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Posted to commits@hugegraph.apache.org by vg...@apache.org on 2026/05/05 14:20:41 UTC
(hugegraph-doc) branch asf-staging updated: Publish static image cleanup

This is an automated email from the ASF dual-hosted git repository.

VGalaxies pushed a commit to branch asf-staging
in repository https://gitbox.apache.org/repos/asf/hugegraph-doc.git


The following commit(s) were added to refs/heads/asf-staging by this push:
     new b7a4fa72 Publish static image cleanup
b7a4fa72 is described below

commit b7a4fa724c63bd7532b753354baa0be60835ffb8
Author: VGalaxies <vg...@apache.org>
AuthorDate: Tue May 5 14:20:29 2026 +0000

    Publish static image cleanup
---
 404.html                                               |   2 +-
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 blog/images/images-server/agentic-background-cn.png    | Bin 0 -> 63520 bytes
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 download/index.html                                    |   2 +-
 index.html                                             |   2 +-
 206 files changed, 217 insertions(+), 217 deletions(-)

diff --git a/404.html b/404.html
index 5a8833b2..a53eadb3 100644
--- a/404.html
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@@ -16,7 +16,7 @@
 
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new file mode 100644
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diff --git a/assets/js/runtime~main.51254725.js b/assets/js/runtime~main.ee1111d7.js
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-(()=>{"use strict";var a,e,f,c,b,d={},t={};function r(a){var e=t[a];if(void 0!==e)return e.exports;var f=t[a]={exports:{}};return d[a].call(f.exports,f,f.exports,r),f.exports}r.m=d,a=[],r.O=(e,f,c,b)=>{if(!f){var d=1/0;for(i=0;i<a.length;i++){for(var[f,c,b]=a[i],t=!0,o=0;o<f.length;o++)(!1&b||d>=b)&&Object.keys(r.O).every(a=>r.O[a](f[o]))?f.splice(o--,1):(t=!1,b<d&&(d=b));if(t){a.splice(i--,1);var n=c();void 0!==n&&(e=n)}}return e}b=b||0;for(var i=a.length;i>0&&a[i-1][2]>b;i--)a[i]=a[i-1 [...]
\ No newline at end of file
+(()=>{"use strict";var a,e,f,c,b,d={},t={};function r(a){var e=t[a];if(void 0!==e)return e.exports;var f=t[a]={exports:{}};return d[a].call(f.exports,f,f.exports,r),f.exports}r.m=d,a=[],r.O=(e,f,c,b)=>{if(!f){var d=1/0;for(i=0;i<a.length;i++){for(var[f,c,b]=a[i],t=!0,o=0;o<f.length;o++)(!1&b||d>=b)&&Object.keys(r.O).every(a=>r.O[a](f[o]))?f.splice(o--,1):(t=!1,b<d&&(d=b));if(t){a.splice(i--,1);var n=c();void 0!==n&&(e=n)}}return e}b=b||0;for(var i=a.length;i>0&&a[i-1][2]>b;i--)a[i]=a[i-1 [...]
\ No newline at end of file
diff --git a/blog/2025/09/30/toplingdb-yaml-configuration-file/index.html b/blog/2025/09/30/toplingdb-yaml-configuration-file/index.html
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-<script src="/assets/js/runtime~main.51254725.js" defer="defer"></script>
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diff --git a/blog/2025/10/09/toplingdb-quick-start/index.html b/blog/2025/10/09/toplingdb-quick-start/index.html
index d62d976f..e1aefac3 100644
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+++ b/blog/2025/10/09/toplingdb-quick-start/index.html
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-<script src="/assets/js/runtime~main.51254725.js" defer="defer"></script>
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diff --git a/blog/2025/10/29/agentic-graphrag/index.html b/blog/2025/10/29/agentic-graphrag/index.html
index 2f2805c7..02becb76 100644
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-<script src="/assets/js/runtime~main.51254725.js" defer="defer"></script>
+<script src="/assets/js/runtime~main.ee1111d7.js" defer="defer"></script>
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diff --git a/blog/archive/index.html b/blog/archive/index.html
index ff101419..a355e6eb 100644
--- a/blog/archive/index.html
+++ b/blog/archive/index.html
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-<script src="/assets/js/runtime~main.51254725.js" defer="defer"></script>
+<script src="/assets/js/runtime~main.ee1111d7.js" defer="defer"></script>
 <script src="/assets/js/main.1fc5d235.js" defer="defer"></script>
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 <body>
diff --git a/blog/images/images-server/agentic-background-cn.png b/blog/images/images-server/agentic-background-cn.png
new file mode 100644
index 00000000..d625cbc3
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diff --git a/blog/index.html b/blog/index.html
index 95496a82..71bff97b 100644
--- a/blog/index.html
+++ b/blog/index.html
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-<script src="/assets/js/runtime~main.51254725.js" defer="defer"></script>
+<script src="/assets/js/runtime~main.ee1111d7.js" defer="defer"></script>
 <script src="/assets/js/main.1fc5d235.js" defer="defer"></script>
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diff --git a/cn/blog/2025/09/30/toplingdb-yaml-configuration-file/index.html b/cn/blog/2025/09/30/toplingdb-yaml-configuration-file/index.html
index 85df4f7c..113ab7fb 100644
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+++ b/cn/blog/2025/09/30/toplingdb-yaml-configuration-file/index.html
@@ -16,7 +16,7 @@
 
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-<script src="/assets/js/runtime~main.51254725.js" defer="defer"></script>
+<script src="/assets/js/runtime~main.ee1111d7.js" defer="defer"></script>
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diff --git a/cn/blog/2025/10/09/toplingdb-quick-start/index.html b/cn/blog/2025/10/09/toplingdb-quick-start/index.html
index 31a4c6fe..e58fd0aa 100644
--- a/cn/blog/2025/10/09/toplingdb-quick-start/index.html
+++ b/cn/blog/2025/10/09/toplingdb-quick-start/index.html
@@ -16,7 +16,7 @@
 
 <link rel="alternate" type="application/rss+xml" href="/cn/blog/rss.xml" title="Apache HugeGraph RSS Feed">
 <link rel="alternate" type="application/atom+xml" href="/cn/blog/atom.xml" title="Apache HugeGraph Atom Feed"><link rel="stylesheet" href="/assets/css/styles.7b8cbe21.css">
-<script src="/assets/js/runtime~main.51254725.js" defer="defer"></script>
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 <script src="/assets/js/main.1fc5d235.js" defer="defer"></script>
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 <body>
diff --git a/cn/blog/2025/10/29/agentic-graphrag/index.html b/cn/blog/2025/10/29/agentic-graphrag/index.html
index 9ddfd1b6..fa5a8d98 100644
--- a/cn/blog/2025/10/29/agentic-graphrag/index.html
+++ b/cn/blog/2025/10/29/agentic-graphrag/index.html
@@ -16,7 +16,7 @@
 
 <link rel="alternate" type="application/rss+xml" href="/cn/blog/rss.xml" title="Apache HugeGraph RSS Feed">
 <link rel="alternate" type="application/atom+xml" href="/cn/blog/atom.xml" title="Apache HugeGraph Atom Feed"><link rel="stylesheet" href="/assets/css/styles.7b8cbe21.css">
-<script src="/assets/js/runtime~main.51254725.js" defer="defer"></script>
+<script src="/assets/js/runtime~main.ee1111d7.js" defer="defer"></script>
 <script src="/assets/js/main.1fc5d235.js" defer="defer"></script>
 </head>
 <body>
@@ -38,7 +38,7 @@
 <li class="">Online: 当GraphRAG系统接收到用户问题时，根据图数据库捕捉到的语料库中不同实体之间的关联关系，我们可以从图数据库中抓取到上面的三句话（具体图数据库索引可能如下图所示）</li>
 </ol>
 <div style="text-align:center">
-  <img decoding="async" loading="lazy" src="/blog/images/images-server/agentic-background.png" alt="image" width="400" class="img_ev3q">
+  <img decoding="async" loading="lazy" src="/blog/images/images-server/agentic-background-cn.png" alt="image" width="400" class="img_ev3q">
 </div>
 <p>但是GraphRAG本身也存在几个问题：</p>
 <ol>
@@ -56,7 +56,7 @@
 <p>由于Operator的实现需要遵循下面的接口:</p>
 <div class="language-python codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#bfc7d5;--prism-background-color:#292d3e"><div class="codeBlockContent_QJqH"><pre tabindex="0" class="prism-code language-python codeBlock_bY9V thin-scrollbar" style="color:#bfc7d5;background-color:#292d3e"><code class="codeBlockLines_e6Vv"><div class="token-line" style="color:#bfc7d5"><span class="token keyword" style="font-style:italic">class</span><span class="token plain"> </span><span class="t [...]
 <p>Operator在实际运行时接受字典类型的context对象作为输入，返回的对象也是一个字典，可以用来作为下一个Operator的输入，这样的设计有一个很高明的地方——他将不同的Operator之间的依赖关系和Operator本身的具体实现解耦了，每个Operator是一个相对独立的存在，如果Operator A需要依赖Operator B的输出，那么只需要检查context对象中是否存有Operator B的输出即可。这是一种低耦合的设计。好处是我们能很方便地将不同的Operator自由组合。根据不同的用户输入组装（配置）合适Workflow Serving用户请求，那不正是我们在项目背景中提到的Agentic GraphRAG的目的所在吗？</p>
-<div class="language-text codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#bfc7d5;--prism-background-color:#292d3e"><div class="codeBlockContent_QJqH"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar" style="color:#bfc7d5;background-color:#292d3e"><code class="codeBlockLines_e6Vv"><div class="token-line" style="color:#bfc7d5"><span class="token plain">👉🏼 理论上现有设计已经可以正常过渡到Agentic GraphRAG，但是现有设计存在诸多悬而未决的问题：</span><br></div><div class="token-lin [...]
+<div class="language-text codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#bfc7d5;--prism-background-color:#292d3e"><div class="codeBlockContent_QJqH"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar" style="color:#bfc7d5;background-color:#292d3e"><code class="codeBlockLines_e6Vv"><div class="token-line" style="color:#bfc7d5"><span class="token plain">👉🏼 理论上现有设计已经可以正常过渡到Agentic GraphRAG，但是现有设计存在诸多悬而未决的问题：</span><br></div><div class="token-lin [...]
 <h1>打破链式束缚，拥抱全新架构</h1>
 <p>之前的调度器给我们的启发是Operator粒度的解耦是一个不错的设计理念，但是调度器本身能力有限，限制了Workflow的能力。因此我们计划替换项目中的调度器！经过对几种不同的Workflow编排框架进行简单的调研之后，我们认为下面几个特性是我们筛选调度器的标准。（下面我们统一将框架编排对象称为Workflow，Workflow由一系列Task组成）</p>
 <ol>
@@ -153,7 +153,7 @@
 <h3 class="anchor anchorTargetStickyNavbar_Vzrq" id="抽象设计是否合理">抽象设计是否合理？<a href="#抽象设计是否合理" class="hash-link" aria-label="Direct link to 抽象设计是否合理？" title="Direct link to 抽象设计是否合理？" translate="no"></a></h3>
 <p>所以我们开始考察那个被我们称之为Workflow的抽象，在上一个设计中，它是由一系列Operator组成的链表。这样的设计否定了并行的可能，那么如果我们说Workflow是一系列Operator组成的DAG图是否合理呢？</p>
 <p>直观来说这样的定义很合理，但是实际实践下来，我们发现Workflow中的每个节点（后面我们称之为Node）和Operator一一对应却不是一个好的设计，因为我们需要在不同的请求之间复用Workflow（这样可以节省Workflow构造过程中不可避免的资源创建以及一些DAG图校验带来的性能开销）。</p>
-<p>举个例子，向量相似度查询是一个很常见的RAG流程，但是根据不同底层向量数据库暴露的接口不同，我们可能需要提供FaissVectorSearch、VectraVectorSearch等多种目的相同但是具体实现不同的Operator。如果我们将Operator和Workflow中的Node等同，那么我们对于Workflow的复用机会将大大减少，因为使用Faiss进行搜索和使用Vectra进行搜索的Workflow将会是不同的Workflow，但是如果我们将功能类似的向量索引Operator都封装到VectorSearchNode中，那么我们是不是能够有更多的Workflow复用机会呢？在VectorSearchNode的具体实现中我们只需要根据需要调用对应的Operator即可。通过在Workflow和Operator中间加一层的方式，有下面三个好处：</p>
+<p>举个例子，向量相似度查询是一个很常见的RAG流程，但是根据不同底层向量数据库暴露的接口不同，我们可能需要提供FaissVectorSearch、VectraVectorSearch等多种目的相同但是具体实现不同的Operator。如果我们将Operator和Workflow中的Node等同，那么我们对于Workflow的复用机会将大大减少，因为使用Faiss进行搜索和使用Vectra进行搜索的Workflow将会是不同的Workflow，但是如果我们将功能类似的向量索引Operator都封装到VectorSearchNode中，那么我们是不是能够有更多的Workflow复用机会呢？在VectorSearchNode的具体实现中我们只需要根据需要调用对应的Operator即可。通过在Workflow和Operator中间加一层的方式，有下面三个好处：</p>
 <ol>
 <li class="">新增新的Operator，我们只需要修改对应Node的具体实现即可，不需要修改上层Workflow的逻辑。Operator对Node负责，Node对Workflow负责，很好地实现了职能分离。</li>
 <li class="">拥有更多的Workflow复用的机会。</li>
@@ -247,7 +247,7 @@
 </ol>
 <p>最后，我想说，技术上的探索固然重要，但这段旅程中最宝贵的财富，是与优秀的同行者共事的经历以及从中获得的成长与感悟。这才是推动我们不断前行的真正动力。</p>
 <h1>结语</h1>
-<p>在 HugeGraph-AI 的重构与革新过程中，AI工具的引入大大提升了开发效率，但最终的决策和取舍，仍然需要严谨的思考，Talk is not cheap, thinking is necessary。每当遇到新的技术难题，我们总能提出多种解决方案，而真正的考验在于如何在它们之间进行权衡 (trade-off)。技术世界并非非黑即白，不同的架构选择、方案取舍，往往对应着不同的目标用户与应用场景。我们对 CGraph 的选择，正是这一理念的最佳实践。它并非业界首个图调度框架，但在性能、灵活性与开发成本等诸多维度的考量中，它为我们提供了最契合当前需求的平衡点——在这条充满权衡的道路上，它离我们最近。</p>
+<p>在 HugeGraph-AI 的重构与革新过程中，AI工具的引入大大提升了开发效率，但最终的决策和取舍，仍然需要严谨的思考，Talk is not cheap, thinking is necessary。每当遇到新的技术难题，我们总能提出多种解决方案，而真正的考验在于如何在它们之间进行权衡 (trade-off)。技术世界并非非黑即白，不同的架构选择、方案取舍，往往对应着不同的目标用户与应用场景。我们对 CGraph 的选择，正是这一理念的最佳实践。它并非业界首个图调度框架，但在性能、灵活性与开发成本等诸多维度的考量中，它为我们提供了最契合当前需求的平衡点——在这条充满权衡的道路上，它离我们最近。</p>
 <p>这也让我们更加坚信：一个产品或技术最终被选择，往往不只因其理念的先进，更在于它能否在复杂的现实约束下，为特定问题提供最务实的解法。</p>
 <p>项目暂告一段落，由衷感谢每一位并肩作战的伙伴！这段经历因你们而精彩。</p></div><footer class="docusaurus-mt-lg"><div class="row margin-top--sm theme-blog-footer-edit-meta-row"><div class="col noPrint_WFHX"><a href="https://github.com/apache/hugegraph-doc/edit/master/content/cn/blog/hugegraph-ai/agentic_graphrag.md" target="_blank" rel="noopener noreferrer" class="theme-edit-this-page"><svg fill="currentColor" height="20" width="20" viewBox="0 0 40 40" class="iconEdit_Z9Sw" aria-hidden="true"><g><path d="m34.5 11.7l-3 3 [...]
 </body>
diff --git a/cn/blog/archive/index.html b/cn/blog/archive/index.html
index a5d1139c..8febd1d1 100644
--- a/cn/blog/archive/index.html
+++ b/cn/blog/archive/index.html
@@ -16,7 +16,7 @@
 
 <link rel="alternate" type="application/rss+xml" href="/cn/blog/rss.xml" title="Apache HugeGraph RSS Feed">
 <link rel="alternate" type="application/atom+xml" href="/cn/blog/atom.xml" title="Apache HugeGraph Atom Feed"><link rel="stylesheet" href="/assets/css/styles.7b8cbe21.css">
-<script src="/assets/js/runtime~main.51254725.js" defer="defer"></script>
+<script src="/assets/js/runtime~main.ee1111d7.js" defer="defer"></script>
 <script src="/assets/js/main.1fc5d235.js" defer="defer"></script>
 </head>
 <body>
diff --git a/cn/blog/atom.xml b/cn/blog/atom.xml
index 730b4f4f..9a2a6fbc 100644
--- a/cn/blog/atom.xml
+++ b/cn/blog/atom.xml
@@ -28,7 +28,7 @@
 <li class="">Online: 当GraphRAG系统接收到用户问题时，根据图数据库捕捉到的语料库中不同实体之间的关联关系，我们可以从图数据库中抓取到上面的三句话（具体图数据库索引可能如下图所示）</li>
 </ol>
 <div style="text-align:center">
-  <img decoding="async" loading="lazy" src="https://hugegraph.apache.org/blog/images/images-server/agentic-background.png" alt="image" width="400" class="img_ev3q">
+  <img decoding="async" loading="lazy" src="https://hugegraph.apache.org/blog/images/images-server/agentic-background-cn.png" alt="image" width="400" class="img_ev3q">
 </div>
 <p>但是GraphRAG本身也存在几个问题：</p>
 <ol>
diff --git a/cn/blog/index.html b/cn/blog/index.html
index 0b72c8cb..2aa0fa96 100644
--- a/cn/blog/index.html
+++ b/cn/blog/index.html
@@ -16,7 +16,7 @@
 
 <link rel="alternate" type="application/rss+xml" href="/cn/blog/rss.xml" title="Apache HugeGraph RSS Feed">
 <link rel="alternate" type="application/atom+xml" href="/cn/blog/atom.xml" title="Apache HugeGraph Atom Feed"><link rel="stylesheet" href="/assets/css/styles.7b8cbe21.css">
-<script src="/assets/js/runtime~main.51254725.js" defer="defer"></script>
+<script src="/assets/js/runtime~main.ee1111d7.js" defer="defer"></script>
 <script src="/assets/js/main.1fc5d235.js" defer="defer"></script>
 </head>
 <body>
@@ -38,7 +38,7 @@
 <li class="">Online: 当GraphRAG系统接收到用户问题时，根据图数据库捕捉到的语料库中不同实体之间的关联关系，我们可以从图数据库中抓取到上面的三句话（具体图数据库索引可能如下图所示）</li>
 </ol>
 <div style="text-align:center">
-  <img decoding="async" loading="lazy" src="/blog/images/images-server/agentic-background.png" alt="image" width="400" class="img_ev3q">
+  <img decoding="async" loading="lazy" src="/blog/images/images-server/agentic-background-cn.png" alt="image" width="400" class="img_ev3q">
 </div>
 <p>但是GraphRAG本身也存在几个问题：</p>
 <ol>
@@ -56,7 +56,7 @@
 <p>由于Operator的实现需要遵循下面的接口:</p>
 <div class="language-python codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#bfc7d5;--prism-background-color:#292d3e"><div class="codeBlockContent_QJqH"><pre tabindex="0" class="prism-code language-python codeBlock_bY9V thin-scrollbar" style="color:#bfc7d5;background-color:#292d3e"><code class="codeBlockLines_e6Vv"><div class="token-line" style="color:#bfc7d5"><span class="token keyword" style="font-style:italic">class</span><span class="token plain"> </span><span class="t [...]
 <p>Operator在实际运行时接受字典类型的context对象作为输入，返回的对象也是一个字典，可以用来作为下一个Operator的输入，这样的设计有一个很高明的地方——他将不同的Operator之间的依赖关系和Operator本身的具体实现解耦了，每个Operator是一个相对独立的存在，如果Operator A需要依赖Operator B的输出，那么只需要检查context对象中是否存有Operator B的输出即可。这是一种低耦合的设计。好处是我们能很方便地将不同的Operator自由组合。根据不同的用户输入组装（配置）合适Workflow Serving用户请求，那不正是我们在项目背景中提到的Agentic GraphRAG的目的所在吗？</p>
-<div class="language-text codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#bfc7d5;--prism-background-color:#292d3e"><div class="codeBlockContent_QJqH"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar" style="color:#bfc7d5;background-color:#292d3e"><code class="codeBlockLines_e6Vv"><div class="token-line" style="color:#bfc7d5"><span class="token plain">👉🏼 理论上现有设计已经可以正常过渡到Agentic GraphRAG，但是现有设计存在诸多悬而未决的问题：</span><br></div><div class="token-lin [...]
+<div class="language-text codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#bfc7d5;--prism-background-color:#292d3e"><div class="codeBlockContent_QJqH"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar" style="color:#bfc7d5;background-color:#292d3e"><code class="codeBlockLines_e6Vv"><div class="token-line" style="color:#bfc7d5"><span class="token plain">👉🏼 理论上现有设计已经可以正常过渡到Agentic GraphRAG，但是现有设计存在诸多悬而未决的问题：</span><br></div><div class="token-lin [...]
 <h1>打破链式束缚，拥抱全新架构</h1>
 <p>之前的调度器给我们的启发是Operator粒度的解耦是一个不错的设计理念，但是调度器本身能力有限，限制了Workflow的能力。因此我们计划替换项目中的调度器！经过对几种不同的Workflow编排框架进行简单的调研之后，我们认为下面几个特性是我们筛选调度器的标准。（下面我们统一将框架编排对象称为Workflow，Workflow由一系列Task组成）</p>
 <ol>
@@ -149,7 +149,7 @@
   <img decoding="async" loading="lazy" src="/blog/images/images-server/agentic-frame.png" alt="image" width="800" class="img_ev3q">
 </div>
 <h2 class="anchor anchorTargetStickyNavbar_Vzrq" id="架构设计">架构设计<a href="#架构设计" class="hash-link" aria-label="Direct link to 架构设计" title="Direct link to 架构设计" translate="no"></a></h2>
-<p>起初，我们的目标很纯粹：基于CGraph，打造一个属于我们自己的调度器。然而深入思考之后，我们发现：一个好的调度器，<strong>源于对调度对象的深刻理解</strong>（是时候拷问自己了🤣）。就像CPU调度器和GPU调度器由于其调度对象以及生态定位的不同也会采取不同调度策略。</p>
+<p>起初，我们的目标很纯粹：基于CGraph，打造一个属于我们自己的调度器。然而深入思考之后，我们发现：一个好的调度器，<strong>源于对调度对象的深刻理解</strong>（是时候拷问自己了🤣）。就像CPU调度器和GPU调度器由于其调度对象以及生态定位的不同也会采取不同调度策略。</p>
 <h3 class="anchor anchorTargetStickyNavbar_Vzrq" id="抽象设计是否合理">抽象设计是否合理？<a href="#抽象设计是否合理" class="hash-link" aria-label="Direct link to 抽象设计是否合理？" title="Direct link to 抽象设计是否合理？" translate="no"></a></h3>
 <p>所以我们开始考察那个被我们称之为Workflow的抽象，在上一个设计中，它是由一系列Operator组成的链表。这样的设计否定了并行的可能，那么如果我们说Workflow是一系列Operator组成的DAG图是否合理呢？</p>
 <p>直观来说这样的定义很合理，但是实际实践下来，我们发现Workflow中的每个节点（后面我们称之为Node）和Operator一一对应却不是一个好的设计，因为我们需要在不同的请求之间复用Workflow（这样可以节省Workflow构造过程中不可避免的资源创建以及一些DAG图校验带来的性能开销）。</p>
@@ -175,7 +175,7 @@
 <p>我们利用 CGraph 框架提供的 <code>GParam</code>（全局参数）抽象来实现精细化的状态隔离：</p>
 <ol>
 <li class=""><strong>分离上下文</strong>: 我们为WorkflowInput和WorkflowState定义两个独立的 <code>GParam</code> 上下文。</li>
-<li class=""><strong>注入生命周期钩子</strong>: 我们在工作流的执行逻辑外层进行封装，实现以下自动化清理机制：
+<li class=""><strong>注入生命周期钩子</strong>: 我们在工作流的执行逻辑外层进行封装，实现以下自动化清理机制：
 <ul>
 <li class=""><strong>执行前 (Pre-execution Hook)</strong>: 自动重置（reset）WorkflowState上下文，确保每次执行都在一个“干净的画布”上开始。</li>
 <li class=""><strong>执行后 (Post-execution Hook)</strong>: 自动清理（clear）WorkflowInput上下文，防止其数据泄露到下一次调用。</li>
@@ -187,7 +187,7 @@
   <img decoding="async" loading="lazy" src="/blog/images/images-server/agentic-lifeline.svg" alt="image" width="1000" class="img_ev3q">
 </div>
 <div class="language-python codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#bfc7d5;--prism-background-color:#292d3e"><div class="codeBlockContent_QJqH"><pre tabindex="0" class="prism-code language-python codeBlock_bY9V thin-scrollbar" style="color:#bfc7d5;background-color:#292d3e"><code class="codeBlockLines_e6Vv"><div class="token-line" style="color:#bfc7d5"><span class="token keyword" style="font-style:italic">class</span><span class="token plain"> </span><span class="t [...]
-<p>那么回到Node抽象本身，Node本身是对某个功能的抽象，其底层可能对应着多种不同的抽象。我们大致需要考虑下面几个问题：</p>
+<p>那么回到Node抽象本身，Node本身是对某个功能的抽象，其底层可能对应着多种不同的抽象。我们大致需要考虑下面几个问题：</p>
 <ol>
 <li class="">如何将Node层和Operator层尽可能解耦</li>
 <li class="">Node本身是可以并行的，而Workflow内部存在共享数据，那么如何解决可能存在的并发问题</li>
@@ -199,7 +199,7 @@
 <p>在新的调度器体系中，Workflow 对象的实例化与销毁是一项不可忽视的资源开销。为了最大限度地降低延迟、减少内存抖动，我们引入了 Workflow Pool 机制，旨在实现 Workflow 实例的高效复用。
 我们充分利用了 CGraph 框架底层提供的 Pool 抽象，并将其应用于 Workflow 的生命周期管理。其核心机制如下：</p>
 <ul>
-<li class=""><strong>分类池化</strong>: 系统为<strong>每种类型</strong>的 Workflow 维护一个专属的、独立的 Workflow Pool。这确保了请求只会被分发给结构完全相同的 Workflow 实例。</li>
+<li class=""><strong>分类池化</strong>: 系统为<strong>每种类型</strong>的 Workflow 维护一个专属的、独立的 Workflow Pool。这确保了请求只会被分发给结构完全相同的 Workflow 实例。</li>
 <li class=""><strong>按需获取与动态扩容</strong>: 当一个新请求到达时，调度器的执行逻辑遵循以下策略：
 <ol>
 <li class=""><strong>查询（Pool Hit）</strong>: 首先，调度器会尝试从对应类型的 Workflow Pool 中获取一个空闲的 Workflow 实例。如果成功，则立即使用该实例处理请求，实现了零开销复用。</li>
@@ -208,7 +208,7 @@
 </li>
 <li class=""><strong>自动归还</strong>: 无论是从池中获取的实例还是新创建的实例，在完成请求处理后，都将被<strong>自动归还</strong>到其所属的 Workflow Pool 中，等待下一次调度。</li>
 </ul>
-<div class="language-text codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#bfc7d5;--prism-background-color:#292d3e"><div class="codeBlockContent_QJqH"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar" style="color:#bfc7d5;background-color:#292d3e"><code class="codeBlockLines_e6Vv"><div class="token-line" style="color:#bfc7d5"><span class="token plain">🤔 当前版本的 Scheduler 实现了其最核心的职责，为整个系统提供了一个稳定且高效的调度基座。其主要特性包括：</span><br></div><div class="token [...]
+<div class="language-text codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#bfc7d5;--prism-background-color:#292d3e"><div class="codeBlockContent_QJqH"><pre tabindex="0" class="prism-code language-text codeBlock_bY9V thin-scrollbar" style="color:#bfc7d5;background-color:#292d3e"><code class="codeBlockLines_e6Vv"><div class="token-line" style="color:#bfc7d5"><span class="token plain">🤔 当前版本的 Scheduler 实现了其最核心的职责，为整个系统提供了一个稳定且高效的调度基座。其主要特性包括：</span><br></div><div class="token [...]
 <p>现在我们可以得到整个项目的整体架构图</p>
 <div style="text-align:center">
   <img decoding="async" loading="lazy" src="/blog/images/images-server/agentic-scheduler.png" alt="image" width="600" class="img_ev3q">
diff --git a/cn/blog/rss.xml b/cn/blog/rss.xml
index dbd62588..dd46f612 100644
--- a/cn/blog/rss.xml
+++ b/cn/blog/rss.xml
@@ -29,7 +29,7 @@
 <li class="">Online: 当GraphRAG系统接收到用户问题时，根据图数据库捕捉到的语料库中不同实体之间的关联关系，我们可以从图数据库中抓取到上面的三句话（具体图数据库索引可能如下图所示）</li>
 </ol>
 <div style="text-align:center">
-  <img decoding="async" loading="lazy" src="https://hugegraph.apache.org/blog/images/images-server/agentic-background.png" alt="image" width="400" class="img_ev3q">
+  <img decoding="async" loading="lazy" src="https://hugegraph.apache.org/blog/images/images-server/agentic-background-cn.png" alt="image" width="400" class="img_ev3q">
 </div>
 <p>但是GraphRAG本身也存在几个问题：</p>
 <ol>
diff --git a/cn/community/contribution-guidelines/cla/index.html b/cn/community/contribution-guidelines/cla/index.html
index 3df2ff64..b107157b 100644
--- a/cn/community/contribution-guidelines/cla/index.html
+++ b/cn/community/contribution-guidelines/cla/index.html
@@ -16,7 +16,7 @@
 
 <link rel="alternate" type="application/rss+xml" href="/cn/blog/rss.xml" title="Apache HugeGraph RSS Feed">
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-<script src="/assets/js/runtime~main.51254725.js" defer="defer"></script>
+<script src="/assets/js/runtime~main.ee1111d7.js" defer="defer"></script>
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diff --git a/cn/community/contribution-guidelines/committer-guidelines/index.html b/cn/community/contribution-guidelines/committer-guidelines/index.html
index 9d70fe96..bf89f15d 100644
--- a/cn/community/contribution-guidelines/committer-guidelines/index.html
+++ b/cn/community/contribution-guidelines/committer-guidelines/index.html
@@ -16,7 +16,7 @@
 
 <link rel="alternate" type="application/rss+xml" href="/cn/blog/rss.xml" title="Apache HugeGraph RSS Feed">
 <link rel="alternate" type="application/atom+xml" href="/cn/blog/atom.xml" title="Apache HugeGraph Atom Feed"><link rel="stylesheet" href="/assets/css/styles.7b8cbe21.css">
-<script src="/assets/js/runtime~main.51254725.js" defer="defer"></script>
+<script src="/assets/js/runtime~main.ee1111d7.js" defer="defer"></script>
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diff --git a/cn/community/contribution-guidelines/contribute/index.html b/cn/community/contribution-guidelines/contribute/index.html
index 684efff7..7de70027 100644
--- a/cn/community/contribution-guidelines/contribute/index.html
+++ b/cn/community/contribution-guidelines/contribute/index.html
@@ -16,7 +16,7 @@
 
 <link rel="alternate" type="application/rss+xml" href="/cn/blog/rss.xml" title="Apache HugeGraph RSS Feed">
 <link rel="alternate" type="application/atom+xml" href="/cn/blog/atom.xml" title="Apache HugeGraph Atom Feed"><link rel="stylesheet" href="/assets/css/styles.7b8cbe21.css">
-<script src="/assets/js/runtime~main.51254725.js" defer="defer"></script>
+<script src="/assets/js/runtime~main.ee1111d7.js" defer="defer"></script>
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diff --git a/cn/community/contribution-guidelines/hugegraph-server-idea-setup/index.html b/cn/community/contribution-guidelines/hugegraph-server-idea-setup/index.html
index 08c31f92..2febd895 100644
--- a/cn/community/contribution-guidelines/hugegraph-server-idea-setup/index.html
+++ b/cn/community/contribution-guidelines/hugegraph-server-idea-setup/index.html
@@ -16,7 +16,7 @@
 
 <link rel="alternate" type="application/rss+xml" href="/cn/blog/rss.xml" title="Apache HugeGraph RSS Feed">
 <link rel="alternate" type="application/atom+xml" href="/cn/blog/atom.xml" title="Apache HugeGraph Atom Feed"><link rel="stylesheet" href="/assets/css/styles.7b8cbe21.css">
-<script src="/assets/js/runtime~main.51254725.js" defer="defer"></script>
+<script src="/assets/js/runtime~main.ee1111d7.js" defer="defer"></script>
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 <body>
diff --git a/cn/community/contribution-guidelines/index.html b/cn/community/contribution-guidelines/index.html
index 0ad36e0c..782928d8 100644
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@@ -16,7 +16,7 @@
 
 <link rel="alternate" type="application/rss+xml" href="/cn/blog/rss.xml" title="Apache HugeGraph RSS Feed">
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-<script src="/assets/js/runtime~main.51254725.js" defer="defer"></script>
+<script src="/assets/js/runtime~main.ee1111d7.js" defer="defer"></script>
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 <body>
diff --git a/cn/community/contribution-guidelines/subscribe/index.html b/cn/community/contribution-guidelines/subscribe/index.html
index afeab58f..e6e494e6 100644
--- a/cn/community/contribution-guidelines/subscribe/index.html
+++ b/cn/community/contribution-guidelines/subscribe/index.html
@@ -16,7 +16,7 @@
 
 <link rel="alternate" type="application/rss+xml" href="/cn/blog/rss.xml" title="Apache HugeGraph RSS Feed">
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-<script src="/assets/js/runtime~main.51254725.js" defer="defer"></script>
+<script src="/assets/js/runtime~main.ee1111d7.js" defer="defer"></script>
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diff --git a/cn/community/contribution-guidelines/validate-release/index.html b/cn/community/contribution-guidelines/validate-release/index.html
index 90dc92c7..d9e7ef64 100644
--- a/cn/community/contribution-guidelines/validate-release/index.html
+++ b/cn/community/contribution-guidelines/validate-release/index.html
@@ -16,7 +16,7 @@
 
 <link rel="alternate" type="application/rss+xml" href="/cn/blog/rss.xml" title="Apache HugeGraph RSS Feed">
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-<script src="/assets/js/runtime~main.51254725.js" defer="defer"></script>
+<script src="/assets/js/runtime~main.ee1111d7.js" defer="defer"></script>
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 <body>
diff --git a/cn/community/index.html b/cn/community/index.html
index 7ce62e8c..3f2b8564 100644
--- a/cn/community/index.html
+++ b/cn/community/index.html
@@ -16,7 +16,7 @@
 
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-<script src="/assets/js/runtime~main.51254725.js" defer="defer"></script>
+<script src="/assets/js/runtime~main.ee1111d7.js" defer="defer"></script>
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diff --git a/cn/docs/changelog/hugegraph-0.12.0-release-notes/index.html b/cn/docs/changelog/hugegraph-0.12.0-release-notes/index.html
index 1c1f9b43..3e72c515 100644
--- a/cn/docs/changelog/hugegraph-0.12.0-release-notes/index.html
+++ b/cn/docs/changelog/hugegraph-0.12.0-release-notes/index.html
@@ -16,7 +16,7 @@
 
 <link rel="alternate" type="application/rss+xml" href="/cn/blog/rss.xml" title="Apache HugeGraph RSS Feed">
 <link rel="alternate" type="application/atom+xml" href="/cn/blog/atom.xml" title="Apache HugeGraph Atom Feed"><link rel="stylesheet" href="/assets/css/styles.7b8cbe21.css">
-<script src="/assets/js/runtime~main.51254725.js" defer="defer"></script>
+<script src="/assets/js/runtime~main.ee1111d7.js" defer="defer"></script>
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diff --git a/cn/docs/changelog/hugegraph-1.0.0-release-notes/index.html b/cn/docs/changelog/hugegraph-1.0.0-release-notes/index.html
index a8e643a1..df2783b0 100644
--- a/cn/docs/changelog/hugegraph-1.0.0-release-notes/index.html
+++ b/cn/docs/changelog/hugegraph-1.0.0-release-notes/index.html
@@ -16,7 +16,7 @@
 
 <link rel="alternate" type="application/rss+xml" href="/cn/blog/rss.xml" title="Apache HugeGraph RSS Feed">
 <link rel="alternate" type="application/atom+xml" href="/cn/blog/atom.xml" title="Apache HugeGraph Atom Feed"><link rel="stylesheet" href="/assets/css/styles.7b8cbe21.css">
-<script src="/assets/js/runtime~main.51254725.js" defer="defer"></script>
+<script src="/assets/js/runtime~main.ee1111d7.js" defer="defer"></script>
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diff --git a/cn/docs/changelog/hugegraph-1.2.0-release-notes/index.html b/cn/docs/changelog/hugegraph-1.2.0-release-notes/index.html
index 32021fc8..8a3df7ec 100644
--- a/cn/docs/changelog/hugegraph-1.2.0-release-notes/index.html
+++ b/cn/docs/changelog/hugegraph-1.2.0-release-notes/index.html
@@ -16,7 +16,7 @@
 
 <link rel="alternate" type="application/rss+xml" href="/cn/blog/rss.xml" title="Apache HugeGraph RSS Feed">
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-<script src="/assets/js/runtime~main.51254725.js" defer="defer"></script>
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diff --git a/cn/docs/changelog/hugegraph-1.3.0-release-notes/index.html b/cn/docs/changelog/hugegraph-1.3.0-release-notes/index.html
index efe4d826..5c28e189 100644
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+++ b/cn/docs/changelog/hugegraph-1.3.0-release-notes/index.html
@@ -16,7 +16,7 @@
 
 <link rel="alternate" type="application/rss+xml" href="/cn/blog/rss.xml" title="Apache HugeGraph RSS Feed">
 <link rel="alternate" type="application/atom+xml" href="/cn/blog/atom.xml" title="Apache HugeGraph Atom Feed"><link rel="stylesheet" href="/assets/css/styles.7b8cbe21.css">
-<script src="/assets/js/runtime~main.51254725.js" defer="defer"></script>
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diff --git a/cn/docs/changelog/hugegraph-1.5.0-release-notes/index.html b/cn/docs/changelog/hugegraph-1.5.0-release-notes/index.html
index 2c666a60..8309abc4 100644
--- a/cn/docs/changelog/hugegraph-1.5.0-release-notes/index.html
+++ b/cn/docs/changelog/hugegraph-1.5.0-release-notes/index.html
@@ -16,7 +16,7 @@
 
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index a06e2741..cde06b6f 100644
--- a/cn/docs/changelog/hugegraph-1.7.0-release-notes/index.html
+++ b/cn/docs/changelog/hugegraph-1.7.0-release-notes/index.html
@@ -16,7 +16,7 @@
 
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-<script src="/assets/js/runtime~main.51254725.js" defer="defer"></script>
+<script src="/assets/js/runtime~main.ee1111d7.js" defer="defer"></script>
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 <body>
diff --git a/cn/docs/changelog/index.html b/cn/docs/changelog/index.html
index e6acdc00..1d955024 100644
--- a/cn/docs/changelog/index.html
+++ b/cn/docs/changelog/index.html
@@ -16,7 +16,7 @@
 
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-<script src="/assets/js/runtime~main.51254725.js" defer="defer"></script>
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diff --git a/cn/docs/clients/gremlin-console/index.html b/cn/docs/clients/gremlin-console/index.html
index a1f782e5..0dc00313 100644
--- a/cn/docs/clients/gremlin-console/index.html
+++ b/cn/docs/clients/gremlin-console/index.html
@@ -16,7 +16,7 @@
 
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-<script src="/assets/js/runtime~main.51254725.js" defer="defer"></script>
+<script src="/assets/js/runtime~main.ee1111d7.js" defer="defer"></script>
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diff --git a/cn/docs/clients/hugegraph-client/index.html b/cn/docs/clients/hugegraph-client/index.html
index 09d2af6c..971d28ef 100644
--- a/cn/docs/clients/hugegraph-client/index.html
+++ b/cn/docs/clients/hugegraph-client/index.html
@@ -16,7 +16,7 @@
 
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-<script src="/assets/js/runtime~main.51254725.js" defer="defer"></script>
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diff --git a/cn/docs/clients/index.html b/cn/docs/clients/index.html
index 987b4c95..5a036bf0 100644
--- a/cn/docs/clients/index.html
+++ b/cn/docs/clients/index.html
@@ -16,7 +16,7 @@
 
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diff --git a/cn/docs/clients/restful-api/auth/index.html b/cn/docs/clients/restful-api/auth/index.html
index 388257de..5b07617e 100644
--- a/cn/docs/clients/restful-api/auth/index.html
+++ b/cn/docs/clients/restful-api/auth/index.html
@@ -16,7 +16,7 @@
 
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index 7e2c9016..8d4f11e7 100644
--- a/cn/docs/clients/restful-api/cypher/index.html
+++ b/cn/docs/clients/restful-api/cypher/index.html
@@ -16,7 +16,7 @@
 
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index afdf7cb4..6bf6c53a 100644
--- a/cn/docs/clients/restful-api/edge/index.html
+++ b/cn/docs/clients/restful-api/edge/index.html
@@ -16,7 +16,7 @@
 
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diff --git a/cn/docs/clients/restful-api/edgelabel/index.html b/cn/docs/clients/restful-api/edgelabel/index.html
index 663bad3a..1a30b062 100644
--- a/cn/docs/clients/restful-api/edgelabel/index.html
+++ b/cn/docs/clients/restful-api/edgelabel/index.html
@@ -16,7 +16,7 @@
 
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diff --git a/cn/docs/clients/restful-api/graphs/index.html b/cn/docs/clients/restful-api/graphs/index.html
index 5514c7c0..66fe484b 100644
--- a/cn/docs/clients/restful-api/graphs/index.html
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@@ -16,7 +16,7 @@
 
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diff --git a/cn/docs/clients/restful-api/graphspace/index.html b/cn/docs/clients/restful-api/graphspace/index.html
index c45d29a2..77006160 100644
--- a/cn/docs/clients/restful-api/graphspace/index.html
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@@ -16,7 +16,7 @@
 
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diff --git a/cn/docs/clients/restful-api/gremlin/index.html b/cn/docs/clients/restful-api/gremlin/index.html
index 5b928dbd..8428e785 100644
--- a/cn/docs/clients/restful-api/gremlin/index.html
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@@ -16,7 +16,7 @@
 
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diff --git a/cn/docs/clients/restful-api/index.html b/cn/docs/clients/restful-api/index.html
index 0d0ed743..1b221054 100644
--- a/cn/docs/clients/restful-api/index.html
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@@ -16,7 +16,7 @@
 
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diff --git a/cn/docs/clients/restful-api/indexlabel/index.html b/cn/docs/clients/restful-api/indexlabel/index.html
index a29a0f18..f042668f 100644
--- a/cn/docs/clients/restful-api/indexlabel/index.html
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index 90eea002..71f7359a 100644
--- a/cn/docs/clients/restful-api/metrics/index.html
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index 9d7f2b81..304d85f4 100644
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index 37d466fe..557ac31c 100644
--- a/cn/docs/clients/restful-api/propertykey/index.html
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diff --git a/cn/docs/clients/restful-api/rank/index.html b/cn/docs/clients/restful-api/rank/index.html
index 2cc7f73e..1a520401 100644
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index 71c160bb..09cef0e1 100644
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index 58508426..64dfa95e 100644
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@@ -16,7 +16,7 @@
 
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index c5948a43..5464b1bc 100644
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index c47bb4d4..ec028235 100644
--- a/cn/docs/clients/restful-api/traverser/index.html
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index cf5e2a77..81d5705e 100644
--- a/cn/docs/clients/restful-api/variable/index.html
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@@ -16,7 +16,7 @@
 
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diff --git a/cn/docs/clients/restful-api/vertex/index.html b/cn/docs/clients/restful-api/vertex/index.html
index 0b4ad2c9..15b7383e 100644
--- a/cn/docs/clients/restful-api/vertex/index.html
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@@ -16,7 +16,7 @@
 
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diff --git a/cn/docs/clients/restful-api/vertexlabel/index.html b/cn/docs/clients/restful-api/vertexlabel/index.html
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--- a/cn/docs/clients/restful-api/vertexlabel/index.html
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@@ -16,7 +16,7 @@
 
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diff --git a/cn/docs/config/config-guide/index.html b/cn/docs/config/config-guide/index.html
index 67e9c6f3..098fd127 100644
--- a/cn/docs/config/config-guide/index.html
+++ b/cn/docs/config/config-guide/index.html
@@ -16,7 +16,7 @@
 
 <link rel="alternate" type="application/rss+xml" href="/cn/blog/rss.xml" title="Apache HugeGraph RSS Feed">
 <link rel="alternate" type="application/atom+xml" href="/cn/blog/atom.xml" title="Apache HugeGraph Atom Feed"><link rel="stylesheet" href="/assets/css/styles.7b8cbe21.css">
-<script src="/assets/js/runtime~main.51254725.js" defer="defer"></script>
+<script src="/assets/js/runtime~main.ee1111d7.js" defer="defer"></script>
 <script src="/assets/js/main.1fc5d235.js" defer="defer"></script>
 </head>
 <body>
diff --git a/cn/docs/config/config-https/index.html b/cn/docs/config/config-https/index.html
index 3b3ca342..2603bbce 100644
--- a/cn/docs/config/config-https/index.html
+++ b/cn/docs/config/config-https/index.html
@@ -16,7 +16,7 @@
 
 <link rel="alternate" type="application/rss+xml" href="/cn/blog/rss.xml" title="Apache HugeGraph RSS Feed">
 <link rel="alternate" type="application/atom+xml" href="/cn/blog/atom.xml" title="Apache HugeGraph Atom Feed"><link rel="stylesheet" href="/assets/css/styles.7b8cbe21.css">
-<script src="/assets/js/runtime~main.51254725.js" defer="defer"></script>
+<script src="/assets/js/runtime~main.ee1111d7.js" defer="defer"></script>
 <script src="/assets/js/main.1fc5d235.js" defer="defer"></script>
 </head>
 <body>
diff --git a/cn/docs/config/config-option/index.html b/cn/docs/config/config-option/index.html
index e72e8dd4..202a302e 100644
--- a/cn/docs/config/config-option/index.html
+++ b/cn/docs/config/config-option/index.html
@@ -16,7 +16,7 @@
 
 <link rel="alternate" type="application/rss+xml" href="/cn/blog/rss.xml" title="Apache HugeGraph RSS Feed">
 <link rel="alternate" type="application/atom+xml" href="/cn/blog/atom.xml" title="Apache HugeGraph Atom Feed"><link rel="stylesheet" href="/assets/css/styles.7b8cbe21.css">
-<script src="/assets/js/runtime~main.51254725.js" defer="defer"></script>
+<script src="/assets/js/runtime~main.ee1111d7.js" defer="defer"></script>
 <script src="/assets/js/main.1fc5d235.js" defer="defer"></script>
 </head>
 <body>
diff --git a/cn/docs/config/index.html b/cn/docs/config/index.html
index 2028b4bb..aabc9472 100644
--- a/cn/docs/config/index.html
+++ b/cn/docs/config/index.html
@@ -16,7 +16,7 @@
 
 <link rel="alternate" type="application/rss+xml" href="/cn/blog/rss.xml" title="Apache HugeGraph RSS Feed">
 <link rel="alternate" type="application/atom+xml" href="/cn/blog/atom.xml" title="Apache HugeGraph Atom Feed"><link rel="stylesheet" href="/assets/css/styles.7b8cbe21.css">
-<script src="/assets/js/runtime~main.51254725.js" defer="defer"></script>
+<script src="/assets/js/runtime~main.ee1111d7.js" defer="defer"></script>
 <script src="/assets/js/main.1fc5d235.js" defer="defer"></script>
 </head>
 <body>
diff --git a/cn/docs/download/download/index.html b/cn/docs/download/download/index.html
index 4501aa98..aae45426 100644
--- a/cn/docs/download/download/index.html
+++ b/cn/docs/download/download/index.html
@@ -16,7 +16,7 @@
 
 <link rel="alternate" type="application/rss+xml" href="/cn/blog/rss.xml" title="Apache HugeGraph RSS Feed">
 <link rel="alternate" type="application/atom+xml" href="/cn/blog/atom.xml" title="Apache HugeGraph Atom Feed"><link rel="stylesheet" href="/assets/css/styles.7b8cbe21.css">
-<script src="/assets/js/runtime~main.51254725.js" defer="defer"></script>
+<script src="/assets/js/runtime~main.ee1111d7.js" defer="defer"></script>
 <script src="/assets/js/main.1fc5d235.js" defer="defer"></script>
 </head>
 <body>
diff --git a/cn/docs/guides/architectural/index.html b/cn/docs/guides/architectural/index.html
index 58d9c518..dcb9d299 100644
--- a/cn/docs/guides/architectural/index.html
+++ b/cn/docs/guides/architectural/index.html
@@ -16,7 +16,7 @@
 
 <link rel="alternate" type="application/rss+xml" href="/cn/blog/rss.xml" title="Apache HugeGraph RSS Feed">
 <link rel="alternate" type="application/atom+xml" href="/cn/blog/atom.xml" title="Apache HugeGraph Atom Feed"><link rel="stylesheet" href="/assets/css/styles.7b8cbe21.css">
-<script src="/assets/js/runtime~main.51254725.js" defer="defer"></script>
+<script src="/assets/js/runtime~main.ee1111d7.js" defer="defer"></script>
 <script src="/assets/js/main.1fc5d235.js" defer="defer"></script>
 </head>
 <body>
diff --git a/cn/docs/guides/backup-restore/index.html b/cn/docs/guides/backup-restore/index.html
index 2f846ce8..eed7c628 100644
--- a/cn/docs/guides/backup-restore/index.html
+++ b/cn/docs/guides/backup-restore/index.html
@@ -16,7 +16,7 @@
 
 <link rel="alternate" type="application/rss+xml" href="/cn/blog/rss.xml" title="Apache HugeGraph RSS Feed">
 <link rel="alternate" type="application/atom+xml" href="/cn/blog/atom.xml" title="Apache HugeGraph Atom Feed"><link rel="stylesheet" href="/assets/css/styles.7b8cbe21.css">
-<script src="/assets/js/runtime~main.51254725.js" defer="defer"></script>
+<script src="/assets/js/runtime~main.ee1111d7.js" defer="defer"></script>
 <script src="/assets/js/main.1fc5d235.js" defer="defer"></script>
 </head>
 <body>
diff --git a/cn/docs/guides/custom-plugin/index.html b/cn/docs/guides/custom-plugin/index.html
index 8925dde5..e3b81cb6 100644
--- a/cn/docs/guides/custom-plugin/index.html
+++ b/cn/docs/guides/custom-plugin/index.html
@@ -16,7 +16,7 @@
 
 <link rel="alternate" type="application/rss+xml" href="/cn/blog/rss.xml" title="Apache HugeGraph RSS Feed">
 <link rel="alternate" type="application/atom+xml" href="/cn/blog/atom.xml" title="Apache HugeGraph Atom Feed"><link rel="stylesheet" href="/assets/css/styles.7b8cbe21.css">
-<script src="/assets/js/runtime~main.51254725.js" defer="defer"></script>
+<script src="/assets/js/runtime~main.ee1111d7.js" defer="defer"></script>
 <script src="/assets/js/main.1fc5d235.js" defer="defer"></script>
 </head>
 <body>
diff --git a/cn/docs/guides/desgin-concept/index.html b/cn/docs/guides/desgin-concept/index.html
index 440cdc42..93109816 100644
--- a/cn/docs/guides/desgin-concept/index.html
+++ b/cn/docs/guides/desgin-concept/index.html
@@ -16,7 +16,7 @@
 
 <link rel="alternate" type="application/rss+xml" href="/cn/blog/rss.xml" title="Apache HugeGraph RSS Feed">
 <link rel="alternate" type="application/atom+xml" href="/cn/blog/atom.xml" title="Apache HugeGraph Atom Feed"><link rel="stylesheet" href="/assets/css/styles.7b8cbe21.css">
-<script src="/assets/js/runtime~main.51254725.js" defer="defer"></script>
+<script src="/assets/js/runtime~main.ee1111d7.js" defer="defer"></script>
 <script src="/assets/js/main.1fc5d235.js" defer="defer"></script>
 </head>
 <body>
diff --git a/cn/docs/guides/faq/index.html b/cn/docs/guides/faq/index.html
index ac686cc8..e9e92ff3 100644
--- a/cn/docs/guides/faq/index.html
+++ b/cn/docs/guides/faq/index.html
@@ -16,7 +16,7 @@
 
 <link rel="alternate" type="application/rss+xml" href="/cn/blog/rss.xml" title="Apache HugeGraph RSS Feed">
 <link rel="alternate" type="application/atom+xml" href="/cn/blog/atom.xml" title="Apache HugeGraph Atom Feed"><link rel="stylesheet" href="/assets/css/styles.7b8cbe21.css">
-<script src="/assets/js/runtime~main.51254725.js" defer="defer"></script>
+<script src="/assets/js/runtime~main.ee1111d7.js" defer="defer"></script>
 <script src="/assets/js/main.1fc5d235.js" defer="defer"></script>
 </head>
 <body>
diff --git a/cn/docs/guides/hugegraph-docker-cluster/index.html b/cn/docs/guides/hugegraph-docker-cluster/index.html
index 6230b7c2..506a1b6f 100644
--- a/cn/docs/guides/hugegraph-docker-cluster/index.html
+++ b/cn/docs/guides/hugegraph-docker-cluster/index.html
@@ -16,7 +16,7 @@
 
 <link rel="alternate" type="application/rss+xml" href="/cn/blog/rss.xml" title="Apache HugeGraph RSS Feed">
 <link rel="alternate" type="application/atom+xml" href="/cn/blog/atom.xml" title="Apache HugeGraph Atom Feed"><link rel="stylesheet" href="/assets/css/styles.7b8cbe21.css">
-<script src="/assets/js/runtime~main.51254725.js" defer="defer"></script>
+<script src="/assets/js/runtime~main.ee1111d7.js" defer="defer"></script>
 <script src="/assets/js/main.1fc5d235.js" defer="defer"></script>
 </head>
 <body>
diff --git a/cn/docs/guides/index.html b/cn/docs/guides/index.html
index f595c435..046dd517 100644
--- a/cn/docs/guides/index.html
+++ b/cn/docs/guides/index.html
@@ -16,7 +16,7 @@
 
 <link rel="alternate" type="application/rss+xml" href="/cn/blog/rss.xml" title="Apache HugeGraph RSS Feed">
 <link rel="alternate" type="application/atom+xml" href="/cn/blog/atom.xml" title="Apache HugeGraph Atom Feed"><link rel="stylesheet" href="/assets/css/styles.7b8cbe21.css">
-<script src="/assets/js/runtime~main.51254725.js" defer="defer"></script>
+<script src="/assets/js/runtime~main.ee1111d7.js" defer="defer"></script>
 <script src="/assets/js/main.1fc5d235.js" defer="defer"></script>
 </head>
 <body>
diff --git a/cn/docs/guides/security/index.html b/cn/docs/guides/security/index.html
index 5d4f56c5..fd7f125a 100644
--- a/cn/docs/guides/security/index.html
+++ b/cn/docs/guides/security/index.html
@@ -16,7 +16,7 @@
 
 <link rel="alternate" type="application/rss+xml" href="/cn/blog/rss.xml" title="Apache HugeGraph RSS Feed">
 <link rel="alternate" type="application/atom+xml" href="/cn/blog/atom.xml" title="Apache HugeGraph Atom Feed"><link rel="stylesheet" href="/assets/css/styles.7b8cbe21.css">
-<script src="/assets/js/runtime~main.51254725.js" defer="defer"></script>
+<script src="/assets/js/runtime~main.ee1111d7.js" defer="defer"></script>
 <script src="/assets/js/main.1fc5d235.js" defer="defer"></script>
 </head>
 <body>
diff --git a/cn/docs/guides/toolchain-local-test/index.html b/cn/docs/guides/toolchain-local-test/index.html
index 0fa0a67e..a6b59b0e 100644
--- a/cn/docs/guides/toolchain-local-test/index.html
+++ b/cn/docs/guides/toolchain-local-test/index.html
@@ -16,7 +16,7 @@
 
 <link rel="alternate" type="application/rss+xml" href="/cn/blog/rss.xml" title="Apache HugeGraph RSS Feed">
 <link rel="alternate" type="application/atom+xml" href="/cn/blog/atom.xml" title="Apache HugeGraph Atom Feed"><link rel="stylesheet" href="/assets/css/styles.7b8cbe21.css">
-<script src="/assets/js/runtime~main.51254725.js" defer="defer"></script>
+<script src="/assets/js/runtime~main.ee1111d7.js" defer="defer"></script>
 <script src="/assets/js/main.1fc5d235.js" defer="defer"></script>
 </head>
 <body>
@@ -89,7 +89,7 @@
 <h2 class="anchor anchorTargetStickyNavbar_Vzrq" id="4-运行测试">4. 运行测试<a href="#4-运行测试" class="hash-link" aria-label="Direct link to 4. 运行测试" title="Direct link to 4. 运行测试" translate="no"></a></h2>
 <p>各工具的测试流程：</p>
 <div style="text-align:center">
-    <img decoding="async" loading="lazy" src="/docs/images/toolchain-test-mermaid-2.png" alt="HugeGraph工具链测试流程图" class="img_ev3q">
+    <img decoding="async" loading="lazy" src="/docs/images/cn/toolchain-test-mermaid-2.png" alt="HugeGraph工具链测试流程图" class="img_ev3q">
 </div>
 <h3 class="anchor anchorTargetStickyNavbar_Vzrq" id="41-hugegraph-client">4.1 hugegraph-client<a href="#41-hugegraph-client" class="hash-link" aria-label="Direct link to 4.1 hugegraph-client" title="Direct link to 4.1 hugegraph-client" translate="no"></a></h3>
 <h4 class="anchor anchorTargetStickyNavbar_Vzrq" id="编译">编译<a href="#编译" class="hash-link" aria-label="Direct link to 编译" title="Direct link to 编译" translate="no"></a></h4>
@@ -98,19 +98,19 @@
 <p>启动 HugeGraph Server（参考 <a href="#3-%E9%83%A8%E7%BD%B2%E6%B5%8B%E8%AF%95%E7%8E%AF%E5%A2%83" class="">第3节</a>）</p>
 <h5 class="anchor anchorTargetStickyNavbar_Vzrq" id="server-鉴权配置">Server 鉴权配置<a href="#server-鉴权配置" class="hash-link" aria-label="Direct link to Server 鉴权配置" title="Direct link to Server 鉴权配置" translate="no"></a></h5>
 <blockquote>
-<p><strong>注意</strong>：Docker 镜像 &lt;= 1.5.0 不支持鉴权测试，需 1.6.0+</p>
+<p><strong>注意</strong>：Docker 镜像 &lt;= 1.5.0 不支持鉴权测试，需 1.6.0+</p>
 </blockquote>
 <p>ApiTest 需要鉴权配置，使用脚本安装可跳过。使用 Docker 需手动配置：</p>
-<div class="language-bash codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#bfc7d5;--prism-background-color:#292d3e"><div class="codeBlockContent_QJqH"><pre tabindex="0" class="prism-code language-bash codeBlock_bY9V thin-scrollbar" style="color:#bfc7d5;background-color:#292d3e"><code class="codeBlockLines_e6Vv"><div class="token-line" style="color:#bfc7d5"><span class="token comment" style="color:rgb(105, 112, 152);font-style:italic"># 1. 修改鉴权模式</span><span class="token pl [...]
+<div class="language-bash codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#bfc7d5;--prism-background-color:#292d3e"><div class="codeBlockContent_QJqH"><pre tabindex="0" class="prism-code language-bash codeBlock_bY9V thin-scrollbar" style="color:#bfc7d5;background-color:#292d3e"><code class="codeBlockLines_e6Vv"><div class="token-line" style="color:#bfc7d5"><span class="token comment" style="color:rgb(105, 112, 152);font-style:italic"># 1. 修改鉴权模式</span><span class="token pl [...]
 <h4 class="anchor anchorTargetStickyNavbar_Vzrq" id="运行测试">运行测试<a href="#运行测试" class="hash-link" aria-label="Direct link to 运行测试" title="Direct link to 运行测试" translate="no"></a></h4>
-<div class="language-bash codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#bfc7d5;--prism-background-color:#292d3e"><div class="codeBlockContent_QJqH"><pre tabindex="0" class="prism-code language-bash codeBlock_bY9V thin-scrollbar" style="color:#bfc7d5;background-color:#292d3e"><code class="codeBlockLines_e6Vv"><div class="token-line" style="color:#bfc7d5"><span class="token comment" style="color:rgb(105, 112, 152);font-style:italic"># 检查环境</span><span class="token plain"> [...]
+<div class="language-bash codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#bfc7d5;--prism-background-color:#292d3e"><div class="codeBlockContent_QJqH"><pre tabindex="0" class="prism-code language-bash codeBlock_bY9V thin-scrollbar" style="color:#bfc7d5;background-color:#292d3e"><code class="codeBlockLines_e6Vv"><div class="token-line" style="color:#bfc7d5"><span class="token comment" style="color:rgb(105, 112, 152);font-style:italic"># 检查环境</span><span class="token plain"> [...]
 <blockquote>
 <p>测试失败时检查 Server 日志：<code>logs/hugegraph-server.log</code></p>
 </blockquote>
 <h3 class="anchor anchorTargetStickyNavbar_Vzrq" id="42-hugegraph-loader">4.2 hugegraph-loader<a href="#42-hugegraph-loader" class="hash-link" aria-label="Direct link to 4.2 hugegraph-loader" title="Direct link to 4.2 hugegraph-loader" translate="no"></a></h3>
 <h4 class="anchor anchorTargetStickyNavbar_Vzrq" id="编译-1">编译<a href="#编译-1" class="hash-link" aria-label="Direct link to 编译" title="Direct link to 编译" translate="no"></a></h4>
 <div class="language-bash codeBlockContainer_Ckt0 theme-code-block" style="--prism-color:#bfc7d5;--prism-background-color:#292d3e"><div class="codeBlockContent_QJqH"><pre tabindex="0" class="prism-code language-bash codeBlock_bY9V thin-scrollbar" style="color:#bfc7d5;background-color:#292d3e"><code class="codeBlockLines_e6Vv"><div class="token-line" style="color:#bfc7d5"><span class="token plain">mvn </span><span class="token function" style="color:rgb(130, 170, 255)">install</span><span [...]
-<h4 class="anchor anchorTargetStickyNavbar_Vzrq" id="依赖服务-1">依赖服务<a href="#依赖服务-1" class="hash-link" aria-label="Direct link to 依赖服务" title="Direct link to 依赖服务" translate="no"></a></h4>
+<h4 class="anchor anchorTargetStickyNavbar_Vzrq" id="依赖服务-1">依赖服务<a href="#依赖服务-1" class="hash-link" aria-label="Direct link to 依赖服务" title="Direct link to 依赖服务" translate="no"></a></h4>
 <ul>
 <li class=""><strong>必需</strong>：HugeGraph Server</li>
 <li class=""><strong>可选</strong>：Hadoop (HDFS 测试)、MySQL (JDBC 测试)</li>
@@ -147,7 +147,7 @@
 <li class="">检查端口占用：<code>lsof -i:8080</code></li>
 <li class="">Docker 检查：<code>docker compose ps</code> 和 <code>docker compose logs</code></li>
 </ul>
-<h3 class="anchor anchorTargetStickyNavbar_Vzrq" id="配置问题">配置问题<a href="#配置问题" class="hash-link" aria-label="Direct link to 配置问题" title="Direct link to 配置问题" translate="no"></a></h3>
+<h3 class="anchor anchorTargetStickyNavbar_Vzrq" id="配置问题">配置问题<a href="#配置问题" class="hash-link" aria-label="Direct link to 配置问题" title="Direct link to 配置问题" translate="no"></a></h3>
 <p><strong>症状</strong>：找不到文件、参数错误</p>
 <p><strong>排查</strong>：</p>
 <ul>
diff --git a/cn/docs/index.html b/cn/docs/index.html
index 952d9359..bdeaec8e 100644
--- a/cn/docs/index.html
+++ b/cn/docs/index.html
@@ -16,7 +16,7 @@
 
 <link rel="alternate" type="application/rss+xml" href="/cn/blog/rss.xml" title="Apache HugeGraph RSS Feed">
 <link rel="alternate" type="application/atom+xml" href="/cn/blog/atom.xml" title="Apache HugeGraph Atom Feed"><link rel="stylesheet" href="/assets/css/styles.7b8cbe21.css">
-<script src="/assets/js/runtime~main.51254725.js" defer="defer"></script>
+<script src="/assets/js/runtime~main.ee1111d7.js" defer="defer"></script>
 <script src="/assets/js/main.1fc5d235.js" defer="defer"></script>
 </head>
 <body>
diff --git a/cn/docs/introduction/index.html b/cn/docs/introduction/index.html
index 81dd5440..7b2f8cd3 100644
--- a/cn/docs/introduction/index.html
+++ b/cn/docs/introduction/index.html
@@ -16,7 +16,7 @@
 
 <link rel="alternate" type="application/rss+xml" href="/cn/blog/rss.xml" title="Apache HugeGraph RSS Feed">
 <link rel="alternate" type="application/atom+xml" href="/cn/blog/atom.xml" title="Apache HugeGraph Atom Feed"><link rel="stylesheet" href="/assets/css/styles.7b8cbe21.css">
-<script src="/assets/js/runtime~main.51254725.js" defer="defer"></script>
+<script src="/assets/js/runtime~main.ee1111d7.js" defer="defer"></script>
 <script src="/assets/js/main.1fc5d235.js" defer="defer"></script>
 </head>
 <body>
diff --git a/cn/docs/language/hugegraph-example/index.html b/cn/docs/language/hugegraph-example/index.html
index b97e8158..8c0e6a49 100644
--- a/cn/docs/language/hugegraph-example/index.html
+++ b/cn/docs/language/hugegraph-example/index.html
@@ -16,7 +16,7 @@
 
 <link rel="alternate" type="application/rss+xml" href="/cn/blog/rss.xml" title="Apache HugeGraph RSS Feed">
 <link rel="alternate" type="application/atom+xml" href="/cn/blog/atom.xml" title="Apache HugeGraph Atom Feed"><link rel="stylesheet" href="/assets/css/styles.7b8cbe21.css">
-<script src="/assets/js/runtime~main.51254725.js" defer="defer"></script>
+<script src="/assets/js/runtime~main.ee1111d7.js" defer="defer"></script>
 <script src="/assets/js/main.1fc5d235.js" defer="defer"></script>
 </head>
 <body>
diff --git a/cn/docs/language/hugegraph-gremlin/index.html b/cn/docs/language/hugegraph-gremlin/index.html
index f0c40686..7d93c698 100644
--- a/cn/docs/language/hugegraph-gremlin/index.html
+++ b/cn/docs/language/hugegraph-gremlin/index.html
@@ -16,7 +16,7 @@
 
 <link rel="alternate" type="application/rss+xml" href="/cn/blog/rss.xml" title="Apache HugeGraph RSS Feed">
 <link rel="alternate" type="application/atom+xml" href="/cn/blog/atom.xml" title="Apache HugeGraph Atom Feed"><link rel="stylesheet" href="/assets/css/styles.7b8cbe21.css">
-<script src="/assets/js/runtime~main.51254725.js" defer="defer"></script>
+<script src="/assets/js/runtime~main.ee1111d7.js" defer="defer"></script>
 <script src="/assets/js/main.1fc5d235.js" defer="defer"></script>
 </head>
 <body>
diff --git a/cn/docs/language/index.html b/cn/docs/language/index.html
index 0e3ee80b..fed24af7 100644
--- a/cn/docs/language/index.html
+++ b/cn/docs/language/index.html
@@ -16,7 +16,7 @@
 
 <link rel="alternate" type="application/rss+xml" href="/cn/blog/rss.xml" title="Apache HugeGraph RSS Feed">
 <link rel="alternate" type="application/atom+xml" href="/cn/blog/atom.xml" title="Apache HugeGraph Atom Feed"><link rel="stylesheet" href="/assets/css/styles.7b8cbe21.css">
-<script src="/assets/js/runtime~main.51254725.js" defer="defer"></script>
+<script src="/assets/js/runtime~main.ee1111d7.js" defer="defer"></script>
 <script src="/assets/js/main.1fc5d235.js" defer="defer"></script>
 </head>
 <body>
diff --git a/cn/docs/performance/api-performance/hugegraph-api-0.5.6-cassandra/index.html b/cn/docs/performance/api-performance/hugegraph-api-0.5.6-cassandra/index.html
index 2b1d82ea..362dc940 100644
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index 7c48ccff..ade492b2 100644
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index cd9fd992..46b96e4a 100644
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index 6410dd26..57af3dc2 100644
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index be70189e..ed175289 100644
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index ef806c12..dfb827ab 100644
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index 3d77e9f6..e58c7b9d 100644
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index 08f91ec4..634903af 100644
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index 9946238b..1751a784 100644
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