\n| agent.py<\/td>\n | \u542f\u52a8Agent<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n
\n\u516d\u3001State\u72b6\u6001\u8bbe\u8ba1<\/h2>\nstate.py<\/h3>\n\u4ee3\u7801：<\/p>\n from typing import TypedDict<\/p>\n class AgentState(TypedDict):<\/p>\n question:str<\/p>\n result:str<\/p>\n route:str<\/p>\n \u76f8\u6bd4 Day13：<\/p>\n \u65b0\u589e：<\/p>\n route<\/p>\n \u4f5c\u7528：<\/p>\n \u4fdd\u5b58\u5f53\u524d Agent \u5e94\u8be5\u6267\u884c\u7684\u8def\u5f84\u3002<\/p>\n \u4f8b\u5982：<\/p>\n route="tool"<\/p>\n \u8868\u793a：<\/p>\n \u8fdb\u5165\u5de5\u5177\u8282\u70b9\u3002<\/p>\n
\n\u4e03\u3001Router\u8282\u70b9<\/h2>\nrouter.py<\/h3>\n\u4ee3\u7801：<\/p>\n from state import AgentState<\/p>\n def router_node(state:AgentState):<\/p>\n question = state["question"]<\/p>\n if "\u8ba1\u7b97" in question:<\/p>\n state["route"]="tool"<\/p>\n else:<\/p>\n state["route"]="search"<\/p>\n return state<\/p>\n \u4f5c\u7528：<\/p>\n \u5206\u6790\u7528\u6237\u95ee\u9898\u3002<\/p>\n \u4f8b\u5982：<\/p>\n \u8f93\u5165：<\/p>\n \u8ba1\u7b971+2<\/p>\n \u8f93\u51fa：<\/p>\n route="tool"<\/p>\n \u8f93\u5165：<\/p>\n \u4ec0\u4e48\u662fRAG？<\/p>\n \u8f93\u51fa：<\/p>\n route="search"<\/p>\n
\n\u516b\u3001Tool Node<\/h2>\n\u5728\u4e4b\u524d\u5b66\u4e60\u4e2d：<\/p>\n Tool\u53ea\u662f\u666e\u901a\u51fd\u6570\u3002<\/p>\n \u4f8b\u5982：<\/p>\n calculator()<\/p>\n \u73b0\u5728：<\/p>\n \u5c06\u5de5\u5177\u52a0\u5165 LangGraph \u5de5\u4f5c\u6d41\u3002<\/p>\n \u53d8\u6210：<\/p>\n Tool Node<\/p>\n
\ntools.py<\/h3>\n\u4ee3\u7801：<\/p>\n def calculator(expression):<\/p>\n result = eval(expression)<\/p>\n return result<\/p>\n
\nTool\u8282\u70b9：<\/p>\n def tool_node(state):<\/p>\n result = calculator(
\n "1+2"
\n )<\/p>\n state["result"]=result<\/p>\n return state<\/p>\n \u73b0\u5728：<\/p>\n \u5de5\u5177\u6210\u4e3a Agent \u6d41\u7a0b\u4e2d\u7684\u4e00\u4e2a\u8282\u70b9\u3002<\/p>\n
\n\u4e5d\u3001\u521b\u5efa\u6761\u4ef6\u5de5\u4f5c\u6d41<\/h2>\ngraph.py<\/h3>\n\u6838\u5fc3\u4ee3\u7801：<\/p>\n workflow.add_conditional_edges(<\/p>\n "router",<\/p>\n lambda state:state["route"],<\/p>\n {<\/p>\n "tool":"tool",<\/p>\n "search":"search"<\/p>\n }<\/p>\n )<\/p>\n \u4f5c\u7528：<\/p>\n \u6839\u636e：<\/p>\n state["route"]<\/p>\n \u51b3\u5b9a\u4e0b\u4e00\u6b65\u3002<\/p>\n \u5982\u679c：<\/p>\n route="tool"<\/p>\n \u6267\u884c：<\/p>\n Tool Node<\/p>\n \u5982\u679c：<\/p>\n route="search"<\/p>\n \u6267\u884c：<\/p>\n Search Node<\/p>\n
\n\u5341\u3001Loop Agent（\u5faa\u73afAgent）<\/h2>\n\u771f\u5b9e Agent \u5f88\u5c11\u4e00\u6b21\u6267\u884c\u5b8c\u6210\u3002<\/p>\n \u4f8b\u5982：<\/p>\n \u4ee3\u7801\u751f\u6210 Agent：<\/p>\n \u7b2c\u4e00\u6b21：<\/p>\n \u751f\u6210\u4ee3\u7801<\/p>\n \u2193<\/p>\n \u6d4b\u8bd5：<\/p>\n \u53d1\u73b0\u9519\u8bef<\/p>\n \u2193<\/p>\n \u4fee\u6539：<\/p>\n \u91cd\u65b0\u751f\u6210<\/p>\n \u2193<\/p>\n \u518d\u6b21\u6d4b\u8bd5\u3002<\/p>\n \u8fd9\u5c31\u662f\u5faa\u73af Agent\u3002<\/p>\n
\n\u5341\u4e00\u3001\u5faa\u73afAgent\u6d41\u7a0b<\/h2>\n\u666e\u901a\u6d41\u7a0b：<\/p>\n A<\/p>\n \u2193<\/p>\n B<\/p>\n \u2193<\/p>\n C<\/p>\n \u5faa\u73af\u6d41\u7a0b：<\/p>\n \u751f\u6210<\/p>\n \u2193<\/p>\n \u68c0\u67e5<\/p>\n \u2193<\/p>\n \u662f\u5426\u5b8c\u6210？<\/p>\n |<\/p>\n \u251c\u2500\u2500 \u662f \u2192\u7ed3\u675f<\/p>\n |<\/p>\n \u2514\u2500\u2500 \u5426 \u2192\u91cd\u65b0\u6267\u884c<\/p>\n
\n\u5341\u4e8c\u3001Memory\u6301\u4e45\u5316<\/h2>\n\u4e4b\u524d State：<\/p>\n \u53ea\u5b58\u5728\u5f53\u524d\u8fd0\u884c\u3002<\/p>\n \u4f8b\u5982：<\/p>\n \u7a0b\u5e8f\u5173\u95ed：<\/p>\n \u7528\u6237\u4fe1\u606f\u6d88\u5931<\/p>\n \u4f46\u662f\u5b9e\u9645 Agent：<\/p>\n \u9700\u8981\u957f\u671f\u4fdd\u5b58\u4fe1\u606f\u3002<\/p>\n \u4f8b\u5982：<\/p>\n \u7528\u6237\u5b66\u4e60\u65b9\u5411：<\/p>\n {
\n "interest":"AI Agent",
\n "level":"beginner"
\n}<\/p>\n \u4e0b\u6b21\u542f\u52a8：<\/p>\n Agent\u4ecd\u7136\u77e5\u9053\u3002<\/p>\n
\n\u5341\u4e09\u3001\u7b80\u5355Memory\u5b9e\u73b0<\/h2>\n\u521b\u5efa：<\/p>\n memory.json<\/p>\n \u5185\u5bb9：<\/p>\n {
\n "interest":"AI Agent",
\n "level":"beginner"
\n}<\/p>\n \u8bfb\u53d6：<\/p>\n import json<\/p>\n def load_memory():<\/p>\n with open(<\/p>\n "memory.json",<\/p>\n "r",<\/p>\n encoding="utf-8"<\/p>\n ) as f:<\/p>\n return json.load(f)<\/p>\n
\n\u5341\u56db\u3001Day14 Agent\u67b6\u6784<\/h2>\n\u5b8c\u6210\u540e：<\/p>\n \u7528\u6237<\/p>\n \u2193<\/p>\n Router Node<\/p>\n \/ \\\\<\/p>\n Tool Node Search Node<\/p>\n \\\\ \/<\/p>\n Answer Node<\/p>\n \u2193<\/p>\n Memory\u4fdd\u5b58<\/p>\n \u76f8\u6bd4 Day13：<\/p>\n \u589e\u52a0\u4e86：<\/p>\n \n- \n
\u5224\u65ad\u80fd\u529b<\/p>\n<\/li>\n - \n
\u5de5\u5177\u6267\u884c<\/p>\n<\/li>\n - \n
\u72b6\u6001\u4fdd\u5b58<\/p>\n<\/li>\n - \n
\u52a8\u6001\u6d41\u7a0b<\/p>\n<\/li>\n<\/ul>\n
\n\u5341\u4e94\u3001\u4eca\u65e5\u6838\u5fc3\u77e5\u8bc6\u603b\u7ed3<\/h2>\n1. Conditional Edge<\/h3>\n\u4f5c\u7528：<\/p>\n \u6839\u636e\u72b6\u6001\u9009\u62e9\u4e0d\u540c\u6267\u884c\u8def\u5f84\u3002<\/p>\n \u89e3\u51b3：<\/p>\n Agent\u51b3\u7b56\u95ee\u9898\u3002<\/p>\n
\n2. Tool Node<\/h3>\n\u4f5c\u7528：<\/p>\n \u8ba9\u5de5\u5177\u6210\u4e3a\u5de5\u4f5c\u6d41\u7684\u4e00\u90e8\u5206\u3002<\/p>\n \u5b9e\u73b0：<\/p>\n Agent<\/p>\n \u2193<\/p>\n \u8c03\u7528\u5de5\u5177<\/p>\n \u2193<\/p>\n \u7ee7\u7eed\u6267\u884c<\/p>\n
\n3. Loop Agent<\/h3>\n\u4f5c\u7528：<\/p>\n \u8ba9 Agent \u53ef\u4ee5：<\/p>\n \u6267\u884c<\/p>\n \u2193<\/p>\n \u68c0\u67e5<\/p>\n \u2193<\/p>\n \u8c03\u6574<\/p>\n \u2193<\/p>\n \u518d\u6b21\u6267\u884c\u3002<\/p>\n
\n4. Memory\u6301\u4e45\u5316<\/h3>\n\u4f5c\u7528：<\/p>\n \u8ba9 Agent \u62e5\u6709\u957f\u671f\u8bb0\u5fc6\u3002<\/p>\n
\n\u5341\u516d\u3001Day14\u5b8c\u6210\u6807\u51c6<\/h2>\n\u5b8c\u6210：<\/p>\n \u2705 \u7406\u89e3 Conditional Edge<\/p>\n \u2705 \u5b9e\u73b0 Router Node<\/p>\n \u2705 \u7406\u89e3 Tool Node<\/p>\n \u2705 \u7406\u89e3\u5faa\u73af Agent<\/p>\n \u2705 \u5b9e\u73b0\u7b80\u5355 Memory \u4fdd\u5b58<\/p>\n \u6700\u7ec8\u5b9e\u73b0：<\/p>\n \u7528\u6237\u8f93\u5165<\/p>\n \u2193<\/p>\n Router\u5224\u65ad<\/p>\n \u2193<\/p>\n \u9009\u62e9\u8282\u70b9<\/p>\n \u2193<\/p>\n \u6267\u884c\u4efb\u52a1<\/p>\n \u2193<\/p>\n \u4fdd\u5b58\u7ed3\u679c<\/p>\n
\n\u603b\u7ed3<\/h2>\nDay14\u5b66\u4e60\u7684\u662f LangGraph \u4ece\u201c\u56fa\u5b9a\u6d41\u7a0b\u201d\u5230\u201c\u667a\u80fd\u6d41\u7a0b\u201d\u7684\u5347\u7ea7\u3002<\/p>\n \u901a\u8fc7：<\/p>\n \n- \n
Conditional Edge<\/p>\n<\/li>\n - \n
Tool Node<\/p>\n<\/li>\n - \n
Loop Agent<\/p>\n<\/li>\n - \n
Memory\u6301\u4e45\u5316<\/p>\n<\/li>\n<\/ul>\n Agent \u5df2\u7ecf\u5177\u5907：<\/p>\n \u5224\u65ad<\/p>\n \u2193<\/p>\n \u9009\u62e9<\/p>\n \u2193<\/p>\n \u6267\u884c<\/p>\n \u2193<\/p>\n \u4fdd\u5b58<\/p>\n \u4e0b\u4e00\u9636\u6bb5：<\/p>\n Day15：Multi-Agent\u591a\u667a\u80fd\u4f53\u7cfb\u7edf<\/p>\n \u5b66\u4e60：<\/p>\n \n- \n
Supervisor Agent<\/p>\n<\/li>\n - \n
Worker Agent<\/p>\n<\/li>\n - \n
Agent\u4e4b\u95f4\u901a\u4fe1<\/p>\n<\/li>\n - \n
\u591a\u89d2\u8272\u534f\u4f5c\u67b6\u6784<\/p>\n<\/li>\n<\/ul>\n \u6784\u5efa\u66f4\u52a0\u63a5\u8fd1\u4f01\u4e1a\u5e94\u7528\u7684 Agent \u7cfb\u7edf\u3002<\/p>\n","protected":false},"excerpt":{"rendered":" \u4e00\u3001\u4eca\u65e5\u5b66\u4e60\u76ee\u6807\u5728 Day13 \u4e2d，\u6211\u4eec\u5b66\u4e60\u4e86 LangGraph \u57fa\u7840：State（\u72b6\u6001）Node（\u8282\u70b9）Edge（\u8fb9）Graph（\u5de5\u4f5c\u6d41）\u5b9e\u73b0\u4e86\u56fa\u5b9a\u6d41\u7a0b：\u7528\u6237\u8f93\u5165\u2193Search Node\u2193Answer Node\u2193\u8fd4\u56de\u7ed3\u679c\u4f46\u662f\u5b9e\u9645\u9879\u76ee\u4e2d\u7684 Agent \u4e0d\u4f1a\u6c38\u8fdc\u6309\u7167\u56fa\u5b9a\u6d41\u7a0b\u6267\u884c\u3002\u4f8b\u5982：\u7528\u6237\u8f93\u5165：\u67e5<\/p>\n","protected":false},"author":2,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[50,371],"topic":[],"class_list":["post-93906","post","type-post","status-publish","format-standard","hentry","category-server","tag-50","tag-371"],"yoast_head":"\n AI Agent\u5b66\u4e60 Day14\uff1aLangGraph\u8fdb\u9636 \u2014\u2014 \u6761\u4ef6\u5206\u652f\u3001Tool Node\u4e0eMemory\u6301\u4e45\u5316 - 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