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     new d060cd8d sync: update hugegraph-ai.md (#405)
d060cd8d is described below

commit d060cd8d264edfb940a2413920509826a2996384
Author: imbajin <[email protected]>
AuthorDate: Wed Jun 4 13:37:49 2025 +0000

    sync: update hugegraph-ai.md (#405)
    
    Gradio5 requires Python 3.10 or higher.
    https://pypi.org/project/gradio/ 53532bdca00b274f974bdd2dbfe10717190585c1
---
 docs/_print/index.html                  |  2 +-
 docs/index.xml                          |  2 +-
 docs/quickstart/_print/index.html       |  2 +-
 docs/quickstart/hugegraph-ai/index.html | 14 +++++++-------
 docs/quickstart/index.xml               |  2 +-
 en/sitemap.xml                          |  2 +-
 sitemap.xml                             |  2 +-
 7 files changed, 13 insertions(+), 13 deletions(-)

diff --git a/docs/_print/index.html b/docs/_print/index.html
index 4b68715d..f69be15d 100644
--- a/docs/_print/index.html
+++ b/docs/_print/index.html
@@ -1169,7 +1169,7 @@ You can use <a 
href=/cn/docs/clients/hugegraph-client>Client-API</a> to write co
 </span></span><span style=display:flex><span>    <span 
style=color:#ce5c00;font-weight:700>}</span>
 </span></span><span style=display:flex><span><span 
style=color:#ce5c00;font-weight:700>}</span>
 </span></span></code></pre></div><h3 id=44-run-the-example>4.4 Run The 
Example</h3><p>Before running Example, you need to start the Server. For the 
startup process, see<a href=/docs/quickstart/hugegraph-server>HugeGraph-Server 
Quick Start</a>.</p><h3 id=45-more-information-about-client-api>4.5 More 
Information About Client-API</h3><p>See<a 
href=/docs/clients/hugegraph-client>Introduce basic API of 
HugeGraph-Client</a>.</p></div><div class=td-content 
style=page-break-before:always><h1 id= [...]
-with large models, integration with graph machine learning components, etc., 
to provide comprehensive support for developers to use HugeGraph&rsquo;s AI 
capabilities in projects.</p><h2 id=2-environment-requirements>2 Environment 
Requirements</h2><ul><li>python 3.9+</li><li>hugegraph-server 1.2+</li></ul><h2 
id=3-preparation>3 Preparation</h2><ol><li><p>Start the HugeGraph database, you 
can run it via <a 
href=https://hub.docker.com/r/hugegraph/hugegraph>Docker</a>/<a 
href=https://hugegra [...]
+with large models, integration with graph machine learning components, etc., 
to provide comprehensive support for developers to use HugeGraph&rsquo;s AI 
capabilities in projects.</p><h2 id=2-environment-requirements>2 Environment 
Requirements</h2><ul><li>python 3.10+</li><li>hugegraph-server 
1.2+</li></ul><h2 id=3-preparation>3 Preparation</h2><ol><li><p>Start the 
HugeGraph database, you can run it via <a 
href=https://hub.docker.com/r/hugegraph/hugegraph>Docker</a>/<a 
href=https://hugegr [...]
 </span></span></code></pre></div></li><li><p>Install <a 
href=../hugegraph-python-client>hugegraph-python-client</a> and <a 
href=src/hugegraph_llm>hugegraph_llm</a></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><span 
style=color:#204a87>cd</span> ./incubator-hugegraph-ai <span 
style=color:#8f5902;font-style:italic># better to use virtualenv (source venv 
[...]
 </span></span><span style=display:flex><span>pip install 
./hugegraph-python-client
 </span></span><span style=display:flex><span>pip install -r 
./hugegraph-llm/requirements.txt
diff --git a/docs/index.xml b/docs/index.xml
index 3d990e7f..41635f29 100644
--- a/docs/index.xml
+++ b/docs/index.xml
@@ -8865,7 +8865,7 @@ You can use &lt;a 
href="/cn/docs/clients/hugegraph-client">Client-API&lt;/a> to
 with large models, integration with graph machine learning components, etc., 
to provide comprehensive support for developers to use HugeGraph&amp;rsquo;s AI 
capabilities in projects.&lt;/p>
 &lt;h2 id="2-environment-requirements">2 Environment Requirements&lt;/h2>
 &lt;ul>
-&lt;li>python 3.9+&lt;/li>
+&lt;li>python 3.10+&lt;/li>
 &lt;li>hugegraph-server 1.2+&lt;/li>
 &lt;/ul>
 &lt;h2 id="3-preparation">3 Preparation&lt;/h2>
diff --git a/docs/quickstart/_print/index.html 
b/docs/quickstart/_print/index.html
index 9d6dd085..a6b0715f 100644
--- a/docs/quickstart/_print/index.html
+++ b/docs/quickstart/_print/index.html
@@ -1161,7 +1161,7 @@ You can use <a 
href=/cn/docs/clients/hugegraph-client>Client-API</a> to write co
 </span></span><span style=display:flex><span>    <span 
style=color:#ce5c00;font-weight:700>}</span>
 </span></span><span style=display:flex><span><span 
style=color:#ce5c00;font-weight:700>}</span>
 </span></span></code></pre></div><h3 id=44-run-the-example>4.4 Run The 
Example</h3><p>Before running Example, you need to start the Server. For the 
startup process, see<a href=/docs/quickstart/hugegraph-server>HugeGraph-Server 
Quick Start</a>.</p><h3 id=45-more-information-about-client-api>4.5 More 
Information About Client-API</h3><p>See<a 
href=/docs/clients/hugegraph-client>Introduce basic API of 
HugeGraph-Client</a>.</p></div><div class=td-content 
style=page-break-before:always><h1 id= [...]
-with large models, integration with graph machine learning components, etc., 
to provide comprehensive support for developers to use HugeGraph&rsquo;s AI 
capabilities in projects.</p><h2 id=2-environment-requirements>2 Environment 
Requirements</h2><ul><li>python 3.9+</li><li>hugegraph-server 1.2+</li></ul><h2 
id=3-preparation>3 Preparation</h2><ol><li><p>Start the HugeGraph database, you 
can run it via <a 
href=https://hub.docker.com/r/hugegraph/hugegraph>Docker</a>/<a 
href=https://hugegra [...]
+with large models, integration with graph machine learning components, etc., 
to provide comprehensive support for developers to use HugeGraph&rsquo;s AI 
capabilities in projects.</p><h2 id=2-environment-requirements>2 Environment 
Requirements</h2><ul><li>python 3.10+</li><li>hugegraph-server 
1.2+</li></ul><h2 id=3-preparation>3 Preparation</h2><ol><li><p>Start the 
HugeGraph database, you can run it via <a 
href=https://hub.docker.com/r/hugegraph/hugegraph>Docker</a>/<a 
href=https://hugegr [...]
 </span></span></code></pre></div></li><li><p>Install <a 
href=../hugegraph-python-client>hugegraph-python-client</a> and <a 
href=src/hugegraph_llm>hugegraph_llm</a></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><span 
style=color:#204a87>cd</span> ./incubator-hugegraph-ai <span 
style=color:#8f5902;font-style:italic># better to use virtualenv (source venv 
[...]
 </span></span><span style=display:flex><span>pip install 
./hugegraph-python-client
 </span></span><span style=display:flex><span>pip install -r 
./hugegraph-llm/requirements.txt
diff --git a/docs/quickstart/hugegraph-ai/index.html 
b/docs/quickstart/hugegraph-ai/index.html
index 04200224..4aea5a72 100644
--- a/docs/quickstart/hugegraph-ai/index.html
+++ b/docs/quickstart/hugegraph-ai/index.html
@@ -1,12 +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'; script-src-elem 
'self' https://code.jquery.com https://cdn.jsdelivr.net 
https://fonts.googleapis.com;";><meta name=generator content="Hugo 
0.102.3"><meta name=robots content="index, follow"><link rel="shortcut icon" 
href=/favicons/favicon.ico><link rel=apple-touch-icon href= [...]
 hugegraph-ai aims to explore the integration of HugeGraph and artificial 
intelligence (AI), including applications combined …"><meta property="og:title" 
content="HugeGraph-AI Quick Start"><meta property="og:description" content="1 
HugeGraph-AI Overview hugegraph-ai aims to explore the integration of HugeGraph 
and artificial intelligence (AI), including applications combined with large 
models, integration with graph machine learning components, etc., to provide 
comprehensive support for d [...]
-2 Environment Requirements python 3.9+ hugegraph-server 1.2+ 3 Preparation 
Start the HugeGraph database, you can run it via Docker/Binary Package.
+2 Environment Requirements python 3.10+ hugegraph-server 1.2+ 3 Preparation 
Start the HugeGraph database, you can run it via Docker/Binary Package.
 Refer to detailed doc for more guidance
-Clone this project"><meta property="og:type" content="article"><meta 
property="og:url" content="/docs/quickstart/hugegraph-ai/"><meta 
property="article:section" content="docs"><meta 
property="article:modified_time" content="2024-12-13T00:46:13+08:00"><meta 
property="og:site_name" content="HugeGraph"><meta itemprop=name 
content="HugeGraph-AI Quick Start"><meta itemprop=description content="1 
HugeGraph-AI Overview hugegraph-ai aims to explore the integration of HugeGraph 
and artificial int [...]
-2 Environment Requirements python 3.9+ hugegraph-server 1.2+ 3 Preparation 
Start the HugeGraph database, you can run it via Docker/Binary Package.
+Clone this project"><meta property="og:type" content="article"><meta 
property="og:url" content="/docs/quickstart/hugegraph-ai/"><meta 
property="article:section" content="docs"><meta 
property="article:modified_time" content="2025-06-04T21:37:03+08:00"><meta 
property="og:site_name" content="HugeGraph"><meta itemprop=name 
content="HugeGraph-AI Quick Start"><meta itemprop=description content="1 
HugeGraph-AI Overview hugegraph-ai aims to explore the integration of HugeGraph 
and artificial int [...]
+2 Environment Requirements python 3.10+ hugegraph-server 1.2+ 3 Preparation 
Start the HugeGraph database, you can run it via Docker/Binary Package.
 Refer to detailed doc for more guidance
-Clone this project"><meta itemprop=dateModified 
content="2024-12-13T00:46:13+08:00"><meta itemprop=wordCount 
content="882"><meta itemprop=keywords content><meta name=twitter:card 
content="summary"><meta name=twitter:title content="HugeGraph-AI Quick 
Start"><meta name=twitter:description content="1 HugeGraph-AI Overview 
hugegraph-ai aims to explore the integration of HugeGraph and artificial 
intelligence (AI), including applications combined with large models, 
integration with graph machi [...]
-2 Environment Requirements python 3.9+ hugegraph-server 1.2+ 3 Preparation 
Start the HugeGraph database, you can run it via Docker/Binary Package.
+Clone this project"><meta itemprop=dateModified 
content="2025-06-04T21:37:03+08:00"><meta itemprop=wordCount 
content="882"><meta itemprop=keywords content><meta name=twitter:card 
content="summary"><meta name=twitter:title content="HugeGraph-AI Quick 
Start"><meta name=twitter:description content="1 HugeGraph-AI Overview 
hugegraph-ai aims to explore the integration of HugeGraph and artificial 
intelligence (AI), including applications combined with large models, 
integration with graph machi [...]
+2 Environment Requirements python 3.10+ hugegraph-server 1.2+ 3 Preparation 
Start the HugeGraph database, you can run it via Docker/Binary Package.
 Refer to detailed doc for more guidance
 Clone this project"><link rel=preload 
href=/scss/main.min.14ea575cb35d93d46ff8681b2334f40fd46243c100c5c39f5a841b931fae2d40.css
 as=style><link 
href=/scss/main.min.14ea575cb35d93d46ff8681b2334f40fd46243c100c5c39f5a841b931fae2d40.css
 rel=stylesheet integrity><script src=/js/jquery.min.js></script>
 <link rel=stylesheet href=/css/prism.css></head><body 
class=td-page><header><nav class="js-navbar-scroll navbar navbar-expand 
navbar-dark flex-column flex-md-row td-navbar"><a class=navbar-brand 
href=/><span class=navbar-logo><svg id="图层_1" data-name="图层 1" 
xmlns="http://www.w3.org/2000/svg"; xmlns:xlink="http://www.w3.org/1999/xlink"; 
viewBox="0 0 16 
16"><defs><style>.logo-cls-1{fill:none;stroke:#fff;stroke-miterlimit:10;stroke-width:.5px;opacity:.3}.logo-cls-2{fill:#229efa}.logo-cls-3{fi
 [...]
@@ -15,7 +15,7 @@ Clone this project"><link rel=preload 
href=/scss/main.min.14ea575cb35d93d46ff868
 <a 
href="https://github.com/apache/incubator-hugegraph-doc/issues/new?title=HugeGraph-AI%20Quick%20Start";
 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/_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=#1-hugegraph-ai-overview>1 HugeGraph-AI 
Overview</a></li><li><a href=#2-environment-requirements>2 Environment 
Requirements</a></li><li><a href=#3-preparation>3 Preparation</a></li><li><a 
href=#4-examples>4 Examples</a><ul><li><a 
href=#41-build-a-knowledge-graph-in-hugegraph-through-llm>4.1 Build a knowledge 
graph in HugeGraph [...]
-with large models, integration with graph machine learning components, etc., 
to provide comprehensive support for developers to use HugeGraph&rsquo;s AI 
capabilities in projects.</p><h2 id=2-environment-requirements>2 Environment 
Requirements</h2><ul><li>python 3.9+</li><li>hugegraph-server 1.2+</li></ul><h2 
id=3-preparation>3 Preparation</h2><ol><li><p>Start the HugeGraph database, you 
can run it via <a 
href=https://hub.docker.com/r/hugegraph/hugegraph>Docker</a>/<a 
href=https://hugegra [...]
+with large models, integration with graph machine learning components, etc., 
to provide comprehensive support for developers to use HugeGraph&rsquo;s AI 
capabilities in projects.</p><h2 id=2-environment-requirements>2 Environment 
Requirements</h2><ul><li>python 3.10+</li><li>hugegraph-server 
1.2+</li></ul><h2 id=3-preparation>3 Preparation</h2><ol><li><p>Start the 
HugeGraph database, you can run it via <a 
href=https://hub.docker.com/r/hugegraph/hugegraph>Docker</a>/<a 
href=https://hugegr [...]
 </span></span></code></pre></div></li><li><p>Install <a 
href=../hugegraph-python-client>hugegraph-python-client</a> and <a 
href=src/hugegraph_llm>hugegraph_llm</a></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><span 
style=color:#204a87>cd</span> ./incubator-hugegraph-ai <span 
style=color:#8f5902;font-style:italic># better to use virtualenv (source venv 
[...]
 </span></span><span style=display:flex><span>pip install 
./hugegraph-python-client
 </span></span><span style=display:flex><span>pip install -r 
./hugegraph-llm/requirements.txt
@@ -72,7 +72,7 @@ Here is a brief usage guide:</p><ol><li><strong>Extract 
Keyword</strong>: Extrac
 </span></span></code></pre></div></li><li><strong>Rerank Searched 
Result</strong>: Rerank the searched results based on the similarity between 
the question and the results.<div class=highlight><pre tabindex=0 
style=background-color:#f8f8f8;-moz-tab-size:4;-o-tab-size:4;tab-size:4><code 
class=language-python data-lang=python><span style=display:flex><span><span 
style=color:#000>graph_rag</span><span 
style=color:#ce5c00;font-weight:700>.</span><span 
style=color:#000>merge_dedup_rerank</spa [...]
 </span></span></code></pre></div></li><li><strong>Synthesize Answer</strong>: 
Summarize the results and organize the language to answer the question.<div 
class=highlight><pre tabindex=0 
style=background-color:#f8f8f8;-moz-tab-size:4;-o-tab-size:4;tab-size:4><code 
class=language-python data-lang=python><span style=display:flex><span><span 
style=color:#000>graph_rag</span><span 
style=color:#ce5c00;font-weight:700>.</span><span 
style=color:#000>synthesize_answer</span><span style=color:#000 [...]
 </span></span></code></pre></div></li><li><strong>Run</strong>: The 
<code>run</code> method is used to execute the above operations.<div 
class=highlight><pre tabindex=0 
style=background-color:#f8f8f8;-moz-tab-size:4;-o-tab-size:4;tab-size:4><code 
class=language-python data-lang=python><span style=display:flex><span><span 
style=color:#000>graph_rag</span><span 
style=color:#ce5c00;font-weight:700>.</span><span 
style=color:#000>run</span><span style=color:#000;font-weight:700>(</span><span 
 [...]
-</span></span></code></pre></div></li></ol><div class="text-muted mt-5 pt-3 
border-top">Last modified December 13, 2024: <a 
href=https://github.com/apache/incubator-hugegraph-doc/commit/5e7803ce9385b69df4f91846c0ef4049926425cc>chore:
 update version to 1.5.0 (#385) 
(5e7803ce)</a></div></div></main></div></div><footer class="bg-dark py-3 row 
d-print-none"><div class=footer-container><div class="row bg-dark"><div 
class=col-1></div><div class="col-4 text-center container-center"><div class=f 
[...]
+</span></span></code></pre></div></li></ol><div class="text-muted mt-5 pt-3 
border-top">Last modified June 4, 2025: <a 
href=https://github.com/apache/incubator-hugegraph-doc/commit/53532bdca00b274f974bdd2dbfe10717190585c1>sync:
 update hugegraph-ai.md (#405) 
(53532bdc)</a></div></div></main></div></div><footer class="bg-dark py-3 row 
d-print-none"><div class=footer-container><div class="row bg-dark"><div 
class=col-1></div><div class="col-4 text-center container-center"><div 
class=footer-r [...]
 <script src=/js/bootstrap.min.js></script>
 <script src=/js/tabpane-persist.js></script>
 <script 
src=/js/main.min.aa9f4c5dae6a98b2c46277f4c56f1673a2b000d1756ce4ffae93784cab25e6d5.js
 integrity="sha256-qp9MXa5qmLLEYnf0xW8Wc6KwANF1bOT/rpN4TKsl5tU=" 
crossorigin=anonymous></script>
diff --git a/docs/quickstart/index.xml b/docs/quickstart/index.xml
index 474504c2..a9643be1 100644
--- a/docs/quickstart/index.xml
+++ b/docs/quickstart/index.xml
@@ -2438,7 +2438,7 @@ You can use &lt;a 
href="/cn/docs/clients/hugegraph-client">Client-API&lt;/a> to
 with large models, integration with graph machine learning components, etc., 
to provide comprehensive support for developers to use HugeGraph&amp;rsquo;s AI 
capabilities in projects.&lt;/p>
 &lt;h2 id="2-environment-requirements">2 Environment Requirements&lt;/h2>
 &lt;ul>
-&lt;li>python 3.9+&lt;/li>
+&lt;li>python 3.10+&lt;/li>
 &lt;li>hugegraph-server 1.2+&lt;/li>
 &lt;/ul>
 &lt;h2 id="3-preparation">3 Preparation&lt;/h2>
diff --git a/en/sitemap.xml b/en/sitemap.xml
index a2620b81..563b020e 100644
--- a/en/sitemap.xml
+++ b/en/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>/docs/guides/architectural/</loc><lastmod>2023-06-25T21:06:07+08:00</lastmod><xhtml:link
 rel="alternate" hreflang="cn" 
href="/cn/docs/guides/architectural/"/><xhtml:link rel="alternate" 
hreflang="en" 
href="/docs/guides/architectural/"/></url><url><loc>/docs/config/config-guide/</loc><lastmod>2024-11-01T16:27:00+08:00</last
 [...]
\ 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>/docs/guides/architectural/</loc><lastmod>2023-06-25T21:06:07+08:00</lastmod><xhtml:link
 rel="alternate" hreflang="cn" 
href="/cn/docs/guides/architectural/"/><xhtml:link rel="alternate" 
hreflang="en" 
href="/docs/guides/architectural/"/></url><url><loc>/docs/config/config-guide/</loc><lastmod>2024-11-01T16:27:00+08:00</last
 [...]
\ No newline at end of file
diff --git a/sitemap.xml b/sitemap.xml
index b57a35d9..3dd7c1bc 100644
--- a/sitemap.xml
+++ b/sitemap.xml
@@ -1 +1 @@
-<?xml version="1.0" encoding="utf-8" standalone="yes"?><sitemapindex 
xmlns="http://www.sitemaps.org/schemas/sitemap/0.9";><sitemap><loc>/en/sitemap.xml</loc><lastmod>2025-03-10T01:37:22-05:00</lastmod></sitemap><sitemap><loc>/cn/sitemap.xml</loc><lastmod>2025-06-04T21:36:29+08:00</lastmod></sitemap></sitemapindex>
\ No newline at end of file
+<?xml version="1.0" encoding="utf-8" standalone="yes"?><sitemapindex 
xmlns="http://www.sitemaps.org/schemas/sitemap/0.9";><sitemap><loc>/en/sitemap.xml</loc><lastmod>2025-06-04T21:37:03+08:00</lastmod></sitemap><sitemap><loc>/cn/sitemap.xml</loc><lastmod>2025-06-04T21:36:29+08:00</lastmod></sitemap></sitemapindex>
\ No newline at end of file

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