import{s as ys,f as Ft,n as rs,o as Js}from"../chunks/scheduler.889ebb13.js";import{S as Ts,i as ms,g as p,s as n,r as M,A as gs,h as i,f as l,c as a,j as Ms,u as y,x as U,k as u,y as us,a as e,v as r,d as J,t as T,w as m}from"../chunks/index.ca18042b.js";import{C as z}from"../chunks/CodeBlock.a65374d4.js";import{H as P,E as os}from"../chunks/index.d845d0a2.js";function hs(xt){let g,lt,tt,et,h,nt,C,Lt="要使用 LangGraph 构建应用程序，需要理解其核心组件。让我们探索构成 LangGraph 应用程序的基础构建模块。",at,o,qt,pt,d,Ht="LangGraph 应用程序从 <strong>entrypoint</strong> 开始，根据执行情况，流程可能流向不同的函数直到抵达 END。",it,c,Ot,Ut,f,Mt,w,Wt="<strong>State</strong> 是 LangGraph 中的核心概念，表示流经应用程序的所有信息。",yt,j,rt,$,Dt="状态是 <strong>用户自定义</strong> 的，因此需要仔细设计字段以包含决策过程所需的所有数据！",Jt,S,Yt="<p>💡 <strong>提示:</strong> 仔细考虑应用程序需要在步骤之间跟踪哪些信息。</p>",Tt,k,mt,G,At="<strong>Nodes</strong> 是 Python 函数。每个节点：",gt,_,Xt="<li>接收状态作为输入</li> <li>执行某些操作</li> <li>返回状态更新</li>",ut,V,ot,I,Kt="举例, 节点可以包含：",ht,Q,zt="<li><strong>LLM 调用</strong>: 生成文本或做出决策</li> <li><strong>工具调用</strong>: 与外部系统交互</li> <li><strong>条件逻辑</strong>: 决定后续步骤</li> <li><strong>人工干预</strong>: 获取用户输入</li>",Ct,b,Pt="<p>💡 <strong>信息:</strong> 像 START 和 END 这样的必要节点已直接包含在 LangGraph 中。</p>",dt,Z,ct,R,ts="<strong>Edges</strong> 连接节点并定义图中的可能路径：",ft,v,wt,E,ss="边可以是：",jt,B,ls="<li><strong>直接边</strong>: 始终从节点 A 到节点 B</li> <li><strong>条件边</strong>: 根据当前状态选择下一个节点</li>",$t,N,St,F,es="<strong>StateGraph</strong> 是包含整个 agent 工作流的容器：",kt,x,Gt,L,ns="可以可视化图表：",_t,q,Vt,H,as,It,O,ps="最重要的是可以调用：",Qt,W,bt,D,is="output :",Zt,Y,Rt,A,vt,X,Us="下一节我们将通过构建第一个图表来实践这些概念。该图表将让 Alfred 能够处理电子邮件，进行分类，并在邮件真实时起草初步回复。",Et,K,Bt,st,Nt;return h=new P({props:{title:"LangGraph 的核心构建模块",local:"langgraph-的核心构建模块",headingTag:"h1"}}),f=new P({props:{title:"1. 状态（State）",local:"1-状态state",headingTag:"h2"}}),j=new z({props:{code:"ZnJvbSUyMHR5cGluZ19leHRlbnNpb25zJTIwaW1wb3J0JTIwVHlwZWREaWN0JTBBJTBBY2xhc3MlMjBTdGF0ZShUeXBlZERpY3QpJTNBJTBBJTIwJTIwJTIwJTIwZ3JhcGhfc3RhdGUlM0ElMjBzdHI=",highlighted:`<span class="hljs-keyword">from</span> typing_extensions <span class="hljs-keyword">import</span> TypedDict

<span class="hljs-keyword">class</span> <span class="hljs-title class_">State</span>(<span class="hljs-title class_ inherited__">TypedDict</span>):
    graph_state: <span class="hljs-built_in">str</span>`,wrap:!1}}),k=new P({props:{title:"2. 节点（Nodes）",local:"2-节点nodes",headingTag:"h2"}}),V=new z({props:{code:"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",highlighted:`<span class="hljs-keyword">def</span> <span class="hljs-title function_">node_1</span>(<span class="hljs-params">state</span>):
    <span class="hljs-built_in">print</span>(<span class="hljs-string">&quot;---Node 1---&quot;</span>)
    <span class="hljs-keyword">return</span> {<span class="hljs-string">&quot;graph_state&quot;</span>: state[<span class="hljs-string">&#x27;graph_state&#x27;</span>] +<span class="hljs-string">&quot; I am&quot;</span>}

<span class="hljs-keyword">def</span> <span class="hljs-title function_">node_2</span>(<span class="hljs-params">state</span>):
    <span class="hljs-built_in">print</span>(<span class="hljs-string">&quot;---Node 2---&quot;</span>)
    <span class="hljs-keyword">return</span> {<span class="hljs-string">&quot;graph_state&quot;</span>: state[<span class="hljs-string">&#x27;graph_state&#x27;</span>] +<span class="hljs-string">&quot; happy!&quot;</span>}

<span class="hljs-keyword">def</span> <span class="hljs-title function_">node_3</span>(<span class="hljs-params">state</span>):
    <span class="hljs-built_in">print</span>(<span class="hljs-string">&quot;---Node 3---&quot;</span>)
    <span class="hljs-keyword">return</span> {<span class="hljs-string">&quot;graph_state&quot;</span>: state[<span class="hljs-string">&#x27;graph_state&#x27;</span>] +<span class="hljs-string">&quot; sad!&quot;</span>}`,wrap:!1}}),Z=new P({props:{title:"3. 边（Edges）",local:"3-边edges",headingTag:"h2"}}),v=new z({props:{code:"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",highlighted:`<span class="hljs-keyword">import</span> random
<span class="hljs-keyword">from</span> typing <span class="hljs-keyword">import</span> <span class="hljs-type">Literal</span>

<span class="hljs-keyword">def</span> <span class="hljs-title function_">decide_mood</span>(<span class="hljs-params">state</span>) -&gt; <span class="hljs-type">Literal</span>[<span class="hljs-string">&quot;node_2&quot;</span>, <span class="hljs-string">&quot;node_3&quot;</span>]:
    
    <span class="hljs-comment"># 通常我们会根据状态决定下一个节点</span>
    user_input = state[<span class="hljs-string">&#x27;graph_state&#x27;</span>] 
    
    <span class="hljs-comment"># 这里我们在节点2和节点3之间简单实现 50/50 的概率分配</span>
    <span class="hljs-keyword">if</span> random.random() &lt; <span class="hljs-number">0.5</span>:

        <span class="hljs-comment"># 50% 时间， 我们返回节点2</span>
        <span class="hljs-keyword">return</span> <span class="hljs-string">&quot;node_2&quot;</span>
    
    <span class="hljs-comment"># 50% 时间， 我们返回节点3</span>
    <span class="hljs-keyword">return</span> <span class="hljs-string">&quot;node_3&quot;</span>`,wrap:!1}}),N=new P({props:{title:"4. 状态图（StateGraph）",local:"4-状态图stategraph",headingTag:"h2"}}),x=new z({props:{code:"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",highlighted:`<span class="hljs-keyword">from</span> IPython.display <span class="hljs-keyword">import</span> Image, display
<span class="hljs-keyword">from</span> langgraph.graph <span class="hljs-keyword">import</span> StateGraph, START, END

<span class="hljs-comment"># 构建图表</span>
builder = StateGraph(State)
builder.add_node(<span class="hljs-string">&quot;node_1&quot;</span>, node_1)
builder.add_node(<span class="hljs-string">&quot;node_2&quot;</span>, node_2)
builder.add_node(<span class="hljs-string">&quot;node_3&quot;</span>, node_3)

<span class="hljs-comment"># 连接逻辑</span>
builder.add_edge(START, <span class="hljs-string">&quot;node_1&quot;</span>)
builder.add_conditional_edges(<span class="hljs-string">&quot;node_1&quot;</span>, decide_mood)
builder.add_edge(<span class="hljs-string">&quot;node_2&quot;</span>, END)
builder.add_edge(<span class="hljs-string">&quot;node_3&quot;</span>, END)

<span class="hljs-comment"># 编译</span>
graph = builder.<span class="hljs-built_in">compile</span>()`,wrap:!1}}),q=new z({props:{code:"JTIzJTIwJUU1JThGJUFGJUU4JUE3JTg2JUU1JThDJTk2JTBBZGlzcGxheShJbWFnZShncmFwaC5nZXRfZ3JhcGgoKS5kcmF3X21lcm1haWRfcG5nKCkpKQ==",highlighted:`<span class="hljs-comment"># 可视化</span>
display(Image(graph.get_graph().draw_mermaid_png()))`,wrap:!1}}),W=new z({props:{code:"Z3JhcGguaW52b2tlKCU3QiUyMmdyYXBoX3N0YXRlJTIyJTIwJTNBJTIwJTIySGklMkMlMjB0aGlzJTIwaXMlMjBMYW5jZS4lMjIlN0Qp",highlighted:'graph.invoke({<span class="hljs-string">&quot;graph_state&quot;</span> : <span class="hljs-string">&quot;Hi, this is Lance.&quot;</span>})',wrap:!1}}),Y=new z({props:{code:"LS0tTm9kZSUyMDEtLS0lMEEtLS1Ob2RlJTIwMy0tLSUwQSU3QidncmFwaF9zdGF0ZSclM0ElMjAnSGklMkMlMjB0aGlzJTIwaXMlMjBMYW5jZS4lMjBJJTIwYW0lMjBzYWQhJyU3RA==",highlighted:`---<span class="hljs-keyword">Node</span> <span class="hljs-title">1---</span>
---<span class="hljs-keyword">Node</span> <span class="hljs-title">3---</span>
{&#x27;graph_state&#x27;: &#x27;Hi, this is Lance. I am sad!&#x27;}`,wrap:!1}}),A=new P({props:{title:"下一步？",local:"下一步",headingTag:"h2"}}),K=new 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