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Posted to commits@hugegraph.apache.org by gi...@apache.org on 2025/11/20 08:13:31 UTC
(incubator-hugegraph-doc) branch asf-site updated: chore: add deepwiki notes in docs (#432) b81dc98a44bf8f46710b002bd96235a261ed52e3
This is an automated email from the ASF dual-hosted git repository.
github-bot pushed a commit to branch asf-site
in repository https://gitbox.apache.org/repos/asf/incubator-hugegraph-doc.git
The following commit(s) were added to refs/heads/asf-site by this push:
new 62c656ef chore: add deepwiki notes in docs (#432) b81dc98a44bf8f46710b002bd96235a261ed52e3
62c656ef is described below
commit 62c656ef1ba6e537869c768df58d7b7683d5a6c2
Author: imbajin <im...@users.noreply.github.com>
AuthorDate: Thu Nov 20 08:13:26 2025 +0000
chore: add deepwiki notes in docs (#432) b81dc98a44bf8f46710b002bd96235a261ed52e3
---
cn/docs/_print/index.html | 8 +++----
cn/docs/quickstart/_print/index.html | 8 +++----
cn/docs/quickstart/computing/_print/index.html | 8 +++++--
cn/docs/quickstart/computing/index.html | 8 +++++--
cn/docs/quickstart/hugegraph-ai/_print/index.html | 11 +++++-----
cn/docs/quickstart/hugegraph-ai/index.html | 15 ++++++-------
cn/docs/quickstart/hugegraph/_print/index.html | 9 ++++++--
cn/docs/quickstart/hugegraph/index.html | 9 ++++++--
cn/docs/quickstart/index.xml | 26 ++++++++++++++++++++---
cn/docs/quickstart/toolchain/_print/index.html | 6 ++++--
cn/docs/quickstart/toolchain/index.html | 6 ++++--
cn/sitemap.xml | 2 +-
docs/_print/index.html | 8 +++----
docs/quickstart/_print/index.html | 8 +++----
docs/quickstart/computing/_print/index.html | 6 ++++--
docs/quickstart/computing/index.html | 6 ++++--
docs/quickstart/hugegraph-ai/_print/index.html | 6 ++++--
docs/quickstart/hugegraph-ai/index.html | 10 +++++----
docs/quickstart/hugegraph/_print/index.html | 6 ++++--
docs/quickstart/hugegraph/index.html | 6 ++++--
docs/quickstart/index.xml | 26 ++++++++++++++++++++---
docs/quickstart/toolchain/_print/index.html | 4 ++--
docs/quickstart/toolchain/index.html | 4 ++--
en/sitemap.xml | 2 +-
sitemap.xml | 2 +-
25 files changed, 141 insertions(+), 69 deletions(-)
diff --git a/cn/docs/_print/index.html b/cn/docs/_print/index.html
index 28f94901..adf5b510 100644
--- a/cn/docs/_print/index.html
+++ b/cn/docs/_print/index.html
@@ -12,7 +12,7 @@ HugeGraph 支持多用户并行操作，用户可输入 Gremlin 查询语句，
它是 <a href=https://kowshik.github.io/JPregel/pregel_paper.pdf>Pregel</a> 的一个实现。它可以运行在 Kubernetes/Yarn
等集群上，支持超大规模图计算。</li><li><a href=/cn/docs/quickstart/hugegraph-ai>HugeGraph-AI</a>：HugeGraph-AI 是 HugeGraph 独立的 AI
组件，提供了图神经网络的训练和推理功能，LLM/Graph RAG 结合/Python-Client 等相关组件，持续更新 ing。</li></ul><h3 id=contact-us>Contact Us</h3><ul><li><a href=https://github.com/apache/incubator-hugegraph/issues>GitHub Issues</a>: 使用途中出现问题或提供功能性建议，可通过此反馈 (推荐)</li><li>邮件反馈：<a href=mailto:dev@hugegraph.apache.org>dev@hugegraph.apache.org</a> (<a href=https://hugegraph.apache.org/docs/contribution-guidelines/subscribe/>邮箱订阅方式</a>)</li><li>SEC 反馈： <a href=mailto:security@hugegraph.apache.org>security@hugegraph.apache.org</a> [...]
-由于 ASF 规则要求, 不能直接在当前页面存放非 ASF 发行包, 对于 1.0.0 前旧版本 (非 ASF 版本) 的下载说明, 请跳转至 https://github.com/apache/incubator-hugegraph-doc/wiki/Apache-HugeGraph-(Incubating)-Old-Versions-Download</details></div><div class=td-content style=page-break-before:always><h1 id=pg-08b1b69f6319108b0455d24614fdd660>3 - Quick Start</h1></div><div class=td-content><h1 id=pg-47e4c121d898d966f83e783dd8f23933>3.1 - HugeGraph (OLTP)</h1></div><div class=td-content><h1 id=pg-b7c813bb4e5fdd09cff177617e07847d>3.1.1 - HugeG [...]
+由于 ASF 规则要求, 不能直接在当前页面存放非 ASF 发行包, 对于 1.0.0 前旧版本 (非 ASF 版本) 的下载说明, 请跳转至 https://github.com/apache/incubator-hugegraph-doc/wiki/Apache-HugeGraph-(Incubating)-Old-Versions-Download</details></div><div class=td-content style=page-break-before:always><h1 id=pg-08b1b69f6319108b0455d24614fdd660>3 - Quick Start</h1></div><div class=td-content><h1 id=pg-47e4c121d898d966f83e783dd8f23933>3.1 - HugeGraph (OLTP)</h1><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 [...]
这两种写法含义上并明显差异，可以这么区分：<code>HugeGraph-Server</code> 表示服务端相关组件代码，<code>HugeGraphServer</code> 表示服务进程。</p></blockquote><h3 id=2-依赖>2 依赖</h3><h4 id=21-安装-java-11-jdk-11>2.1 安装 Java 11 (JDK 11)</h4><p>请优先考虑在 Java 11 的环境上启动 <code>HugeGraph-Server</code>(在 1.5.0 版前，会保留对 Java 8 的基本兼容)</p><p><strong>在往下阅读之前先执行 <code>java -version</code> 命令确认 jdk 版本</strong></p><blockquote><p>注：使用 Java 8 启动 HugeGraph-Server 会失去一些<strong>安全性</strong>的保障，也会降低性能相关指标 (请尽早升级/迁移)</p></blockquote><h3 id=3-部署>3 部署</h3><p> [...]
</span></span></span><span style=display:flex><span><span style=color:#f8f8f8;text-decoration:underline></span><span style=color:#204a87;font-weight:700>services</span><span style=color:#000;font-weight:700>:</span><span style=color:#f8f8f8;text-decoration:underline>
</span></span></span><span style=display:flex><span><span style=color:#f8f8f8;text-decoration:underline> </span><span style=color:#204a87;font-weight:700>server</span><span style=color:#000;font-weight:700>:</span><span style=color:#f8f8f8;text-decoration:underline>
@@ -502,7 +502,7 @@ HugeGraph 支持多用户并行操作，用户可输入 Gremlin 查询语句，
</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:#4e9a06>"status"</span><span style=color:#ce5c00;font-weight:700>:</span> <span style=color:#0000cf;font-weight:700>0</span>
</span></span><span style=display:flex><span><span style=color:#000;font-weight:700>}</span>
-</span></span></code></pre></div></div><div class=td-content style=page-break-before:always><h1 id=pg-a4bced169085a0c224fa69566df656b0>3.2 - HugeGraph ToolChain</h1><blockquote><p><strong>测试指南</strong>：如需在本地运行工具链测试，请参考 <a href=/cn/docs/guides/toolchain-local-test>HugeGraph 工具链本地测试指南</a></p></blockquote></div><div class=td-content><h1 id=pg-55eecaa5c3ceec829e0f0d20863baa46>3.2.1 - HugeGraph-Hubble Quick Start</h1><h3 id=1-hugegraph-hubble-概述>1 HugeGraph-Hubble 概述</h3><blockquote><p><stron [...]
+</span></span></code></pre></div></div><div class=td-content style=page-break-before:always><h1 id=pg-a4bced169085a0c224fa69566df656b0>3.2 - HugeGraph ToolChain</h1><blockquote><p><strong>测试指南</strong>：如需在本地运行工具链测试，请参考 <a href=/cn/docs/guides/toolchain-local-test>HugeGraph 工具链本地测试指南</a></p></blockquote><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 [...]
请留意避免把它暴露在公网环境或不受信任的网络中，以免引起相关 SEC 问题 (另外也可以使用 <strong>IP & 端口</strong>白名单 + HTTPS)</p><p><strong>测试指南</strong>：如需在本地运行 Hubble 测试，请参考 <a href=/cn/docs/guides/toolchain-local-test>工具链本地测试指南</a></p></blockquote><p><strong>HugeGraph-Hubble</strong> 是 HugeGraph 的一站式可视化分析平台，平台涵盖了从数据建模，到数据快速导入，
再到数据的在线、离线分析、以及图的统一管理的全过程，实现了图应用的全流程向导式操作，旨在提升用户的使用流畅度，
降低用户的使用门槛，提供更为高效易用的使用体验。</p><p>平台主要包括以下模块：</p><h5 id=图管理>图管理</h5><p>图管理模块通过图的创建，连接平台与图数据，实现多图的统一管理，并实现图的访问、编辑、删除、查询操作。</p><h5 id=元数据建模>元数据建模</h5><p>元数据建模模块通过创建属性库，顶点类型，边类型，索引类型，实现图模型的构建与管理，平台提供两种模式，列表模式和图模式，可实时展示元数据模型，更加直观。同时还提供了跨图的元数据复用功能，省去相同元数据繁琐的重复创建过程，极大地提升建模效率，增强易用性。</p><h5 id=图分析>图分析</h5><p>通过输入图遍历语言 Gremlin 可实现图数据的高性能通用分析，并提供顶点的定制化多维路径查询等功能，提供 3 种图结果展示方式，包括：图形式、表格形式、Json 形式，多维度�
��示数据形态，满足用户使用的多种场景需求。提供运行记录及常用语句收藏等功能，实现图操作的可追溯，以及查询输入的复用共享，快捷高效。支持图数据的导出，导出格式为 Json 格式。</p><h5 id=任务管理> [...]
@@ -1437,7 +1437,7 @@ HugeGraph Toolchain 版本：toolchain-1.0.0</p></blockquote><p><code>spark-load
</span></span><span style=display:flex><span>./bin/hugegraph --url http://127.0.0.1:8080 --graph hugegraph graph-mode-set -m NONE
</span></span></code></pre></div><h6 id=8-图迁移>8. 图迁移</h6><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>./bin/hugegraph --url http://127.0.0.1:8080 --graph hugegraph migrate --target-url http://127.0.0.1:8090 --target-graph hugegraph
</span></span></code></pre></div></div><div class=td-content style=page-break-before:always><h1 id=pg-6b30c33f21d772125fdc3d105677ea0d>3.3 - HugeGraph-AI</h1><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>
-<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 [...]
+<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- [...]
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- [...]
</span></span><span style=display:flex><span>git clone https://github.com/apache/incubator-hugegraph-ai.git
</span></span><span style=display:flex><span><span style=color:#204a87>cd</span> incubator-hugegraph-ai
@@ -1630,7 +1630,7 @@ HugeGraph Toolchain 版本：toolchain-1.0.0</p></blockquote><p><code>spark-load
</span></span><span style=display:flex><span> F[自然语言查询] --> G[在向量数据库中搜索最相似的查询\n（如果向量数据库中不存在 Gremlin 对，\n将自动使用默认文件进行向量化）\n并检索对应的 Gremlin]
</span></span><span style=display:flex><span> G --> H[将匹配的对添加到提示词中\n并使用 LLM 生成与自然语言查询\n对应的 Gremlin]
</span></span></code></pre></div><h3 id=第二部分的输入字段>第二部分的输入字段：</h3><ul><li><strong>自然语言查询：</strong> 输入要转换为 Gremlin 的自然语言文本。</li></ul><p><img src=https://github.com/user-attachments/assets/d2a72f45-488c-4499-968b-a11816655ba0 alt=image></p><ul><li><strong>Schema：</strong> 输入图 schema。</li></ul><h3 id=执行流程-2>执行流程：</h3><ol><li>在<strong>自然语言查询</strong>字段中输入<strong>查询</strong>（自然语言）。</li><li>在<strong>Schema</strong>字段中输入<strong>图 schema</strong>。</li><li>点击<strong>Text2Gremlin</strong>按钮，执行以下逻辑： [...]
-</code></pre><h1 id=5-图工具>5. 图工具</h1><p>输入 Gremlin 查询以执行相应操作。</p></div><div class=td-content style=page-break-before:always><h1 id=pg-d9d6bf778a1c59e678ba9cc8395acdd4>3.4 - HugeGraph Computing (OLAP)</h1></div><div class=td-content><h1 id=pg-195b2910f1b20ecc0c065f6e6267415a>3.4.1 - HugeGraph-Vermeer Quick Start</h1><h2 id=一vermeer-概述>一、Vermeer 概述</h2><h3 id=11-运行架构>1.1 运行架构</h3><p>Vermeer 是一个 <code>Go</code>编写的高性能内存优先的图计算框架 (一次启动，任意执行)，支持 15+ OLAP 图算法的极速计算 (大部分秒~分钟级别完成执行)，包含 master 和 wor [...]
+</code></pre><h1 id=5-图工具>5. 图工具</h1><p>输入 Gremlin 查询以执行相应操作。</p></div><div class=td-content style=page-break-before:always><h1 id=pg-d9d6bf778a1c59e678ba9cc8395acdd4>3.4 - HugeGraph Computing (OLAP)</h1><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-h [...]
</span></span></span><span style=display:flex><span><span style=color:#f8f8f8;text-decoration:underline> </span><span style=color:#204a87;font-weight:700>vermeer-master</span><span style=color:#000;font-weight:700>:</span><span style=color:#f8f8f8;text-decoration:underline>
</span></span></span><span style=display:flex><span><span style=color:#f8f8f8;text-decoration:underline> </span><span style=color:#204a87;font-weight:700>image</span><span style=color:#000;font-weight:700>:</span><span style=color:#f8f8f8;text-decoration:underline> </span><span style=color:#000>hugegraph/vermeer</span><span style=color:#f8f8f8;text-decoration:underline>
</span></span></span><span style=display:flex><span><span style=color:#f8f8f8;text-decoration:underline> </span><span style=color:#204a87;font-weight:700>container_name</span><span style=color:#000;font-weight:700>:</span><span style=color:#f8f8f8;text-decoration:underline> </span><span style=color:#000>vermeer-master</span><span style=color:#f8f8f8;text-decoration:underline>
diff --git a/cn/docs/quickstart/_print/index.html b/cn/docs/quickstart/_print/index.html
index 1f8d8651..db12cbaa 100644
--- a/cn/docs/quickstart/_print/index.html
+++ b/cn/docs/quickstart/_print/index.html
@@ -1,7 +1,7 @@
<!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/><link rel=alternate type=applicati [...]
<link rel=stylesheet href=/css/prism.css><script src=https://cdn.jsdelivr.net/npm/mermaid@10/dist/mermaid.min.js></script>
<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. [...]
-<a href=# onclick="return print(),!1">Click here to print</a>.</p><p><a href=/cn/docs/quickstart/>Return to the regular view of this page</a>.</p></div><h1 class=title>Quick Start</h1><ul><li>1: <a href=#pg-47e4c121d898d966f83e783dd8f23933>HugeGraph (OLTP)</a></li><ul><li>1.1: <a href=#pg-b7c813bb4e5fdd09cff177617e07847d>HugeGraph-Server Quick Start</a></li><li>1.2: <a href=#pg-e95a3dd8d4e602df35b0b6d668d7f31b>HugeGraph-PD Quick Start</a></li><li>1.3: <a href=#pg-798ddadd53db4fb98beb621b [...]
+<a href=# onclick="return print(),!1">Click here to print</a>.</p><p><a href=/cn/docs/quickstart/>Return to the regular view of this page</a>.</p></div><h1 class=title>Quick Start</h1><ul><li>1: <a href=#pg-47e4c121d898d966f83e783dd8f23933>HugeGraph (OLTP)</a></li><ul><li>1.1: <a href=#pg-b7c813bb4e5fdd09cff177617e07847d>HugeGraph-Server Quick Start</a></li><li>1.2: <a href=#pg-e95a3dd8d4e602df35b0b6d668d7f31b>HugeGraph-PD Quick Start</a></li><li>1.3: <a href=#pg-798ddadd53db4fb98beb621b [...]
这两种写法含义上并明显差异，可以这么区分：<code>HugeGraph-Server</code> 表示服务端相关组件代码，<code>HugeGraphServer</code> 表示服务进程。</p></blockquote><h3 id=2-依赖>2 依赖</h3><h4 id=21-安装-java-11-jdk-11>2.1 安装 Java 11 (JDK 11)</h4><p>请优先考虑在 Java 11 的环境上启动 <code>HugeGraph-Server</code>(在 1.5.0 版前，会保留对 Java 8 的基本兼容)</p><p><strong>在往下阅读之前先执行 <code>java -version</code> 命令确认 jdk 版本</strong></p><blockquote><p>注：使用 Java 8 启动 HugeGraph-Server 会失去一些<strong>安全性</strong>的保障，也会降低性能相关指标 (请尽早升级/迁移)</p></blockquote><h3 id=3-部署>3 部署</h3><p> [...]
</span></span></span><span style=display:flex><span><span style=color:#f8f8f8;text-decoration:underline></span><span style=color:#204a87;font-weight:700>services</span><span style=color:#000;font-weight:700>:</span><span style=color:#f8f8f8;text-decoration:underline>
</span></span></span><span style=display:flex><span><span style=color:#f8f8f8;text-decoration:underline> </span><span style=color:#204a87;font-weight:700>server</span><span style=color:#000;font-weight:700>:</span><span style=color:#f8f8f8;text-decoration:underline>
@@ -491,7 +491,7 @@
</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:#4e9a06>"status"</span><span style=color:#ce5c00;font-weight:700>:</span> <span style=color:#0000cf;font-weight:700>0</span>
</span></span><span style=display:flex><span><span style=color:#000;font-weight:700>}</span>
-</span></span></code></pre></div></div><div class=td-content style=page-break-before:always><h1 id=pg-a4bced169085a0c224fa69566df656b0>2 - HugeGraph ToolChain</h1><blockquote><p><strong>测试指南</strong>：如需在本地运行工具链测试，请参考 <a href=/cn/docs/guides/toolchain-local-test>HugeGraph 工具链本地测试指南</a></p></blockquote></div><div class=td-content><h1 id=pg-55eecaa5c3ceec829e0f0d20863baa46>2.1 - HugeGraph-Hubble Quick Start</h1><h3 id=1-hugegraph-hubble-概述>1 HugeGraph-Hubble 概述</h3><blockquote><p><strong>特别 [...]
+</span></span></code></pre></div></div><div class=td-content style=page-break-before:always><h1 id=pg-a4bced169085a0c224fa69566df656b0>2 - HugeGraph ToolChain</h1><blockquote><p><strong>测试指南</strong>：如需在本地运行工具链测试，请参考 <a href=/cn/docs/guides/toolchain-local-test>HugeGraph 工具链本地测试指南</a></p></blockquote><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 [...]
请留意避免把它暴露在公网环境或不受信任的网络中，以免引起相关 SEC 问题 (另外也可以使用 <strong>IP & 端口</strong>白名单 + HTTPS)</p><p><strong>测试指南</strong>：如需在本地运行 Hubble 测试，请参考 <a href=/cn/docs/guides/toolchain-local-test>工具链本地测试指南</a></p></blockquote><p><strong>HugeGraph-Hubble</strong> 是 HugeGraph 的一站式可视化分析平台，平台涵盖了从数据建模，到数据快速导入，
再到数据的在线、离线分析、以及图的统一管理的全过程，实现了图应用的全流程向导式操作，旨在提升用户的使用流畅度，
降低用户的使用门槛，提供更为高效易用的使用体验。</p><p>平台主要包括以下模块：</p><h5 id=图管理>图管理</h5><p>图管理模块通过图的创建，连接平台与图数据，实现多图的统一管理，并实现图的访问、编辑、删除、查询操作。</p><h5 id=元数据建模>元数据建模</h5><p>元数据建模模块通过创建属性库，顶点类型，边类型，索引类型，实现图模型的构建与管理，平台提供两种模式，列表模式和图模式，可实时展示元数据模型，更加直观。同时还提供了跨图的元数据复用功能，省去相同元数据繁琐的重复创建过程，极大地提升建模效率，增强易用性。</p><h5 id=图分析>图分析</h5><p>通过输入图遍历语言 Gremlin 可实现图数据的高性能通用分析，并提供顶点的定制化多维路径查询等功能，提供 3 种图结果展示方式，包括：图形式、表格形式、Json 形式，多维度�
��示数据形态，满足用户使用的多种场景需求。提供运行记录及常用语句收藏等功能，实现图操作的可追溯，以及查询输入的复用共享，快捷高效。支持图数据的导出，导出格式为 Json 格式。</p><h5 id=任务管理> [...]
@@ -1426,7 +1426,7 @@ HugeGraph Toolchain 版本：toolchain-1.0.0</p></blockquote><p><code>spark-load
</span></span><span style=display:flex><span>./bin/hugegraph --url http://127.0.0.1:8080 --graph hugegraph graph-mode-set -m NONE
</span></span></code></pre></div><h6 id=8-图迁移>8. 图迁移</h6><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>./bin/hugegraph --url http://127.0.0.1:8080 --graph hugegraph migrate --target-url http://127.0.0.1:8090 --target-graph hugegraph
</span></span></code></pre></div></div><div class=td-content style=page-break-before:always><h1 id=pg-6b30c33f21d772125fdc3d105677ea0d>3 - HugeGraph-AI</h1><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>
-<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 [...]
+<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- [...]
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- [...]
</span></span><span style=display:flex><span>git clone https://github.com/apache/incubator-hugegraph-ai.git
</span></span><span style=display:flex><span><span style=color:#204a87>cd</span> incubator-hugegraph-ai
@@ -1619,7 +1619,7 @@ HugeGraph Toolchain 版本：toolchain-1.0.0</p></blockquote><p><code>spark-load
</span></span><span style=display:flex><span> F[自然语言查询] --> G[在向量数据库中搜索最相似的查询\n（如果向量数据库中不存在 Gremlin 对，\n将自动使用默认文件进行向量化）\n并检索对应的 Gremlin]
</span></span><span style=display:flex><span> G --> H[将匹配的对添加到提示词中\n并使用 LLM 生成与自然语言查询\n对应的 Gremlin]
</span></span></code></pre></div><h3 id=第二部分的输入字段>第二部分的输入字段：</h3><ul><li><strong>自然语言查询：</strong> 输入要转换为 Gremlin 的自然语言文本。</li></ul><p><img src=https://github.com/user-attachments/assets/d2a72f45-488c-4499-968b-a11816655ba0 alt=image></p><ul><li><strong>Schema：</strong> 输入图 schema。</li></ul><h3 id=执行流程-2>执行流程：</h3><ol><li>在<strong>自然语言查询</strong>字段中输入<strong>查询</strong>（自然语言）。</li><li>在<strong>Schema</strong>字段中输入<strong>图 schema</strong>。</li><li>点击<strong>Text2Gremlin</strong>按钮，执行以下逻辑： [...]
-</code></pre><h1 id=5-图工具>5. 图工具</h1><p>输入 Gremlin 查询以执行相应操作。</p></div><div class=td-content style=page-break-before:always><h1 id=pg-d9d6bf778a1c59e678ba9cc8395acdd4>4 - HugeGraph Computing (OLAP)</h1></div><div class=td-content><h1 id=pg-195b2910f1b20ecc0c065f6e6267415a>4.1 - HugeGraph-Vermeer Quick Start</h1><h2 id=一vermeer-概述>一、Vermeer 概述</h2><h3 id=11-运行架构>1.1 运行架构</h3><p>Vermeer 是一个 <code>Go</code>编写的高性能内存优先的图计算框架 (一次启动，任意执行)，支持 15+ OLAP 图算法的极速计算 (大部分秒~分钟级别完成执行)，包含 master 和 worker [...]
+</code></pre><h1 id=5-图工具>5. 图工具</h1><p>输入 Gremlin 查询以执行相应操作。</p></div><div class=td-content style=page-break-before:always><h1 id=pg-d9d6bf778a1c59e678ba9cc8395acdd4>4 - HugeGraph Computing (OLAP)</h1><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-hug [...]
</span></span></span><span style=display:flex><span><span style=color:#f8f8f8;text-decoration:underline> </span><span style=color:#204a87;font-weight:700>vermeer-master</span><span style=color:#000;font-weight:700>:</span><span style=color:#f8f8f8;text-decoration:underline>
</span></span></span><span style=display:flex><span><span style=color:#f8f8f8;text-decoration:underline> </span><span style=color:#204a87;font-weight:700>image</span><span style=color:#000;font-weight:700>:</span><span style=color:#f8f8f8;text-decoration:underline> </span><span style=color:#000>hugegraph/vermeer</span><span style=color:#f8f8f8;text-decoration:underline>
</span></span></span><span style=display:flex><span><span style=color:#f8f8f8;text-decoration:underline> </span><span style=color:#204a87;font-weight:700>container_name</span><span style=color:#000;font-weight:700>:</span><span style=color:#f8f8f8;text-decoration:underline> </span><span style=color:#000>vermeer-master</span><span style=color:#f8f8f8;text-decoration:underline>
diff --git a/cn/docs/quickstart/computing/_print/index.html b/cn/docs/quickstart/computing/_print/index.html
index cea3f712..079a15ec 100644
--- a/cn/docs/quickstart/computing/_print/index.html
+++ b/cn/docs/quickstart/computing/_print/index.html
@@ -1,7 +1,11 @@
-<!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/computing/><link rel=alternate type [...]
+<!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/computing/><link rel=alternate type [...]
+
+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。
+
+👉 强烈推荐访问并对话： …"><meta property="og:title" content="HugeGraph Computing (OLAP)"><meta property="og:description" content="Apache HugeGraph 官网"><meta property="og:type" content="website"><meta property="og:url" content="/cn/docs/quickstart/computing/"><meta property="og:site_name" content="HugeGraph"><meta itemprop=name content="HugeGraph Computing (OLAP)"><meta itemprop=description content="Apache HugeGraph 官网"><meta name=twitter:card content="summary"><meta name=twitter:title content="Hug [...]
<link rel=stylesheet href=/css/prism.css><script src=https://cdn.jsdelivr.net/npm/mermaid@10/dist/mermaid.min.js></script>
<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. [...]
-<a href=# onclick="return print(),!1">Click here to print</a>.</p><p><a href=/cn/docs/quickstart/computing/>Return to the regular view of this page</a>.</p></div><h1 class=title>HugeGraph Computing (OLAP)</h1><ul><li>1: <a href=#pg-195b2910f1b20ecc0c065f6e6267415a>HugeGraph-Vermeer Quick Start</a></li><li>2: <a href=#pg-e9c07ea6afc3c052057c026b7f07c6b9>HugeGraph-Computer Quick Start</a></li></ul><div class=content></div></div><div class=td-content><h1 id=pg-195b2910f1b20ecc0c065f6e626741 [...]
+<a href=# onclick="return print(),!1">Click here to print</a>.</p><p><a href=/cn/docs/quickstart/computing/>Return to the regular view of this page</a>.</p></div><h1 class=title>HugeGraph Computing (OLAP)</h1><ul><li>1: <a href=#pg-195b2910f1b20ecc0c065f6e6267415a>HugeGraph-Vermeer Quick Start</a></li><li>2: <a href=#pg-e9c07ea6afc3c052057c026b7f07c6b9>HugeGraph-Computer Quick Start</a></li></ul><div class=content><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>< [...]
</span></span></span><span style=display:flex><span><span style=color:#f8f8f8;text-decoration:underline> </span><span style=color:#204a87;font-weight:700>vermeer-master</span><span style=color:#000;font-weight:700>:</span><span style=color:#f8f8f8;text-decoration:underline>
</span></span></span><span style=display:flex><span><span style=color:#f8f8f8;text-decoration:underline> </span><span style=color:#204a87;font-weight:700>image</span><span style=color:#000;font-weight:700>:</span><span style=color:#f8f8f8;text-decoration:underline> </span><span style=color:#000>hugegraph/vermeer</span><span style=color:#f8f8f8;text-decoration:underline>
</span></span></span><span style=display:flex><span><span style=color:#f8f8f8;text-decoration:underline> </span><span style=color:#204a87;font-weight:700>container_name</span><span style=color:#000;font-weight:700>:</span><span style=color:#f8f8f8;text-decoration:underline> </span><span style=color:#000>vermeer-master</span><span style=color:#f8f8f8;text-decoration:underline>
diff --git a/cn/docs/quickstart/computing/index.html b/cn/docs/quickstart/computing/index.html
index ebcb7f72..c917f40d 100644
--- a/cn/docs/quickstart/computing/index.html
+++ b/cn/docs/quickstart/computing/index.html
@@ -1,11 +1,15 @@
-<!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=alternate type=text/html href=/cn/docs/quickstart/computing/_print/><link rel=alterna [...]
+<!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=alternate type=text/html href=/cn/docs/quickstart/computing/_print/><link rel=alterna [...]
+
+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。
+
+👉 强烈推荐访问并对话： …"><meta property="og:title" content="HugeGraph Computing (OLAP)"><meta property="og:description" content="Apache HugeGraph 官网"><meta property="og:type" content="website"><meta property="og:url" content="/cn/docs/quickstart/computing/"><meta property="og:site_name" content="HugeGraph"><meta itemprop=name content="HugeGraph Computing (OLAP)"><meta itemprop=description content="Apache HugeGraph 官网"><meta name=twitter:card content="summary"><meta name=twitter:title content="Hug [...]
<link rel=stylesheet href=/css/prism.css><script src=https://cdn.jsdelivr.net/npm/mermaid@10/dist/mermaid.min.js></script>
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-<a id=print href=/cn/docs/quickstart/computing/_print/><i class="fa fa-print fa-fw"></i> Print entire section</a></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=/cn/docs/>Documentation</a></li><li class=breadcrumb-item><a href=/cn/docs/quickstart/>Quick Start</a></li><li class="breadcrumb-item active" aria-current=page><a href=/cn/docs/quickstart/computing/>HugeGr [...]
+<a id=print href=/cn/docs/quickstart/computing/_print/><i class="fa fa-print fa-fw"></i> Print entire section</a></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=/cn/docs/>Documentation</a></li><li class=breadcrumb-item><a href=/cn/docs/quickstart/>Quick Start</a></li><li class="breadcrumb-item active" aria-current=page><a href=/cn/docs/quickstart/computing/>HugeGr [...]
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diff --git a/cn/docs/quickstart/hugegraph-ai/_print/index.html b/cn/docs/quickstart/hugegraph-ai/_print/index.html
index e4e3751b..1fc766f4 100644
--- a/cn/docs/quickstart/hugegraph-ai/_print/index.html
+++ b/cn/docs/quickstart/hugegraph-ai/_print/index.html
@@ -1,15 +1,14 @@
<!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 t [...]
-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。
-✨ 核心功能
+🚀 最佳实践：优先使用 DeepWiki 智能文档
-GraphRAG：利用图增强检索构建智能问答系统
-知识图谱构建：使用大语言模型从文本自动构建图谱
-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 na [...]
+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。
+
+👉 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="HugeGr [...]
<link rel=stylesheet href=/css/prism.css><script src=https://cdn.jsdelivr.net/npm/mermaid@10/dist/mermaid.min.js></script>
<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. [...]
<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 [...]
-<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 [...]
+<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- [...]
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- [...]
</span></span><span style=display:flex><span>git clone https://github.com/apache/incubator-hugegraph-ai.git
</span></span><span style=display:flex><span><span style=color:#204a87>cd</span> incubator-hugegraph-ai
diff --git a/cn/docs/quickstart/hugegraph-ai/index.html b/cn/docs/quickstart/hugegraph-ai/index.html
index 02a0c428..0c08b23a 100644
--- a/cn/docs/quickstart/hugegraph-ai/index.html
+++ b/cn/docs/quickstart/hugegraph-ai/index.html
@@ -1,19 +1,18 @@
<!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=alternate type=text/html href=/cn/docs/quickstart/hugegraph-ai/_print/><link rel=alte [...]
-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。
-✨ 核心功能
+🚀 最佳实践：优先使用 DeepWiki 智能文档
-GraphRAG：利用图增强检索构建智能问答系统
-知识图谱构建：使用大语言模型从文本自动构建图谱
-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 na [...]
+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。
+
+👉 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="HugeGr [...]
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<a href="https://github.com/apache/incubator-hugegraph-doc/issues/new?title=HugeGraph-AI" class=td-page-meta--issue target=_blank rel=noopener><i class="fab fa-github fa-fw"></i> Create documentation issue</a>
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-<a id=print href=/cn/docs/quickstart/hugegraph-ai/_print/><i class="fa fa-print fa-fw"></i> Print entire section</a></div><div class=td-toc><nav id=TableOfContents><ul><li><a href=#-核心功能>✨ 核心功能</a></li><li><a href=#-快速开始>🚀 快速开始</a><ul><li><a href=#环境要求>环境要求</a></li><li><a href=#方案一docker-部署推荐>方案一：Docker 部署（推荐）</a></li><li><a href=#方案二源码安装>方案二：源码安装</a></li><li><a href=#基本用法示例>基本用法示例</a></li></ul></li><li><a href=#-模块>📦 模块</a><ul><li><a href=#hugegraph-llmhttpsgithubcomapacheincubator-huge [...]
-<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 [...]
+<a id=print href=/cn/docs/quickstart/hugegraph-ai/_print/><i class="fa fa-print fa-fw"></i> Print entire section</a></div><div class=td-toc><nav id=TableOfContents><ul><li><a href=#-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</a></li><li><a href=#-核心功能>✨ 核心功能</a></li><li><a href=#-快速开始>🚀 快速开始</a><ul><li><a href=#环境要求>环境要求</a></li><li><a href=#方案一docker-部署推荐>方案一：Docker 部署（推荐）</a></li><li><a href=#方案二源码安装>方案二：源码安装</a></li><li><a href=#基本用法示例>基本用法示例</a></li></ul></li><li><a href=#-模块>📦 [...]
+<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- [...]
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- [...]
</span></span><span style=display:flex><span>git clone https://github.com/apache/incubator-hugegraph-ai.git
</span></span><span style=display:flex><span><span style=color:#204a87>cd</span> incubator-hugegraph-ai
@@ -69,7 +68,7 @@ GraphRAG：利用图增强检索构建智能问答系统
</span></span></code></pre></div><h4 id=图机器学习>图机器学习</h4><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>pyhugegraph.client</span> <span style=color:#204a87;font-weight:700>import</span> <span style=color:#000>PyHugeClient</span>
</span></span><span style=display:flex><span><span style=color:#8f5902;font-style:italic># 连接 HugeGraph 并运行机器学习算法</span>
</span></span><span style=display:flex><span><span style=color:#8f5902;font-style:italic># 详细示例请参阅 hugegraph-ml 文档</span>
-</span></span></code></pre></div><h2 id=-模块>📦 模块</h2><h3 id=hugegraph-llmhttpsgithubcomapacheincubator-hugegraph-aitreemainhugegraph-llm-ask-deepwikihttpsdeepwikicombadgesvghttpsdeepwikicomapacheincubator-hugegraph-ai><a href=https://github.com/apache/incubator-hugegraph-ai/tree/main/hugegraph-llm>hugegraph-llm</a> <a href=https://deepwiki.com/apache/incubator-hugegraph-ai><img src=https://deepwiki.com/badge.svg alt="Ask DeepWiki"></a></h3><p>用于图应用的大语言模型集成：</p><ul><li><strong>GraphRAG</s [...]
+</span></span></code></pre></div><h2 id=-模块>📦 模块</h2><h3 id=hugegraph-llmhttpsgithubcomapacheincubator-hugegraph-aitreemainhugegraph-llm-ask-deepwikihttpsdeepwikicombadgesvghttpsdeepwikicomapacheincubator-hugegraph-ai><a href=https://github.com/apache/incubator-hugegraph-ai/tree/main/hugegraph-llm>hugegraph-llm</a> <a href=https://deepwiki.com/apache/incubator-hugegraph-ai><img src=https://deepwiki.com/badge.svg alt="Ask DeepWiki"></a></h3><p>用于图应用的大语言模型集成：</p><ul><li><strong>GraphRAG</s [...]
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diff --git a/cn/docs/quickstart/hugegraph/_print/index.html b/cn/docs/quickstart/hugegraph/_print/index.html
index 97519ecf..4158b745 100644
--- a/cn/docs/quickstart/hugegraph/_print/index.html
+++ b/cn/docs/quickstart/hugegraph/_print/index.html
@@ -1,7 +1,12 @@
-<!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/><link rel=alternate type [...]
+<!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/><link rel=alternate type [...]
+
+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。
+
+👉 强烈推荐访问并对话：incubator-hugegraph
+"><meta property="og:title" content="HugeGraph (OLTP)"><meta property="og:description" content="Apache HugeGraph 官网"><meta property="og:type" content="website"><meta property="og:url" content="/cn/docs/quickstart/hugegraph/"><meta property="og:site_name" content="HugeGraph"><meta itemprop=name content="HugeGraph (OLTP)"><meta itemprop=description content="Apache HugeGraph 官网"><meta name=twitter:card content="summary"><meta name=twitter:title content="HugeGraph (OLTP)"><meta name=twitter: [...]
<link rel=stylesheet href=/css/prism.css><script src=https://cdn.jsdelivr.net/npm/mermaid@10/dist/mermaid.min.js></script>
<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. [...]
-<a href=# onclick="return print(),!1">Click here to print</a>.</p><p><a href=/cn/docs/quickstart/hugegraph/>Return to the regular view of this page</a>.</p></div><h1 class=title>HugeGraph (OLTP)</h1><ul><li>1: <a href=#pg-b7c813bb4e5fdd09cff177617e07847d>HugeGraph-Server Quick Start</a></li><li>2: <a href=#pg-e95a3dd8d4e602df35b0b6d668d7f31b>HugeGraph-PD Quick Start</a></li><li>3: <a href=#pg-798ddadd53db4fb98beb621b93f015d0>HugeGraph-Store Quick Start</a></li></ul><div class=content></d [...]
+<a href=# onclick="return print(),!1">Click here to print</a>.</p><p><a href=/cn/docs/quickstart/hugegraph/>Return to the regular view of this page</a>.</p></div><h1 class=title>HugeGraph (OLTP)</h1><ul><li>1: <a href=#pg-b7c813bb4e5fdd09cff177617e07847d>HugeGraph-Server Quick Start</a></li><li>2: <a href=#pg-e95a3dd8d4e602df35b0b6d668d7f31b>HugeGraph-PD Quick Start</a></li><li>3: <a href=#pg-798ddadd53db4fb98beb621b93f015d0>HugeGraph-Store Quick Start</a></li></ul><div class=content><h2 [...]
这两种写法含义上并明显差异，可以这么区分：<code>HugeGraph-Server</code> 表示服务端相关组件代码，<code>HugeGraphServer</code> 表示服务进程。</p></blockquote><h3 id=2-依赖>2 依赖</h3><h4 id=21-安装-java-11-jdk-11>2.1 安装 Java 11 (JDK 11)</h4><p>请优先考虑在 Java 11 的环境上启动 <code>HugeGraph-Server</code>(在 1.5.0 版前，会保留对 Java 8 的基本兼容)</p><p><strong>在往下阅读之前先执行 <code>java -version</code> 命令确认 jdk 版本</strong></p><blockquote><p>注：使用 Java 8 启动 HugeGraph-Server 会失去一些<strong>安全性</strong>的保障，也会降低性能相关指标 (请尽早升级/迁移)</p></blockquote><h3 id=3-部署>3 部署</h3><p> [...]
</span></span></span><span style=display:flex><span><span style=color:#f8f8f8;text-decoration:underline></span><span style=color:#204a87;font-weight:700>services</span><span style=color:#000;font-weight:700>:</span><span style=color:#f8f8f8;text-decoration:underline>
</span></span></span><span style=display:flex><span><span style=color:#f8f8f8;text-decoration:underline> </span><span style=color:#204a87;font-weight:700>server</span><span style=color:#000;font-weight:700>:</span><span style=color:#f8f8f8;text-decoration:underline>
diff --git a/cn/docs/quickstart/hugegraph/index.html b/cn/docs/quickstart/hugegraph/index.html
index c39d88de..5b37b346 100644
--- a/cn/docs/quickstart/hugegraph/index.html
+++ b/cn/docs/quickstart/hugegraph/index.html
@@ -1,11 +1,16 @@
-<!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=alternate type=text/html href=/cn/docs/quickstart/hugegraph/_print/><link rel=alterna [...]
+<!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=alternate type=text/html href=/cn/docs/quickstart/hugegraph/_print/><link rel=alterna [...]
+
+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。
+
+👉 强烈推荐访问并对话：incubator-hugegraph
+"><meta property="og:title" content="HugeGraph (OLTP)"><meta property="og:description" content="Apache HugeGraph 官网"><meta property="og:type" content="website"><meta property="og:url" content="/cn/docs/quickstart/hugegraph/"><meta property="og:site_name" content="HugeGraph"><meta itemprop=name content="HugeGraph (OLTP)"><meta itemprop=description content="Apache HugeGraph 官网"><meta name=twitter:card content="summary"><meta name=twitter:title content="HugeGraph (OLTP)"><meta name=twitter: [...]
<link rel=stylesheet href=/css/prism.css><script src=https://cdn.jsdelivr.net/npm/mermaid@10/dist/mermaid.min.js></script>
<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. [...]
<a href=https://github.com/apache/incubator-hugegraph-doc/edit/master/content/cn/docs/quickstart/hugegraph/_index.md class=td-page-meta--edit target=_blank rel=noopener><i class="fa fa-edit fa-fw"></i> Edit this page</a>
<a href="https://github.com/apache/incubator-hugegraph-doc/new/master/content/cn/docs/quickstart/hugegraph/_index.md?filename=change-me.md&value=---%0Atitle%3A+%22Long+Page+Title%22%0AlinkTitle%3A+%22Short+Nav+Title%22%0Aweight%3A+100%0Adescription%3A+%3E-%0A+++++Page+description+for+heading+and+indexes.%0A---%0A%0A%23%23+Heading%0A%0AEdit+this+template+to+create+your+new+page.%0A%0A%2A+Give+it+a+good+name%2C+ending+in+%60.md%60+-+e.g.+%60getting-started.md%60%0A%2A+Edit+the+%22front+mat [...]
<a href="https://github.com/apache/incubator-hugegraph-doc/issues/new?title=HugeGraph%20%28OLTP%29" class=td-page-meta--issue target=_blank rel=noopener><i class="fab fa-github fa-fw"></i> Create documentation issue</a>
<a href=https://github.com/apache/incubator-hugegraph/issues/new class=td-page-meta--project-issue target=_blank rel=noopener><i class="fas fa-tasks fa-fw"></i> Create project issue</a>
-<a id=print href=/cn/docs/quickstart/hugegraph/_print/><i class="fa fa-print fa-fw"></i> Print entire section</a></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=/cn/docs/>Documentation</a></li><li class=breadcrumb-item><a href=/cn/docs/quickstart/>Quick Start</a></li><li class="breadcrumb-item active" aria-current=page><a href=/cn/docs/quickstart/hugegraph/>HugeGr [...]
+<a id=print href=/cn/docs/quickstart/hugegraph/_print/><i class="fa fa-print fa-fw"></i> Print entire section</a></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=/cn/docs/>Documentation</a></li><li class=breadcrumb-item><a href=/cn/docs/quickstart/>Quick Start</a></li><li class="breadcrumb-item active" aria-current=page><a href=/cn/docs/quickstart/hugegraph/>HugeGr [...]
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diff --git a/cn/docs/quickstart/index.xml b/cn/docs/quickstart/index.xml
index 7dbffa92..42b05279 100644
--- a/cn/docs/quickstart/index.xml
+++ b/cn/docs/quickstart/index.xml
@@ -1,9 +1,24 @@
-<rss version="2.0" xmlns:atom="http://www.w3.org/2005/Atom"><channel><title>HugeGraph – Quick Start</title><link>/cn/docs/quickstart/</link><description>Recent content in Quick Start on HugeGraph</description><generator>Hugo -- gohugo.io</generator><atom:link href="/cn/docs/quickstart/index.xml" rel="self" type="application/rss+xml"/><item><title>Docs: HugeGraph (OLTP)</title><link>/cn/docs/quickstart/hugegraph/</link><pubDate>Mon, 01 Jan 0001 00:00:00 +0000</pubDate><guid>/cn/docs/quick [...]
+<rss version="2.0" xmlns:atom="http://www.w3.org/2005/Atom"><channel><title>HugeGraph – Quick Start</title><link>/cn/docs/quickstart/</link><description>Recent content in Quick Start on HugeGraph</description><generator>Hugo -- gohugo.io</generator><atom:link href="/cn/docs/quickstart/index.xml" rel="self" type="application/rss+xml"/><item><title>Docs: HugeGraph (OLTP)</title><link>/cn/docs/quickstart/hugegraph/</link><pubDate>Mon, 01 Jan 0001 00:00:00 +0000</pubDate><guid>/cn/docs/quick [...]
+<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"><strong>incubator-hugegraph</strong></a></p></description></item><item><title>Docs: HugeGraph ToolChain</title><link>/cn/docs/quickstart/toolchain/</link><pubDate>Mon, 01 Jan 0001 00:00:00 +0000</pubDate><guid>/cn/docs/quickstart/toolchain/</guid><description>
<blockquote>
<p><strong>测试指南</strong>：如需在本地运行工具链测试，请参考 <a href="/cn/docs/guides/toolchain-local-test">HugeGraph 工具链本地测试指南</a></p>
-</blockquote></description></item><item><title>Docs: HugeGraph-AI</title><link>/cn/docs/quickstart/hugegraph-ai/</link><pubDate>Mon, 01 Jan 0001 00:00:00 +0000</pubDate><guid>/cn/docs/quickstart/hugegraph-ai/</guid><description>
+</blockquote>
+<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-toolchain"><strong>incubator-hugegraph-toolchain</strong></a></p></description></item><item><title>Docs: HugeGraph-AI</title><link>/cn/docs/quickstart/hugegraph-ai/</link><pubDate>Mon, 01 Jan 0001 00:00:00 +0000</pubDate><guid>/cn/docs/quickstart/hugegraph-ai/</guid><description>
<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>
<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>
@@ -140,4 +155,9 @@
<li><strong>电子邮件</strong>：<a href="mailto:dev@hugegraph.apache.org">dev@hugegraph.apache.org</a>（<a href="https://hugegraph.apache.org/docs/contribution-guidelines/subscribe/">需要订阅</a>）</li>
<li><strong>微信</strong>：关注“Apache HugeGraph”官方公众号</li>
</ul>
-<img src="https://raw.githubusercontent.com/apache/hugegraph-doc/master/assets/images/wechat.png" alt="Apache HugeGraph WeChat QR Code" width="200"/></description></item><item><title>Docs: HugeGraph Computing (OLAP)</title><link>/cn/docs/quickstart/computing/</link><pubDate>Mon, 01 Jan 0001 00:00:00 +0000</pubDate><guid>/cn/docs/quickstart/computing/</guid><description/></item><item><title>Docs: HugeGraph Client</title><link>/cn/docs/quickstart/client/</link><pubDate>Mon, 01 Jan 0001 [...]
\ No newline at end of file
+<img src="https://raw.githubusercontent.com/apache/hugegraph-doc/master/assets/images/wechat.png" alt="Apache HugeGraph WeChat QR Code" width="200"/></description></item><item><title>Docs: HugeGraph Computing (OLAP)</title><link>/cn/docs/quickstart/computing/</link><pubDate>Mon, 01 Jan 0001 00:00:00 +0000</pubDate><guid>/cn/docs/quickstart/computing/</guid><description>
+<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-computer"><strong>incubator-hugegraph-computer</strong></a></p></description></item><item><title>Docs: HugeGraph Client</title><link>/cn/docs/quickstart/client/</link><pubDate>Mon, 01 Jan 0001 00:00:00 +0000</pubDate><guid>/cn/docs/quickstart/client/</guid><description/></item></channel></rss>
\ No newline at end of file
diff --git a/cn/docs/quickstart/toolchain/_print/index.html b/cn/docs/quickstart/toolchain/_print/index.html
index 06c17bad..537225f3 100644
--- a/cn/docs/quickstart/toolchain/_print/index.html
+++ b/cn/docs/quickstart/toolchain/_print/index.html
@@ -1,10 +1,12 @@
<!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/toolchain/><link rel=alternate type [...]
测试指南：如需在本地运行工具链测试，请参考 HugeGraph 工具链本地测试指南
-"><meta property="og:title" content="HugeGraph ToolChain"><meta property="og:description" content="Apache HugeGraph 官网"><meta property="og:type" content="website"><meta property="og:url" content="/cn/docs/quickstart/toolchain/"><meta property="og:site_name" content="HugeGraph"><meta itemprop=name content="HugeGraph ToolChain"><meta itemprop=description content="Apache HugeGraph 官网"><meta name=twitter:card content="summary"><meta name=twitter:title content="HugeGraph ToolChain"><meta name [...]
+🚀 最佳实践：优先使用 DeepWiki 智能文档
+
+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 …"><meta property="og:title" content="HugeGraph ToolChain"><meta property="og:description" content="Apache HugeGraph 官网"><meta property="og:type" content="website"><meta property="og:url" content="/cn/docs/quickstart/toolchain/"><meta property="og:site_name" content="HugeGraph"><meta itemprop=name content="HugeGraph ToolChain"><meta itemprop=description content="Apache HugeGraph 官网"><meta name=twitter:card co [...]
<link rel=stylesheet href=/css/prism.css><script src=https://cdn.jsdelivr.net/npm/mermaid@10/dist/mermaid.min.js></script>
<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. [...]
-<a href=# onclick="return print(),!1">Click here to print</a>.</p><p><a href=/cn/docs/quickstart/toolchain/>Return to the regular view of this page</a>.</p></div><h1 class=title>HugeGraph ToolChain</h1><ul><li>1: <a href=#pg-55eecaa5c3ceec829e0f0d20863baa46>HugeGraph-Hubble Quick Start</a></li><li>2: <a href=#pg-85740db4cef1a86c9bd97f4c81a4a701>HugeGraph-Loader Quick Start</a></li><li>3: <a href=#pg-578593298ffbd00c4ba2246ed746c1b8>HugeGraph-Tools Quick Start</a></li></ul><div class=cont [...]
+<a href=# onclick="return print(),!1">Click here to print</a>.</p><p><a href=/cn/docs/quickstart/toolchain/>Return to the regular view of this page</a>.</p></div><h1 class=title>HugeGraph ToolChain</h1><ul><li>1: <a href=#pg-55eecaa5c3ceec829e0f0d20863baa46>HugeGraph-Hubble Quick Start</a></li><li>2: <a href=#pg-85740db4cef1a86c9bd97f4c81a4a701>HugeGraph-Loader Quick Start</a></li><li>3: <a href=#pg-578593298ffbd00c4ba2246ed746c1b8>HugeGraph-Tools Quick Start</a></li></ul><div class=cont [...]
请留意避免把它暴露在公网环境或不受信任的网络中，以免引起相关 SEC 问题 (另外也可以使用 <strong>IP & 端口</strong>白名单 + HTTPS)</p><p><strong>测试指南</strong>：如需在本地运行 Hubble 测试，请参考 <a href=/cn/docs/guides/toolchain-local-test>工具链本地测试指南</a></p></blockquote><p><strong>HugeGraph-Hubble</strong> 是 HugeGraph 的一站式可视化分析平台，平台涵盖了从数据建模，到数据快速导入，
再到数据的在线、离线分析、以及图的统一管理的全过程，实现了图应用的全流程向导式操作，旨在提升用户的使用流畅度，
降低用户的使用门槛，提供更为高效易用的使用体验。</p><p>平台主要包括以下模块：</p><h5 id=图管理>图管理</h5><p>图管理模块通过图的创建，连接平台与图数据，实现多图的统一管理，并实现图的访问、编辑、删除、查询操作。</p><h5 id=元数据建模>元数据建模</h5><p>元数据建模模块通过创建属性库，顶点类型，边类型，索引类型，实现图模型的构建与管理，平台提供两种模式，列表模式和图模式，可实时展示元数据模型，更加直观。同时还提供了跨图的元数据复用功能，省去相同元数据繁琐的重复创建过程，极大地提升建模效率，增强易用性。</p><h5 id=图分析>图分析</h5><p>通过输入图遍历语言 Gremlin 可实现图数据的高性能通用分析，并提供顶点的定制化多维路径查询等功能，提供 3 种图结果展示方式，包括：图形式、表格形式、Json 形式，多维度�
��示数据形态，满足用户使用的多种场景需求。提供运行记录及常用语句收藏等功能，实现图操作的可追溯，以及查询输入的复用共享，快捷高效。支持图数据的导出，导出格式为 Json 格式。</p><h5 id=任务管理> [...]
diff --git a/cn/docs/quickstart/toolchain/index.html b/cn/docs/quickstart/toolchain/index.html
index 49f267ea..9c2ba78d 100644
--- a/cn/docs/quickstart/toolchain/index.html
+++ b/cn/docs/quickstart/toolchain/index.html
@@ -1,14 +1,16 @@
<!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=alternate type=text/html href=/cn/docs/quickstart/toolchain/_print/><link rel=alterna [...]
测试指南：如需在本地运行工具链测试，请参考 HugeGraph 工具链本地测试指南
-"><meta property="og:title" content="HugeGraph ToolChain"><meta property="og:description" content="Apache HugeGraph 官网"><meta property="og:type" content="website"><meta property="og:url" content="/cn/docs/quickstart/toolchain/"><meta property="og:site_name" content="HugeGraph"><meta itemprop=name content="HugeGraph ToolChain"><meta itemprop=description content="Apache HugeGraph 官网"><meta name=twitter:card content="summary"><meta name=twitter:title content="HugeGraph ToolChain"><meta name [...]
+🚀 最佳实践：优先使用 DeepWiki 智能文档
+
+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 …"><meta property="og:title" content="HugeGraph ToolChain"><meta property="og:description" content="Apache HugeGraph 官网"><meta property="og:type" content="website"><meta property="og:url" content="/cn/docs/quickstart/toolchain/"><meta property="og:site_name" content="HugeGraph"><meta itemprop=name content="HugeGraph ToolChain"><meta itemprop=description content="Apache HugeGraph 官网"><meta name=twitter:card co [...]
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-<a id=print href=/cn/docs/quickstart/toolchain/_print/><i class="fa fa-print fa-fw"></i> Print entire section</a></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=/cn/docs/>Documentation</a></li><li class=breadcrumb-item><a href=/cn/docs/quickstart/>Quick Start</a></li><li class="breadcrumb-item active" aria-current=page><a href=/cn/docs/quickstart/toolchain/>HugeGr [...]
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diff --git a/cn/sitemap.xml b/cn/sitemap.xml
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--- a/cn/sitemap.xml
+++ b/cn/sitemap.xml
@@ -1 +1 @@
-<?xml version="1.0" encoding="utf-8" standalone="yes"?><urlset xmlns="http://www.sitemaps.org/schemas/sitemap/0.9" xmlns:xhtml="http://www.w3.org/1999/xhtml"><url><loc>/cn/docs/language/hugegraph-gremlin/</loc><lastmod>2023-01-01T16:16:43+08:00</lastmod><xhtml:link rel="alternate" hreflang="en" href="/docs/language/hugegraph-gremlin/"/><xhtml:link rel="alternate" hreflang="cn" href="/cn/docs/language/hugegraph-gremlin/"/></url><url><loc>/cn/blog/hugegraph/</loc><lastmod>2025-10-20T19:36: [...]
\ No newline at end of file
+<?xml version="1.0" encoding="utf-8" standalone="yes"?><urlset xmlns="http://www.sitemaps.org/schemas/sitemap/0.9" xmlns:xhtml="http://www.w3.org/1999/xhtml"><url><loc>/cn/docs/language/hugegraph-gremlin/</loc><lastmod>2023-01-01T16:16:43+08:00</lastmod><xhtml:link rel="alternate" hreflang="en" href="/docs/language/hugegraph-gremlin/"/><xhtml:link rel="alternate" hreflang="cn" href="/cn/docs/language/hugegraph-gremlin/"/></url><url><loc>/cn/blog/hugegraph/</loc><lastmod>2025-10-20T19:36: [...]
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diff --git a/docs/_print/index.html b/docs/_print/index.html
index f21e518b..777509b5 100644
--- a/docs/_print/index.html
+++ b/docs/_print/index.html
@@ -9,7 +9,7 @@ It also supports large-scale distributed graph computing (OLAP).</p><p>Typical a
HugeGraph supports multi-user parallel operations. Users can enter Gremlin query statements and get graph query results in time. They can also call the HugeGraph API in user programs for graph analysis or queries.</p><p>This system has the following features:</p><ul><li>Ease of use: HugeGraph supports the Gremlin graph query language and a RESTful API, providing common interfaces for graph retrieval, and peripheral tools with complete functions to easily implement various graph-based que [...]
visualization management platform, a one-stop visualization analysis platform, the platform covers the whole process from data modeling, to fast data import, to online and offline analysis of data, and unified management of the graph;</li><li><a href=/docs/quickstart/toolchain/hugegraph-tools>HugeGraph-Tools</a>: HugeGraph-Tools is HugeGraph’s deployment and management tool, including graph management, backup/recovery, Gremlin execution and other functions.</li></ul></li><li><a hre [...]
It is an implementation of <a href=https://kowshik.github.io/JPregel/pregel_paper.pdf>Pregel</a>. It can run on clusters such as Kubernetes/Yarn, and supports large-scale graph computing.</li><li><a href=/docs/quickstart/hugegraph-ai>HugeGraph-AI</a>: HugeGraph-AI is HugeGraph’s independent AI
-component, providing training and inference functions of graph neural networks, LLM/Graph RAG combination/Python-Client and other related components, continuously updating.</li></ul><h3 id=contact-us>Contact Us</h3><ul><li><a href=https://github.com/apache/incubator-hugegraph/issues>GitHub Issues</a>: Feedback on usage issues and functional requirements (quick response)</li><li>Feedback Email: <a href=mailto:dev@hugegraph.apache.org>dev@hugegraph.apache.org</a> (<a href=https://hugegraph [...]
+component, providing training and inference functions of graph neural networks, LLM/Graph RAG combination/Python-Client and other related components, continuously updating.</li></ul><h3 id=contact-us>Contact Us</h3><ul><li><a href=https://github.com/apache/incubator-hugegraph/issues>GitHub Issues</a>: Feedback on usage issues and functional requirements (quick response)</li><li>Feedback Email: <a href=mailto:dev@hugegraph.apache.org>dev@hugegraph.apache.org</a> (<a href=https://hugegraph [...]
modules are similar. There is no big difference in the meaning of these two ways,
which can be distinguished as follows: <code>HugeGraph-Server</code> represents the code of server-related
components, <code>HugeGraphServer</code> represents the service process.</p></blockquote><h3 id=2-dependency-for-buildingrunning>2 Dependency for Building/Running</h3><h4 id=21-install-java-11-jdk-11>2.1 Install Java 11 (JDK 11)</h4><p>You need to use Java 11 to run <code>HugeGraph-Server</code> (compatible with Java 8 before 1.5.0, but not recommended to use),
@@ -516,7 +516,7 @@ after the service is stopped artificially, or when the service needs to be start
</span></span></span><span style=display:flex><span><span style=color:#f8f8f8;text-decoration:underline> </span><span style=color:#204a87;font-weight:700>address</span><span style=color:#000;font-weight:700>:</span><span style=color:#f8f8f8;text-decoration:underline> </span><span style=color:#0000cf;font-weight:700>127.0.0.1</span><span style=color:#000;font-weight:700>:</span><span style=color:#0000cf;font-weight:700>8686</span><span style=color:#000;font-weight:700>,</span><span style [...]
</span></span></span></code></pre></div><h3 id=7-verify-store-service>7 Verify Store Service</h3><p>Confirm that the Store service is running properly:</p><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>curl http://localhost:8520/actuator/health
</span></span></code></pre></div><p>If it returns <code>{"status":"UP"}</code>, it indicates that the Store service has been successfully started.</p><p>Additionally, you can check the status of Store nodes in the cluster through the PD API:</p><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>curl http://localhost:8620/pd/api/v1/stores
-</span></span></code></pre></div></div><div class=td-content style=page-break-before:always><h1 id=pg-a4bced169085a0c224fa69566df656b0>3.2 - HugeGraph ToolChain</h1><blockquote><p><strong>Testing Guide</strong>: For running toolchain tests locally, please refer to <a href=/docs/guides/toolchain-local-test>HugeGraph Toolchain Local Testing Guide</a></p></blockquote></div><div class=td-content><h1 id=pg-55eecaa5c3ceec829e0f0d20863baa46>3.2.1 - HugeGraph-Hubble Quick Start</h1><h3 id=1-huge [...]
+</span></span></code></pre></div></div><div class=td-content style=page-break-before:always><h1 id=pg-a4bced169085a0c224fa69566df656b0>3.2 - HugeGraph ToolChain</h1><blockquote><p><strong>Testing Guide</strong>: For running toolchain tests locally, please refer to <a href=/docs/guides/toolchain-local-test>HugeGraph Toolchain Local Testing Guide</a></p></blockquote><h2 id=-best-practice-prioritize-using-deepwiki-intelligent-documents>🚀 Best practice: Prioritize using DeepWiki intelligent [...]
standalone protection, it will be added in the next Release version (＞ 1.5).
Please be careful not to expose it in a public network environment or untrusted networks to
avoid related SEC issues (you can also use IP & port <strong>whitelist</strong> + HTTPS)</p></blockquote><blockquote><p><strong>Testing Guide</strong>: For running HugeGraph-Hubble tests locally, please refer to <a href=/docs/guides/toolchain-local-test>HugeGraph Toolchain Local Testing Guide</a></p></blockquote><p><strong>HugeGraph-Hubble</strong> is HugeGraph’s one-stop visual analysis platform. The platform covers the whole
@@ -1450,7 +1450,7 @@ Implement a class inherited from <code>Formatter</code> in the directory, such a
</span></span><span style=display:flex><span>./bin/hugegraph --url http://127.0.0.1:8080 --graph hugegraph graph-mode-set -m NONE
</span></span></code></pre></div><h6 id=8-graph-migration>8. Graph Migration</h6><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>./bin/hugegraph --url http://127.0.0.1:8080 --graph hugegraph migrate --target-url http://127.0.0.1:8090 --target-graph hugegraph
</span></span></code></pre></div></div><div class=td-content style=page-break-before:always><h1 id=pg-6b30c33f21d772125fdc3d105677ea0d>3.3 - HugeGraph-AI</h1><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>
-<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> integrates <a href=https://github.com/apache/hugegraph>HugeGraph</a> with artificial intelligence capabilities, providing comprehensive support for developers to build AI-powered graph applications.</p><h2 id=-key-features>✨ Key Features</h2><ul><li><strong>GraphRAG</strong>: Build intelligent question-answering systems with graph-enha [...]
+<a href=https://deepwiki.com/apache/incubator-hugegraph-ai><img src=https://deepwiki.com/badge.svg alt="Ask DeepWiki"></a></p><h2 id=-best-practice-prioritize-using-deepwiki-intelligent-documents>🚀 Best practice: Prioritize using DeepWiki intelligent documents</h2><blockquote><p>To address the issue of outdated static documents, we provide DeepWiki with <strong>real-time updates and more comprehensive content</strong>. It is equivalent to an expert with the latest knowledge of the projec [...]
For a complete deployment guide and detailed examples, please refer to <a href=https://github.com/apache/incubator-hugegraph-ai/blob/main/hugegraph-llm/README.md>hugegraph-llm/README.md</a></p></blockquote><h3 id=prerequisites>Prerequisites</h3><ul><li>Python 3.9+ (3.10+ recommended for hugegraph-llm)</li><li><a href=https://docs.astral.sh/uv/>uv</a> (recommended package manager)</li><li>HugeGraph Server 1.3+ (1.5+ recommended)</li><li>Docker (optional, for containerized deployment)</li> [...]
</span></span><span style=display:flex><span>git clone https://github.com/apache/incubator-hugegraph-ai.git
</span></span><span style=display:flex><span><span style=color:#204a87>cd</span> incubator-hugegraph-ai
@@ -1644,7 +1644,7 @@ Configuration changes are automatically saved when using the web interface. For
</span></span><span style=display:flex><span> F[Natural Language Query] --> G[Search for the most similar query \nin the Vector Database \n&#40If no Gremlin pairs exist in the Vector Database, \ndefault files will be automatically vectorized&#41 \nand retrieve the corresponding Gremlin]
</span></span><span style=display:flex><span> G --> H[Add the matched pair to the prompt \nand use LLM to generate the Gremlin \ncorresponding to the Natural Language Query]
</span></span></code></pre></div><h3 id=input-fields-for-the-second-part>Input Fields for the Second Part:</h3><ul><li><strong>Natural Language</strong> <strong>Query</strong>: Input the natural language text to be converted into Gremlin.</li></ul><p><img src=https://github.com/user-attachments/assets/d2a72f45-488c-4099-968b-a11816655ba0 alt=image></p><ul><li><strong>Schema:</strong> Input the graph schema.</li></ul><h3 id=execution-flow-2>Execution Flow:</h3><ol><li><p>Input the <strong [...]
-</code></pre><h1 id=5-graph-tools>5. Graph Tools</h1><p>Input Gremlin queries to execute corresponding operations.</p></div><div class=td-content style=page-break-before:always><h1 id=pg-d9d6bf778a1c59e678ba9cc8395acdd4>3.4 - HugeGraph Computing (OLAP)</h1></div><div class=td-content><h1 id=pg-195b2910f1b20ecc0c065f6e6267415a>3.4.1 - HugeGraph-Vermeer Quick Start</h1><h2 id=1-overview-of-vermeer>1. Overview of Vermeer</h2><h3 id=11-architecture>1.1 Architecture</h3><p>Vermeer is a high-p [...]
+</code></pre><h1 id=5-graph-tools>5. Graph Tools</h1><p>Input Gremlin queries to execute corresponding operations.</p></div><div class=td-content style=page-break-before:always><h1 id=pg-d9d6bf778a1c59e678ba9cc8395acdd4>3.4 - HugeGraph Computing (OLAP)</h1><h2 id=-best-practice-prioritize-using-deepwiki-intelligent-documents>🚀 Best practice: Prioritize using DeepWiki intelligent documents</h2><blockquote><p>To address the issue of outdated static documents, we provide DeepWiki with <stro [...]
</span></span></span><span style=display:flex><span><span style=color:#f8f8f8;text-decoration:underline> </span><span style=color:#204a87;font-weight:700>vermeer-master</span><span style=color:#000;font-weight:700>:</span><span style=color:#f8f8f8;text-decoration:underline>
</span></span></span><span style=display:flex><span><span style=color:#f8f8f8;text-decoration:underline> </span><span style=color:#204a87;font-weight:700>image</span><span style=color:#000;font-weight:700>:</span><span style=color:#f8f8f8;text-decoration:underline> </span><span style=color:#000>hugegraph/vermeer</span><span style=color:#f8f8f8;text-decoration:underline>
</span></span></span><span style=display:flex><span><span style=color:#f8f8f8;text-decoration:underline> </span><span style=color:#204a87;font-weight:700>container_name</span><span style=color:#000;font-weight:700>:</span><span style=color:#f8f8f8;text-decoration:underline> </span><span style=color:#000>vermeer-master</span><span style=color:#f8f8f8;text-decoration:underline>
diff --git a/docs/quickstart/_print/index.html b/docs/quickstart/_print/index.html
index 490c444f..235a8a86 100644
--- a/docs/quickstart/_print/index.html
+++ b/docs/quickstart/_print/index.html
@@ -1,7 +1,7 @@
<!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 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=/docs/quickstart/><link rel=alternate type=application/ [...]
<link rel=stylesheet href=/css/prism.css><script src=https://cdn.jsdelivr.net/npm/mermaid@10/dist/mermaid.min.js></script>
<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. [...]
-<a href=# onclick="return print(),!1">Click here to print</a>.</p><p><a href=/docs/quickstart/>Return to the regular view of this page</a>.</p></div><h1 class=title>Quick Start</h1><ul><li>1: <a href=#pg-47e4c121d898d966f83e783dd8f23933>HugeGraph (OLTP)</a></li><ul><li>1.1: <a href=#pg-b7c813bb4e5fdd09cff177617e07847d>HugeGraph-Server Quick Start</a></li><li>1.2: <a href=#pg-e95a3dd8d4e602df35b0b6d668d7f31b>HugeGraph-PD Quick Start</a></li><li>1.3: <a href=#pg-798ddadd53db4fb98beb621b93f [...]
+<a href=# onclick="return print(),!1">Click here to print</a>.</p><p><a href=/docs/quickstart/>Return to the regular view of this page</a>.</p></div><h1 class=title>Quick Start</h1><ul><li>1: <a href=#pg-47e4c121d898d966f83e783dd8f23933>HugeGraph (OLTP)</a></li><ul><li>1.1: <a href=#pg-b7c813bb4e5fdd09cff177617e07847d>HugeGraph-Server Quick Start</a></li><li>1.2: <a href=#pg-e95a3dd8d4e602df35b0b6d668d7f31b>HugeGraph-PD Quick Start</a></li><li>1.3: <a href=#pg-798ddadd53db4fb98beb621b93f [...]
modules are similar. There is no big difference in the meaning of these two ways,
which can be distinguished as follows: <code>HugeGraph-Server</code> represents the code of server-related
components, <code>HugeGraphServer</code> represents the service process.</p></blockquote><h3 id=2-dependency-for-buildingrunning>2 Dependency for Building/Running</h3><h4 id=21-install-java-11-jdk-11>2.1 Install Java 11 (JDK 11)</h4><p>You need to use Java 11 to run <code>HugeGraph-Server</code> (compatible with Java 8 before 1.5.0, but not recommended to use),
@@ -508,7 +508,7 @@ after the service is stopped artificially, or when the service needs to be start
</span></span></span><span style=display:flex><span><span style=color:#f8f8f8;text-decoration:underline> </span><span style=color:#204a87;font-weight:700>address</span><span style=color:#000;font-weight:700>:</span><span style=color:#f8f8f8;text-decoration:underline> </span><span style=color:#0000cf;font-weight:700>127.0.0.1</span><span style=color:#000;font-weight:700>:</span><span style=color:#0000cf;font-weight:700>8686</span><span style=color:#000;font-weight:700>,</span><span style [...]
</span></span></span></code></pre></div><h3 id=7-verify-store-service>7 Verify Store Service</h3><p>Confirm that the Store service is running properly:</p><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>curl http://localhost:8520/actuator/health
</span></span></code></pre></div><p>If it returns <code>{"status":"UP"}</code>, it indicates that the Store service has been successfully started.</p><p>Additionally, you can check the status of Store nodes in the cluster through the PD API:</p><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>curl http://localhost:8620/pd/api/v1/stores
-</span></span></code></pre></div></div><div class=td-content style=page-break-before:always><h1 id=pg-a4bced169085a0c224fa69566df656b0>2 - HugeGraph ToolChain</h1><blockquote><p><strong>Testing Guide</strong>: For running toolchain tests locally, please refer to <a href=/docs/guides/toolchain-local-test>HugeGraph Toolchain Local Testing Guide</a></p></blockquote></div><div class=td-content><h1 id=pg-55eecaa5c3ceec829e0f0d20863baa46>2.1 - HugeGraph-Hubble Quick Start</h1><h3 id=1-hugegrap [...]
+</span></span></code></pre></div></div><div class=td-content style=page-break-before:always><h1 id=pg-a4bced169085a0c224fa69566df656b0>2 - HugeGraph ToolChain</h1><blockquote><p><strong>Testing Guide</strong>: For running toolchain tests locally, please refer to <a href=/docs/guides/toolchain-local-test>HugeGraph Toolchain Local Testing Guide</a></p></blockquote><h2 id=-best-practice-prioritize-using-deepwiki-intelligent-documents>🚀 Best practice: Prioritize using DeepWiki intelligent do [...]
standalone protection, it will be added in the next Release version (＞ 1.5).
Please be careful not to expose it in a public network environment or untrusted networks to
avoid related SEC issues (you can also use IP & port <strong>whitelist</strong> + HTTPS)</p></blockquote><blockquote><p><strong>Testing Guide</strong>: For running HugeGraph-Hubble tests locally, please refer to <a href=/docs/guides/toolchain-local-test>HugeGraph Toolchain Local Testing Guide</a></p></blockquote><p><strong>HugeGraph-Hubble</strong> is HugeGraph’s one-stop visual analysis platform. The platform covers the whole
@@ -1442,7 +1442,7 @@ Implement a class inherited from <code>Formatter</code> in the directory, such a
</span></span><span style=display:flex><span>./bin/hugegraph --url http://127.0.0.1:8080 --graph hugegraph graph-mode-set -m NONE
</span></span></code></pre></div><h6 id=8-graph-migration>8. Graph Migration</h6><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>./bin/hugegraph --url http://127.0.0.1:8080 --graph hugegraph migrate --target-url http://127.0.0.1:8090 --target-graph hugegraph
</span></span></code></pre></div></div><div class=td-content style=page-break-before:always><h1 id=pg-6b30c33f21d772125fdc3d105677ea0d>3 - HugeGraph-AI</h1><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>
-<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> integrates <a href=https://github.com/apache/hugegraph>HugeGraph</a> with artificial intelligence capabilities, providing comprehensive support for developers to build AI-powered graph applications.</p><h2 id=-key-features>✨ Key Features</h2><ul><li><strong>GraphRAG</strong>: Build intelligent question-answering systems with graph-enha [...]
+<a href=https://deepwiki.com/apache/incubator-hugegraph-ai><img src=https://deepwiki.com/badge.svg alt="Ask DeepWiki"></a></p><h2 id=-best-practice-prioritize-using-deepwiki-intelligent-documents>🚀 Best practice: Prioritize using DeepWiki intelligent documents</h2><blockquote><p>To address the issue of outdated static documents, we provide DeepWiki with <strong>real-time updates and more comprehensive content</strong>. It is equivalent to an expert with the latest knowledge of the projec [...]
For a complete deployment guide and detailed examples, please refer to <a href=https://github.com/apache/incubator-hugegraph-ai/blob/main/hugegraph-llm/README.md>hugegraph-llm/README.md</a></p></blockquote><h3 id=prerequisites>Prerequisites</h3><ul><li>Python 3.9+ (3.10+ recommended for hugegraph-llm)</li><li><a href=https://docs.astral.sh/uv/>uv</a> (recommended package manager)</li><li>HugeGraph Server 1.3+ (1.5+ recommended)</li><li>Docker (optional, for containerized deployment)</li> [...]
</span></span><span style=display:flex><span>git clone https://github.com/apache/incubator-hugegraph-ai.git
</span></span><span style=display:flex><span><span style=color:#204a87>cd</span> incubator-hugegraph-ai
@@ -1636,7 +1636,7 @@ Configuration changes are automatically saved when using the web interface. For
</span></span><span style=display:flex><span> F[Natural Language Query] --> G[Search for the most similar query \nin the Vector Database \n&#40If no Gremlin pairs exist in the Vector Database, \ndefault files will be automatically vectorized&#41 \nand retrieve the corresponding Gremlin]
</span></span><span style=display:flex><span> G --> H[Add the matched pair to the prompt \nand use LLM to generate the Gremlin \ncorresponding to the Natural Language Query]
</span></span></code></pre></div><h3 id=input-fields-for-the-second-part>Input Fields for the Second Part:</h3><ul><li><strong>Natural Language</strong> <strong>Query</strong>: Input the natural language text to be converted into Gremlin.</li></ul><p><img src=https://github.com/user-attachments/assets/d2a72f45-488c-4099-968b-a11816655ba0 alt=image></p><ul><li><strong>Schema:</strong> Input the graph schema.</li></ul><h3 id=execution-flow-2>Execution Flow:</h3><ol><li><p>Input the <strong [...]
-</code></pre><h1 id=5-graph-tools>5. Graph Tools</h1><p>Input Gremlin queries to execute corresponding operations.</p></div><div class=td-content style=page-break-before:always><h1 id=pg-d9d6bf778a1c59e678ba9cc8395acdd4>4 - HugeGraph Computing (OLAP)</h1></div><div class=td-content><h1 id=pg-195b2910f1b20ecc0c065f6e6267415a>4.1 - HugeGraph-Vermeer Quick Start</h1><h2 id=1-overview-of-vermeer>1. Overview of Vermeer</h2><h3 id=11-architecture>1.1 Architecture</h3><p>Vermeer is a high-perfo [...]
+</code></pre><h1 id=5-graph-tools>5. Graph Tools</h1><p>Input Gremlin queries to execute corresponding operations.</p></div><div class=td-content style=page-break-before:always><h1 id=pg-d9d6bf778a1c59e678ba9cc8395acdd4>4 - HugeGraph Computing (OLAP)</h1><h2 id=-best-practice-prioritize-using-deepwiki-intelligent-documents>🚀 Best practice: Prioritize using DeepWiki intelligent documents</h2><blockquote><p>To address the issue of outdated static documents, we provide DeepWiki with <strong [...]
</span></span></span><span style=display:flex><span><span style=color:#f8f8f8;text-decoration:underline> </span><span style=color:#204a87;font-weight:700>vermeer-master</span><span style=color:#000;font-weight:700>:</span><span style=color:#f8f8f8;text-decoration:underline>
</span></span></span><span style=display:flex><span><span style=color:#f8f8f8;text-decoration:underline> </span><span style=color:#204a87;font-weight:700>image</span><span style=color:#000;font-weight:700>:</span><span style=color:#f8f8f8;text-decoration:underline> </span><span style=color:#000>hugegraph/vermeer</span><span style=color:#f8f8f8;text-decoration:underline>
</span></span></span><span style=display:flex><span><span style=color:#f8f8f8;text-decoration:underline> </span><span style=color:#204a87;font-weight:700>container_name</span><span style=color:#000;font-weight:700>:</span><span style=color:#f8f8f8;text-decoration:underline> </span><span style=color:#000>vermeer-master</span><span style=color:#f8f8f8;text-decoration:underline>
diff --git a/docs/quickstart/computing/_print/index.html b/docs/quickstart/computing/_print/index.html
index 201af4ef..63f3b4d9 100644
--- a/docs/quickstart/computing/_print/index.html
+++ b/docs/quickstart/computing/_print/index.html
@@ -1,7 +1,9 @@
-<!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 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=/docs/quickstart/computing/><link rel=alternate type=ap [...]
+<!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 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=/docs/quickstart/computing/><link rel=alternate type=ap [...]
+
+To address the issue of outdated static documents, we provide DeepWiki with …"><meta property="og:title" content="HugeGraph Computing (OLAP)"><meta property="og:description" content="Apache HugeGraph site"><meta property="og:type" content="website"><meta property="og:url" content="/docs/quickstart/computing/"><meta property="og:site_name" content="HugeGraph"><meta itemprop=name content="HugeGraph Computing (OLAP)"><meta itemprop=description content="Apache HugeGraph site"><meta name=twit [...]
<link rel=stylesheet href=/css/prism.css><script src=https://cdn.jsdelivr.net/npm/mermaid@10/dist/mermaid.min.js></script>
<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. [...]
-<a href=# onclick="return print(),!1">Click here to print</a>.</p><p><a href=/docs/quickstart/computing/>Return to the regular view of this page</a>.</p></div><h1 class=title>HugeGraph Computing (OLAP)</h1><ul><li>1: <a href=#pg-195b2910f1b20ecc0c065f6e6267415a>HugeGraph-Vermeer Quick Start</a></li><li>2: <a href=#pg-e9c07ea6afc3c052057c026b7f07c6b9>HugeGraph-Computer Quick Start</a></li></ul><div class=content></div></div><div class=td-content><h1 id=pg-195b2910f1b20ecc0c065f6e6267415a> [...]
+<a href=# onclick="return print(),!1">Click here to print</a>.</p><p><a href=/docs/quickstart/computing/>Return to the regular view of this page</a>.</p></div><h1 class=title>HugeGraph Computing (OLAP)</h1><ul><li>1: <a href=#pg-195b2910f1b20ecc0c065f6e6267415a>HugeGraph-Vermeer Quick Start</a></li><li>2: <a href=#pg-e9c07ea6afc3c052057c026b7f07c6b9>HugeGraph-Computer Quick Start</a></li></ul><div class=content><h2 id=-best-practice-prioritize-using-deepwiki-intelligent-documents>🚀 Best [...]
</span></span></span><span style=display:flex><span><span style=color:#f8f8f8;text-decoration:underline> </span><span style=color:#204a87;font-weight:700>vermeer-master</span><span style=color:#000;font-weight:700>:</span><span style=color:#f8f8f8;text-decoration:underline>
</span></span></span><span style=display:flex><span><span style=color:#f8f8f8;text-decoration:underline> </span><span style=color:#204a87;font-weight:700>image</span><span style=color:#000;font-weight:700>:</span><span style=color:#f8f8f8;text-decoration:underline> </span><span style=color:#000>hugegraph/vermeer</span><span style=color:#f8f8f8;text-decoration:underline>
</span></span></span><span style=display:flex><span><span style=color:#f8f8f8;text-decoration:underline> </span><span style=color:#204a87;font-weight:700>container_name</span><span style=color:#000;font-weight:700>:</span><span style=color:#f8f8f8;text-decoration:underline> </span><span style=color:#000>vermeer-master</span><span style=color:#f8f8f8;text-decoration:underline>
diff --git a/docs/quickstart/computing/index.html b/docs/quickstart/computing/index.html
index 918f7006..d6e051f8 100644
--- a/docs/quickstart/computing/index.html
+++ b/docs/quickstart/computing/index.html
@@ -1,11 +1,13 @@
-<!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 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=alternate type=text/html href=/docs/quickstart/computing/_print/><link rel=alternate [...]
+<!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 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=alternate type=text/html href=/docs/quickstart/computing/_print/><link rel=alternate [...]
+
+To address the issue of outdated static documents, we provide DeepWiki with …"><meta property="og:title" content="HugeGraph Computing (OLAP)"><meta property="og:description" content="Apache HugeGraph site"><meta property="og:type" content="website"><meta property="og:url" content="/docs/quickstart/computing/"><meta property="og:site_name" content="HugeGraph"><meta itemprop=name content="HugeGraph Computing (OLAP)"><meta itemprop=description content="Apache HugeGraph site"><meta name=twit [...]
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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. [...]
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-<a id=print href=/docs/quickstart/computing/_print/><i class="fa fa-print fa-fw"></i> Print entire section</a></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/computing/>HugeGraph Computin [...]
+<a id=print href=/docs/quickstart/computing/_print/><i class="fa fa-print fa-fw"></i> Print entire section</a></div><div class=td-toc><nav id=TableOfContents><ul><li><a href=#-best-practice-prioritize-using-deepwiki-intelligent-documents>🚀 Best practice: Prioritize using DeepWiki intelligent documents</a></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 h [...]
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diff --git a/docs/quickstart/hugegraph-ai/_print/index.html b/docs/quickstart/hugegraph-ai/_print/index.html
index 3da0b506..842d859e 100644
--- a/docs/quickstart/hugegraph-ai/_print/index.html
+++ b/docs/quickstart/hugegraph-ai/_print/index.html
@@ -1,10 +1,12 @@
<!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 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=/docs/quickstart/hugegraph-ai/><link rel=alternate type [...]
-hugegraph-ai integrates HugeGraph with artificial intelligence capabilities, providing comprehensive support for developers to build AI-powered …"><meta property="og:title" content="HugeGraph-AI"><meta property="og:description" content="Apache HugeGraph site"><meta property="og:type" content="website"><meta property="og:url" content="/docs/quickstart/hugegraph-ai/"><meta property="og:site_name" content="HugeGraph"><meta itemprop=name content="HugeGraph-AI"><meta itemprop=description cont [...]
+🚀 Best practice: Prioritize using DeepWiki intelligent documents
+
+To address the issue of outdated static documents, we provide DeepWiki with …"><meta property="og:title" content="HugeGraph-AI"><meta property="og:description" content="Apache HugeGraph site"><meta property="og:type" content="website"><meta property="og:url" content="/docs/quickstart/hugegraph-ai/"><meta property="og:site_name" content="HugeGraph"><meta itemprop=name content="HugeGraph-AI"><meta itemprop=description content="Apache HugeGraph site"><meta name=twitter:card content="summary [...]
<link rel=stylesheet href=/css/prism.css><script src=https://cdn.jsdelivr.net/npm/mermaid@10/dist/mermaid.min.js></script>
<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. [...]
<a href=# onclick="return print(),!1">Click here to print</a>.</p><p><a href=/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%20 [...]
-<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> integrates <a href=https://github.com/apache/hugegraph>HugeGraph</a> with artificial intelligence capabilities, providing comprehensive support for developers to build AI-powered graph applications.</p><h2 id=-key-features>✨ Key Features</h2><ul><li><strong>GraphRAG</strong>: Build intelligent question-answering systems with graph-enha [...]
+<a href=https://deepwiki.com/apache/incubator-hugegraph-ai><img src=https://deepwiki.com/badge.svg alt="Ask DeepWiki"></a></p><h2 id=-best-practice-prioritize-using-deepwiki-intelligent-documents>🚀 Best practice: Prioritize using DeepWiki intelligent documents</h2><blockquote><p>To address the issue of outdated static documents, we provide DeepWiki with <strong>real-time updates and more comprehensive content</strong>. It is equivalent to an expert with the latest knowledge of the projec [...]
For a complete deployment guide and detailed examples, please refer to <a href=https://github.com/apache/incubator-hugegraph-ai/blob/main/hugegraph-llm/README.md>hugegraph-llm/README.md</a></p></blockquote><h3 id=prerequisites>Prerequisites</h3><ul><li>Python 3.9+ (3.10+ recommended for hugegraph-llm)</li><li><a href=https://docs.astral.sh/uv/>uv</a> (recommended package manager)</li><li>HugeGraph Server 1.3+ (1.5+ recommended)</li><li>Docker (optional, for containerized deployment)</li> [...]
</span></span><span style=display:flex><span>git clone https://github.com/apache/incubator-hugegraph-ai.git
</span></span><span style=display:flex><span><span style=color:#204a87>cd</span> incubator-hugegraph-ai
diff --git a/docs/quickstart/hugegraph-ai/index.html b/docs/quickstart/hugegraph-ai/index.html
index 423d6b5c..b793e276 100644
--- a/docs/quickstart/hugegraph-ai/index.html
+++ b/docs/quickstart/hugegraph-ai/index.html
@@ -1,14 +1,16 @@
<!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 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=alternate type=text/html href=/docs/quickstart/hugegraph-ai/_print/><link rel=alterna [...]
-hugegraph-ai integrates HugeGraph with artificial intelligence capabilities, providing comprehensive support for developers to build AI-powered …"><meta property="og:title" content="HugeGraph-AI"><meta property="og:description" content="Apache HugeGraph site"><meta property="og:type" content="website"><meta property="og:url" content="/docs/quickstart/hugegraph-ai/"><meta property="og:site_name" content="HugeGraph"><meta itemprop=name content="HugeGraph-AI"><meta itemprop=description cont [...]
+🚀 Best practice: Prioritize using DeepWiki intelligent documents
+
+To address the issue of outdated static documents, we provide DeepWiki with …"><meta property="og:title" content="HugeGraph-AI"><meta property="og:description" content="Apache HugeGraph site"><meta property="og:type" content="website"><meta property="og:url" content="/docs/quickstart/hugegraph-ai/"><meta property="og:site_name" content="HugeGraph"><meta itemprop=name content="HugeGraph-AI"><meta itemprop=description content="Apache HugeGraph site"><meta name=twitter:card content="summary [...]
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<a href="https://github.com/apache/incubator-hugegraph-doc/new/master/content/en/docs/quickstart/hugegraph-ai/_index.md?filename=change-me.md&value=---%0Atitle%3A+%22Long+Page+Title%22%0AlinkTitle%3A+%22Short+Nav+Title%22%0Aweight%3A+100%0Adescription%3A+%3E-%0A+++++Page+description+for+heading+and+indexes.%0A---%0A%0A%23%23+Heading%0A%0AEdit+this+template+to+create+your+new+page.%0A%0A%2A+Give+it+a+good+name%2C+ending+in+%60.md%60+-+e.g.+%60getting-started.md%60%0A%2A+Edit+the+%22front+ [...]
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-<a id=print href=/docs/quickstart/hugegraph-ai/_print/><i class="fa fa-print fa-fw"></i> Print entire section</a></div><div class=td-toc><nav id=TableOfContents><ul><li><a href=#-key-features>✨ Key Features</a></li><li><a href=#-quick-start>🚀 Quick Start</a><ul><li><a href=#prerequisites>Prerequisites</a></li><li><a href=#option-1-docker-deployment-recommended>Option 1: Docker Deployment (Recommended)</a></li><li><a href=#option-2-source-installation>Option 2: Source Installation</a></li [...]
-<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> integrates <a href=https://github.com/apache/hugegraph>HugeGraph</a> with artificial intelligence capabilities, providing comprehensive support for developers to build AI-powered graph applications.</p><h2 id=-key-features>✨ Key Features</h2><ul><li><strong>GraphRAG</strong>: Build intelligent question-answering systems with graph-enha [...]
+<a id=print href=/docs/quickstart/hugegraph-ai/_print/><i class="fa fa-print fa-fw"></i> Print entire section</a></div><div class=td-toc><nav id=TableOfContents><ul><li><a href=#-best-practice-prioritize-using-deepwiki-intelligent-documents>🚀 Best practice: Prioritize using DeepWiki intelligent documents</a></li><li><a href=#-key-features>✨ Key Features</a></li><li><a href=#-quick-start>🚀 Quick Start</a><ul><li><a href=#prerequisites>Prerequisites</a></li><li><a href=#option-1-docker-dep [...]
+<a href=https://deepwiki.com/apache/incubator-hugegraph-ai><img src=https://deepwiki.com/badge.svg alt="Ask DeepWiki"></a></p><h2 id=-best-practice-prioritize-using-deepwiki-intelligent-documents>🚀 Best practice: Prioritize using DeepWiki intelligent documents</h2><blockquote><p>To address the issue of outdated static documents, we provide DeepWiki with <strong>real-time updates and more comprehensive content</strong>. It is equivalent to an expert with the latest knowledge of the projec [...]
For a complete deployment guide and detailed examples, please refer to <a href=https://github.com/apache/incubator-hugegraph-ai/blob/main/hugegraph-llm/README.md>hugegraph-llm/README.md</a></p></blockquote><h3 id=prerequisites>Prerequisites</h3><ul><li>Python 3.9+ (3.10+ recommended for hugegraph-llm)</li><li><a href=https://docs.astral.sh/uv/>uv</a> (recommended package manager)</li><li>HugeGraph Server 1.3+ (1.5+ recommended)</li><li>Docker (optional, for containerized deployment)</li> [...]
</span></span><span style=display:flex><span>git clone https://github.com/apache/incubator-hugegraph-ai.git
</span></span><span style=display:flex><span><span style=color:#204a87>cd</span> incubator-hugegraph-ai
@@ -64,7 +66,7 @@ For a complete deployment guide and detailed examples, please refer to <a href=h
</span></span></code></pre></div><h4 id=graph-machine-learning>Graph Machine Learning</h4><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>pyhugegraph.client</span> <span style=color:#204a87;font-weight:700>import</span> <span style=color:#000>PyHugeClient</span>
</span></span><span style=display:flex><span><span style=color:#8f5902;font-style:italic># Connect to HugeGraph and run ML algorithms</span>
</span></span><span style=display:flex><span><span style=color:#8f5902;font-style:italic># See hugegraph-ml documentation for detailed examples</span>
-</span></span></code></pre></div><h2 id=-modules>📦 Modules</h2><h3 id=hugegraph-llmhttpsgithubcomapacheincubator-hugegraph-aitreemainhugegraph-llm-ask-deepwikihttpsdeepwikicombadgesvghttpsdeepwikicomapacheincubator-hugegraph-ai><a href=https://github.com/apache/incubator-hugegraph-ai/tree/main/hugegraph-llm>hugegraph-llm</a> <a href=https://deepwiki.com/apache/incubator-hugegraph-ai><img src=https://deepwiki.com/badge.svg alt="Ask DeepWiki"></a></h3><p>Large language model integration fo [...]
+</span></span></code></pre></div><h2 id=-modules>📦 Modules</h2><h3 id=hugegraph-llmhttpsgithubcomapacheincubator-hugegraph-aitreemainhugegraph-llm-ask-deepwikihttpsdeepwikicombadgesvghttpsdeepwikicomapacheincubator-hugegraph-ai><a href=https://github.com/apache/incubator-hugegraph-ai/tree/main/hugegraph-llm>hugegraph-llm</a> <a href=https://deepwiki.com/apache/incubator-hugegraph-ai><img src=https://deepwiki.com/badge.svg alt="Ask DeepWiki"></a></h3><p>Large language model integration fo [...]
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diff --git a/docs/quickstart/hugegraph/_print/index.html b/docs/quickstart/hugegraph/_print/index.html
index 45cb386e..d0e66fc4 100644
--- a/docs/quickstart/hugegraph/_print/index.html
+++ b/docs/quickstart/hugegraph/_print/index.html
@@ -1,7 +1,9 @@
-<!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 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=/docs/quickstart/hugegraph/><link rel=alternate type=ap [...]
+<!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 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=/docs/quickstart/hugegraph/><link rel=alternate type=ap [...]
+
+To address the issue of outdated static documents, we provide DeepWiki with …"><meta property="og:title" content="HugeGraph (OLTP)"><meta property="og:description" content="Apache HugeGraph site"><meta property="og:type" content="website"><meta property="og:url" content="/docs/quickstart/hugegraph/"><meta property="og:site_name" content="HugeGraph"><meta itemprop=name content="HugeGraph (OLTP)"><meta itemprop=description content="Apache HugeGraph site"><meta name=twitter:card content="su [...]
<link rel=stylesheet href=/css/prism.css><script src=https://cdn.jsdelivr.net/npm/mermaid@10/dist/mermaid.min.js></script>
<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. [...]
-<a href=# onclick="return print(),!1">Click here to print</a>.</p><p><a href=/docs/quickstart/hugegraph/>Return to the regular view of this page</a>.</p></div><h1 class=title>HugeGraph (OLTP)</h1><ul><li>1: <a href=#pg-b7c813bb4e5fdd09cff177617e07847d>HugeGraph-Server Quick Start</a></li><li>2: <a href=#pg-e95a3dd8d4e602df35b0b6d668d7f31b>HugeGraph-PD Quick Start</a></li><li>3: <a href=#pg-798ddadd53db4fb98beb621b93f015d0>HugeGraph-Store Quick Start</a></li></ul><div class=content></div> [...]
+<a href=# onclick="return print(),!1">Click here to print</a>.</p><p><a href=/docs/quickstart/hugegraph/>Return to the regular view of this page</a>.</p></div><h1 class=title>HugeGraph (OLTP)</h1><ul><li>1: <a href=#pg-b7c813bb4e5fdd09cff177617e07847d>HugeGraph-Server Quick Start</a></li><li>2: <a href=#pg-e95a3dd8d4e602df35b0b6d668d7f31b>HugeGraph-PD Quick Start</a></li><li>3: <a href=#pg-798ddadd53db4fb98beb621b93f015d0>HugeGraph-Store Quick Start</a></li></ul><div class=content><h2 id [...]
modules are similar. There is no big difference in the meaning of these two ways,
which can be distinguished as follows: <code>HugeGraph-Server</code> represents the code of server-related
components, <code>HugeGraphServer</code> represents the service process.</p></blockquote><h3 id=2-dependency-for-buildingrunning>2 Dependency for Building/Running</h3><h4 id=21-install-java-11-jdk-11>2.1 Install Java 11 (JDK 11)</h4><p>You need to use Java 11 to run <code>HugeGraph-Server</code> (compatible with Java 8 before 1.5.0, but not recommended to use),
diff --git a/docs/quickstart/hugegraph/index.html b/docs/quickstart/hugegraph/index.html
index 0a165a3c..ba28347b 100644
--- a/docs/quickstart/hugegraph/index.html
+++ b/docs/quickstart/hugegraph/index.html
@@ -1,11 +1,13 @@
-<!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 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=alternate type=text/html href=/docs/quickstart/hugegraph/_print/><link rel=alternate [...]
+<!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 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=alternate type=text/html href=/docs/quickstart/hugegraph/_print/><link rel=alternate [...]
+
+To address the issue of outdated static documents, we provide DeepWiki with …"><meta property="og:title" content="HugeGraph (OLTP)"><meta property="og:description" content="Apache HugeGraph site"><meta property="og:type" content="website"><meta property="og:url" content="/docs/quickstart/hugegraph/"><meta property="og:site_name" content="HugeGraph"><meta itemprop=name content="HugeGraph (OLTP)"><meta itemprop=description content="Apache HugeGraph site"><meta name=twitter:card content="su [...]
<link rel=stylesheet href=/css/prism.css><script src=https://cdn.jsdelivr.net/npm/mermaid@10/dist/mermaid.min.js></script>
<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. [...]
<a href=https://github.com/apache/incubator-hugegraph-doc/edit/master/content/en/docs/quickstart/hugegraph/_index.md class=td-page-meta--edit target=_blank rel=noopener><i class="fa fa-edit fa-fw"></i> Edit this page</a>
<a href="https://github.com/apache/incubator-hugegraph-doc/new/master/content/en/docs/quickstart/hugegraph/_index.md?filename=change-me.md&value=---%0Atitle%3A+%22Long+Page+Title%22%0AlinkTitle%3A+%22Short+Nav+Title%22%0Aweight%3A+100%0Adescription%3A+%3E-%0A+++++Page+description+for+heading+and+indexes.%0A---%0A%0A%23%23+Heading%0A%0AEdit+this+template+to+create+your+new+page.%0A%0A%2A+Give+it+a+good+name%2C+ending+in+%60.md%60+-+e.g.+%60getting-started.md%60%0A%2A+Edit+the+%22front+mat [...]
<a href="https://github.com/apache/incubator-hugegraph-doc/issues/new?title=HugeGraph%20%28OLTP%29" class=td-page-meta--issue target=_blank rel=noopener><i class="fab fa-github fa-fw"></i> Create documentation issue</a>
<a href=https://github.com/apache/incubator-hugegraph/issues/new class=td-page-meta--project-issue target=_blank rel=noopener><i class="fas fa-tasks fa-fw"></i> Create project issue</a>
-<a id=print href=/docs/quickstart/hugegraph/_print/><i class="fa fa-print fa-fw"></i> Print entire section</a></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/>HugeGraph (OLTP)</ [...]
+<a id=print href=/docs/quickstart/hugegraph/_print/><i class="fa fa-print fa-fw"></i> Print entire section</a></div><div class=td-toc><nav id=TableOfContents><ul><li><a href=#-best-practice-prioritize-using-deepwiki-intelligent-documents>🚀 Best practice: Prioritize using DeepWiki intelligent documents</a></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 h [...]
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diff --git a/docs/quickstart/index.xml b/docs/quickstart/index.xml
index ab62e7a8..0af6de3b 100644
--- a/docs/quickstart/index.xml
+++ b/docs/quickstart/index.xml
@@ -1,9 +1,24 @@
-<rss version="2.0" xmlns:atom="http://www.w3.org/2005/Atom"><channel><title>HugeGraph – Quick Start</title><link>/docs/quickstart/</link><description>Recent content in Quick Start on HugeGraph</description><generator>Hugo -- gohugo.io</generator><atom:link href="/docs/quickstart/index.xml" rel="self" type="application/rss+xml"/><item><title>Docs: HugeGraph (OLTP)</title><link>/docs/quickstart/hugegraph/</link><pubDate>Mon, 01 Jan 0001 00:00:00 +0000</pubDate><guid>/docs/quickstart/hugegr [...]
+<rss version="2.0" xmlns:atom="http://www.w3.org/2005/Atom"><channel><title>HugeGraph – Quick Start</title><link>/docs/quickstart/</link><description>Recent content in Quick Start on HugeGraph</description><generator>Hugo -- gohugo.io</generator><atom:link href="/docs/quickstart/index.xml" rel="self" type="application/rss+xml"/><item><title>Docs: HugeGraph (OLTP)</title><link>/docs/quickstart/hugegraph/</link><pubDate>Mon, 01 Jan 0001 00:00:00 +0000</pubDate><guid>/docs/quickstart/hugegr [...]
+<h2 id="-best-practice-prioritize-using-deepwiki-intelligent-documents">🚀 Best practice: Prioritize using DeepWiki intelligent documents</h2>
+<blockquote>
+<p>To address the issue of outdated static documents, we provide DeepWiki with <strong>real-time updates and more comprehensive content</strong>. It is equivalent to an expert with the latest knowledge of the project, which is very suitable for <strong>all developers</strong> to read and consult before starting the project.</p>
+</blockquote>
+<p><strong>👉 Strongly recommend visiting and having a conversation with:</strong> <a href="https://deepwiki.com/apache/incubator-hugegraph"><strong>incubator-hugegraph</strong></a></p></description></item><item><title>Docs: HugeGraph ToolChain</title><link>/docs/quickstart/toolchain/</link><pubDate>Mon, 01 Jan 0001 00:00:00 +0000</pubDate><guid>/docs/quickstart/toolchain/</guid><description>
<blockquote>
<p><strong>Testing Guide</strong>: For running toolchain tests locally, please refer to <a href="/docs/guides/toolchain-local-test">HugeGraph Toolchain Local Testing Guide</a></p>
-</blockquote></description></item><item><title>Docs: HugeGraph-AI</title><link>/docs/quickstart/hugegraph-ai/</link><pubDate>Mon, 01 Jan 0001 00:00:00 +0000</pubDate><guid>/docs/quickstart/hugegraph-ai/</guid><description>
+</blockquote>
+<h2 id="-best-practice-prioritize-using-deepwiki-intelligent-documents">🚀 Best practice: Prioritize using DeepWiki intelligent documents</h2>
+<blockquote>
+<p>To address the issue of outdated static documents, we provide DeepWiki with <strong>real-time updates and more comprehensive content</strong>. It is equivalent to an expert with the latest knowledge of the project, which is very suitable for <strong>all developers</strong> to read and consult before starting the project.</p>
+</blockquote>
+<p><strong>👉 Strongly recommend visiting and having a conversation with:</strong> <a href="https://deepwiki.com/apache/incubator-hugegraph-toolchain"><strong>incubator-hugegraph-toolchain</strong></a></p></description></item><item><title>Docs: HugeGraph-AI</title><link>/docs/quickstart/hugegraph-ai/</link><pubDate>Mon, 01 Jan 0001 00:00:00 +0000</pubDate><guid>/docs/quickstart/hugegraph-ai/</guid><description>
<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>
<a href="https://deepwiki.com/apache/incubator-hugegraph-ai"><img src="https://deepwiki.com/badge.svg" alt="Ask DeepWiki"></a></p>
+<h2 id="-best-practice-prioritize-using-deepwiki-intelligent-documents">🚀 Best practice: Prioritize using DeepWiki intelligent documents</h2>
+<blockquote>
+<p>To address the issue of outdated static documents, we provide DeepWiki with <strong>real-time updates and more comprehensive content</strong>. It is equivalent to an expert with the latest knowledge of the project, which is very suitable for <strong>all developers</strong> to read and consult before starting the project.</p>
+</blockquote>
+<p><strong>👉 Strongly recommend visiting and having a conversation with:</strong> <a href="https://deepwiki.com/apache/incubator-hugegraph-ai"><strong>incubator-hugegraph-ai</strong></a></p>
<p><code>hugegraph-ai</code> integrates <a href="https://github.com/apache/hugegraph">HugeGraph</a> with artificial intelligence capabilities, providing comprehensive support for developers to build AI-powered graph applications.</p>
<h2 id="-key-features">✨ Key Features</h2>
<ul>
@@ -140,4 +155,9 @@ For a complete deployment guide and detailed examples, please refer to <a hre
<li><strong>Email</strong>: <a href="mailto:dev@hugegraph.apache.org">dev@hugegraph.apache.org</a> (<a href="https://hugegraph.apache.org/docs/contribution-guidelines/subscribe/">subscription required</a>)</li>
<li><strong>WeChat</strong>: Follow &ldquo;Apache HugeGraph&rdquo; official account</li>
</ul>
-<img src="https://raw.githubusercontent.com/apache/hugegraph-doc/master/assets/images/wechat.png" alt="Apache HugeGraph WeChat QR Code" width="200"/></description></item><item><title>Docs: HugeGraph Computing (OLAP)</title><link>/docs/quickstart/computing/</link><pubDate>Mon, 01 Jan 0001 00:00:00 +0000</pubDate><guid>/docs/quickstart/computing/</guid><description/></item><item><title>Docs: HugeGraph Client</title><link>/docs/quickstart/client/</link><pubDate>Mon, 01 Jan 0001 00:00:00 [...]
\ No newline at end of file
+<img src="https://raw.githubusercontent.com/apache/hugegraph-doc/master/assets/images/wechat.png" alt="Apache HugeGraph WeChat QR Code" width="200"/></description></item><item><title>Docs: HugeGraph Computing (OLAP)</title><link>/docs/quickstart/computing/</link><pubDate>Mon, 01 Jan 0001 00:00:00 +0000</pubDate><guid>/docs/quickstart/computing/</guid><description>
+<h2 id="-best-practice-prioritize-using-deepwiki-intelligent-documents">🚀 Best practice: Prioritize using DeepWiki intelligent documents</h2>
+<blockquote>
+<p>To address the issue of outdated static documents, we provide DeepWiki with <strong>real-time updates and more comprehensive content</strong>. It is equivalent to an expert with the latest knowledge of the project, which is very suitable for <strong>all developers</strong> to read and consult before starting the project.</p>
+</blockquote>
+<p><strong>👉 Strongly recommend visiting and having a conversation with:</strong> <a href="https://deepwiki.com/apache/incubator-hugegraph-computer"><strong>incubator-hugegraph-computer</strong></a></p></description></item><item><title>Docs: HugeGraph Client</title><link>/docs/quickstart/client/</link><pubDate>Mon, 01 Jan 0001 00:00:00 +0000</pubDate><guid>/docs/quickstart/client/</guid><description/></item></channel></rss>
\ No newline at end of file
diff --git a/docs/quickstart/toolchain/_print/index.html b/docs/quickstart/toolchain/_print/index.html
index dfe88b35..000f02fe 100644
--- a/docs/quickstart/toolchain/_print/index.html
+++ b/docs/quickstart/toolchain/_print/index.html
@@ -1,10 +1,10 @@
<!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 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=/docs/quickstart/toolchain/><link rel=alternate type=ap [...]
Testing Guide: For running toolchain tests locally, please refer to HugeGraph Toolchain Local Testing Guide
-"><meta property="og:title" content="HugeGraph ToolChain"><meta property="og:description" content="Apache HugeGraph site"><meta property="og:type" content="website"><meta property="og:url" content="/docs/quickstart/toolchain/"><meta property="og:site_name" content="HugeGraph"><meta itemprop=name content="HugeGraph ToolChain"><meta itemprop=description content="Apache HugeGraph site"><meta name=twitter:card content="summary"><meta name=twitter:title content="HugeGraph ToolChain"><meta nam [...]
+🚀 Best practice: Prioritize using …"><meta property="og:title" content="HugeGraph ToolChain"><meta property="og:description" content="Apache HugeGraph site"><meta property="og:type" content="website"><meta property="og:url" content="/docs/quickstart/toolchain/"><meta property="og:site_name" content="HugeGraph"><meta itemprop=name content="HugeGraph ToolChain"><meta itemprop=description content="Apache HugeGraph site"><meta name=twitter:card content="summary"><meta name=twitter:title cont [...]
<link rel=stylesheet href=/css/prism.css><script src=https://cdn.jsdelivr.net/npm/mermaid@10/dist/mermaid.min.js></script>
<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. [...]
-<a href=# onclick="return print(),!1">Click here to print</a>.</p><p><a href=/docs/quickstart/toolchain/>Return to the regular view of this page</a>.</p></div><h1 class=title>HugeGraph ToolChain</h1><ul><li>1: <a href=#pg-55eecaa5c3ceec829e0f0d20863baa46>HugeGraph-Hubble Quick Start</a></li><li>2: <a href=#pg-85740db4cef1a86c9bd97f4c81a4a701>HugeGraph-Loader Quick Start</a></li><li>3: <a href=#pg-578593298ffbd00c4ba2246ed746c1b8>HugeGraph-Tools Quick Start</a></li></ul><div class=content [...]
+<a href=# onclick="return print(),!1">Click here to print</a>.</p><p><a href=/docs/quickstart/toolchain/>Return to the regular view of this page</a>.</p></div><h1 class=title>HugeGraph ToolChain</h1><ul><li>1: <a href=#pg-55eecaa5c3ceec829e0f0d20863baa46>HugeGraph-Hubble Quick Start</a></li><li>2: <a href=#pg-85740db4cef1a86c9bd97f4c81a4a701>HugeGraph-Loader Quick Start</a></li><li>3: <a href=#pg-578593298ffbd00c4ba2246ed746c1b8>HugeGraph-Tools Quick Start</a></li></ul><div class=content [...]
standalone protection, it will be added in the next Release version (＞ 1.5).
Please be careful not to expose it in a public network environment or untrusted networks to
avoid related SEC issues (you can also use IP & port <strong>whitelist</strong> + HTTPS)</p></blockquote><blockquote><p><strong>Testing Guide</strong>: For running HugeGraph-Hubble tests locally, please refer to <a href=/docs/guides/toolchain-local-test>HugeGraph Toolchain Local Testing Guide</a></p></blockquote><p><strong>HugeGraph-Hubble</strong> is HugeGraph’s one-stop visual analysis platform. The platform covers the whole
diff --git a/docs/quickstart/toolchain/index.html b/docs/quickstart/toolchain/index.html
index f668daac..da033123 100644
--- a/docs/quickstart/toolchain/index.html
+++ b/docs/quickstart/toolchain/index.html
@@ -1,14 +1,14 @@
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Testing Guide: For running toolchain tests locally, please refer to HugeGraph Toolchain Local Testing Guide
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+🚀 Best practice: Prioritize using …"><meta property="og:title" content="HugeGraph ToolChain"><meta property="og:description" content="Apache HugeGraph site"><meta property="og:type" content="website"><meta property="og:url" content="/docs/quickstart/toolchain/"><meta property="og:site_name" content="HugeGraph"><meta itemprop=name content="HugeGraph ToolChain"><meta itemprop=description content="Apache HugeGraph site"><meta name=twitter:card content="summary"><meta name=twitter:title cont [...]
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-<a id=print href=/docs/quickstart/toolchain/_print/><i class="fa fa-print fa-fw"></i> Print entire section</a></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/toolchain/>HugeGraph ToolChai [...]
+<a id=print href=/docs/quickstart/toolchain/_print/><i class="fa fa-print fa-fw"></i> Print entire section</a></div><div class=td-toc><nav id=TableOfContents><ul><li><a href=#-best-practice-prioritize-using-deepwiki-intelligent-documents>🚀 Best practice: Prioritize using DeepWiki intelligent documents</a></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 h [...]
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diff --git a/en/sitemap.xml b/en/sitemap.xml
index 18592866..dc824219 100644
--- a/en/sitemap.xml
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diff --git a/sitemap.xml b/sitemap.xml
index db0e5813..c8c209e1 100644
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