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<!doctype html><html lang=cn class=no-js><head><meta charset=utf-8><meta name=viewport content="width=device-width,initial-scale=1,shrink-to-fit=no"><meta http-equiv=content-security-policy content="script-src 'self' 'unsafe-inline'; script-src-elem 'self' 'unsafe-inline' https://code.jquery.com https://cdn.jsdelivr.net https://fonts.googleapis.com;"><meta name=generator content="Hugo 0.102.3"><link rel=canonical type=text/html href=/cn/docs/quickstart/hugegraph-ai/><link rel=alternate type=application/rss+xml href=/cn/docs/quickstart/hugegraph-ai/index.xml><meta name=robots content="noindex, nofollow"><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 | HugeGraph</title><meta name=description content="
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hugegraph-ai 整合了 HugeGraph 与人工智能功能,为开发者构建 AI 驱动的图应用提供全面支持。
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✨ 核心功能
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🚀 最佳实践:优先使用 DeepWiki 智能文档
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GraphRAG:利用图增强检索构建智能问答系统
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知识图谱构建:使用大语言模型从文本自动构建图谱
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图机器学习:集成 20 多种图学习算"><meta property="og:title" content="HugeGraph-AI"><meta property="og:description" content="Apache HugeGraph 官网"><meta property="og:type" content="website"><meta property="og:url" content="/cn/docs/quickstart/hugegraph-ai/"><meta property="og:site_name" content="HugeGraph"><meta itemprop=name content="HugeGraph-AI"><meta itemprop=description content="Apache HugeGraph 官网"><meta name=twitter:card content="summary"><meta name=twitter:title content="HugeGraph-AI"><meta name=twitter:description content="Apache HugeGraph 官网"><link rel=preload href=/scss/main.min.3276a99ddd5b15fbe3fcf20f8237086c2cbb526b572f4f06a2246fa9279ed395.css as=style><link href=/scss/main.min.3276a99ddd5b15fbe3fcf20f8237086c2cbb526b572f4f06a2246fa9279ed395.css rel=stylesheet integrity><script src=/js/jquery.min.js></script>
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为解决静态文档可能过时的问题,我们提供了 实时更新、内容更全面 的 DeepWiki。它相当于一个拥有项目最新知识的专家,非常适合所有开发者在开始项目前阅读和咨询。
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👉 强烈推荐访问并对话:incubator-hugegraph-ai"><meta property="og:title" content="HugeGraph-AI"><meta property="og:description" content="Apache HugeGraph 官网"><meta property="og:type" content="website"><meta property="og:url" content="/cn/docs/quickstart/hugegraph-ai/"><meta property="og:site_name" content="HugeGraph"><meta itemprop=name content="HugeGraph-AI"><meta itemprop=description content="Apache HugeGraph 官网"><meta name=twitter:card content="summary"><meta name=twitter:title content="HugeGraph-AI"><meta name=twitter:description content="Apache HugeGraph 官网"><link rel=preload href=/scss/main.min.3276a99ddd5b15fbe3fcf20f8237086c2cbb526b572f4f06a2246fa9279ed395.css as=style><link href=/scss/main.min.3276a99ddd5b15fbe3fcf20f8237086c2cbb526b572f4f06a2246fa9279ed395.css rel=stylesheet integrity><script src=/js/jquery.min.js></script>
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<script>document.addEventListener("DOMContentLoaded",function(){var t=document.querySelectorAll("pre code.language-mermaid, code.language-mermaid, pre code.language-fallback, code.language-fallback"),e=[];t.forEach(function(t){var n=t.textContent.trim();(n.match(/^(graph|flowchart|sequenceDiagram|classDiagram|pie|gitgraph|erDiagram|journey|gantt|stateDiagram|mindmap|timeline|quadrantChart)/m)||n.includes("-->")||n.includes("->")||n.includes("style ")||n.includes("fill:"))&&e.push(t)}),e.length>0&&(e.forEach(function(e){var n,t=document.createElement("div");t.className="mermaid",t.textContent=e.textContent.trim(),n=e.closest("pre")||e.parentElement,n.parentNode.replaceChild(t,n)}),mermaid.initialize({startOnLoad:!0,theme:"default",securityLevel:"loose"}))})</script></head><body class=td-section><header><nav class="js-navbar-scroll navbar navbar-expand navbar-dark flex-column flex-md-row td-navbar"><a class=navbar-brand href=/cn/><span class=navbar-logo><svg id="图层_1" data-name="图层 1" 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height="424.44"/><circle class="logo-cls-2" cx="12.02" cy="1.83" r="1.33"/><circle class="logo-cls-3" cx="12.02" cy="14.17" r="1.33"/><circle class="logo-cls-4" cx="1.33" cy="8" r="1.33"/><path class="logo-cls-5" d="M7.91 10h0a2.65 2.65.0 01-.23-3.74A1.75 1.75.0 017.91 6h0A2.66 2.66.0 014.4 6h0a1.81 1.81.0 01.24.24A2.65 2.65.0 014.4 10h0a2.62 2.62.0 00-.89 2 2.65 2.65.0 104.4-2z"/><path class="logo-cls-6" d="M12.19 5.49a2.78 2.78.0 01-.5.11A2.64 2.64.0 018.76 3.5h0a2.65 2.65.0 10-2.6 3.17A2.6 2.6.0 007 6.53H7a2.65 2.65.0 013.44 2 2.94 2.94.0 010-.51 2.65 2.65.0 011.75-2.53z"/><path class="logo-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=/cn/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=/cn/blog/><i class='fas fa-book pr-2'></i><span>Blog Posts</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=/cn/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 href=/cn/community/><span>Community</span></a></li><li class="nav-item dropdown mr-4 d-none d-lg-block"><a class="nav-link dropdown-toggle" href=# id=navbarDropdown role=button data-toggle=dropdown aria-haspopup=true aria-expanded=false>中文</a><div class=dropdown-menu aria-labelledby=navbarDropdownMenuLink><a class=dropdown-item href=/docs/quickstart/hugegraph-ai/>English</a></div></li></ul></div><div class="navbar-nav d-none d-lg-block"></div></nav></header><div class="container-fluid td-outer"><div class=td-main><div class="row flex-xl-nowrap"><main class="col-12 col-md-9 col-xl-8 pl-md-5" role=main><div class=td-content><div class="pageinfo pageinfo-primary d-print-none"><p>This is the multi-page printable view of this section.
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<a href=# onclick="return print(),!1">Click here to print</a>.</p><p><a href=/cn/docs/quickstart/hugegraph-ai/>Return to the regular view of this page</a>.</p></div><h1 class=title>HugeGraph-AI</h1><ul><li>1: <a href=#pg-0b4da31f88e2852fb8a360769f3c9f28>HugeGraph-LLM</a></li><li>2: <a href=#pg-bb10fc095f5061d789104547f7246a67>GraphRAG UI Details</a></li></ul><div class=content><p><a href=https://www.apache.org/licenses/LICENSE-2.0.html><img src=https://img.shields.io/badge/license-Apache%202-0E78BA.svg alt=License></a>
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<a href=https://deepwiki.com/apache/incubator-hugegraph-ai><img src=https://deepwiki.com/badge.svg alt="Ask DeepWiki"></a></p><p><code>hugegraph-ai</code> 整合了 <a href=https://github.com/apache/hugegraph>HugeGraph</a> 与人工智能功能,为开发者构建 AI 驱动的图应用提供全面支持。</p><h2 id=-核心功能>✨ 核心功能</h2><ul><li><strong>GraphRAG</strong>:利用图增强检索构建智能问答系统</li><li><strong>知识图谱构建</strong>:使用大语言模型从文本自动构建图谱</li><li><strong>图机器学习</strong>:集成 20 多种图学习算法(GCN、GAT、GraphSAGE 等)</li><li><strong>Python 客户端</strong>:易于使用的 HugeGraph Python 操作接口</li><li><strong>AI 智能体</strong>:提供智能图分析与推理能力</li></ul><h2 id=-快速开始>🚀 快速开始</h2><blockquote><p>[!NOTE]
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<a href=https://deepwiki.com/apache/incubator-hugegraph-ai><img src=https://deepwiki.com/badge.svg alt="Ask DeepWiki"></a></p><h2 id=-最佳实践优先使用-deepwiki-智能文档>🚀 最佳实践:优先使用 DeepWiki 智能文档</h2><blockquote><p>为解决静态文档可能过时的问题,我们提供了 <strong>实时更新、内容更全面</strong> 的 DeepWiki。它相当于一个拥有项目最新知识的专家,非常适合<strong>所有开发者</strong>在开始项目前阅读和咨询。</p></blockquote><p><strong>👉 强烈推荐访问并对话:</strong><a href=https://deepwiki.com/apache/incubator-hugegraph-ai><strong>incubator-hugegraph-ai</strong></a></p><p><code>hugegraph-ai</code> 整合了 <a href=https://github.com/apache/hugegraph>HugeGraph</a> 与人工智能功能,为开发者构建 AI 驱动的图应用提供全面支持。</p><h2 id=-核心功能>✨ 核心功能</h2><ul><li><strong>GraphRAG</strong>:利用图增强检索构建智能问答系统</li><li><strong>知识图谱构建</strong>:使用大语言模型从文本自动构建图谱</li><li><strong>图机器学习</strong>:集成 20 多种图学习算法(GCN、GAT、GraphSAGE 等)</li><li><strong>Python 客户端</strong>:易于使用的 HugeGraph Python 操作接口</li><li><strong>AI 智能体</strong>:提供智能图分析与推理能力</li></ul><h2 id=-快速开始>🚀 快速开始</h2><blockquote><p>[!NOTE]
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如需完整的部署指南和详细示例,请参阅 <a href=https://github.com/apache/incubator-hugegraph-ai/blob/main/hugegraph-llm/README.md>hugegraph-llm/README.md</a></p></blockquote><h3 id=环境要求>环境要求</h3><ul><li>Python 3.9+(建议 hugegraph-llm 使用 3.10+)</li><li><a href=https://docs.astral.sh/uv/>uv</a>(推荐的包管理器)</li><li>HugeGraph Server 1.3+(建议 1.5+)</li><li>Docker(可选,用于容器化部署)</li></ul><h3 id=方案一docker-部署推荐>方案一:Docker 部署(推荐)</h3><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># 克隆仓库</span>
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</span></span><span style=display:flex><span>git clone https://github.com/apache/incubator-hugegraph-ai.git
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</span></span><span style=display:flex><span><span style=color:#204a87>cd</span> incubator-hugegraph-ai

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