</span> <span style=color:#000>KgBuilder</span><span style=color:#000;font-weight:700>(</span><span style=color:#000>llm</span><span style=color:#000;font-weight:700>)</span> |
| </span></span></code></pre></div><ol start=2><li>Import Schema: Import using the <code>import_schema</code> method, which supports three modes:<ul><li>Import from a HugeGraph instance, specify the name of the HugeGraph graph instance, and it will automatically extract the schema of the graph.</li><li>Import from a user-defined schema, accept user-defined JSON format schema.</li><li>Import from the extraction result (release soon)</li></ul></li></ol><div class=highlight><pre tabindex=0 style=background-color:#f8f8f8;-moz-tab-size:4;-o-tab-size:4;tab-size:4><code class=language-python data-lang=python><span style=display:flex><span><span style=color:#8f5902;font-style:italic># Import schema from a HugeGraph instance</span> |
| </span></span><span style=display:flex><span><span style=color:#000>builder</span><span style=color:#ce5c00;font-weight:700>.</span><span style=color:#000>import_schema</span><span style=color:#000;font-weight:700>(</span><span style=color:#000>from_hugegraph</span><span style=color:#ce5c00;font-weight:700>=</span><span style=color:#4e9a06>"test_graph"</span><span style=color:#000;font-weight:700>)</span><span style=color:#ce5c00;font-weight:700>.</span><span style=color:#000>print_result</span><span style=color:#000;font-weight:700>()</span> |
| </span></span><span style=display:flex><span><span style=color:#8f5902;font-style:italic># Import schema from user-defined schema</span> |
| </span></span><span style=display:flex><span><span style=color:#000>builder</span><span style=color:#ce5c00;font-weight:700>.</span><span style=color:#000>import_schema</span><span style=color:#000;font-weight:700>(</span><span style=color:#000>from_user_defined</span><span style=color:#ce5c00;font-weight:700>=</span><span style=color:#4e9a06>"xxx"</span><span style=color:#000;font-weight:700>)</span><span style=color:#ce5c00;font-weight:700>.</span><span style=color:#000>print_result</span><span style=color:#000;font-weight:700>()</span> |
| </span></span><span style=display:flex><span><span style=color:#8f5902;font-style:italic># Import schema from an extraction result</span> |
| </span></span><span style=display:flex><span><span style=color:#000>builder</span><span style=color:#ce5c00;font-weight:700>.</span><span style=color:#000>import_schema</span><span style=color:#000;font-weight:700>(</span><span style=color:#000>from_extraction</span><span style=color:#ce5c00;font-weight:700>=</span><span style=color:#4e9a06>"xxx"</span><span style=color:#000;font-weight:700>)</span><span style=color:#ce5c00;font-weight:700>.</span><span style=color:#000>print_result</span><span style=color:#000;font-weight:700>()</span> |
| </span></span></code></pre></div><ol start=3><li>Extract triples: Use the <code>extract_triples</code> method to extract triples from the text.</li></ol><div class=highlight><pre tabindex=0 style=background-color:#f8f8f8;-moz-tab-size:4;-o-tab-size:4;tab-size:4><code class=language-python data-lang=python><span style=display:flex><span><span style=color:#000>TEXT</span> <span style=color:#ce5c00;font-weight:700>=</span> <span style=color:#4e9a06>"Meet Sarah, a 30-year-old attorney, and her roommate, James, whom she's shared a home with since 2010."</span> |
| </span></span><span style=display:flex><span><span style=color:#000>builder</span><span style=color:#ce5c00;font-weight:700>.</span><span style=color:#000>extract_triples</span><span style=color:#000;font-weight:700>(</span><span style=color:#000>TEXT</span><span style=color:#000;font-weight:700>)</span><span style=color:#ce5c00;font-weight:700>.</span><span style=color:#000>print_result</span><span style=color:#000;font-weight:700>()</span> |
| </span></span></code></pre></div><ol start=4><li>Disambiguate word sense: Use the <code>disambiguate_word_sense</code> method to disambiguate word sense.</li></ol><div class=highlight><pre tabindex=0 style=background-color:#f8f8f8;-moz-tab-size:4;-o-tab-size:4;tab-size:4><code class=language-python data-lang=python><span style=display:flex><span><span style=color:#000>builder</span><span style=color:#ce5c00;font-weight:700>.</span><span style=color:#000>disambiguate_word_sense</span><span style=color:#000;font-weight:700>()</span><span style=color:#ce5c00;font-weight:700>.</span><span style=color:#000>print_result</span><span style=color:#000;font-weight:700>()</span> |
| </span></span></code></pre></div><ol start=5><li>Commit to HugeGraph: Use the <code>commit_to_hugegraph</code> method to submit the constructed knowledge graph to the HugeGraph instance.</li></ol><div class=highlight><pre tabindex=0 style=background-color:#f8f8f8;-moz-tab-size:4;-o-tab-size:4;tab-size:4><code class=language-python data-lang=python><span style=display:flex><span><span style=color:#000>builder</span><span style=color:#ce5c00;font-weight:700>.</span><span style=color:#000>commit_to_hugegraph</span><span style=color:#000;font-weight:700>()</span><span style=color:#ce5c00;font-weight:700>.</span><span style=color:#000>print_result</span><span style=color:#000;font-weight:700>()</span> |
| </span></span></code></pre></div><ol start=6><li>Run: Use the <code>run</code> method to execute the above operations.</li></ol><div class=highlight><pre tabindex=0 style=background-color:#f8f8f8;-moz-tab-size:4;-o-tab-size:4;tab-size:4><code class=language-python data-lang=python><span style=display:flex><span><span style=color:#000>builder</span><span style=color:#ce5c00;font-weight:700>.</span><span style=color:#000>run</span><span style=color:#000;font-weight:700>()</span> |
| </span></span></code></pre></div><h4 id=42-retrieval-augmented-generation-rag-based-on-hugegraph>4.2 Retrieval augmented generation (RAG) based on HugeGraph</h4><h5 id=411-interactive-qa-through-gradio>4.1.1 Interactive Q&A through gradio</h5><ol><li>First click the <code>Initialize HugeGraph test data</code> button to initialize the HugeGraph data. |
| <img src=/docs/images/gradio-rag-1.png alt=gradio-config></li><li>Then click the <code>Retrieval augmented generation</code> button to generate the answer to the question. |
| <img src=/docs/images/gradio-rag-2.png alt=gradio-config></li></ol><h5 id=412-build-graph-rag-through-code>4.1.2 Build Graph RAG through code</h5><ul><li>code</li></ul><div class=highlight><pre tabindex=0 style=background-color:#f8f8f8;-moz-tab-size:4;-o-tab-size:4;tab-size:4><code class=language-python data-lang=python><span style=display:flex><span><span style=color:#000>graph_rag</span> <span style=color:#ce5c00;font-weight:700>=</span> <span style=color:#000>GraphRAG</span><span style=color:#000;font-weight:700>()</span> |
| </span></span><span style=display:flex><span><span style=color:#000>result</span> <span style=color:#ce5c00;font-weight:700>=</span> <span style=color:#000;font-weight:700>(</span> |
| </span></span><span style=display:flex><span> <span style=color:#000>graph_rag</span><span style=color:#ce5c00;font-weight:700>.</span><span style=color:#000>extract_keyword</span><span style=color:#000;font-weight:700>(</span><span style=color:#000>text</span><span style=color:#ce5c00;font-weight:700>=</span><span style=color:#4e9a06>"Tell me about Al Pacino."</span><span style=color:#000;font-weight:700>)</span><span style=color:#ce5c00;font-weight:700>.</span><span style=color:#000>print_result</span><span style=color:#000;font-weight:700>()</span> |
| </span></span><span style=display:flex><span> <span style=color:#ce5c00;font-weight:700>.</span><span style=color:#000>query_graph_for_rag</span><span style=color:#000;font-weight:700>(</span> |
| </span></span><span style=display:flex><span> <span style=color:#000>max_deep</span><span style=color:#ce5c00;font-weight:700>=</span><span style=color:#0000cf;font-weight:700>2</span><span style=color:#000;font-weight:700>,</span> |
| </span></span><span style=display:flex><span> <span style=color:#000>max_items</span><span style=color:#ce5c00;font-weight:700>=</span><span style=color:#0000cf;font-weight:700>30</span> |
| </span></span><span style=display:flex><span> <span style=color:#000;font-weight:700>)</span><span style=color:#ce5c00;font-weight:700>.</span><span style=color:#000>print_result</span><span style=color:#000;font-weight:700>()</span> |
| </span></span><span style=display:flex><span> <span style=color:#ce5c00;font-weight:700>.</span><span style=color:#000>synthesize_answer</span><span style=color:#000;font-weight:700>()</span><span style=color:#ce5c00;font-weight:700>.</span><span style=color:#000>print_result</span><span style=color:#000;font-weight:700>()</span> |
| </span></span><span style=display:flex><span> <span style=color:#ce5c00;font-weight:700>.</span><span style=color:#000>run</span><span style=color:#000;font-weight:700>(</span><span style=color:#000>verbose</span><span style=color:#ce5c00;font-weight:700>=</span><span style=color:#204a87;font-weight:700>True</span><span style=color:#000;font-weight:700>)</span> |
| </span></span><span style=display:flex><span><span style=color:#000;font-weight:700>)</span> |
| </span></span></code></pre></div><ol><li>extract_keyword: Extract keywords and expand synonyms.</li></ol><div class=highlight><pre tabindex=0 style=background-color:#f8f8f8;-moz-tab-size:4;-o-tab-size:4;tab-size:4><code class=language-python data-lang=python><span style=display:flex><span><span style=color:#000>graph_rag</span><span style=color:#ce5c00;font-weight:700>.</span><span style=color:#000>extract_keyword</span><span style=color:#000;font-weight:700>(</span><span style=color:#000>text</span><span style=color:#ce5c00;font-weight:700>=</span><span style=color:#4e9a06>"Tell me about Al Pacino."</span><span style=color:#000;font-weight:700>)</span><span style=color:#ce5c00;font-weight:700>.</span><span style=color:#000>print_result</span><span style=color:#000;font-weight:700>()</span> |
| </span></span></code></pre></div><ol start=2><li>query_graph_for_rag: Retrieve the corresponding keywords and their multi-degree associated relationships from HugeGraph.<ul><li>max_deep: The maximum depth of hugegraph retrieval.</li><li>max_items: The maximum number of results returned by hugegraph.</li></ul></li></ol><div class=highlight><pre tabindex=0 style=background-color:#f8f8f8;-moz-tab-size:4;-o-tab-size:4;tab-size:4><code class=language-python data-lang=python><span style=display:flex><span><span style=color:#000>graph_rag</span><span style=color:#ce5c00;font-weight:700>.</span><span style=color:#000>query_graph_for_rag</span><span style=color:#000;font-weight:700>(</span> |
| </span></span><span style=display:flex><span> <span style=color:#000>max_deep</span><span style=color:#ce5c00;font-weight:700>=</span><span style=color:#0000cf;font-weight:700>2</span><span style=color:#000;font-weight:700>,</span> |
| </span></span><span style=display:flex><span> <span style=color:#000>max_items</span><span style=color:#ce5c00;font-weight:700>=</span><span style=color:#0000cf;font-weight:700>30</span> |
| </span></span><span style=display:flex><span><span style=color:#000;font-weight:700>)</span><span style=color:#ce5c00;font-weight:700>.</span><span style=color:#000>print_result</span><span style=color:#000;font-weight:700>()</span> |
| </span></span></code></pre></div><ol start=3><li>synthesize_answer: Summarize the results and organize the language to answer the question.</li></ol><div class=highlight><pre tabindex=0 style=background-color:#f8f8f8;-moz-tab-size:4;-o-tab-size:4;tab-size:4><code class=language-python data-lang=python><span style=display:flex><span><span style=color:#000>graph_rag</span><span style=color:#ce5c00;font-weight:700>.</span><span style=color:#000>synthesize_answer</span><span style=color:#000;font-weight:700>()</span><span style=color:#ce5c00;font-weight:700>.</span><span style=color:#000>print_result</span><span style=color:#000;font-weight:700>()</span> |
| </span></span></code></pre></div><ol start=4><li>run: Execute the above operations.</li></ol><div class=highlight><pre tabindex=0 style=background-color:#f8f8f8;-moz-tab-size:4;-o-tab-size:4;tab-size:4><code class=language-python data-lang=python><span style=display:flex><span><span style=color:#000>graph_rag</span><span style=color:#ce5c00;font-weight:700>.</span><span style=color:#000>run</span><span style=color:#000;font-weight:700>(</span><span style=color:#000>verbose</span><span style=color:#ce5c00;font-weight:700>=</span><span style=color:#204a87;font-weight:700>True</span><span style=color:#000;font-weight:700>)</span> |
| </span></span></code></pre></div><style>.feedback--answer{display:inline-block}.feedback--answer-no{margin-left:1em}.feedback--response{display:none;margin-top:1em}.feedback--response__visible{display:block}</style><script>const yesButton=document.querySelector(".feedback--answer-yes"),noButton=document.querySelector(".feedback--answer-no"),yesResponse=document.querySelector(".feedback--response-yes"),noResponse=document.querySelector(".feedback--response-no"),disableButtons=()=>{yesButton.disabled=!0,noButton.disabled=!0},sendFeedback=e=>{if(typeof ga!="function")return;const 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