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diff --git a/.doctrees/apis/components/_autosummary/components.agent.react.doctree b/.doctrees/apis/components/_autosummary/components.agent.react.doctree
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diff --git a/.doctrees/developer_notes/component.doctree b/.doctrees/developer_notes/component.doctree
diff --git a/.doctrees/developer_notes/db.doctree b/.doctrees/developer_notes/db.doctree
diff --git a/.doctrees/developer_notes/generator.doctree b/.doctrees/developer_notes/generator.doctree
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diff --git a/_images/database.png b/_images/database.png
diff --git a/_modules/components/agent/react.html b/_modules/components/agent/react.html
@@ -29,7 +29,7 @@
 
     <link rel="stylesheet" type="text/css" href="../../../_static/pygments.css?v=a746c00c" />
     <link rel="stylesheet" type="text/css" href="../../../_static/copybutton.css?v=76b2166b" />
-    <link rel="stylesheet" type="text/css" href="../../../_static/css/custom.css?v=acde6056" />
+    <link rel="stylesheet" type="text/css" href="../../../_static/css/custom.css?v=66455f0e" />
     <link rel="stylesheet" type="text/css" href="../../../_static/sphinx-design.min.css?v=87e54e7c" />
     <link rel="stylesheet" type="text/css" href="../../../_static/css/rtd_sphinx_search.min.css" />
 
@@ -499,7 +499,7 @@ <h1>Source code for components.agent.react</h1><div class="highlight"><pre>
 
 
 <div class="viewcode-block" id="ReActAgent">
-<a class="viewcode-back" href="../../../apis/components/_autosummary/components.agent.react.html#components.agent.react.ReActAgent">[docs]</a>
+<a class="viewcode-back" href="../../../apis/components/components.agent.html#components.agent.react.ReActAgent">[docs]</a>
 <span class="k">class</span> <span class="nc">ReActAgent</span><span class="p">(</span><span class="n">Component</span><span class="p">):</span>
     <span class="vm">__doc__</span> <span class="o">=</span> <span class="sa">r</span><span class="s2">&quot;&quot;&quot;ReActAgent uses generator as a planner that runs multiple and sequential functional call steps to generate the final response.</span>
 
@@ -575,7 +575,7 @@ <h1>Source code for components.agent.react</h1><div class="highlight"><pre>
             <span class="n">func</span><span class="o">=</span><span class="bp">self</span><span class="o">.</span><span class="n">_finish</span><span class="p">,</span>
             <span class="n">answer</span><span class="o">=</span><span class="s2">&quot;final answer: &#39;answer&#39;&quot;</span><span class="p">,</span>
         <span class="p">)</span>
-        <span class="n">output_parser</span> <span class="o">=</span> <span class="n">JsonOutputParser</span><span class="p">(</span><span class="n">data_class</span><span class="o">=</span><span class="n">ouput_data_class</span><span class="p">,</span> <span class="n">example</span><span class="o">=</span><span class="n">example</span><span class="p">)</span>
+        <span class="n">output_parser</span> <span class="o">=</span> <span class="n">JsonOutputParser</span><span class="p">(</span><span class="n">data_class</span><span class="o">=</span><span class="n">ouput_data_class</span><span class="p">,</span> <span class="n">examples</span><span class="o">=</span><span class="n">example</span><span class="p">)</span>
         <span class="n">prompt_kwargs</span> <span class="o">=</span> <span class="p">{</span>
             <span class="s2">&quot;tools&quot;</span><span class="p">:</span> <span class="bp">self</span><span class="o">.</span><span class="n">tool_manager</span><span class="o">.</span><span class="n">yaml_definitions</span><span class="p">,</span>
             <span class="s2">&quot;output_format_str&quot;</span><span class="p">:</span> <span class="n">output_parser</span><span class="o">.</span><span class="n">format_instructions</span><span class="p">(),</span>
@@ -631,7 +631,7 @@ <h1>Source code for components.agent.react</h1><div class="highlight"><pre>
         <span class="bp">self</span><span class="o">.</span><span class="n">tool_manager</span> <span class="o">=</span> <span class="n">ToolManager</span><span class="p">(</span><span class="n">tools</span><span class="o">=</span><span class="n">tools</span><span class="p">)</span>
 
 <div class="viewcode-block" id="ReActAgent.reset">
-<a class="viewcode-back" href="../../../apis/components/_autosummary/components.agent.react.html#components.agent.react.ReActAgent.reset">[docs]</a>
+<a class="viewcode-back" href="../../../apis/components/components.agent.html#components.agent.react.ReActAgent.reset">[docs]</a>
     <span class="k">def</span> <span class="nf">reset</span><span class="p">(</span><span class="bp">self</span><span class="p">):</span>
 <span class="w">        </span><span class="sa">r</span><span class="sd">&quot;&quot;&quot;Reset the agent to start a new query.&quot;&quot;&quot;</span>
         <span class="bp">self</span><span class="o">.</span><span class="n">step_history</span> <span class="o">=</span> <span class="p">[]</span></div>
@@ -700,7 +700,7 @@ <h1>Source code for components.agent.react</h1><div class="highlight"><pre>
         <span class="k">return</span> <span class="n">response</span>
 
 <div class="viewcode-block" id="ReActAgent.call">
-<a class="viewcode-back" href="../../../apis/components/_autosummary/components.agent.react.html#components.agent.react.ReActAgent.call">[docs]</a>
+<a class="viewcode-back" href="../../../apis/components/components.agent.html#components.agent.react.ReActAgent.call">[docs]</a>
     <span class="k">def</span> <span class="nf">call</span><span class="p">(</span>
         <span class="bp">self</span><span class="p">,</span>
         <span class="nb">input</span><span class="p">:</span> <span class="nb">str</span><span class="p">,</span>
@@ -738,7 +738,7 @@ <h1>Source code for components.agent.react</h1><div class="highlight"><pre>
 
 
 <span class="k">if</span> <span class="vm">__name__</span> <span class="o">==</span> <span class="s2">&quot;__main__&quot;</span><span class="p">:</span>
-    <span class="kn">from</span> <span class="nn">components.model_client</span> <span class="kn">import</span> <span class="n">GroqAPIClient</span>
+    <span class="kn">from</span> <span class="nn">lightrag.components.model_client</span> <span class="kn">import</span> <span class="n">GroqAPIClient</span>
     <span class="kn">from</span> <span class="nn">lightrag.core.types</span> <span class="kn">import</span> <span class="n">ModelClientType</span>
     <span class="kn">from</span> <span class="nn">lightrag.utils</span> <span class="kn">import</span> <span class="n">setup_env</span>  <span class="c1"># noqa</span>
 

diff --git a/_modules/components/data_process/data_components.html b/_modules/components/data_process/data_components.html
@@ -29,7 +29,7 @@
 
     <link rel="stylesheet" type="text/css" href="../../../_static/pygments.css?v=a746c00c" />
     <link rel="stylesheet" type="text/css" href="../../../_static/copybutton.css?v=76b2166b" />
-    <link rel="stylesheet" type="text/css" href="../../../_static/css/custom.css?v=acde6056" />
+    <link rel="stylesheet" type="text/css" href="../../../_static/css/custom.css?v=66455f0e" />
     <link rel="stylesheet" type="text/css" href="../../../_static/sphinx-design.min.css?v=87e54e7c" />
     <link rel="stylesheet" type="text/css" href="../../../_static/css/rtd_sphinx_search.min.css" />