{"id":115283,"date":"2026-10-11T19:33:01","date_gmt":"2026-10-11T11:33:01","guid":{"rendered":"https:\/\/www.wsisp.com\/helps\/115283.html"},"modified":"2026-10-11T19:33:01","modified_gmt":"2026-10-11T11:33:01","slug":"agent%e6%8e%a8%e7%90%86%e8%8c%83%e5%bc%8fplanandexecute-%e8%ae%a1%e5%88%92%e8%b5%b6%e4%b8%8d%e4%b8%8a%e5%8f%98%e5%8c%96%ef%bc%9a%e9%87%8d%e8%a7%84%e5%88%92%e6%9c%ba%e5%88%b6","status":"publish","type":"post","link":"https:\/\/www.wsisp.com\/helps\/115283.html","title":{"rendered":"agent\u63a8\u7406\u8303\u5f0fPlanAndExecute--\u8ba1\u5212\u8d76\u4e0d\u4e0a\u53d8\u5316\uff1a\u91cd\u89c4\u5212\u673a\u5236"},"content":{"rendered":"<p><img decoding=\"async\" src=\"https:\/\/www.wsisp.com\/helps\/wp-content\/uploads\/2026\/10\/20261011113300-6acb73ec3a657.png\" alt=\"\u5728\u8fd9\u91cc\u63d2\u5165\u56fe\u7247\u63cf\u8ff0\" \/><\/p>\n<h3>\u76ee\u5f55<\/h3>\n<ul>\n<li>\u76ee\u5f55<\/li>\n<li>\u6458\u8981<\/li>\n<li>1. \u4e3a\u4ec0\u4e48\u5fc5\u987b\u91cd\u89c4\u5212&#xff1a;\u9759\u6001\u8ba1\u5212\u7684\u4e09\u4e2a\u5931\u6548\u6e90<\/li>\n<li>2. \u91cd\u89c4\u5212\u7684\u7c92\u5ea6\u8c31\u7cfb&#xff1a;\u4fee\u8865\u3001\u91cd\u5217\u4e0e\u63a8\u7ffb<\/li>\n<li>3. \u91cd\u89c4\u5212\u5668\u7684\u8f93\u5165\u8bbe\u8ba1&#xff1a;\u643a\u5e26\u4ec0\u4e48&#xff0c;\u4e22\u6389\u4ec0\u4e48<\/li>\n<li>4. \u91cd\u89c4\u5212\u4e0e\u53cd\u601d&#xff1a;\u6536\u655b\u3001\u5faa\u73af\u4e0e\u7194\u65ad<\/li>\n<li>5. ReWOO \u7684\u53e6\u4e00\u79cd\u7b54\u6848&#xff1a;\u9519\u800c\u4e0d\u4e2d\u65ad&#xff0c;\u4e8b\u540e\u8865\u6551<\/li>\n<li>6. \u5b9e\u64cd&#xff1a;\u8def\u7531\u5668\u3001\u4fee\u8865\u5668\u3001\u7194\u65ad\u5668\u4e0e\u6210\u672c\u8d26<\/li>\n<li>7. \u8fb9\u754c\u4e0e\u5751&#xff1a;\u8fc7\u5ea6\u52a8\u624b\u672f\u4e0e\u8d26\u672c\u6c61\u67d3<\/li>\n<li>\u603b\u7ed3<\/li>\n<li>\u5916\u90e8\u5f15\u7528<\/li>\n<\/ul>\n<h3>\u6458\u8981<\/h3>\n<p>\u8ba1\u5212\u5728\u6267\u884c\u4e2d\u5931\u6548\u662f\u5e38\u6001&#xff0c;\u672c\u6587\u628a\u5931\u6548\u5f52\u4e3a\u4e09\u4e2a\u6e90&#xff1a;\u4e16\u754c\u53d8\u4e86\u3001\u8ba1\u5212\u9519\u4e86\u3001\u76ee\u6807\u53d8\u4e86&#xff0c;\u5e76\u7ed9\u51fa\u5404\u81ea\u7684\u8def\u7531\u4fe1\u53f7\u3002 \u91cd\u89c4\u5212\u7684\u7c92\u5ea6\u5206\u5c40\u90e8\u4fee\u8865\u3001\u5c3e\u90e8\u91cd\u5217\u3001\u5168\u5c40\u91cd\u5217\u4e09\u6863&#xff0c;\u8f93\u5165\u643a\u5e26\u56db\u4ef6\u5957&#xff0c;\u8f93\u51fa\u53d7\u5faa\u73af\u7194\u65ad\u4e0e\u9884\u7b97\u95f8\u95e8\u7ea6\u675f\u3002 \u5168\u6587\u7ed9\u51fa\u53ef\u79bb\u7ebf\u8fd0\u884c\u7684\u8def\u7531\u5668\u3001\u4fee\u8865\u5668\u3001\u7194\u65ad\u5668\u4e0e\u6210\u672c\u6253\u8868\u4ee3\u7801&#xff0c;\u5e76\u4e0e ReWOO \u7684\u4e8b\u540e\u8865\u6551\u505a\u573a\u666f\u5bf9\u7167\u3002<\/p>\n<h3>1. \u4e3a\u4ec0\u4e48\u5fc5\u987b\u91cd\u89c4\u5212&#xff1a;\u9759\u6001\u8ba1\u5212\u7684\u4e09\u4e2a\u5931\u6548\u6e90<\/h3>\n<p>\u7b2c 3 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\u4e09\u4e2a\u5931\u6548\u6e90&#xff1a;\u4e16\u754c\u53d8\u4e86\u3001\u8ba1\u5212\u9519\u4e86\u3001\u76ee\u6807\u53d8\u4e86<\/h4>\n<p>\u628a\u5931\u6548\u539f\u56e0\u5206\u7c7b&#xff0c;\u662f\u4e3a\u4e86\u51b3\u5b9a\u4fee\u591a\u6df1\u3002\u5206\u7c7b\u4e0d\u6e05&#xff0c;\u91cd\u89c4\u5212\u5c31\u53ea\u5269\u4e00\u62db&#xff0c;\u63a8\u7ffb\u91cd\u6765\u3002\u5f52\u7eb3\u4e0b\u6765\u53ea\u6709\u4e09\u4e2a\u6e90\u3002<\/p>\n<p>\u7b2c\u4e00\u4e2a\u6e90\u662f\u4e16\u754c\u53d8\u4e86\u3002\u8ba1\u5212\u91cc\u5199\u67e5 A \u8868\u7684\u9500\u91cf&#xff0c;\u6267\u884c\u65f6 A \u8868\u91cc\u6ca1\u6709\u8fd9\u4e2a\u5b57\u6bb5\u3002\u5de5\u5177\u6ca1\u6709\u6302&#xff0c;\u8fd4\u56de\u4e5f\u6b63\u5e38&#xff0c;\u4f46\u8fd4\u56de\u5185\u5bb9\u63a8\u7ffb\u4e86\u8ba1\u5212\u4f9d\u8d56\u7684\u5047\u8bbe\u3002\u8fd9\u7c7b\u5931\u6548\u7684\u6740\u4f24\u529b\u53d6\u51b3\u4e8e\u5047\u8bbe\u57cb\u5f97\u591a\u6df1\u3002\u57cb\u5728\u7b2c\u4e00\u6b65&#xff0c;\u6574\u6761\u94fe\u5168\u90e8\u5931\u6548\u3002 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2 \u7ae0\u7684\u7c92\u5ea6\u8c31\u7cfb\u5c31\u6cbf\u7740\u8fd9\u4e2a\u68af\u5ea6\u5c55\u5f00\u3002<\/p>\n<table>\n<tr>\u4fe1\u53f7\u5f52\u5c5e\u5931\u6548\u6e90\u68c0\u6d4b\u4f4d\u7f6e\u68c0\u6d4b\u6210\u672c<\/tr>\n<tbody>\n<tr>\n<td>\u53d8\u91cf\u586b\u5145\u5931\u8d25<\/td>\n<td>\u8ba1\u5212\u9519\u4e86\u6216\u4e16\u754c\u53d8\u4e86<\/td>\n<td>\u6267\u884c\u5668\u56de\u586b\u524d<\/td>\n<td>\u4f4e&#xff0c;\u67e5\u8868\u5373\u53ef<\/td>\n<\/tr>\n<tr>\n<td>\u4ea7\u51fa\u4e0e\u9884\u671f\u7c7b\u578b\u4e0d\u7b26<\/td>\n<td>\u4e16\u754c\u53d8\u4e86<\/td>\n<td>\u5f62\u72b6\u6821\u9a8c\u5668<\/td>\n<td>\u4f4e&#xff0c;\u7eaf\u51fd\u6570<\/td>\n<\/tr>\n<tr>\n<td>\u65b0\u6307\u4ee4\u6ce8\u5165<\/td>\n<td>\u76ee\u6807\u53d8\u4e86<\/td>\n<td>\u4f1a\u8bdd\u5c42\u6216\u4efb\u52a1\u5c42<\/td>\n<td>\u96f6&#xff0c;\u88ab\u52a8\u63a5\u6536<\/td>\n<\/tr>\n<tr>\n<td>\u6b65\u9aa4\u8fde\u7eed\u8d85\u65f6<\/td>\n<td>\u73af\u5883\u6027&#xff0c;\u4e0d\u8fdb\u91cd\u89c4\u5212<\/td>\n<td>\u91cd\u8bd5\u5305\u88f9\u5668<\/td>\n<td>\u4f4e<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>\u8fd9\u5f20\u8868\u8865\u4e86\u4e00\u4e2a\u5bf9\u7167\u9879&#xff1a;\u73af\u5883\u6027\u9519\u8bef\u3002\u5b83\u4e0d\u5c5e\u4e8e\u4e09\u4e2a\u5931\u6548\u6e90&#xff0c;\u4f46\u6267\u884c\u5668\u5206\u4e0d\u6e05\u65f6\u6700\u5bb9\u6613\u8bef\u62a5\u6210\u4e16\u754c\u53d8\u4e86\u3002\u533a\u5206\u529e\u6cd5\u770b\u8fd4\u56de\u5185\u5bb9&#xff0c;\u5de5\u5177\u6b63\u5e38\u8fd4\u56de\u4f46\u5185\u5bb9\u610f\u5916\u5c5e\u4e8e\u4e16\u754c\u53d8\u4e86&#xff0c;\u5de5\u5177\u672c\u8eab\u6ca1\u54cd\u5e94\u5c5e\u4e8e\u73af\u5883\u6027\u3002\u524d\u8005\u8fdb\u91cd\u89c4\u5212&#xff0c;\u540e\u8005\u7559\u5728\u91cd\u8bd5\u4e0e\u964d\u7ea7\u3002<\/p>\n<p>\u4e09\u4e2a\u5931\u6548\u6e90\u5728\u65f6\u95f4\u8f74\u4e0a\u7684\u8868\u73b0\u4e5f\u4e0d\u540c\u3002\u4e16\u754c\u53d8\u4e86\u5728\u6267\u884c\u4e2d\u6bb5\u6700\u5bc6\u96c6&#xff0c;\u56e0\u4e3a\u4fe1\u606f\u968f\u6b65\u9aa4\u79ef\u7d2f\u3002\u8ba1\u5212\u9519\u4e86\u504f\u5411\u65e9\u671f\u66b4\u9732&#xff0c;\u7b2c\u4e00\u6b65\u5c31\u649e\u4e0a\u7c7b\u578b\u4e0d\u5339\u914d\u5f88\u5e38\u89c1\u3002\u76ee\u6807\u53d8\u4e86\u5219\u968f\u65f6\u53ef\u80fd&#xff0c;\u4e0e\u6267\u884c\u8fdb\u5ea6\u65e0\u5173\u3002\u8fd9\u4e2a\u5206\u5e03\u89c4\u5f8b\u5bf9\u9884\u7b97\u5206\u914d\u6709\u6307\u5bfc\u610f\u4e49&#xff0c;\u91cd\u89c4\u5212\u5bb9\u91cf\u6309\u4e2d\u6bb5\u7559\u8db3\u3002<\/p>\n<h4>1.2 \u5931\u6548\u4fe1\u53f7&#xff1a;\u6267\u884c\u5668\u4e0a\u62a5\u4ec0\u4e48&#xff0c;\u91cd\u89c4\u5212\u624d\u77e5\u9053\u4e3a\u4ec0\u4e48<\/h4>\n<p>\u91cd\u89c4\u5212\u7684\u8f93\u5165\u4e0d\u662f\u5931\u8d25\u8fd9\u4e2a\u4e8b\u4ef6&#xff0c;\u800c\u662f\u5931\u8d25\u7684\u73b0\u573a\u3002\u73b0\u573a\u7531\u4fe1\u53f7\u643a\u5e26\u3002\u4e09\u7c7b\u5931\u6548\u6e90\u5404\u6709\u5178\u578b\u4fe1\u53f7&#xff0c;\u6267\u884c\u5668\u8981\u8d1f\u8d23\u628a\u5b83\u4eec\u8bc6\u522b\u51fa\u6765\u5e76\u7ed3\u6784\u5316\u4e0a\u62a5&#xff0c;\u800c\u4e0d\u662f\u6254\u4e00\u53e5\u7b3c\u7edf\u7684\u5f02\u5e38\u3002<\/p>\n<p>\u7b2c\u4e00\u7c7b\u4fe1\u53f7\u662f\u53d8\u91cf\u586b\u5145\u5931\u8d25\u3002\u6b65\u9aa4\u5f15\u7528\u4e86 #E2&#xff0c;\u53d8\u91cf\u8868\u91cc\u6ca1\u6709\u8fd9\u4e2a\u952e\u3002\u53ef\u80fd\u662f\u524d\u9a71\u5931\u8d25\u4e86&#xff0c;\u4e5f\u53ef\u80fd\u662f\u524d\u7f00\u5199\u9519\u3002\u524d\u8005\u8981\u91cd\u89c4\u5212&#xff0c;\u540e\u8005\u53ea\u662f\u7b14\u8bef\u3002\u533a\u5206\u9760\u67e5\u524d\u9a71\u72b6\u6001\u3002<\/p>\n<p>\u7b2c\u4e8c\u7c7b\u4fe1\u53f7\u662f\u4ea7\u51fa\u4e0e\u9884\u671f\u7c7b\u578b\u4e0d\u7b26\u3002\u6b65\u9aa4\u58f0\u660e\u4ea7\u51fa rows \u5217\u8868&#xff0c;\u5b9e\u9645\u8fd4\u56de\u4e86\u9519\u8bef\u5bf9\u8c61\u6216\u7a7a\u5bb9\u5668\u3002\u5f62\u72b6\u6821\u9a8c\u5728\u7b2c 3 \u7bc7\u662f\u65e9\u5931\u8d25\u624b\u6bb5&#xff0c;\u5728\u8fd9\u91cc\u662f\u5931\u6548\u4fe1\u53f7\u6e90\u3002<\/p>\n<p>\u7b2c\u4e09\u7c7b\u4fe1\u53f7\u662f\u65b0\u6307\u4ee4\u6ce8\u5165\u3002\u76ee\u6807\u5c42\u53d8\u4e86&#xff0c;\u4e0d\u662f\u6267\u884c\u5c42\u80fd\u611f\u77e5\u7684\u3002\u8fd9\u7c7b\u4fe1\u53f7\u6765\u81ea\u6267\u884c\u5668\u4e4b\u5916&#xff0c;\u7531\u4f1a\u8bdd\u5c42\u6216\u4efb\u52a1\u5c42\u76f4\u63a5\u89e6\u53d1\u91cd\u89c4\u5212\u5165\u53e3&#xff0c;\u7ed5\u8fc7\u5931\u8d25\u68c0\u6d4b\u3002<\/p>\n<p><span class=\"token comment\"># \u6765\u6e90&#xff1a;\u81ea\u5b9e\u73b0 \/ failure_signal.py<\/span><br \/>\n<span class=\"token keyword\">from<\/span> dataclasses <span class=\"token keyword\">import<\/span> dataclass<span class=\"token punctuation\">,<\/span> field<\/p>\n<p><span class=\"token decorator annotation punctuation\">&#064;dataclass<\/span><br \/>\n<span class=\"token keyword\">class<\/span> <span class=\"token class-name\">FailureSignal<\/span><span class=\"token punctuation\">:<\/span><br \/>\n    <span class=\"token triple-quoted-string string\">&#034;&#034;&#034;\u5931\u8d25\u4fe1\u53f7\u7684\u7ed3\u6784\u5316\u63cf\u8ff0&#xff0c;\u91cd\u89c4\u5212\u5668\u7684\u76f4\u63a5\u8f93\u5165\u3002&#034;&#034;&#034;<\/span><br \/>\n    step_id<span class=\"token punctuation\">:<\/span> <span class=\"token builtin\">str<\/span>                 <span class=\"token comment\"># \u5728\u54ea\u4e00\u6b65\u5931\u8d25<\/span><br \/>\n    error_type<span class=\"token punctuation\">:<\/span> <span class=\"token builtin\">str<\/span>              <span class=\"token comment\"># \u9519\u8bef\u7c7b\u578b&#xff0c;\u89c1\u7c7b\u578b\u8868<\/span><br \/>\n    error_msg<span class=\"token punctuation\">:<\/span> <span class=\"token builtin\">str<\/span>               <span class=\"token comment\"># \u539f\u59cb\u9519\u8bef\u6d88\u606f&#xff0c;\u622a\u65ad\u5230 200 \u5b57<\/span><br \/>\n    attempted<span class=\"token punctuation\">:<\/span> <span class=\"token builtin\">list<\/span> <span class=\"token operator\">&#061;<\/span> field<span class=\"token punctuation\">(<\/span>default_factory<span class=\"token operator\">&#061;<\/span><span class=\"token builtin\">list<\/span><span class=\"token punctuation\">)<\/span>  <span class=\"token comment\"># \u5df2\u5c1d\u8bd5\u7684\u6062\u590d\u52a8\u4f5c<\/span><br \/>\n    evidence<span class=\"token punctuation\">:<\/span> <span class=\"token builtin\">dict<\/span> <span class=\"token operator\">&#061;<\/span> field<span class=\"token punctuation\">(<\/span>default_factory<span class=\"token operator\">&#061;<\/span><span class=\"token builtin\">dict<\/span><span class=\"token punctuation\">)<\/span>   <span class=\"token comment\"># \u73b0\u573a\u8bc1\u636e&#xff0c;\u53d8\u91cf\u8868\u5feb\u7167\u7b49<\/span><\/p>\n<p><span class=\"token keyword\">def<\/span> <span class=\"token function\">classify<\/span><span class=\"token punctuation\">(<\/span>step<span class=\"token punctuation\">,<\/span> result<span class=\"token punctuation\">,<\/span> var_table<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n    <span class=\"token triple-quoted-string string\">&#034;&#034;&#034;\u4ece\u6267\u884c\u7ed3\u679c\u8bc6\u522b\u9519\u8bef\u7c7b\u578b&#xff0c;\u8fd4\u56de\u4fe1\u53f7\u5bf9\u8c61\u3002&#034;&#034;&#034;<\/span><br \/>\n    <span class=\"token keyword\">if<\/span> result<span class=\"token punctuation\">.<\/span>get<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;status&#034;<\/span><span class=\"token punctuation\">)<\/span> <span class=\"token operator\">&#061;&#061;<\/span> <span class=\"token string\">&#034;tool_error&#034;<\/span><span class=\"token punctuation\">:<\/span><br \/>\n        kind <span class=\"token operator\">&#061;<\/span> <span class=\"token string\">&#034;environmental&#034;<\/span>            <span class=\"token comment\"># \u73af\u5883\u6027&#xff1a;\u8d85\u65f6\u3001\u9650\u6d41\u3001\u65ad\u7f51<\/span><br \/>\n    <span class=\"token keyword\">elif<\/span> result<span class=\"token punctuation\">.<\/span>get<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;status&#034;<\/span><span class=\"token punctuation\">)<\/span> <span class=\"token operator\">&#061;&#061;<\/span> <span class=\"token string\">&#034;shape&#034;<\/span><span class=\"token punctuation\">:<\/span><br \/>\n        kind <span class=\"token operator\">&#061;<\/span> <span class=\"token string\">&#034;assumption&#034;<\/span>               <span class=\"token comment\"># \u5047\u8bbe\u6027&#xff1a;\u4ea7\u51fa\u4e0e\u9884\u671f\u4e0d\u7b26<\/span><br \/>\n    <span class=\"token keyword\">elif<\/span> step<span class=\"token punctuation\">[<\/span><span class=\"token string\">&#034;args&#034;<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">.<\/span>get<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;src&#034;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;&#034;<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">.<\/span>startswith<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;#E&#034;<\/span><span class=\"token punctuation\">)<\/span> <span class=\"token keyword\">and<\/span> \\\\<br \/>\n            step<span class=\"token punctuation\">[<\/span><span class=\"token string\">&#034;args&#034;<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">[<\/span><span class=\"token string\">&#034;src&#034;<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">[<\/span><span class=\"token number\">1<\/span><span class=\"token punctuation\">:<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">.<\/span>split<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;.&#034;<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">[<\/span><span class=\"token number\">0<\/span><span class=\"token punctuation\">]<\/span> <span class=\"token keyword\">not<\/span> <span class=\"token keyword\">in<\/span> var_table<span class=\"token punctuation\">:<\/span><br \/>\n        kind <span class=\"token operator\">&#061;<\/span> <span class=\"token string\">&#034;missing_var&#034;<\/span>              <span class=\"token comment\"># \u53d8\u91cf\u7f3a\u5931&#xff1a;\u5f15\u7528\u4e86\u672a\u56de\u586b\u7684\u952e<\/span><br \/>\n    <span class=\"token keyword\">else<\/span><span class=\"token punctuation\">:<\/span><br \/>\n        kind <span class=\"token operator\">&#061;<\/span> <span class=\"token string\">&#034;unknown&#034;<\/span><br \/>\n    <span class=\"token keyword\">return<\/span> FailureSignal<span class=\"token punctuation\">(<\/span>step_id<span class=\"token operator\">&#061;<\/span>step<span class=\"token punctuation\">[<\/span><span class=\"token string\">&#034;id&#034;<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">,<\/span> error_type<span class=\"token operator\">&#061;<\/span>kind<span class=\"token punctuation\">,<\/span><br \/>\n                         error_msg<span class=\"token operator\">&#061;<\/span><span class=\"token builtin\">str<\/span><span class=\"token punctuation\">(<\/span>result<span class=\"token punctuation\">.<\/span>get<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;msg&#034;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;&#034;<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">[<\/span><span class=\"token punctuation\">:<\/span><span class=\"token number\">200<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">)<\/span><\/p>\n<p><span class=\"token keyword\">if<\/span> __name__ <span class=\"token operator\">&#061;&#061;<\/span> <span class=\"token string\">&#034;__main__&#034;<\/span><span class=\"token punctuation\">:<\/span><br \/>\n    s <span class=\"token operator\">&#061;<\/span> <span class=\"token punctuation\">{<\/span><span class=\"token string\">&#034;id&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token string\">&#034;s3&#034;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;args&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token punctuation\">{<\/span><span class=\"token string\">&#034;src&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token string\">&#034;#E2.rows&#034;<\/span><span class=\"token punctuation\">}<\/span><span class=\"token punctuation\">}<\/span><br \/>\n    <span class=\"token keyword\">print<\/span><span class=\"token punctuation\">(<\/span>classify<span class=\"token punctuation\">(<\/span>s<span class=\"token punctuation\">,<\/span> <span class=\"token punctuation\">{<\/span><span class=\"token string\">&#034;status&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token string\">&#034;shape&#034;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;msg&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token string\">&#034;\u671f\u671b list \u5b9e\u9645 None&#034;<\/span><span class=\"token punctuation\">}<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token punctuation\">{<\/span><span class=\"token string\">&#034;x&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token number\">1<\/span><span class=\"token punctuation\">}<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">)<\/span><\/p>\n<p>classify \u662f\u7eaf\u51fd\u6570&#xff0c;\u4e0d\u8c03\u6a21\u578b&#xff0c;\u53ef\u4ee5\u653e\u5728\u6267\u884c\u5668\u7684\u56de\u586b\u8def\u5f84\u4e0a\u96f6\u6210\u672c\u8dd1\u3002\u9519\u8bef\u7c7b\u578b\u5b66\u6cbf\u7528 ReAct \u7cfb\u5217\u7b2c 4 \u7bc7\u7684\u56db\u5206\u7c7b\u53e3\u5f84&#xff0c;\u8fd9\u91cc\u53d6\u4e0e\u8ba1\u5212\u5c42\u76f8\u5173\u7684\u4e09\u7c7b\u3002<\/p>\n<h4>1.3 \u4ece\u4fe1\u53f7\u5230\u8def\u7531&#xff1a;\u4e0d\u540c\u5931\u6548\u6e90\u8d70\u4e0d\u540c\u5165\u53e3<\/h4>\n<p>\u6709\u4e86\u5206\u7c7b&#xff0c;\u5931\u6548\u4fe1\u53f7\u5230\u91cd\u89c4\u5212\u7684\u8def\u5f84\u5c31\u4e0d\u662f\u4e00\u6761&#xff0c;\u800c\u662f\u6309\u6e90\u5206\u6d41\u7684\u8def\u7531\u3002\u753b\u6210\u56fe&#xff0c;\u8fd9\u662f\u91cd\u89c4\u5212\u673a\u5236\u7684\u9aa8\u67b6\u3002<\/p>\n<p>  #mermaid-svg-ThVj6mMdSHDCKmKC{font-family:\\&#8221;trebuchet ms\\&#8221;,verdana,arial,sans-serif;font-size:16px;fill:#333;}@keyframes edge-animation-frame{from{stroke-dashoffset:0;}}@keyframes 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ms\\&#8221;,verdana,arial,sans-serif;}#mermaid-svg-kJrGVhBmcy10cWVA .default&gt;*{fill:#faf9f5!important;stroke:#ffffff!important;color:#000000!important;stroke-width:0px!important;}#mermaid-svg-kJrGVhBmcy10cWVA .default span{fill:#faf9f5!important;stroke:#ffffff!important;color:#000000!important;stroke-width:0px!important;}#mermaid-svg-kJrGVhBmcy10cWVA .default tspan{fill:#000000!important;}<\/p>\n<p>         <span class=\"edgeLabel\"><\/span><\/p>\n<p>         <span class=\"edgeLabel\"><\/p>\n<p>\u53ea\u5f71\u54cd\u5931\u8d25\u6b65<\/p>\n<p><\/span><\/p>\n<p>         <span class=\"edgeLabel\"><\/p>\n<p>\u5f71\u54cd\u5931\u8d25\u70b9\u4e4b\u540e\u7684\u6574\u6bb5<\/p>\n<p><\/span><\/p>\n<p>         <span class=\"edgeLabel\"><\/p>\n<p>\u5f71\u54cd\u5168\u5c40\u6216\u76ee\u6807\u5df2\u53d8<\/p>\n<p><\/span><\/p>\n<p>         <span class=\"edgeLabel\"><\/span><\/p>\n<p>         <span class=\"edgeLabel\"><\/span><\/p>\n<p>         <span class=\"edgeLabel\"><\/span><\/p>\n<p>         <span class=\"edgeLabel\"><\/span><\/p>\n<p>         <span class=\"edgeLabel\"><\/span><\/p>\n<p>         <span class=\"edgeLabel\"><\/span><\/p>\n<p>         <span style=\"color:#000000 !important\" class=\"nodeLabel\"><\/p>\n<p>\u8fdb\u5165\u91cd\u89c4\u5212\u5165\u53e3<\/p>\n<p><\/span><\/p>\n<p>         <span style=\"color:#000000 !important\" class=\"nodeLabel\"><\/p>\n<p>\u5931\u6548\u539f\u56e0\u5f71\u54cd\u8303\u56f4<\/p>\n<p><\/span><\/p>\n<p>         <span style=\"color:#000000 !important\" class=\"nodeLabel\"><\/p>\n<p>\u5c40\u90e8\u4fee\u8865<\/p>\n<p><\/span><\/p>\n<p>         <span style=\"color:#000000 !important\" class=\"nodeLabel\"><\/p>\n<p>\u5c3e\u90e8\u91cd\u5217<\/p>\n<p><\/span><\/p>\n<p>         <span style=\"color:#000000 !important\" class=\"nodeLabel\"><\/p>\n<p>\u5168\u5c40\u91cd\u5217<\/p>\n<p><\/span><\/p>\n<p>         <span style=\"color:#000000 !important\" class=\"nodeLabel\"><\/p>\n<p>\u4fdd\u7559\u5df2\u5b8c\u6210 \u4fdd\u7559\u672a\u53d7\u7d2f\u540e\u7ee7<\/p>\n<p><\/span><\/p>\n<p>         <span style=\"color:#000000 !important\" class=\"nodeLabel\"><\/p>\n<p>\u4fdd\u7559\u5df2\u5b8c\u6210 \u4f5c\u5e9f\u5269\u4f59\u6b65\u9aa4<\/p>\n<p><\/span><\/p>\n<p>         <span style=\"color:#000000 !important\" class=\"nodeLabel\"><\/p>\n<p>\u4f5c\u5e9f\u5168\u90e8 \u53d8\u91cf\u8868\u6e05\u7a7a\u6216\u6807\u8bb0<\/p>\n<p><\/span><\/p>\n<p>         <span style=\"color:#000000 !important\" class=\"nodeLabel\"><\/p>\n<p>\u751f\u6210\u65b0\u8ba1\u5212\u7248\u672c \u7248\u672c\u53f7\u52a0\u4e00<\/p>\n<p><\/span><\/p>\n<p>\u4e09\u6863\u5171\u7528\u540c\u4e00\u4e2a\u51fa\u53e3&#xff1a;\u751f\u6210\u65b0\u8ba1\u5212\u7248\u672c&#xff0c;\u7248\u672c\u53f7\u52a0\u4e00\u3002\u7b2c 3 \u7bc7\u7b2c 7.4 \u8282\u5f3a\u8c03\u8fc7\u65e5\u5fd7\u8981\u5e26\u8ba1\u5212\u7248\u672c\u53f7&#xff0c;\u539f\u56e0\u5728\u8fd9\u91cc\u3002\u540c\u4e00\u4e2a\u6b65\u9aa4 ID \u5728\u4e24\u4e2a\u7248\u672c\u91cc\u542b\u4e49\u53ef\u80fd\u4e0d\u540c&#xff0c;\u4e0d\u5e26\u7248\u672c\u53f7\u65e5\u5fd7\u5c31\u6ca1\u6cd5\u5f52\u8d26\u3002<\/p>\n<h4>2.2 \u6210\u672c\u4e0e\u98ce\u9669\u5bf9\u7167\u8868<\/h4>\n<p>\u4e09\u6863\u7c92\u5ea6\u4e0d\u53ea\u662f\u4fee\u6539\u8303\u56f4\u4e0d\u540c&#xff0c;\u4e0a\u4e0b\u6587\u4e22\u5931\u98ce\u9669\u4e5f\u4e0d\u540c\u3002\u4fee\u6539\u8303\u56f4\u8d8a\u5927&#xff0c;\u91cd\u89c4\u5212\u63d0\u793a\u8d8a\u957f&#xff0c;\u6a21\u578b\u8c03\u7528\u8d8a\u8d35&#xff0c;\u540c\u65f6\u4fdd\u7559\u7684\u6709\u6548\u6210\u679c\u8d8a\u5c11\u3002<\/p>\n<table>\n<tr>\u7c92\u5ea6\u4fdd\u7559\u4ec0\u4e48\u91cd\u89c4\u5212\u63d0\u793a\u89c4\u6a21\u4e0a\u4e0b\u6587\u4e22\u5931\u98ce\u9669\u5355\u6b21 token \u4f30\u7b97<\/tr>\n<tbody>\n<tr>\n<td>\u5c40\u90e8\u4fee\u8865<\/td>\n<td>\u5df2\u5b8c\u6210\u5168\u90e8\u3001\u672a\u53d7\u7d2f\u540e\u7ee7<\/td>\n<td>\u53ea\u542b\u5931\u8d25\u6b65\u4e0e\u76f4\u63a5\u540e\u7ee7<\/td>\n<td>\u6781\u4f4e<\/td>\n<td>\u7ea6 0.3 \u5230 0.8 K<\/td>\n<\/tr>\n<tr>\n<td>\u5c3e\u90e8\u91cd\u5217<\/td>\n<td>\u5df2\u5b8c\u6210\u5168\u90e8<\/td>\n<td>\u542b\u76ee\u6807\u3001\u5df2\u5b8c\u6210\u6458\u8981\u3001\u5931\u8d25\u73b0\u573a<\/td>\n<td>\u4e2d<\/td>\n<td>\u7ea6 1 \u5230 3 K<\/td>\n<\/tr>\n<tr>\n<td>\u5168\u5c40\u91cd\u5217<\/td>\n<td>\u65e0&#xff0c;\u6216\u4ec5\u76ee\u6807\u4e0e\u6559\u8bad<\/td>\n<td>\u542b\u76ee\u6807\u3001\u5931\u8d25\u603b\u7ed3\u3001\u53ef\u9009\u65e7\u8ba1\u5212\u6458\u8981<\/td>\n<td>\u9ad8<\/td>\n<td>\u7ea6 2 \u5230 5 K<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>\u8868\u91cc\u7684 token \u6570\u5b57\u6765\u81ea\u7b2c 6.4 \u8282\u6210\u672c\u8ba1\u7b97\u5668\u7684\u6784\u9020\u5047\u8bbe&#xff0c;\u53e3\u5f84\u662f\u516b\u6b65\u8ba1\u5212\u3001\u6bcf\u6b65\u63cf\u8ff0\u7ea6 60 token\u3002\u771f\u5b9e\u7cfb\u7edf\u7684\u6570\u5b57\u8981\u6309\u81ea\u5df1\u7684\u8ba1\u5212\u6a21\u677f\u91cd\u65b0\u6253\u8868&#xff0c;\u65b9\u6cd5\u5728\u7b2c 6.4 \u8282\u3002<\/p>\n<p>\u4e0a\u4e0b\u6587\u4e22\u5931\u98ce\u9669\u662f\u8fd9\u5f20\u8868\u6700\u5bb9\u6613\u88ab\u4f4e\u4f30\u7684\u4e00\u5217\u3002\u5168\u5c40\u91cd\u5217\u628a\u5df2\u5b8c\u6210\u7684\u7ed3\u679c\u4e22\u6389&#xff0c;\u5982\u679c\u90a3\u4e9b\u7ed3\u679c\u8fd8\u6709\u6548&#xff0c;\u91cd\u5217\u540e\u8981\u91cd\u65b0\u6267\u884c\u4e00\u904d&#xff0c;\u7b49\u4e8e\u628a\u5df2\u82b1\u7684\u9884\u7b97\u518d\u82b1\u4e00\u6b21\u3002\u8fd9\u7b14\u9690\u5f62\u6210\u672c\u5728\u7b2c 6.4 \u8282\u7684\u6210\u672c\u8d26\u91cc\u663e\u5f0f\u7b97\u51fa\u6765\u3002<\/p>\n<p>\u8fd8\u6709\u4e00\u4e2a\u7ef4\u5ea6\u8868\u91cc\u6ca1\u5217&#xff1a;\u5bf9\u6267\u884c\u5668\u7684\u5f71\u54cd\u3002\u5c40\u90e8\u4fee\u8865\u540e&#xff0c;\u6267\u884c\u5668\u53ef\u4ee5\u4ece\u5931\u8d25\u6b65\u7ee7\u7eed&#xff0c;\u5df2\u5b8c\u6210\u6b65\u9aa4\u7684\u72b6\u6001\u539f\u6837\u4fdd\u7559\u3002\u5168\u5c40\u91cd\u5217\u540e&#xff0c;\u6267\u884c\u5668\u8981\u91cd\u7f6e\u6574\u4e2a\u72b6\u6001\u673a&#xff0c;\u4e94\u6001\u5168\u90e8\u56de READY&#xff0c;\u53d8\u91cf\u8868\u6309\u5065\u5eb7\u5ea6\u6e05\u7a7a\u6216\u964d\u7ea7\u3002\u5207\u6362\u6210\u672c\u4e0d\u5728 token \u8d26\u4e0a&#xff0c;\u5728\u4ee3\u7801\u8def\u5f84\u7684\u590d\u6742\u5ea6\u4e0a\u3002<\/p>\n<p>\u4e09\u6863\u7c92\u5ea6\u5728\u7248\u672c\u7ba1\u7406\u4e0a\u7684\u5dee\u5f02\u4e5f\u503c\u5f97\u8bf4\u3002\u5c40\u90e8\u4fee\u8865\u4ea7\u751f\u7684\u65b0\u7248\u672c\u4e0e\u65e7\u7248\u672c\u9ad8\u5ea6\u76f8\u4f3c&#xff0c;diff \u53ea\u6709\u4e00\u4e24\u884c&#xff0c;\u4eba\u5de5\u5ba1\u67e5\u5feb\u3002\u5168\u5c40\u91cd\u5217\u7684\u65b0\u7248\u672c\u4e0e\u65e7\u7248\u672c\u51e0\u4e4e\u6ca1\u6709\u53ef\u6bd4\u6027&#xff0c;\u5ba1\u67e5\u7b49\u4e8e\u91cd\u770b\u4e00\u4efd\u65b0\u8ba1\u5212\u3002\u8fd9\u610f\u5473\u7740\u7c92\u5ea6\u8d8a\u91cd&#xff0c;\u4eba\u5de5\u4ecb\u5165\u7684\u5355\u4f4d\u6210\u672c\u8d8a\u9ad8&#xff0c;\u8fd9\u662f\u91cd\u89c4\u5212\u8981\u8bbe\u95f8\u7684\u53c8\u4e00\u4e2a\u7406\u7531\u3002<\/p>\n<h4>2.3 \u9009\u62e9\u51c6\u5219&#xff1a;\u5931\u6548\u539f\u56e0\u7684\u5f71\u54cd\u534a\u5f84<\/h4>\n<p>\u4e09\u6863\u4e4b\u95f4\u600e\u4e48\u9009&#xff0c;\u5224\u636e\u53ea\u6709\u4e00\u6761&#xff1a;\u5931\u6548\u539f\u56e0\u7684\u5f71\u54cd\u534a\u5f84\u3002\u534a\u5f84\u6307\u5931\u6548\u6240\u63a8\u7ffb\u7684\u5047\u8bbe\u88ab\u591a\u5c11\u6b65\u9aa4\u5171\u4eab\u3002<\/p>\n<p>\u4e16\u754c\u53d8\u4e86\u7c7b\u5931\u6548&#xff0c;\u5047\u8bbe\u901a\u5e38\u53ea\u88ab\u4e00\u6761\u5206\u652f\u5171\u4eab\u3002\u67e5 A \u8868\u5931\u8d25\u7684\u5047\u8bbe\u53ea\u652f\u6491\u67e5\u8868\u90a3\u51e0\u6b65&#xff0c;\u5c3e\u90e8\u91cd\u5217\u8be5\u5206\u652f\u5373\u53ef\u3002\u8ba1\u5212\u9519\u4e86\u7c7b\u5931\u6548&#xff0c;\u5982\u679c\u662f\u9690\u6027\u4f9d\u8d56&#xff0c;\u8865\u4e00\u6761\u8fb9\u5c31\u591f&#xff0c;\u5c40\u90e8\u4fee\u8865\u3002\u5982\u679c\u662f\u5206\u89e3\u65b9\u5411\u9519&#xff0c;\u5c3e\u90e8\u91cd\u5217\u3002\u76ee\u6807\u53d8\u4e86\u7c7b\u5931\u6548&#xff0c;\u534a\u5f84\u5fc5\u7136\u662f\u5168\u5c40&#xff0c;\u6ca1\u6709\u7b2c\u4e8c\u6863\u53ef\u9009\u3002<\/p>\n<table>\n<tr>\u5931\u6548\u573a\u666f\u5f71\u54cd\u534a\u5f84\u63a8\u8350\u7c92\u5ea6\u7406\u7531<\/tr>\n<tbody>\n<tr>\n<td>\u5de5\u5177\u6539\u7248\u8fd4\u56de\u7c7b\u578b\u53d8\u4e86<\/td>\n<td>\u8be5\u6b65\u53ca\u5176\u76f4\u63a5\u540e\u7ee7<\/td>\n<td>\u5c40\u90e8\u4fee\u8865<\/td>\n<td>\u6362\u5de5\u5177\u6216\u52a0\u8f6c\u6362\u6b65<\/td>\n<\/tr>\n<tr>\n<td>\u9690\u6027\u4f9d\u8d56\u66b4\u9732<\/td>\n<td>\u8865\u4e00\u6761\u8fb9<\/td>\n<td>\u5c40\u90e8\u4fee\u8865<\/td>\n<td>\u7ed3\u6784\u6ca1\u9519&#xff0c;\u7f3a\u58f0\u660e<\/td>\n<\/tr>\n<tr>\n<td>\u68c0\u7d22\u4e3a\u7a7a\u9700\u6362\u7b56\u7565<\/td>\n<td>\u8be5\u5206\u652f\u5269\u4f59\u90e8\u5206<\/td>\n<td>\u5c3e\u90e8\u91cd\u5217<\/td>\n<td>\u540e\u7eed\u601d\u8def\u8981\u6362<\/td>\n<\/tr>\n<tr>\n<td>\u5206\u89e3\u524d\u63d0\u88ab\u63a8\u7ffb<\/td>\n<td>\u5168\u90e8<\/td>\n<td>\u5168\u5c40\u91cd\u5217<\/td>\n<td>\u5df2\u5b8c\u6210\u7ed3\u679c\u57fa\u4e8e\u9519\u8bef\u524d\u63d0<\/td>\n<\/tr>\n<tr>\n<td>\u7528\u6237\u65b0\u6307\u4ee4\u6539\u76ee\u6807<\/td>\n<td>\u5168\u90e8<\/td>\n<td>\u5168\u5c40\u91cd\u5217<\/td>\n<td>\u7ec8\u70b9\u53d8\u4e86<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>\u5de5\u7a0b\u4e0a\u843d\u5730\u6210\u8def\u7531\u8868&#xff0c;\u5931\u8d25\u4fe1\u53f7\u5e26\u7c7b\u578b\u8fdb\u6765&#xff0c;\u7c92\u5ea6\u51fa\u53bb\u3002\u7b2c 6.1 \u8282\u7ed9\u51fa\u5b8c\u6574\u5b9e\u73b0\u3002\u8def\u7531\u8868\u8981\u5141\u8bb8\u4eba\u5de5\u8986\u76d6&#xff0c;\u6a21\u578b\u5224\u65ad\u5f71\u54cd\u534a\u5f84\u4f1a\u51fa\u9519&#xff0c;\u4eba\u5de5\u515c\u5e95\u662f\u5fc5\u8981\u7684\u4e00\u73af\u3002<\/p>\n<p>\u9ed8\u8ba4\u53d6\u5411\u662f\u4ece\u8f7b\u5f80\u91cd\u8bd5\u3002\u5148\u7528\u5c40\u90e8\u4fee\u8865\u8dd1\u4e00\u6b21&#xff0c;\u4fee\u8865\u540e\u4ecd\u5931\u8d25\u4e14\u5931\u8d25\u539f\u56e0\u663e\u793a\u534a\u5f84\u66f4\u5927&#xff0c;\u518d\u5347\u7ea7\u5230\u5c3e\u90e8\u91cd\u5217\u3002\u5347\u7ea7\u8def\u5f84\u662f\u5355\u5411\u7684&#xff0c;\u4e0d\u8981\u4ece\u5168\u5c40\u91cd\u5217\u964d\u56de\u4fee\u8865&#xff0c;\u90a3\u662f\u632f\u8361\u7684\u5f00\u59cb&#xff0c;\u7b2c 7.2 \u8282\u5c55\u5f00\u3002<\/p>\n<p>\u5355\u5411\u5347\u7ea7\u7684\u4f8b\u5916\u53ea\u6709\u4e00\u4e2a&#xff1a;\u76ee\u6807\u53d8\u66f4\u540e\u53c8\u6709\u5c40\u90e8\u5931\u8d25\u3002\u8fd9\u65f6\u65b0\u76ee\u6807\u4e0b\u7684\u5168\u5c40\u91cd\u5217\u5df2\u5b8c\u6210&#xff0c;\u540e\u7eed\u5931\u8d25\u6309\u6b63\u5e38\u4ece\u8f7b\u5f80\u91cd\u8d70\u3002\u5355\u5411\u7ea6\u675f\u9650\u5236\u7684\u662f\u540c\u4e00\u6b21\u5931\u6548\u7684\u5904\u7406\u8def\u5f84&#xff0c;\u4e0d\u662f\u6574\u4e2a\u4efb\u52a1\u751f\u547d\u5468\u671f\u3002<\/p>\n<p>\u7c92\u5ea6\u5b9a\u4e86&#xff0c;\u63a5\u4e0b\u6765\u662f\u91cd\u89c4\u5212\u5668\u8bfb\u4ec0\u4e48\u3002\u8f93\u5165\u8bbe\u8ba1\u7684\u8d28\u91cf\u76f4\u63a5\u51b3\u5b9a\u91cd\u5217\u51fa\u6765\u7684\u8ba1\u5212\u8d28\u91cf\u3002<\/p>\n<h3>3. \u91cd\u89c4\u5212\u5668\u7684\u8f93\u5165\u8bbe\u8ba1&#xff1a;\u643a\u5e26\u4ec0\u4e48&#xff0c;\u4e22\u6389\u4ec0\u4e48<\/h3>\n<p>\u91cd\u89c4\u5212\u5668\u662f\u4e00\u6b21\u6a21\u578b\u8c03\u7528&#xff0c;\u5b83\u7684\u8f93\u51fa\u8d28\u91cf\u4e0a\u9650\u7531\u8f93\u5165\u51b3\u5b9a\u3002\u8f93\u5165\u8bbe\u8ba1\u6709\u4e24\u4e2a\u65b9\u5411&#xff1a;\u8be5\u5e26\u7684\u5e26\u5168&#xff0c;\u4e0d\u8be5\u5e26\u7684\u5220\u51c0\u3002\u4e24\u4e2a\u65b9\u5411\u90fd\u505a\u9519&#xff0c;\u91cd\u89c4\u5212\u5c31\u662f\u70e7\u94b1\u4ea7\u51fa\u5783\u573e\u3002<\/p>\n<h4>3.1 \u643a\u5e26\u56db\u4ef6\u5957&#xff1a;\u76ee\u6807\u3001\u5df2\u5b8c\u6210\u3001\u5931\u8d25\u73b0\u573a\u3001\u5269\u4f59\u8ba1\u5212<\/h4>\n<p>\u91cd\u89c4\u5212\u63d0\u793a\u7684\u5fc5\u5907\u4ef6\u6709\u56db\u6837\u3002\u7f3a\u4efb\u4f55\u4e00\u6837&#xff0c;\u91cd\u5217\u51fa\u6765\u7684\u8ba1\u5212\u90fd\u4f1a\u4e0e\u73b0\u72b6\u8131\u8282\u3002<\/p>\n<p>\u7b2c\u4e00\u6837\u662f\u539f\u59cb\u76ee\u6807\u3002\u91cd\u89c4\u5212\u5668\u9700\u8981\u77e5\u9053\u81ea\u5df1\u4e3a\u4ec0\u4e48\u6539\u8fd9\u4efd\u8ba1\u5212\u3002\u76ee\u6807\u7528\u7528\u6237\u539f\u8bdd&#xff0c;\u4e0d\u8981\u7528\u89c4\u5212\u5668\u7684\u8f6c\u8ff0\u7248\u672c\u3002\u8f6c\u8ff0\u4f1a\u4e22\u4fe1\u606f&#xff0c;\u91cd\u5217\u57fa\u4e8e\u8f6c\u8ff0\u5c31\u653e\u5927\u4e86\u4e22\u5931\u3002<\/p>\n<p>\u7b2c\u4e8c\u6837\u662f\u5df2\u5b8c\u6210\u6b65\u9aa4\u53ca\u5176\u7ed3\u679c\u3002\u683c\u5f0f\u7528\u4e00\u884c\u6458\u8981&#xff0c;\u6b65\u9aa4 ID \u52a0\u52a8\u4f5c\u52a0\u4ea7\u51fa\u6982\u8981&#xff0c;\u5927\u503c\u622a\u65ad\u3002\u8fd9\u662f\u65b0\u8ba1\u5212\u80fd\u5f15\u7528\u5df2\u6709\u53d8\u91cf\u7684\u4f9d\u636e&#xff0c;\u4e5f\u662f\u7701\u9884\u7b97\u7684\u4f9d\u636e\u3002<\/p>\n<p>\u7b2c\u4e09\u6837\u662f\u5931\u8d25\u6b65\u9aa4\u4e0e\u5931\u8d25\u539f\u56e0&#xff0c;\u5373\u7b2c 1.2 \u8282\u7684\u7ed3\u6784\u5316\u4fe1\u53f7\u3002\u9519\u8bef\u7c7b\u578b\u3001\u9519\u8bef\u6d88\u606f\u3001\u5df2\u5c1d\u8bd5\u7684\u6062\u590d\u52a8\u4f5c\u4e09\u9879\u90fd\u8981\u6709\u3002\u5df2\u5c1d\u8bd5\u7684\u6062\u590d\u5c24\u5176\u91cd\u8981&#xff0c;\u7f3a\u4e86\u5b83&#xff0c;\u91cd\u89c4\u5212\u5668\u4f1a\u628a\u91cd\u8bd5\u8fc7\u7684\u65b9\u6848\u518d\u5217\u4e00\u904d\u3002<\/p>\n<p>\u7b2c\u56db\u6837\u662f\u5269\u4f59\u8ba1\u5212\u539f\u6587\u3002\u91cd\u89c4\u5212\u5668\u9700\u8981\u770b\u5230\u65e7\u8ba1\u5212\u957f\u4ec0\u4e48\u6837&#xff0c;\u624d\u80fd\u51b3\u5b9a\u662f\u4fee\u8865\u8fd8\u662f\u91cd\u5217\u3002\u4e0d\u7ed9\u65e7\u8ba1\u5212&#xff0c;\u5b83\u53ea\u80fd\u51ed\u76ee\u6807\u91cd\u7f16&#xff0c;\u7b49\u4e8e\u6bcf\u6b21\u90fd\u5168\u5c40\u91cd\u5217\u3002<\/p>\n<p><span class=\"token comment\"># \u6765\u6e90&#xff1a;\u81ea\u5b9e\u73b0 \/ replan_prompt.py&#xff08;\u4f9d\u8d56 failure_signal.py \u7684 FailureSignal&#xff09;<\/span><br \/>\n<span class=\"token keyword\">from<\/span> failure_signal <span class=\"token keyword\">import<\/span> FailureSignal<\/p>\n<p>GOAL <span class=\"token operator\">&#061;<\/span> <span class=\"token string\">&#034;\u5bf9\u6bd4\u4e09\u5bb6\u4e91\u5382\u5546\u5bf9\u8c61\u5b58\u50a8\u7684\u6708\u6210\u672c&#034;<\/span><\/p>\n<p><span class=\"token keyword\">def<\/span> <span class=\"token function\">build_prompt<\/span><span class=\"token punctuation\">(<\/span>goal<span class=\"token punctuation\">,<\/span> done<span class=\"token punctuation\">,<\/span> failed<span class=\"token punctuation\">,<\/span> remaining<span class=\"token punctuation\">,<\/span> signal<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n    <span class=\"token triple-quoted-string string\">&#034;&#034;&#034;\u62fc\u88c5\u91cd\u89c4\u5212\u63d0\u793a&#xff0c;\u56db\u4ef6\u5957\u9f50\u5168&#xff0c;\u4e2d\u95f4\u89c2\u5bdf\u5168\u6587\u4e0d\u643a\u5e26\u3002&#034;&#034;&#034;<\/span><br \/>\n    lines <span class=\"token operator\">&#061;<\/span> <span class=\"token punctuation\">[<\/span><span class=\"token string-interpolation\"><span class=\"token string\">f&#034;\u76ee\u6807&#xff1a;<\/span><span class=\"token interpolation\"><span class=\"token punctuation\">{<\/span>goal<span class=\"token punctuation\">}<\/span><\/span><span class=\"token string\">&#034;<\/span><\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;&#034;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;\u5df2\u5b8c\u6210\u6b65\u9aa4&#xff1a;&#034;<\/span><span class=\"token punctuation\">]<\/span><br \/>\n    <span class=\"token keyword\">for<\/span> sid<span class=\"token punctuation\">,<\/span> act<span class=\"token punctuation\">,<\/span> out <span class=\"token keyword\">in<\/span> done<span class=\"token punctuation\">:<\/span><br \/>\n        lines<span class=\"token punctuation\">.<\/span>append<span class=\"token punctuation\">(<\/span><span class=\"token string-interpolation\"><span class=\"token string\">f&#034;  #<\/span><span class=\"token interpolation\"><span class=\"token punctuation\">{<\/span>sid<span class=\"token punctuation\">}<\/span><\/span><span class=\"token string\"> <\/span><span class=\"token interpolation\"><span class=\"token punctuation\">{<\/span>act<span class=\"token punctuation\">}<\/span><\/span><span class=\"token string\"> -&gt; <\/span><span class=\"token interpolation\"><span class=\"token punctuation\">{<\/span><span class=\"token builtin\">str<\/span><span class=\"token punctuation\">(<\/span>out<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">[<\/span><span class=\"token punctuation\">:<\/span><span class=\"token format-spec\">40]<\/span><span class=\"token punctuation\">}<\/span><\/span><span class=\"token string\">&#034;<\/span><\/span><span class=\"token punctuation\">)<\/span>   <span class=\"token comment\"># \u6458\u8981\u52a0\u622a\u65ad<\/span><br \/>\n    lines<span class=\"token punctuation\">.<\/span>append<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;&#034;<\/span><span class=\"token punctuation\">)<\/span><br \/>\n    lines<span class=\"token punctuation\">.<\/span>append<span class=\"token punctuation\">(<\/span><span class=\"token string-interpolation\"><span class=\"token string\">f&#034;\u5931\u8d25\u6b65\u9aa4&#xff1a;#<\/span><span class=\"token interpolation\"><span class=\"token punctuation\">{<\/span>failed<span class=\"token punctuation\">[<\/span><span class=\"token string\">&#039;id&#039;<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">}<\/span><\/span><span class=\"token string\"> <\/span><span class=\"token interpolation\"><span class=\"token punctuation\">{<\/span>failed<span class=\"token punctuation\">[<\/span><span class=\"token string\">&#039;action&#039;<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">}<\/span><\/span><span class=\"token string\">&#034;<\/span><\/span><span class=\"token punctuation\">)<\/span><br \/>\n    lines<span class=\"token punctuation\">.<\/span>append<span class=\"token punctuation\">(<\/span><span class=\"token string-interpolation\"><span class=\"token string\">f&#034;\u5931\u8d25\u539f\u56e0&#xff1a;<\/span><span class=\"token interpolation\"><span class=\"token punctuation\">{<\/span>signal<span class=\"token punctuation\">.<\/span>error_type<span class=\"token punctuation\">}<\/span><\/span><span class=\"token string\"> <\/span><span class=\"token interpolation\"><span class=\"token punctuation\">{<\/span>signal<span class=\"token punctuation\">.<\/span>error_msg<span class=\"token punctuation\">}<\/span><\/span><span class=\"token string\">&#034;<\/span><\/span><span class=\"token punctuation\">)<\/span><br \/>\n    lines<span class=\"token punctuation\">.<\/span>append<span class=\"token punctuation\">(<\/span><span class=\"token string-interpolation\"><span class=\"token string\">f&#034;\u5df2\u5c1d\u8bd5\u6062\u590d&#xff1a;<\/span><span class=\"token interpolation\"><span class=\"token punctuation\">{<\/span>signal<span class=\"token punctuation\">.<\/span>attempted <span class=\"token keyword\">or<\/span> <span class=\"token string\">&#039;\u65e0&#039;<\/span><span class=\"token punctuation\">}<\/span><\/span><span class=\"token string\">&#034;<\/span><\/span><span class=\"token punctuation\">)<\/span><br \/>\n    lines<span class=\"token punctuation\">.<\/span>extend<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">[<\/span><span class=\"token string\">&#034;&#034;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;\u5269\u4f59\u8ba1\u5212&#xff1a;&#034;<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">)<\/span><br \/>\n    <span class=\"token keyword\">for<\/span> s <span class=\"token keyword\">in<\/span> remaining<span class=\"token punctuation\">:<\/span><br \/>\n        lines<span class=\"token punctuation\">.<\/span>append<span class=\"token punctuation\">(<\/span><span class=\"token string-interpolation\"><span class=\"token string\">f&#034;  #<\/span><span class=\"token interpolation\"><span class=\"token punctuation\">{<\/span>s<span class=\"token punctuation\">[<\/span><span class=\"token string\">&#039;id&#039;<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">}<\/span><\/span><span class=\"token string\"> <\/span><span class=\"token interpolation\"><span class=\"token punctuation\">{<\/span>s<span class=\"token punctuation\">[<\/span><span class=\"token string\">&#039;action&#039;<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">}<\/span><\/span><span class=\"token string\">&#034;<\/span><\/span><span class=\"token punctuation\">)<\/span><br \/>\n    lines<span class=\"token punctuation\">.<\/span>append<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;&#034;<\/span><span class=\"token punctuation\">)<\/span><br \/>\n    lines<span class=\"token punctuation\">.<\/span>append<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;\u8bf7\u57fa\u4e8e\u4ee5\u4e0a\u73b0\u573a&#xff0c;\u91cd\u5217\u5269\u4f59\u8ba1\u5212&#xff0c;\u53ef\u5f15\u7528\u5df2\u5b8c\u6210\u6b65\u9aa4\u7684\u4ea7\u51fa\u3002&#034;<\/span><span class=\"token punctuation\">)<\/span><br \/>\n    <span class=\"token keyword\">return<\/span> <span class=\"token string\">&#034;\\\\n&#034;<\/span><span class=\"token punctuation\">.<\/span>join<span class=\"token punctuation\">(<\/span>lines<span class=\"token punctuation\">)<\/span><\/p>\n<p><span class=\"token keyword\">if<\/span> __name__ <span class=\"token operator\">&#061;&#061;<\/span> <span class=\"token string\">&#034;__main__&#034;<\/span><span class=\"token punctuation\">:<\/span><br \/>\n    done <span class=\"token operator\">&#061;<\/span> <span class=\"token punctuation\">[<\/span><span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;1&#034;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;\u67e5 A \u5382\u5546\u5355\u4ef7&#034;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token punctuation\">{<\/span><span class=\"token string\">&#034;rows&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token number\">3<\/span><span class=\"token punctuation\">}<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">,<\/span><br \/>\n            <span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;2&#034;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;\u67e5 B \u5382\u5546\u5355\u4ef7&#034;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token punctuation\">{<\/span><span class=\"token string\">&#034;rows&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token number\">3<\/span><span class=\"token punctuation\">}<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">]<\/span><br \/>\n    failed <span class=\"token operator\">&#061;<\/span> <span class=\"token punctuation\">{<\/span><span class=\"token string\">&#034;id&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token string\">&#034;3&#034;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;action&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token string\">&#034;\u67e5 C \u5382\u5546\u5355\u4ef7&#034;<\/span><span class=\"token punctuation\">}<\/span><br \/>\n    remaining <span class=\"token operator\">&#061;<\/span> <span class=\"token punctuation\">[<\/span><span class=\"token punctuation\">{<\/span><span class=\"token string\">&#034;id&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token string\">&#034;4&#034;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;action&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token string\">&#034;\u6c47\u603b&#034;<\/span><span class=\"token punctuation\">}<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token punctuation\">{<\/span><span class=\"token string\">&#034;id&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token string\">&#034;5&#034;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;action&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token string\">&#034;\u6210\u6587&#034;<\/span><span class=\"token punctuation\">}<\/span><span class=\"token punctuation\">]<\/span><br \/>\n    sig <span class=\"token operator\">&#061;<\/span> FailureSignal<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;3&#034;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;assumption&#034;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;C \u5382\u5546\u65e0\u516c\u5f00\u5355\u4ef7\u8868&#034;<\/span><span class=\"token punctuation\">,<\/span><br \/>\n                        attempted<span class=\"token operator\">&#061;<\/span><span class=\"token punctuation\">[<\/span><span class=\"token string\">&#034;\u964d\u7ea7\u5230\u5b98\u7f51\u9875\u9762\u6293\u53d6&#034;<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">)<\/span><br \/>\n    <span class=\"token keyword\">print<\/span><span class=\"token punctuation\">(<\/span>build_prompt<span class=\"token punctuation\">(<\/span>GOAL<span class=\"token punctuation\">,<\/span> done<span class=\"token punctuation\">,<\/span> failed<span class=\"token punctuation\">,<\/span> remaining<span class=\"token punctuation\">,<\/span> sig<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">)<\/span><\/p>\n<p>\u63d0\u793a\u6a21\u677f\u7684\u884c\u6570\u63a7\u5236\u5728\u4e09\u5341\u884c\u4ee5\u5185\u3002\u56db\u4ef6\u5957\u6309\u56fa\u5b9a\u987a\u5e8f\u6392\u5217&#xff0c;\u6458\u8981\u5217\u5bf9\u9f50&#xff0c;\u6a21\u578b\u5bf9\u8fd9\u79cd\u683c\u5f0f\u7684\u9075\u5faa\u5ea6\u6bd4\u81ea\u7531\u6587\u672c\u9ad8\u3002\u7b2c 3 \u7bc7\u7684\u4e0a\u4e0b\u6587\u6700\u5c0f\u5316\u539f\u5219\u5728\u8fd9\u91cc\u540c\u6837\u6210\u7acb&#xff0c;\u53ea\u662f\u5bf9\u8c61\u4ece\u6267\u884c\u6b65\u6362\u6210\u4e86\u91cd\u89c4\u5212\u8c03\u7528\u3002<\/p>\n<h4>3.2 \u4e0d\u643a\u5e26\u4ec0\u4e48&#xff1a;\u65e0\u5173\u89c2\u5bdf\u5168\u6587\u4e0e\u65e7\u8ba1\u5212\u7684\u5b8c\u6574\u53c2\u6570<\/h4>\n<p>\u5220\u51cf\u6e05\u5355\u91cc\u6392\u7b2c\u4e00\u7684\u662f\u65e0\u5173\u7684\u4e2d\u95f4\u89c2\u5bdf\u5168\u6587\u3002\u67d0\u6b65\u5de5\u5177\u8fd4\u56de\u4e86\u4e09\u5343 token \u7684\u539f\u59cb\u9875\u9762&#xff0c;\u91cd\u89c4\u5212\u4e0d\u9700\u8981\u770b\u5168\u6587&#xff0c;\u4e00\u884c\u4ea7\u51fa\u6458\u8981\u8db3\u591f\u3002\u8fd9\u662f\u7b2c 3 \u7bc7\u7b2c 3 \u7ae0\u4e0a\u4e0b\u6587\u6700\u5c0f\u5316\u7684\u76f4\u63a5\u5ef6\u4f38&#xff0c;\u6267\u884c\u6b65\u4e0d\u80cc\u5168\u5bf9\u8bdd\u5386\u53f2&#xff0c;\u91cd\u89c4\u5212\u6b65\u4e5f\u4e0d\u80cc\u5168\u53d8\u91cf\u8868\u3002<\/p>\n<p>\u6392\u7b2c\u4e8c\u7684\u662f\u65e7\u8ba1\u5212\u91cc\u5df2\u5b8c\u6210\u6b65\u9aa4\u7684\u5b8c\u6574\u53c2\u6570\u3002\u5b83\u4eec\u5df2\u7ecf\u6267\u884c\u5b8c\u4e86&#xff0c;\u53c2\u6570\u4e0d\u518d\u6709\u53c2\u8003\u4ef7\u503c\u3002\u9664\u975e\u5931\u8d25\u539f\u56e0\u662f\u8ba1\u5212\u9519\u4e86\u4e14\u9519\u5728\u53c2\u6570\u8bbe\u8ba1&#xff0c;\u5426\u5219\u53ea\u7559\u6458\u8981\u3002<\/p>\n<p>\u6392\u7b2c\u4e09\u7684\u662f\u5386\u53f2\u91cd\u89c4\u5212\u7684\u75d5\u8ff9\u3002\u7b2c\u4e8c\u6b21\u91cd\u89c4\u5212\u4e0d\u9700\u8981\u77e5\u9053\u7b2c\u4e00\u6b21\u91cd\u89c4\u5212\u6539\u4e86\u4ec0\u4e48&#xff0c;\u53ea\u9700\u8981\u77e5\u9053\u5f53\u524d\u8ba1\u5212\u4e0e\u5f53\u524d\u5931\u8d25\u3002\u628a\u91cd\u89c4\u5212\u5386\u53f2\u6574\u6bb5\u5e26\u5165&#xff0c;\u63d0\u793a\u4f1a\u6307\u6570\u81a8\u80c0&#xff0c;\u7b2c 7.1 \u8282\u7684\u5931\u63a7\u5c31\u662f\u8fd9\u4e48\u5f00\u59cb\u7684\u3002<\/p>\n<p>\u6392\u7b2c\u56db\u7684\u662f\u5176\u4ed6\u5e76\u53d1\u5206\u652f\u7684\u4e2d\u95f4\u72b6\u6001\u3002\u4f9d\u8d56\u56fe\u91cc\u4e0e\u5931\u8d25\u6b65\u65e0\u5173\u7684\u5206\u652f\u8fd8\u5728\u8dd1&#xff0c;\u5b83\u4eec\u7684\u72b6\u6001\u4e0e\u91cd\u89c4\u5212\u65e0\u5173\u3002\u7b49\u5b83\u4eec\u5b8c\u6210&#xff0c;\u6458\u8981\u81ea\u7136\u8fdb\u5df2\u5b8c\u6210\u6bb5&#xff0c;\u6ca1\u5b8c\u6210\u5c31\u4e0d\u8be5\u51fa\u73b0\u5728\u63d0\u793a\u91cc\u3002\u5e76\u53d1\u573a\u666f\u4e0b\u8fd9\u4e00\u6761\u5bb9\u6613\u758f\u5ffd&#xff0c;\u5b9e\u73b0\u65f6\u6309\u5f71\u54cd\u534a\u5f84\u8fc7\u6ee4\u53d8\u91cf\u8868\u5373\u53ef\u3002<\/p>\n<table>\n<tr>\u643a\u5e26\u9879\u5f62\u5f0f\u5178\u578b\u89c4\u6a21\u7701\u7565\u540e\u679c<\/tr>\n<tbody>\n<tr>\n<td>\u539f\u59cb\u76ee\u6807<\/td>\n<td>\u7528\u6237\u539f\u8bdd<\/td>\n<td>\u5c11\u4e8e 100 token<\/td>\n<td>\u91cd\u5217\u504f\u79bb\u610f\u56fe<\/td>\n<\/tr>\n<tr>\n<td>\u5df2\u5b8c\u6210\u6458\u8981<\/td>\n<td>\u6bcf\u6b65\u4e00\u884c<\/td>\n<td>\u6bcf\u6b65\u7ea6 25 token<\/td>\n<td>\u91cd\u590d\u6267\u884c\u5df2\u5b8c\u6b65\u9aa4<\/td>\n<\/tr>\n<tr>\n<td>\u5931\u8d25\u4fe1\u53f7<\/td>\n<td>\u7ed3\u6784\u5316\u4e09\u5b57\u6bb5<\/td>\n<td>\u7ea6 80 token<\/td>\n<td>\u91cd\u590d\u5931\u8d25\u65b9\u6848<\/td>\n<\/tr>\n<tr>\n<td>\u5269\u4f59\u8ba1\u5212<\/td>\n<td>\u539f\u6587<\/td>\n<td>\u6bcf\u6b65\u7ea6 60 token<\/td>\n<td>\u6bcf\u6b21\u90fd\u5168\u5c40\u91cd\u5217<\/td>\n<\/tr>\n<tr>\n<td>\u89c2\u5bdf\u5168\u6587<\/td>\n<td>\u4e0d\u643a\u5e26<\/td>\n<td>\u53ef\u8fbe\u6570\u5343 token<\/td>\n<td>\u65e0&#xff0c;\u7eaf\u6d6a\u8d39<\/td>\n<\/tr>\n<tr>\n<td>\u5df2\u5b8c\u6b65\u9aa4\u53c2\u6570<\/td>\n<td>\u4e0d\u643a\u5e26<\/td>\n<td>\u6bcf\u6b65\u7ea6 50 token<\/td>\n<td>\u65e0&#xff0c;\u7eaf\u6d6a\u8d39<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>\u5220\u51cf\u7684\u603b\u539f\u5219\u4e0e\u6267\u884c\u5668\u4e00\u81f4&#xff1a;\u4e0a\u4e0b\u6587\u91cc\u53ea\u653e\u5f71\u54cd\u4e0b\u4e00\u6b65\u51b3\u5b9a\u7684\u4fe1\u606f\u3002\u91cd\u89c4\u5212\u7684\u51b3\u5b9a\u662f\u65b0\u8ba1\u5212\u600e\u4e48\u5217&#xff0c;\u5f71\u54cd\u5b83\u7684\u662f\u5931\u8d25\u539f\u56e0\u4e0e\u5df2\u5b8c\u6210\u6210\u679c&#xff0c;\u4e0d\u662f\u539f\u59cb\u89c2\u5bdf\u7684\u957f\u5ea6\u3002<\/p>\n<p>\u5220\u51cf\u5e26\u6765\u4e00\u4e2a\u53ef\u91cf\u5316\u7684\u6536\u76ca\u3002\u6309\u7b2c 6.4 \u8282\u7684\u53e3\u5f84&#xff0c;\u516b\u6b65\u8ba1\u5212\u7b2c\u4e09\u6b65\u5931\u8d25&#xff0c;\u643a\u5e26\u89c2\u5bdf\u5168\u6587\u65f6\u63d0\u793a\u7ea6\u56db\u5343 token&#xff0c;\u53ea\u5e26\u6458\u8981\u7ea6\u516d\u767e token\u3002\u5dee\u8ddd\u516d\u500d\u4ee5\u4e0a&#xff0c;\u800c\u91cd\u5217\u8d28\u91cf\u4e0d\u53d7\u5f71\u54cd&#xff0c;\u56e0\u4e3a\u91cd\u89c4\u5212\u5668\u8981\u7684\u662f\u5224\u65ad\u4f9d\u636e&#xff0c;\u4e0d\u662f\u6570\u636e\u672c\u8eab\u3002<\/p>\n<h4>3.3 \u5931\u8d25\u539f\u56e0\u7684\u7ed3\u6784\u5316\u63cf\u8ff0&#xff1a;\u9519\u8bef\u7c7b\u578b\u52a0\u6d88\u606f\u52a0\u5df2\u8bd5\u6062\u590d<\/h4>\n<p>\u56db\u4ef6\u5957\u91cc\u6700\u503c\u94b1\u7684\u662f\u5931\u8d25\u539f\u56e0\u3002\u5b83\u7684\u7ed3\u6784\u5316\u7a0b\u5ea6\u51b3\u5b9a\u91cd\u89c4\u5212\u5668\u80fd\u4e0d\u80fd\u5bf9\u75c7\u4e0b\u836f\u3002\u4e09\u4e2a\u5b57\u6bb5\u5404\u53f8\u5176\u804c\u3002<\/p>\n<p>\u9519\u8bef\u7c7b\u578b\u51b3\u5b9a\u91cd\u89c4\u5212\u7684\u6863\u4f4d\u3002\u7b2c 1.2 \u8282\u7684\u8def\u7531\u9760\u5b83\u5206\u6d41\u3002\u7c7b\u578b\u4f53\u7cfb\u6cbf\u7528 ReAct \u7cfb\u5217\u7b2c 4 \u7bc7\u7684\u9519\u8bef\u7c7b\u578b\u5b66&#xff0c;\u73af\u5883\u6027\u3001\u5047\u8bbe\u6027\u3001\u8bed\u4e49\u6027\u3001\u6743\u9650\u6027\u56db\u7c7b&#xff0c;\u52a0\u4e0a\u8ba1\u5212\u5c42\u7279\u6709\u7684\u53d8\u91cf\u7f3a\u5931\u7c7b\u3002<\/p>\n<p>\u9519\u8bef\u6d88\u606f\u63d0\u4f9b\u7ec6\u8282\u3002\u4fdd\u7559\u539f\u59cb\u5f02\u5e38\u6587\u672c&#xff0c;\u622a\u65ad\u5230\u4e24\u767e\u5b57\u3002\u4e0d\u8981\u8ba9\u6267\u884c\u5668\u63d0\u524d\u6539\u5199\u9519\u8bef\u6d88\u606f&#xff0c;\u6539\u5199\u4f1a\u4e22\u6389\u5bf9\u91cd\u89c4\u5212\u6709\u7528\u7684\u7ebf\u7d22&#xff0c;\u6bd4\u5982\u5177\u4f53\u7f3a\u54ea\u4e2a\u5b57\u6bb5\u3002<\/p>\n<p>\u5df2\u5c1d\u8bd5\u7684\u6062\u590d\u52a8\u4f5c\u662f\u9632\u91cd\u590d\u7684\u5173\u952e\u3002\u8fd9\u4e2a\u5b57\u6bb5\u8bb0\u5f55\u91cd\u8bd5\u4e86\u51e0\u6b21\u3001\u964d\u7ea7\u7528\u4e86\u54ea\u4e2a\u5907\u9009\u5de5\u5177\u3001\u7ed3\u679c\u5982\u4f55\u3002\u91cd\u89c4\u5212\u5668\u770b\u5230\u964d\u7ea7\u4e5f\u5931\u8d25&#xff0c;\u624d\u4f1a\u6362\u601d\u8def&#xff0c;\u800c\u4e0d\u662f\u518d\u5217\u4e00\u6b21\u540c\u6837\u7684\u5907\u9009\u3002<\/p>\n<p> 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.default&gt;*{fill:#faf9f5!important;stroke:#ffffff!important;color:#000000!important;stroke-width:0px!important;}#mermaid-svg-sYoKB7zeElVQ9EeG .default span{fill:#faf9f5!important;stroke:#ffffff!important;color:#000000!important;stroke-width:0px!important;}#mermaid-svg-sYoKB7zeElVQ9EeG .default tspan{fill:#000000!important;}<\/p>\n<p>         <span class=\"edgeLabel\"><\/span><\/p>\n<p>         <span class=\"edgeLabel\"><\/span><\/p>\n<p>         <span class=\"edgeLabel\"><\/span><\/p>\n<p>         <span class=\"edgeLabel\"><\/span><\/p>\n<p>         <span class=\"edgeLabel\"><\/span><\/p>\n<p>         <span class=\"edgeLabel\"><\/span><\/p>\n<p>         <span class=\"edgeLabel\"><\/span><\/p>\n<p>         <span class=\"edgeLabel\"><\/span><\/p>\n<p>         <span class=\"edgeLabel\"><\/span><\/p>\n<p>         <span style=\"color:#000000 !important\" class=\"nodeLabel\"><\/p>\n<p>\u5931\u8d25\u73b0\u573a<\/p>\n<p><\/span><\/p>\n<p>         <span style=\"color:#000000 !important\" class=\"nodeLabel\"><\/p>\n<p>\u9519\u8bef\u7c7b\u578b<\/p>\n<p><\/span><\/p>\n<p>         <span style=\"color:#000000 !important\" class=\"nodeLabel\"><\/p>\n<p>\u9519\u8bef\u6d88\u606f<\/p>\n<p><\/span><\/p>\n<p>         <span style=\"color:#000000 !important\" class=\"nodeLabel\"><\/p>\n<p>\u5df2\u5c1d\u8bd5\u6062\u590d<\/p>\n<p><\/span><\/p>\n<p>         <span style=\"color:#000000 !important\" class=\"nodeLabel\"><\/p>\n<p>\u51b3\u5b9a\u91cd\u89c4\u5212\u6863\u4f4d<\/p>\n<p><\/span><\/p>\n<p>         <span style=\"color:#000000 !important\" class=\"nodeLabel\"><\/p>\n<p>\u63d0\u4f9b\u5b9a\u4f4d\u7ebf\u7d22<\/p>\n<p><\/span><\/p>\n<p>         <span style=\"color:#000000 !important\" class=\"nodeLabel\"><\/p>\n<p>\u9632\u6b62\u65b9\u6848\u91cd\u590d<\/p>\n<p><\/span><\/p>\n<p>         <span style=\"color:#000000 !important\" class=\"nodeLabel\"><\/p>\n<p>\u91cd\u89c4\u5212\u63d0\u793a\u7684\u5931\u8d25\u6bb5<\/p>\n<p><\/span><\/p>\n<p>\u4e09\u4e2a\u5b57\u6bb5\u5408\u6210\u63d0\u793a\u91cc\u7684\u5931\u8d25\u6bb5&#xff0c;\u884c\u6570\u56fa\u5b9a\u4e09\u5230\u4e94\u884c\u3002\u5b57\u6bb5\u7f3a\u5931\u65f6\u7684\u515c\u5e95\u662f\u628a\u7f3a\u9879\u5199\u6210\u5b57\u7b26\u4e32\u65e0&#xff0c;\u8ba9\u6a21\u578b\u663e\u5f0f\u77e5\u9053\u4fe1\u606f\u4e0d\u5168&#xff0c;\u800c\u4e0d\u662f\u81ea\u5df1\u8111\u8865\u3002<\/p>\n<p>\u8f93\u5165\u8bbe\u8ba1\u597d\u4e86&#xff0c;\u91cd\u89c4\u5212\u5668\u80fd\u4ea7\u51fa\u5bf9\u75c7\u7684\u65b0\u8ba1\u5212\u3002\u4f46\u8fd8\u6709\u4e24\u4e2a\u95ee\u9898\u6ca1\u89e3\u51b3&#xff1a;\u5931\u8d25\u7ecf\u9a8c\u600e\u4e48\u6c89\u6dc0&#xff0c;\u4ee5\u53ca\u91cd\u89c4\u5212\u81ea\u5df1\u5931\u63a7\u4e86\u600e\u4e48\u529e\u3002<\/p>\n<h3>4. \u91cd\u89c4\u5212\u4e0e\u53cd\u601d&#xff1a;\u6536\u655b\u3001\u5faa\u73af\u4e0e\u7194\u65ad<\/h3>\n<p>\u91cd\u89c4\u5212\u6bcf\u6b21\u90fd\u662f\u72ec\u7acb\u7684\u4e00\u6b21\u6a21\u578b\u8c03\u7528&#xff0c;\u5b83\u4e0d\u77e5\u9053\u4e0a\u6b21\u4e3a\u4ec0\u4e48\u5931\u8d25&#xff0c;\u9664\u975e\u6709\u4eba\u544a\u8bc9\u5b83\u3002\u628a\u5931\u8d25\u7ecf\u9a8c\u663e\u5f0f\u5199\u4e0b\u6765\u6ce8\u5165\u63d0\u793a&#xff0c;\u8fd9\u4e2a\u52a8\u4f5c\u53eb\u53cd\u601d&#xff08;reflection&#xff0c;\u628a\u6267\u884c\u8f68\u8ff9\u603b\u7ed3\u6210\u8bed\u8a00\u6559\u8bad\u518d\u7528\u4e8e\u540e\u7eed\u51b3\u7b56&#xff09;\u3002<\/p>\n<h4>4.1 Reflexion \u5f0f\u5931\u8d25\u603b\u7ed3&#xff1a;\u6559\u8bad\u5148\u5199\u4e0b\u6765\u518d\u91cd\u5217<\/h4>\n<p>Reflexion \u7684\u6838\u5fc3\u601d\u60f3\u662f\u8bed\u8a00\u53cd\u9988\u4ee3\u66ff\u6743\u91cd\u66f4\u65b0\u3002\u667a\u80fd\u4f53\u5931\u8d25\u540e&#xff0c;\u7528\u6a21\u578b\u628a\u5931\u8d25\u8f68\u8ff9\u603b\u7ed3\u6210\u4e00\u6bb5\u53cd\u601d\u6587\u672c&#xff0c;\u5b58\u8fdb\u8bb0\u5fc6&#xff0c;\u4e0b\u4e00\u6b21\u5c1d\u8bd5\u65f6\u6ce8\u5165\u63d0\u793a\u3002 arXiv:2303.11366 \u7684\u5b9e\u9a8c\u53e3\u5f84\u663e\u793a\u8fd9\u4e00\u673a\u5236\u5728\u591a\u8f6e\u5c1d\u8bd5\u91cc\u7d2f\u79ef\u63d0\u5347\u6210\u529f\u7387&#xff0c;\u5177\u4f53\u6570\u5b57\u4ee5\u539f\u6587\u4e3a\u51c6\u3002<\/p>\n<p>\u642c\u8fdb\u91cd\u89c4\u5212\u673a\u5236&#xff0c;\u843d\u70b9\u662f\u5931\u8d25\u4fe1\u53f7\u65c1\u8fb9\u518d\u6302\u4e00\u4e2a\u6559\u8bad\u5b57\u6bb5\u3002\u91cd\u89c4\u5212\u63d0\u793a\u91cc\u591a\u4e00\u6bb5&#xff0c;\u5199\u6e05\u695a\u4e0a\u4e00\u6b21\u7684\u65b9\u6848\u4e3a\u4ec0\u4e48\u884c\u4e0d\u901a\u3002\u5199\u6559\u8bad\u7684\u52a8\u4f5c\u653e\u5728\u91cd\u89c4\u5212\u4e4b\u524d&#xff0c;\u7528\u540c\u4e00\u6b21\u6a21\u578b\u8c03\u7528\u6216\u5355\u72ec\u4e00\u6b21\u5c0f\u8c03\u7528\u5b8c\u6210\u3002<\/p>\n<p><span class=\"token comment\"># \u6765\u6e90&#xff1a;\u81ea\u5b9e\u73b0 \/ lesson.py&#xff08;\u4f9d\u8d56 failure_signal.py \u7684 FailureSignal&#xff09;<\/span><br \/>\n<span class=\"token keyword\">from<\/span> dataclasses <span class=\"token keyword\">import<\/span> dataclass<span class=\"token punctuation\">,<\/span> field<br \/>\n<span class=\"token keyword\">from<\/span> failure_signal <span class=\"token keyword\">import<\/span> FailureSignal<\/p>\n<p><span class=\"token decorator annotation punctuation\">&#064;dataclass<\/span><br \/>\n<span class=\"token keyword\">class<\/span> <span class=\"token class-name\">LessonBook<\/span><span class=\"token punctuation\">:<\/span><br \/>\n    <span class=\"token triple-quoted-string string\">&#034;&#034;&#034;\u5931\u8d25\u6559\u8bad\u7c3f&#xff0c;\u8de8\u91cd\u89c4\u5212\u8f6e\u6b21\u7d2f\u79ef\u3002&#034;&#034;&#034;<\/span><br \/>\n    lessons<span class=\"token punctuation\">:<\/span> <span class=\"token builtin\">list<\/span> <span class=\"token operator\">&#061;<\/span> field<span class=\"token punctuation\">(<\/span>default_factory<span class=\"token operator\">&#061;<\/span><span class=\"token builtin\">list<\/span><span class=\"token punctuation\">)<\/span><br \/>\n    max_len<span class=\"token punctuation\">:<\/span> <span class=\"token builtin\">int<\/span> <span class=\"token operator\">&#061;<\/span> <span class=\"token number\">5<\/span>                    <span class=\"token comment\"># \u4e0a\u9650\u4e94\u6761&#xff0c;\u9632\u63d0\u793a\u81a8\u80c0<\/span><\/p>\n<p>    <span class=\"token keyword\">def<\/span> <span class=\"token function\">add<\/span><span class=\"token punctuation\">(<\/span>self<span class=\"token punctuation\">,<\/span> plan_ver<span class=\"token punctuation\">,<\/span> signal<span class=\"token punctuation\">,<\/span> cause<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n        text <span class=\"token operator\">&#061;<\/span> <span class=\"token string-interpolation\"><span class=\"token string\">f&#034;\u7248\u672c<\/span><span class=\"token interpolation\"><span class=\"token punctuation\">{<\/span>plan_ver<span class=\"token punctuation\">}<\/span><\/span><span class=\"token string\"> \u6b65\u9aa4<\/span><span class=\"token interpolation\"><span class=\"token punctuation\">{<\/span>signal<span class=\"token punctuation\">.<\/span>step_id<span class=\"token punctuation\">}<\/span><\/span><span class=\"token string\"> &#034;<\/span><\/span><br \/>\n        text <span class=\"token operator\">&#043;&#061;<\/span> <span class=\"token string-interpolation\"><span class=\"token string\">f&#034;<\/span><span class=\"token interpolation\"><span class=\"token punctuation\">{<\/span>signal<span class=\"token punctuation\">.<\/span>error_type<span class=\"token punctuation\">}<\/span><\/span><span class=\"token string\">\u5931\u8d25 \u539f\u56e0:<\/span><span class=\"token interpolation\"><span class=\"token punctuation\">{<\/span>cause<span class=\"token punctuation\">}<\/span><\/span><span class=\"token string\"> \u4e0b\u6b21\u907f\u514d:<\/span><span class=\"token interpolation\"><span class=\"token punctuation\">{<\/span>signal<span class=\"token punctuation\">.<\/span>attempted<span class=\"token punctuation\">}<\/span><\/span><span class=\"token string\">&#034;<\/span><\/span><br \/>\n        self<span class=\"token punctuation\">.<\/span>lessons<span class=\"token punctuation\">.<\/span>append<span class=\"token punctuation\">(<\/span>text<span class=\"token punctuation\">)<\/span><br \/>\n        <span class=\"token keyword\">if<\/span> <span class=\"token builtin\">len<\/span><span class=\"token punctuation\">(<\/span>self<span class=\"token punctuation\">.<\/span>lessons<span class=\"token punctuation\">)<\/span> <span class=\"token operator\">&gt;<\/span> self<span class=\"token punctuation\">.<\/span>max_len<span class=\"token punctuation\">:<\/span><br \/>\n            self<span class=\"token punctuation\">.<\/span>lessons<span class=\"token punctuation\">.<\/span>pop<span class=\"token punctuation\">(<\/span><span class=\"token number\">0<\/span><span class=\"token punctuation\">)<\/span>         <span class=\"token comment\"># \u6dd8\u6c70\u6700\u65e7\u7684<\/span><\/p>\n<p>    <span class=\"token keyword\">def<\/span> <span class=\"token function\">render<\/span><span class=\"token punctuation\">(<\/span>self<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n        <span class=\"token keyword\">return<\/span> <span class=\"token string\">&#034;\\\\n&#034;<\/span><span class=\"token punctuation\">.<\/span>join<span class=\"token punctuation\">(<\/span><span class=\"token string-interpolation\"><span class=\"token string\">f&#034;- <\/span><span class=\"token interpolation\"><span class=\"token punctuation\">{<\/span>t<span class=\"token punctuation\">}<\/span><\/span><span class=\"token string\">&#034;<\/span><\/span> <span class=\"token keyword\">for<\/span> t <span class=\"token keyword\">in<\/span> self<span class=\"token punctuation\">.<\/span>lessons<span class=\"token punctuation\">)<\/span><\/p>\n<p><span class=\"token keyword\">if<\/span> __name__ <span class=\"token operator\">&#061;&#061;<\/span> <span class=\"token string\">&#034;__main__&#034;<\/span><span class=\"token punctuation\">:<\/span><br \/>\n    book <span class=\"token operator\">&#061;<\/span> LessonBook<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><br \/>\n    sig <span class=\"token operator\">&#061;<\/span> FailureSignal<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;3&#034;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;assumption&#034;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;C \u5382\u5546\u65e0\u516c\u5f00\u5355\u4ef7\u8868&#034;<\/span><span class=\"token punctuation\">,<\/span><br \/>\n                        attempted<span class=\"token operator\">&#061;<\/span><span class=\"token punctuation\">[<\/span><span class=\"token string\">&#034;\u5b98\u7f51\u6293\u53d6&#034;<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">)<\/span><br \/>\n    book<span class=\"token punctuation\">.<\/span>add<span class=\"token punctuation\">(<\/span><span class=\"token number\">2<\/span><span class=\"token punctuation\">,<\/span> sig<span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;\u5047\u8bbe\u4e86\u4e09\u5bb6\u90fd\u6709\u516c\u5f00\u4ef7\u76ee\u8868&#034;<\/span><span class=\"token punctuation\">)<\/span><br \/>\n    book<span class=\"token punctuation\">.<\/span>add<span class=\"token punctuation\">(<\/span><span class=\"token number\">3<\/span><span class=\"token punctuation\">,<\/span> sig<span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;\u5907\u9009\u9875\u9762\u4e5f\u88ab\u53cd\u722c\u62e6\u622a&#034;<\/span><span class=\"token punctuation\">)<\/span><br \/>\n    <span class=\"token keyword\">print<\/span><span class=\"token punctuation\">(<\/span>book<span class=\"token punctuation\">.<\/span>render<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">)<\/span><\/p>\n<p>\u6559\u8bad\u7c3f\u7684\u4e0a\u9650\u8bbe\u4e94\u6761&#xff0c;\u8d85\u8fc7\u5c31\u6dd8\u6c70\u6700\u65e7\u7684\u3002\u8fd9\u662f\u7ecf\u9a8c\u503c&#xff0c;\u4f9d\u636e\u662f\u63d0\u793a\u91cc\u6559\u8bad\u6bb5\u8d85\u8fc7\u4e94\u884c\u540e&#xff0c;\u6a21\u578b\u5bf9\u6559\u8bad\u7684\u9075\u5faa\u5ea6\u5f00\u59cb\u4e0b\u964d\u3002\u6dd8\u6c70\u7b56\u7565\u7528\u5148\u8fdb\u5148\u51fa&#xff0c;\u66f4\u7cbe\u7ec6\u7684\u505a\u6cd5\u662f\u6309\u5931\u8d25\u7c7b\u578b\u5206\u7ec4\u5404\u7559\u4e00\u6761\u3002<\/p>\n<p>\u6559\u8bad\u4e0e\u5931\u8d25\u4fe1\u53f7\u7684\u533a\u522b\u8981\u8bf4\u6e05\u695a\u3002\u5931\u8d25\u4fe1\u53f7\u63cf\u8ff0\u8fd9\u4e00\u6b21\u7684\u73b0\u573a&#xff0c;\u662f\u4e8b\u5b9e\u8bb0\u5f55\u3002\u6559\u8bad\u662f\u4ece\u73b0\u573a\u63d0\u70bc\u7684\u89c4\u5f8b&#xff0c;\u662f\u53ef\u8fc1\u79fb\u7684\u5224\u65ad\u3002\u524d\u8005\u6bcf\u6b21\u91cd\u7f6e&#xff0c;\u540e\u8005\u8de8\u8f6e\u7d2f\u79ef\u3002<\/p>\n<h4>4.2 \u6536\u655b\u6027\u95ee\u9898&#xff1a;\u540c\u4e00\u5931\u8d25\u53cd\u590d\u89e6\u53d1\u7684\u5faa\u73af<\/h4>\n<p>\u91cd\u89c4\u5212\u5f15\u5165\u4e86\u4e00\u4e2a\u65b0\u98ce\u9669&#xff1a;\u4e0d\u6536\u655b\u3002\u8868\u73b0\u5f62\u5f0f\u662f\u540c\u4e00\u5931\u8d25\u53cd\u590d\u89e6\u53d1\u91cd\u89c4\u5212\u3002\u67e5 C \u5382\u5546\u5355\u4ef7\u5931\u8d25&#xff0c;\u91cd\u5217\u540e\u8fd8\u662f\u8fd9\u4e00\u6b65&#xff0c;\u8fd8\u662f\u540c\u6837\u7684\u5931\u8d25\u3002\u8f6e\u6b21\u6da8&#xff0c;\u9884\u7b97\u70e7&#xff0c;\u8fdb\u5ea6\u96f6\u3002<\/p>\n<p>\u4e0d\u6536\u655b\u7684\u6839\u56e0\u901a\u5e38\u662f\u91cd\u89c4\u5212\u5668\u6ca1\u6709\u771f\u6b63\u6362\u65b9\u6848\u3002\u5b83\u770b\u5230\u5931\u8d25\u539f\u56e0&#xff0c;\u751f\u6210\u7684\u65b0\u8ba1\u5212\u770b\u8d77\u6765\u4e0d\u540c&#xff0c;\u5b9e\u8d28\u601d\u8def\u4e00\u6837\u3002\u56e0\u4e3a\u63d0\u793a\u91cc\u7f3a\u5c11\u5df2\u5c1d\u8bd5\u6062\u590d\u7684\u5b8c\u6574\u8bb0\u5f55&#xff0c;\u6216\u6559\u8bad\u7c3f\u6ca1\u628a\u4e0a\u6b21\u7684\u6b7b\u8def\u5199\u660e\u767d\u3002<\/p>\n<p>\u68c0\u6d4b\u624b\u6bb5\u5f88\u76f4\u63a5&#xff1a;\u8bb0\u5f55\u6bcf\u6b21\u91cd\u89c4\u5212\u7684\u5931\u8d25\u6b65\u9aa4 ID \u4e0e\u9519\u8bef\u7c7b\u578b&#xff0c;\u51fa\u73b0\u5b8c\u5168\u76f8\u540c\u7684\u4e8c\u5143\u7ec4\u5373\u8ba1\u6570\u52a0\u4e00\u3002\u8ba1\u6570\u8fbe\u5230\u9608\u503c&#xff0c;\u8bf4\u660e\u91cd\u89c4\u5212\u5df2\u7ecf\u5931\u53bb\u63a2\u7d22\u80fd\u529b&#xff0c;\u8be5\u505c\u4e0b\u6765\u4ea4\u4eba\u5de5\u3002<\/p>\n<p>  #mermaid-svg-NwL2TqgFarpKhwfP{font-family:\\&#8221;trebuchet ms\\&#8221;,verdana,arial,sans-serif;font-size:16px;fill:#333;}@keyframes edge-animation-frame{from{stroke-dashoffset:0;}}@keyframes dash{to{stroke-dashoffset:0;}}#mermaid-svg-NwL2TqgFarpKhwfP .edge-animation-slow{stroke-dasharray:9,5!important;stroke-dashoffset:900;animation:dash 50s linear infinite;stroke-linecap:round;}#mermaid-svg-NwL2TqgFarpKhwfP .edge-animation-fast{stroke-dasharray:9,5!important;stroke-dashoffset:900;animation:dash 20s linear infinite;stroke-linecap:round;}#mermaid-svg-NwL2TqgFarpKhwfP .error-icon{fill:#552222;}#mermaid-svg-NwL2TqgFarpKhwfP .error-text{fill:#552222;stroke:#552222;}#mermaid-svg-NwL2TqgFarpKhwfP .edge-thickness-normal{stroke-width:1px;}#mermaid-svg-NwL2TqgFarpKhwfP .edge-thickness-thick{stroke-width:3.5px;}#mermaid-svg-NwL2TqgFarpKhwfP .edge-pattern-solid{stroke-dasharray:0;}#mermaid-svg-NwL2TqgFarpKhwfP .edge-thickness-invisible{stroke-width:0;fill:none;}#mermaid-svg-NwL2TqgFarpKhwfP .edge-pattern-dashed{stroke-dasharray:3;}#mermaid-svg-NwL2TqgFarpKhwfP .edge-pattern-dotted{stroke-dasharray:2;}#mermaid-svg-NwL2TqgFarpKhwfP .marker{fill:#333333;stroke:#333333;}#mermaid-svg-NwL2TqgFarpKhwfP .marker.cross{stroke:#333333;}#mermaid-svg-NwL2TqgFarpKhwfP svg{font-family:\\&#8221;trebuchet ms\\&#8221;,verdana,arial,sans-serif;font-size:16px;}#mermaid-svg-NwL2TqgFarpKhwfP p{margin:0;}#mermaid-svg-NwL2TqgFarpKhwfP .label{font-family:\\&#8221;trebuchet ms\\&#8221;,verdana,arial,sans-serif;color:#333;}#mermaid-svg-NwL2TqgFarpKhwfP .cluster-label text{fill:#333;}#mermaid-svg-NwL2TqgFarpKhwfP .cluster-label span{color:#333;}#mermaid-svg-NwL2TqgFarpKhwfP .cluster-label span p{background-color:transparent;}#mermaid-svg-NwL2TqgFarpKhwfP .label text,#mermaid-svg-NwL2TqgFarpKhwfP span{fill:#333;color:#333;}#mermaid-svg-NwL2TqgFarpKhwfP .node rect,#mermaid-svg-NwL2TqgFarpKhwfP .node circle,#mermaid-svg-NwL2TqgFarpKhwfP .node ellipse,#mermaid-svg-NwL2TqgFarpKhwfP .node polygon,#mermaid-svg-NwL2TqgFarpKhwfP .node path{fill:#ECECFF;stroke:#9370DB;stroke-width:1px;}#mermaid-svg-NwL2TqgFarpKhwfP .rough-node .label text,#mermaid-svg-NwL2TqgFarpKhwfP .node .label text,#mermaid-svg-NwL2TqgFarpKhwfP .image-shape .label,#mermaid-svg-NwL2TqgFarpKhwfP .icon-shape .label{text-anchor:middle;}#mermaid-svg-NwL2TqgFarpKhwfP .node .katex path{fill:#000;stroke:#000;stroke-width:1px;}#mermaid-svg-NwL2TqgFarpKhwfP .rough-node .label,#mermaid-svg-NwL2TqgFarpKhwfP .node .label,#mermaid-svg-NwL2TqgFarpKhwfP .image-shape .label,#mermaid-svg-NwL2TqgFarpKhwfP .icon-shape .label{text-align:center;}#mermaid-svg-NwL2TqgFarpKhwfP .node.clickable{cursor:pointer;}#mermaid-svg-NwL2TqgFarpKhwfP .root .anchor path{fill:#333333!important;stroke-width:0;stroke:#333333;}#mermaid-svg-NwL2TqgFarpKhwfP .arrowheadPath{fill:#333333;}#mermaid-svg-NwL2TqgFarpKhwfP .edgePath .path{stroke:#333333;stroke-width:2.0px;}#mermaid-svg-NwL2TqgFarpKhwfP .flowchart-link{stroke:#333333;fill:none;}#mermaid-svg-NwL2TqgFarpKhwfP .edgeLabel{background-color:rgba(232,232,232, 0.8);text-align:center;}#mermaid-svg-NwL2TqgFarpKhwfP .edgeLabel p{background-color:rgba(232,232,232, 0.8);}#mermaid-svg-NwL2TqgFarpKhwfP .edgeLabel rect{opacity:0.5;background-color:rgba(232,232,232, 0.8);fill:rgba(232,232,232, 0.8);}#mermaid-svg-NwL2TqgFarpKhwfP .labelBkg{background-color:rgba(232, 232, 232, 0.5);}#mermaid-svg-NwL2TqgFarpKhwfP .cluster rect{fill:#ffffde;stroke:#aaaa33;stroke-width:1px;}#mermaid-svg-NwL2TqgFarpKhwfP .cluster text{fill:#333;}#mermaid-svg-NwL2TqgFarpKhwfP .cluster span{color:#333;}#mermaid-svg-NwL2TqgFarpKhwfP div.mermaidTooltip{position:absolute;text-align:center;max-width:200px;padding:2px;font-family:\\&#8221;trebuchet ms\\&#8221;,verdana,arial,sans-serif;font-size:12px;background:hsl(80, 100%, 96.2745098039%);border:1px solid #aaaa33;border-radius:2px;pointer-events:none;z-index:100;}#mermaid-svg-NwL2TqgFarpKhwfP .flowchartTitleText{text-anchor:middle;font-size:18px;fill:#333;}#mermaid-svg-NwL2TqgFarpKhwfP rect.text{fill:none;stroke-width:0;}#mermaid-svg-NwL2TqgFarpKhwfP .icon-shape,#mermaid-svg-NwL2TqgFarpKhwfP .image-shape{background-color:rgba(232,232,232, 0.8);text-align:center;}#mermaid-svg-NwL2TqgFarpKhwfP .icon-shape p,#mermaid-svg-NwL2TqgFarpKhwfP .image-shape p{background-color:rgba(232,232,232, 0.8);padding:2px;}#mermaid-svg-NwL2TqgFarpKhwfP .icon-shape .label rect,#mermaid-svg-NwL2TqgFarpKhwfP .image-shape .label rect{opacity:0.5;background-color:rgba(232,232,232, 0.8);fill:rgba(232,232,232, 0.8);}#mermaid-svg-NwL2TqgFarpKhwfP .label-icon{display:inline-block;height:1em;overflow:visible;vertical-align:-0.125em;}#mermaid-svg-NwL2TqgFarpKhwfP .node .label-icon path{fill:currentColor;stroke:revert;stroke-width:revert;}#mermaid-svg-NwL2TqgFarpKhwfP :root{&#8211;mermaid-font-family:\\&#8221;trebuchet ms\\&#8221;,verdana,arial,sans-serif;}#mermaid-svg-NwL2TqgFarpKhwfP .default&gt;*{fill:#faf9f5!important;stroke:#ffffff!important;color:#000000!important;stroke-width:0px!important;}#mermaid-svg-NwL2TqgFarpKhwfP .default span{fill:#faf9f5!important;stroke:#ffffff!important;color:#000000!important;stroke-width:0px!important;}#mermaid-svg-NwL2TqgFarpKhwfP .default tspan{fill:#000000!important;}<\/p>\n<p>         <span class=\"edgeLabel\"><\/span><\/p>\n<p>         <span class=\"edgeLabel\"><\/span><\/p>\n<p>         <span class=\"edgeLabel\"><\/p>\n<p>\u8ba1\u6570\u5c0f\u4e8e\u9608\u503c<\/p>\n<p><\/span><\/p>\n<p>         <span class=\"edgeLabel\"><\/span><\/p>\n<p>         <span class=\"edgeLabel\"><\/p>\n<p>\u518d\u6b21\u5931\u8d25<\/p>\n<p><\/span><\/p>\n<p>         <span class=\"edgeLabel\"><\/p>\n<p>\u8ba1\u6570\u8fbe\u5230\u9608\u503c<\/p>\n<p><\/span><\/p>\n<p>         <span class=\"edgeLabel\"><\/span><\/p>\n<p>         <span style=\"color:#000000 !important\" class=\"nodeLabel\"><\/p>\n<p>\u91cd\u89c4\u5212\u89e6\u53d1<\/p>\n<p><\/span><\/p>\n<p>         <span style=\"color:#000000 !important\" class=\"nodeLabel\"><\/p>\n<p>\u8bb0\u5f55\u5931\u8d25\u6b65\u9aa4\u4e0e\u9519\u8bef\u7c7b\u578b<\/p>\n<p><\/span><\/p>\n<p>         <span style=\"color:#000000 !important\" class=\"nodeLabel\"><\/p>\n<p>\u76f8\u540c\u4e8c\u5143\u7ec4\u8ba1\u6570<\/p>\n<p><\/span><\/p>\n<p>         <span style=\"color:#000000 !important\" class=\"nodeLabel\"><\/p>\n<p>\u6b63\u5e38\u91cd\u5217 \u751f\u6210\u65b0\u7248\u672c<\/p>\n<p><\/span><\/p>\n<p>         <span style=\"color:#000000 !important\" class=\"nodeLabel\"><\/p>\n<p>\u6267\u884c\u65b0\u8ba1\u5212<\/p>\n<p><\/span><\/p>\n<p>         <span style=\"color:#000000 !important\" class=\"nodeLabel\"><\/p>\n<p>\u7194\u65ad \u505c\u6b62\u91cd\u89c4\u5212<\/p>\n<p><\/span><\/p>\n<p>         <span style=\"color:#000000 !important\" class=\"nodeLabel\"><\/p>\n<p>\u4e0a\u62a5\u4eba\u5de5 \u9644\u5b8c\u6574\u8f68\u8ff9<\/p>\n<p><\/span><\/p>\n<p>\u56fe\u91cc\u7684\u7194\u65ad\u662f\u7b2c 4.3 \u8282\u7684\u4e3b\u9898\u3002\u8fd9\u91cc\u5148\u660e\u786e\u4e00\u4e2a\u7acb\u573a&#xff1a;\u5faa\u73af\u68c0\u6d4b\u4e0d\u662f\u4f18\u5316\u9879&#xff0c;\u662f\u5fc5\u9700\u9879\u3002\u6ca1\u6709\u5b83&#xff0c;\u4e00\u6b21\u4e0d\u6536\u655b\u7684\u4efb\u52a1\u80fd\u628a\u6574\u5929\u7684 token \u9884\u7b97\u70e7\u5e72\u51c0\u3002<\/p>\n<p>\u9608\u503c\u7684\u53d6\u503c\u7ecf\u9a8c\u662f\u4e24\u5230\u4e09\u6b21\u3002\u7b2c\u4e00\u6b21\u91cd\u5217\u7b97\u5408\u7406\u5c1d\u8bd5&#xff0c;\u7b2c\u4e8c\u6b21\u7b97\u6362\u601d\u8def&#xff0c;\u7b2c\u4e09\u6b21\u8fd8\u649e\u540c\u4e00\u5835\u5899&#xff0c;\u7ee7\u7eed\u649e\u7684\u610f\u4e49\u5f88\u5c0f\u3002\u7b2c 6.3 \u8282\u7684\u7194\u65ad\u5668\u628a\u8fd9\u4e2a\u903b\u8f91\u5199\u6210\u53ef\u590d\u7528\u7ec4\u4ef6\u3002<\/p>\n<h4>4.3 \u7194\u65ad\u5668&#xff1a;\u91cd\u89c4\u5212\u7684\u91cd\u89c4\u5212<\/h4>\n<p>\u7194\u65ad&#xff08;circuit breaking&#xff0c;\u8fbe\u5230\u9884\u8bbe\u6761\u4ef6\u540e\u5f3a\u5236\u505c\u6b62\u81ea\u52a8\u6062\u590d\u5e76\u5347\u7ea7\u4e0a\u62a5&#xff09;\u5728\u91cd\u8bd5\u5c42\u89c1\u8fc7&#xff0c;\u7b2c 3 \u7bc7\u7684\u91cd\u8bd5\u5305\u88f9\u5668\u91cc\u6709\u6b21\u6570\u4e0a\u9650\u3002\u8fd9\u91cc\u628a\u540c\u4e00\u601d\u60f3\u62ac\u4e00\u5c42&#xff0c;\u7ba1\u4f4f\u91cd\u89c4\u5212\u672c\u8eab\u3002<\/p>\n<p>\u7194\u65ad\u5668\u7ba1\u4e24\u628a\u95f8\u3002\u7b2c\u4e00\u628a\u662f\u5355\u6b65\u95f8&#xff0c;\u540c\u4e00\u5931\u8d25\u4e8c\u5143\u7ec4\u8fde\u7eed\u51fa\u73b0 N \u6b21\u5373\u7194\u65ad&#xff0c;N \u9ed8\u8ba4\u4e09\u3002\u7b2c\u4e8c\u628a\u662f\u603b\u91cf\u95f8&#xff0c;\u6574\u4e2a\u4efb\u52a1\u7684\u91cd\u89c4\u5212\u6b21\u6570\u8fbe\u5230\u4e0a\u9650\u5373\u7194\u65ad&#xff0c;\u9ed8\u8ba4\u4e94\u6b21&#xff0c;\u4e0e\u4efb\u52a1\u7684\u8ba1\u5212\u89c4\u6a21\u6302\u94a9\u3002<\/p>\n<p><span class=\"token comment\"># \u6765\u6e90&#xff1a;\u81ea\u5b9e\u73b0 \/ breaker.py<\/span><br \/>\n<span class=\"token keyword\">from<\/span> dataclasses <span class=\"token keyword\">import<\/span> dataclass<span class=\"token punctuation\">,<\/span> field<\/p>\n<p><span class=\"token decorator annotation punctuation\">&#064;dataclass<\/span><br \/>\n<span class=\"token keyword\">class<\/span> <span class=\"token class-name\">ReplanBreaker<\/span><span class=\"token punctuation\">:<\/span><br \/>\n    <span class=\"token triple-quoted-string string\">&#034;&#034;&#034;\u91cd\u89c4\u5212\u7194\u65ad\u5668&#xff0c;\u5355\u6b65\u95f8\u52a0\u603b\u91cf\u95f8\u3002&#034;&#034;&#034;<\/span><br \/>\n    per_step_limit<span class=\"token punctuation\">:<\/span> <span class=\"token builtin\">int<\/span> <span class=\"token operator\">&#061;<\/span> <span class=\"token number\">3<\/span>            <span class=\"token comment\"># \u540c\u4e00\u5931\u8d25\u4e8c\u5143\u7ec4\u6700\u591a\u4e09\u6b21<\/span><br \/>\n    total_limit<span class=\"token punctuation\">:<\/span> <span class=\"token builtin\">int<\/span> <span class=\"token operator\">&#061;<\/span> <span class=\"token number\">5<\/span>               <span class=\"token comment\"># \u5168\u4efb\u52a1\u91cd\u89c4\u5212\u603b\u6b21\u6570\u4e0a\u9650<\/span><br \/>\n    counts<span class=\"token punctuation\">:<\/span> <span class=\"token builtin\">dict<\/span> <span class=\"token operator\">&#061;<\/span> field<span class=\"token punctuation\">(<\/span>default_factory<span class=\"token operator\">&#061;<\/span><span class=\"token builtin\">dict<\/span><span class=\"token punctuation\">)<\/span><br \/>\n    total<span class=\"token punctuation\">:<\/span> <span class=\"token builtin\">int<\/span> <span class=\"token operator\">&#061;<\/span> <span class=\"token number\">0<\/span><\/p>\n<p>    <span class=\"token keyword\">def<\/span> <span class=\"token function\">check<\/span><span class=\"token punctuation\">(<\/span>self<span class=\"token punctuation\">,<\/span> step_id<span class=\"token punctuation\">,<\/span> error_type<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n        <span class=\"token triple-quoted-string string\">&#034;&#034;&#034;\u91cd\u89c4\u5212\u524d\u8c03\u7528&#xff0c;\u8fd4\u56de False \u8868\u793a\u5fc5\u987b\u7194\u65ad\u3002&#034;&#034;&#034;<\/span><br \/>\n        self<span class=\"token punctuation\">.<\/span>total <span class=\"token operator\">&#043;&#061;<\/span> <span class=\"token number\">1<\/span><br \/>\n        <span class=\"token keyword\">if<\/span> self<span class=\"token punctuation\">.<\/span>total <span class=\"token operator\">&gt;<\/span> self<span class=\"token punctuation\">.<\/span>total_limit<span class=\"token punctuation\">:<\/span><br \/>\n            <span class=\"token keyword\">return<\/span> <span class=\"token string-interpolation\"><span class=\"token string\">f&#034;\u603b\u91cf\u7194\u65ad \u91cd\u89c4\u5212\u5df2<\/span><span class=\"token interpolation\"><span class=\"token punctuation\">{<\/span>self<span class=\"token punctuation\">.<\/span>total <span class=\"token operator\">&#8211;<\/span> <span class=\"token number\">1<\/span><span class=\"token punctuation\">}<\/span><\/span><span class=\"token string\">\u6b21&#034;<\/span><\/span><br \/>\n        key <span class=\"token operator\">&#061;<\/span> <span class=\"token punctuation\">(<\/span>step_id<span class=\"token punctuation\">,<\/span> error_type<span class=\"token punctuation\">)<\/span><br \/>\n        self<span class=\"token punctuation\">.<\/span>counts<span class=\"token punctuation\">[<\/span>key<span class=\"token punctuation\">]<\/span> <span class=\"token operator\">&#061;<\/span> self<span class=\"token punctuation\">.<\/span>counts<span class=\"token punctuation\">.<\/span>get<span class=\"token punctuation\">(<\/span>key<span class=\"token punctuation\">,<\/span> <span class=\"token number\">0<\/span><span class=\"token punctuation\">)<\/span> <span class=\"token operator\">&#043;<\/span> <span class=\"token number\">1<\/span><br \/>\n        <span class=\"token keyword\">if<\/span> self<span class=\"token punctuation\">.<\/span>counts<span class=\"token punctuation\">[<\/span>key<span class=\"token punctuation\">]<\/span> <span class=\"token operator\">&gt;<\/span> self<span class=\"token punctuation\">.<\/span>per_step_limit<span class=\"token punctuation\">:<\/span><br \/>\n            <span class=\"token keyword\">return<\/span> <span class=\"token string-interpolation\"><span class=\"token string\">f&#034;\u5355\u6b65\u7194\u65ad \u6b65\u9aa4<\/span><span class=\"token interpolation\"><span class=\"token punctuation\">{<\/span>step_id<span class=\"token punctuation\">}<\/span><\/span><span class=\"token string\">\u540c\u56e0\u5931\u8d25<\/span><span class=\"token interpolation\"><span class=\"token punctuation\">{<\/span>self<span class=\"token punctuation\">.<\/span>counts<span class=\"token punctuation\">[<\/span>key<span class=\"token punctuation\">]<\/span> <span class=\"token operator\">&#8211;<\/span> <span class=\"token number\">1<\/span><span class=\"token punctuation\">}<\/span><\/span><span class=\"token string\">\u6b21&#034;<\/span><\/span><br \/>\n        <span class=\"token keyword\">return<\/span> <span class=\"token boolean\">None<\/span>                     <span class=\"token comment\"># None \u8868\u793a\u653e\u884c<\/span><\/p>\n<p><span class=\"token keyword\">if<\/span> __name__ <span class=\"token operator\">&#061;&#061;<\/span> <span class=\"token string\">&#034;__main__&#034;<\/span><span class=\"token punctuation\">:<\/span><br \/>\n    br <span class=\"token operator\">&#061;<\/span> ReplanBreaker<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><br \/>\n    <span class=\"token keyword\">for<\/span> i <span class=\"token keyword\">in<\/span> <span class=\"token builtin\">range<\/span><span class=\"token punctuation\">(<\/span><span class=\"token number\">1<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token number\">5<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n        reason <span class=\"token operator\">&#061;<\/span> br<span class=\"token punctuation\">.<\/span>check<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;s3&#034;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;assumption&#034;<\/span><span class=\"token punctuation\">)<\/span><br \/>\n        <span class=\"token keyword\">print<\/span><span class=\"token punctuation\">(<\/span>i<span class=\"token punctuation\">,<\/span> reason <span class=\"token keyword\">or<\/span> <span class=\"token string\">&#034;\u653e\u884c&#034;<\/span><span class=\"token punctuation\">)<\/span><br \/>\n    <span class=\"token comment\"># \u7b2c\u56db\u6b21\u89e6\u53d1\u5355\u6b65\u7194\u65ad<\/span><\/p>\n<p>\u7194\u65ad\u540e\u7684\u52a8\u4f5c\u662f\u4e0a\u62a5&#xff0c;\u643a\u5e26\u5b8c\u6574\u8f68\u8ff9\u4e0e\u6559\u8bad\u7c3f\u3002\u8f68\u8ff9\u8981\u5e26\u8ba1\u5212\u7248\u672c\u53f7&#xff0c;\u8ba9\u4eba\u80fd\u8fd8\u539f\u6bcf\u4e00\u6b21\u624b\u672f\u6539\u4e86\u4ec0\u4e48\u3002\u4e0a\u62a5\u4e0d\u662f\u5931\u8d25&#xff0c;\u662f\u628a\u4e0d\u53ef\u89e3\u7684\u95ee\u9898\u4ea4\u7ed9\u6709\u66f4\u591a\u4fe1\u606f\u7684\u51b3\u7b56\u8005\u3002<\/p>\n<p>\u7194\u65ad\u5668\u89e3\u51b3\u7684\u662f\u7eb5\u5411\u5931\u63a7&#xff0c;\u540c\u4e00\u5904\u53cd\u590d\u52a8\u5200\u3002\u8fd8\u6709\u4e00\u79cd\u6a2a\u5411\u5931\u63a7&#xff0c;\u91cd\u89c4\u5212\u5728\u4e0d\u540c\u65b9\u6848\u95f4\u6446\u8361&#xff0c;\u90a3\u662f\u7b2c 7.2 \u8282\u7684\u5185\u5bb9\u3002\u5148\u628a ReWOO \u7684\u5bf9\u7167\u8bb2\u5b8c&#xff0c;\u518d\u7edf\u4e00\u6536\u8fb9\u754c\u3002<\/p>\n<h3>5. ReWOO \u7684\u53e6\u4e00\u79cd\u7b54\u6848&#xff1a;\u9519\u800c\u4e0d\u4e2d\u65ad&#xff0c;\u4e8b\u540e\u8865\u6551<\/h3>\n<p>\u91cd\u89c4\u5212\u662f\u4e8b\u4e2d\u4fee\u8865&#xff1a;\u5931\u8d25\u53d1\u751f&#xff0c;\u505c\u4e0b\u624b\u672f&#xff0c;\u518d\u7ee7\u7eed\u3002ReWOO \u7ed9\u51fa\u4e86\u53e6\u4e00\u4e2a\u65b9\u5411&#xff1a;\u6267\u884c\u9636\u6bb5\u6839\u672c\u4e0d\u505c&#xff0c;\u628a\u53d8\u91cf\u7f3a\u5931\u4e0e\u9519\u8bef\u6512\u5230\u6700\u540e&#xff0c;\u7531 Solver \u7edf\u4e00\u89e3\u51b3\u3002<\/p>\n<h4>5.1 Solver \u7684\u8865\u6551\u53e3\u5f84<\/h4>\n<p>ReWOO \u628a\u4efb\u52a1\u62c6\u6210 Planner\u3001Worker\u3001Solver \u4e09\u4e2a\u6a21\u5757\u3002Planner \u4e00\u6b21\u6027\u4ea7\u51fa\u5b8c\u6574\u8ba1\u5212&#xff0c;\u53d8\u91cf\u7528\u5360\u4f4d\u7b26\u524d\u5411\u5f15\u7528\u3002Worker \u9010\u6b65\u6267\u884c&#xff0c;\u4e0d\u643a\u5e26\u4e4b\u524d\u7684\u89c2\u5bdf\u3002Solver \u5728\u5168\u90e8\u6267\u884c\u7ed3\u675f\u540e&#xff0c;\u62ff\u5230\u6240\u6709\u4ea7\u51fa&#xff0c;\u7edf\u4e00\u751f\u6210\u6700\u7ec8\u7b54\u6848\u3002<\/p>\n<p>\u5173\u952e\u8bbe\u8ba1\u5728 Solver \u9762\u5bf9\u7f3a\u5931\u53d8\u91cf\u7684\u6001\u5ea6\u3002\u67d0\u6b65\u6267\u884c\u5931\u8d25&#xff0c;\u4ea7\u51fa\u662f\u7a7a\u7684&#xff0c;Worker \u4e0d\u4e2d\u65ad&#xff0c;\u628a\u5931\u8d25\u4fe1\u606f\u8bb0\u8fdb\u4ea7\u51fa\u69fd\u3002Solver \u62ff\u5230\u7684\u8bc1\u636e\u5217\u8868\u91cc\u6709\u7f3a\u53e3&#xff0c;\u5b83\u8981\u505a\u7684\u662f\u57fa\u4e8e\u73b0\u6709\u8bc1\u636e\u63a8\u7406&#xff0c;\u7f3a\u53e3\u80fd\u7ed5\u5c31\u7ed5&#xff0c;\u7ed5\u4e0d\u8fc7\u5c31\u660e\u786e\u627f\u8ba4\u3002<\/p>\n<p>arXiv:2305.18323 \u7684\u53e3\u5f84\u662f\u8fd9\u5957\u89e3\u8026\u663e\u8457\u964d\u4f4e token \u6d88\u8017&#xff0c;HotpotQA \u4e0a\u62a5\u544a\u4e94\u500d token \u6548\u7387\u4e0e\u767e\u5206\u4e4b\u56db\u7684\u51c6\u786e\u7387\u63d0\u5347&#xff0c;\u8de8\u57fa\u51c6\u7684\u9c81\u68d2\u6027\u4e5f\u66f4\u597d&#xff0c;\u5177\u4f53\u5b9e\u9a8c\u6761\u4ef6\u4ee5\u539f\u6587\u4e3a\u51c6\u3002\u6548\u7387\u6765\u81ea\u6267\u884c\u6b65\u4e0d\u643a\u5e26\u5386\u53f2&#xff0c;\u9c81\u68d2\u6027\u90e8\u5206\u6765\u81ea\u9519\u800c\u4e0d\u4e2d\u65ad\u3002<\/p>\n<p>  #mermaid-svg-LGjaowMPGcVep2ro{font-family:\\&#8221;trebuchet ms\\&#8221;,verdana,arial,sans-serif;font-size:16px;fill:#333;}@keyframes edge-animation-frame{from{stroke-dashoffset:0;}}@keyframes dash{to{stroke-dashoffset:0;}}#mermaid-svg-LGjaowMPGcVep2ro .edge-animation-slow{stroke-dasharray:9,5!important;stroke-dashoffset:900;animation:dash 50s linear infinite;stroke-linecap:round;}#mermaid-svg-LGjaowMPGcVep2ro .edge-animation-fast{stroke-dasharray:9,5!important;stroke-dashoffset:900;animation:dash 20s linear infinite;stroke-linecap:round;}#mermaid-svg-LGjaowMPGcVep2ro .error-icon{fill:#552222;}#mermaid-svg-LGjaowMPGcVep2ro .error-text{fill:#552222;stroke:#552222;}#mermaid-svg-LGjaowMPGcVep2ro .edge-thickness-normal{stroke-width:1px;}#mermaid-svg-LGjaowMPGcVep2ro .edge-thickness-thick{stroke-width:3.5px;}#mermaid-svg-LGjaowMPGcVep2ro .edge-pattern-solid{stroke-dasharray:0;}#mermaid-svg-LGjaowMPGcVep2ro .edge-thickness-invisible{stroke-width:0;fill:none;}#mermaid-svg-LGjaowMPGcVep2ro .edge-pattern-dashed{stroke-dasharray:3;}#mermaid-svg-LGjaowMPGcVep2ro .edge-pattern-dotted{stroke-dasharray:2;}#mermaid-svg-LGjaowMPGcVep2ro .marker{fill:#333333;stroke:#333333;}#mermaid-svg-LGjaowMPGcVep2ro .marker.cross{stroke:#333333;}#mermaid-svg-LGjaowMPGcVep2ro svg{font-family:\\&#8221;trebuchet ms\\&#8221;,verdana,arial,sans-serif;font-size:16px;}#mermaid-svg-LGjaowMPGcVep2ro p{margin:0;}#mermaid-svg-LGjaowMPGcVep2ro .label{font-family:\\&#8221;trebuchet ms\\&#8221;,verdana,arial,sans-serif;color:#333;}#mermaid-svg-LGjaowMPGcVep2ro .cluster-label text{fill:#333;}#mermaid-svg-LGjaowMPGcVep2ro .cluster-label span{color:#333;}#mermaid-svg-LGjaowMPGcVep2ro .cluster-label span p{background-color:transparent;}#mermaid-svg-LGjaowMPGcVep2ro .label text,#mermaid-svg-LGjaowMPGcVep2ro span{fill:#333;color:#333;}#mermaid-svg-LGjaowMPGcVep2ro .node rect,#mermaid-svg-LGjaowMPGcVep2ro .node circle,#mermaid-svg-LGjaowMPGcVep2ro .node ellipse,#mermaid-svg-LGjaowMPGcVep2ro .node polygon,#mermaid-svg-LGjaowMPGcVep2ro .node path{fill:#ECECFF;stroke:#9370DB;stroke-width:1px;}#mermaid-svg-LGjaowMPGcVep2ro .rough-node .label text,#mermaid-svg-LGjaowMPGcVep2ro .node .label text,#mermaid-svg-LGjaowMPGcVep2ro .image-shape .label,#mermaid-svg-LGjaowMPGcVep2ro .icon-shape .label{text-anchor:middle;}#mermaid-svg-LGjaowMPGcVep2ro .node .katex path{fill:#000;stroke:#000;stroke-width:1px;}#mermaid-svg-LGjaowMPGcVep2ro .rough-node .label,#mermaid-svg-LGjaowMPGcVep2ro .node .label,#mermaid-svg-LGjaowMPGcVep2ro .image-shape .label,#mermaid-svg-LGjaowMPGcVep2ro .icon-shape .label{text-align:center;}#mermaid-svg-LGjaowMPGcVep2ro .node.clickable{cursor:pointer;}#mermaid-svg-LGjaowMPGcVep2ro .root .anchor path{fill:#333333!important;stroke-width:0;stroke:#333333;}#mermaid-svg-LGjaowMPGcVep2ro .arrowheadPath{fill:#333333;}#mermaid-svg-LGjaowMPGcVep2ro .edgePath .path{stroke:#333333;stroke-width:2.0px;}#mermaid-svg-LGjaowMPGcVep2ro .flowchart-link{stroke:#333333;fill:none;}#mermaid-svg-LGjaowMPGcVep2ro .edgeLabel{background-color:rgba(232,232,232, 0.8);text-align:center;}#mermaid-svg-LGjaowMPGcVep2ro .edgeLabel p{background-color:rgba(232,232,232, 0.8);}#mermaid-svg-LGjaowMPGcVep2ro .edgeLabel rect{opacity:0.5;background-color:rgba(232,232,232, 0.8);fill:rgba(232,232,232, 0.8);}#mermaid-svg-LGjaowMPGcVep2ro .labelBkg{background-color:rgba(232, 232, 232, 0.5);}#mermaid-svg-LGjaowMPGcVep2ro .cluster rect{fill:#ffffde;stroke:#aaaa33;stroke-width:1px;}#mermaid-svg-LGjaowMPGcVep2ro .cluster text{fill:#333;}#mermaid-svg-LGjaowMPGcVep2ro .cluster span{color:#333;}#mermaid-svg-LGjaowMPGcVep2ro div.mermaidTooltip{position:absolute;text-align:center;max-width:200px;padding:2px;font-family:\\&#8221;trebuchet ms\\&#8221;,verdana,arial,sans-serif;font-size:12px;background:hsl(80, 100%, 96.2745098039%);border:1px solid #aaaa33;border-radius:2px;pointer-events:none;z-index:100;}#mermaid-svg-LGjaowMPGcVep2ro .flowchartTitleText{text-anchor:middle;font-size:18px;fill:#333;}#mermaid-svg-LGjaowMPGcVep2ro rect.text{fill:none;stroke-width:0;}#mermaid-svg-LGjaowMPGcVep2ro .icon-shape,#mermaid-svg-LGjaowMPGcVep2ro .image-shape{background-color:rgba(232,232,232, 0.8);text-align:center;}#mermaid-svg-LGjaowMPGcVep2ro .icon-shape p,#mermaid-svg-LGjaowMPGcVep2ro .image-shape p{background-color:rgba(232,232,232, 0.8);padding:2px;}#mermaid-svg-LGjaowMPGcVep2ro .icon-shape .label rect,#mermaid-svg-LGjaowMPGcVep2ro .image-shape .label rect{opacity:0.5;background-color:rgba(232,232,232, 0.8);fill:rgba(232,232,232, 0.8);}#mermaid-svg-LGjaowMPGcVep2ro .label-icon{display:inline-block;height:1em;overflow:visible;vertical-align:-0.125em;}#mermaid-svg-LGjaowMPGcVep2ro .node .label-icon path{fill:currentColor;stroke:revert;stroke-width:revert;}#mermaid-svg-LGjaowMPGcVep2ro :root{&#8211;mermaid-font-family:\\&#8221;trebuchet ms\\&#8221;,verdana,arial,sans-serif;}#mermaid-svg-LGjaowMPGcVep2ro .default&gt;*{fill:#faf9f5!important;stroke:#ffffff!important;color:#000000!important;stroke-width:0px!important;}#mermaid-svg-LGjaowMPGcVep2ro .default span{fill:#faf9f5!important;stroke:#ffffff!important;color:#000000!important;stroke-width:0px!important;}#mermaid-svg-LGjaowMPGcVep2ro .default tspan{fill:#000000!important;}<\/p>\n<p>         <span class=\"edgeLabel\"><\/span><\/p>\n<p>         <span class=\"edgeLabel\"><\/span><\/p>\n<p>         <span class=\"edgeLabel\"><\/span><\/p>\n<p>         <span class=\"edgeLabel\"><\/p>\n<p>\u662f<\/p>\n<p><\/span><\/p>\n<p>         <span class=\"edgeLabel\"><\/p>\n<p>\u5426<\/p>\n<p><\/span><\/p>\n<p>         <span class=\"edgeLabel\"><\/span><\/p>\n<p>         <span class=\"edgeLabel\"><\/span><\/p>\n<p>         <span class=\"edgeLabel\"><\/span><\/p>\n<p>         <span class=\"edgeLabel\"><\/span><\/p>\n<p>         <span style=\"color:#000000 !important\" class=\"nodeLabel\"><\/p>\n<p>\u76ee\u6807<\/p>\n<p><\/span><\/p>\n<p>         <span style=\"color:#000000 !important\" class=\"nodeLabel\"><\/p>\n<p>Planner \u4e00\u6b21\u4ea7\u51fa\u5168\u8ba1\u5212<\/p>\n<p><\/span><\/p>\n<p>         <span style=\"color:#000000 !important\" class=\"nodeLabel\"><\/p>\n<p>Worker \u9010\u6b65\u6267\u884c<\/p>\n<p><\/span><\/p>\n<p>         <span style=\"color:#000000 !important\" class=\"nodeLabel\"><\/p>\n<p>\u6b65\u9aa4\u5931\u8d25?<\/p>\n<p><\/span><\/p>\n<p>         <span style=\"color:#000000 !important\" class=\"nodeLabel\"><\/p>\n<p>\u8bb0\u5f55\u5931\u8d25 \u7ee7\u7eed\u4e0b\u4e00\u6b65<\/p>\n<p><\/span><\/p>\n<p>         <span style=\"color:#000000 !important\" class=\"nodeLabel\"><\/p>\n<p>\u4ea7\u51fa\u5165\u69fd<\/p>\n<p><\/span><\/p>\n<p>         <span style=\"color:#000000 !important\" class=\"nodeLabel\"><\/p>\n<p>\u5168\u90e8\u6267\u884c\u5b8c\u6bd5<\/p>\n<p><\/span><\/p>\n<p>         <span style=\"color:#000000 !important\" class=\"nodeLabel\"><\/p>\n<p>Solver \u7edf\u4e00\u89e3\u51b3\u53d8\u91cf\u7f3a\u53e3<\/p>\n<p><\/span><\/p>\n<p>         <span style=\"color:#000000 !important\" class=\"nodeLabel\"><\/p>\n<p>\u6700\u7ec8\u7b54\u6848 \u6216 \u660e\u786e\u627f\u8ba4\u8bc1\u636e\u4e0d\u8db3<\/p>\n<p><\/span><\/p>\n<p>\u56fe\u91cc E \u5230 G \u8fd9\u6761\u8fb9\u662f ReWOO \u4e0e\u91cd\u89c4\u5212\u7684\u5206\u6c34\u5cad\u3002\u91cd\u89c4\u5212\u5728\u8fd9\u91cc\u4f1a\u505c\u4e0b\u6765\u52a8\u624b\u672f&#xff0c;ReWOO \u76f4\u63a5\u8df3\u8fc7\u53bb\u7ee7\u7eed\u8dd1\u3002\u4e24\u79cd\u9009\u62e9\u6ca1\u6709\u7edd\u5bf9\u4f18\u52a3&#xff0c;\u9002\u7528\u573a\u666f\u4e0d\u540c\u3002<\/p>\n<h4>5.2 \u4e8b\u4e2d\u4fee\u8865\u4e0e\u4e8b\u540e\u8865\u6551\u7684\u5bf9\u7167<\/h4>\n<p>\u628a\u4e24\u79cd\u673a\u5236\u6446\u5728\u4e00\u8d77\u770b\u3002\u5dee\u5f02\u7684\u6839\u6e90\u5728\u4e8e\u5bf9\u5931\u8d25\u7684\u5047\u8bbe&#xff1a;\u91cd\u89c4\u5212\u5047\u8bbe\u5931\u8d25\u4f1a\u6c61\u67d3\u540e\u7eed\u6b65\u9aa4&#xff0c;\u5fc5\u987b\u5f53\u4e0b\u5904\u7406\u3002ReWOO \u5047\u8bbe\u7f3a\u53e3\u5e38\u5e38\u53ef\u4ee5\u7ed5\u8fc7&#xff0c;\u5148\u8dd1\u5b8c\u518d\u8bf4\u3002<\/p>\n<table>\n<tr>\u7ef4\u5ea6\u4e8b\u4e2d\u4fee\u8865 \u91cd\u89c4\u5212\u4e8b\u540e\u8865\u6551 ReWOO Solver<\/tr>\n<tbody>\n<tr>\n<td>\u5931\u8d25\u53d1\u751f\u65f6<\/td>\n<td>\u505c\u4e0b \u91cd\u5217 \u518d\u7ee7\u7eed<\/td>\n<td>\u8bb0\u5f55 \u7ee7\u7eed<\/td>\n<\/tr>\n<tr>\n<td>\u4e2d\u65ad\u6b21\u6570<\/td>\n<td>\u6bcf\u6b21\u786c\u5931\u8d25\u4e00\u6b21\u4e2d\u65ad<\/td>\n<td>\u96f6\u4e2d\u65ad<\/td>\n<\/tr>\n<tr>\n<td>\u989d\u5916\u6a21\u578b\u8c03\u7528<\/td>\n<td>\u6bcf\u6b21\u91cd\u89c4\u5212\u4e00\u6b21<\/td>\n<td>\u6700\u540e\u4e00\u6b21 Solver<\/td>\n<\/tr>\n<tr>\n<td>\u4e0a\u4e0b\u6587\u643a\u5e26<\/td>\n<td>\u5931\u8d25\u73b0\u573a\u52a0\u5269\u4f59\u8ba1\u5212<\/td>\n<td>\u5168\u90e8\u4ea7\u51fa\u52a0\u7f3a\u53e3\u8bf4\u660e<\/td>\n<\/tr>\n<tr>\n<td>\u8ba1\u5212\u53ef\u8c03\u6574\u6027<\/td>\n<td>\u9ad8 \u53ef\u6539\u540e\u7ee7<\/td>\n<td>\u4f4e \u8ba1\u5212\u4e00\u65e6\u5b9a\u5c31\u4e0d\u6539<\/td>\n<\/tr>\n<tr>\n<td>\u9002\u7528\u5931\u8d25\u5bc6\u5ea6<\/td>\n<td>\u4f4e \u786c\u5931\u8d25\u5c11\u89c1<\/td>\n<td>\u9ad8 \u67e5\u8be2\u7c7b\u4efb\u52a1\u5e38\u89c1<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>\u8868\u91cc\u6700\u540e\u4e00\u884c\u662f\u9009\u62e9\u4f9d\u636e\u3002\u5931\u8d25\u5bc6\u5ea6\u4f4e\u4e14\u5931\u8d25\u540e\u679c\u4e25\u91cd&#xff0c;\u9009\u4e8b\u4e2d\u3002\u5931\u8d25\u5bc6\u5ea6\u9ad8\u4e14\u5355\u6b21\u5931\u8d25\u5e38\u53ef\u7ed5\u8fc7&#xff0c;\u9009\u4e8b\u540e\u3002<\/p>\n<p>\u5404\u81ea\u7684\u5931\u6548\u6a21\u5f0f\u4e5f\u5bf9\u79f0\u3002\u4e8b\u4e2d\u4fee\u8865\u7684\u98ce\u9669\u662f\u8fc7\u5ea6\u624b\u672f&#xff0c;\u5c0f\u5931\u8d25\u5927\u52a8\u5e72\u6208&#xff0c;\u7b2c 7.1 \u8282\u3002\u4e8b\u540e\u8865\u6551\u7684\u98ce\u9669\u662f\u7f3a\u53e3\u79ef\u7d2f&#xff0c;\u8dd1\u5b8c\u53d1\u73b0\u8bc1\u636e\u5168\u65ad&#xff0c;Solver \u4e5f\u53d8\u4e0d\u51fa\u6765\u3002<\/p>\n<p>\u4e24\u79cd\u673a\u5236\u7684\u7ec4\u5408\u6210\u672c\u4e5f\u4e0d\u540c\u3002\u4e8b\u4e2d\u4fee\u8865\u6bcf\u6b21\u4e2d\u65ad\u90fd\u8981\u4e00\u6b21\u6a21\u578b\u8c03\u7528&#xff0c;\u5931\u8d25\u5341\u6b21\u5c31\u662f\u5341\u6b21\u91cd\u89c4\u5212\u8c03\u7528\u3002\u4e8b\u540e\u8865\u6551\u53ea\u6709\u6700\u540e\u4e00\u6b21 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.image-shape{background-color:rgba(232,232,232, 0.8);text-align:center;}#mermaid-svg-qy5kNYEEdvMPgXTm .icon-shape p,#mermaid-svg-qy5kNYEEdvMPgXTm .image-shape p{background-color:rgba(232,232,232, 0.8);padding:2px;}#mermaid-svg-qy5kNYEEdvMPgXTm .icon-shape .label rect,#mermaid-svg-qy5kNYEEdvMPgXTm .image-shape .label rect{opacity:0.5;background-color:rgba(232,232,232, 0.8);fill:rgba(232,232,232, 0.8);}#mermaid-svg-qy5kNYEEdvMPgXTm .label-icon{display:inline-block;height:1em;overflow:visible;vertical-align:-0.125em;}#mermaid-svg-qy5kNYEEdvMPgXTm .node .label-icon path{fill:currentColor;stroke:revert;stroke-width:revert;}#mermaid-svg-qy5kNYEEdvMPgXTm :root{&#8211;mermaid-font-family:\\&#8221;trebuchet ms\\&#8221;,verdana,arial,sans-serif;}#mermaid-svg-qy5kNYEEdvMPgXTm .default&gt;*{fill:#faf9f5!important;stroke:#ffffff!important;color:#000000!important;stroke-width:0px!important;}#mermaid-svg-qy5kNYEEdvMPgXTm .default span{fill:#faf9f5!important;stroke:#ffffff!important;color:#000000!important;stroke-width:0px!important;}#mermaid-svg-qy5kNYEEdvMPgXTm .default tspan{fill:#000000!important;}<\/p>\n<p>         <span class=\"edgeLabel\"><\/span><\/p>\n<p>         <span class=\"edgeLabel\"><\/span><\/p>\n<p>         <span class=\"edgeLabel\"><\/p>\n<p>\u653e\u884c<\/p>\n<p><\/span><\/p>\n<p>         <span class=\"edgeLabel\"><\/p>\n<p>\u62d2\u7edd<\/p>\n<p><\/span><\/p>\n<p>         <span class=\"edgeLabel\"><\/p>\n<p>\u653e\u884c<\/p>\n<p><\/span><\/p>\n<p>         <span class=\"edgeLabel\"><\/p>\n<p>\u62d2\u7edd<\/p>\n<p><\/span><\/p>\n<p>         <span class=\"edgeLabel\"><\/span><\/p>\n<p>         <span class=\"edgeLabel\"><\/span><\/p>\n<p>         <span style=\"color:#000000 !important\" class=\"nodeLabel\"><\/p>\n<p>\u6267\u884c\u5668\u4e0a\u62a5\u5931\u8d25<\/p>\n<p><\/span><\/p>\n<p>         <span style=\"color:#000000 !important\" class=\"nodeLabel\"><\/p>\n<p>\u8def\u7531\u5668 \u9009\u7c92\u5ea6<\/p>\n<p><\/span><\/p>\n<p>         <span style=\"color:#000000 !important\" class=\"nodeLabel\"><\/p>\n<p>\u7194\u65ad\u5668 \u67e5\u6b21\u6570\u95f8<\/p>\n<p><\/span><\/p>\n<p>         <span style=\"color:#000000 !important\" class=\"nodeLabel\"><\/p>\n<p>\u9884\u7b97\u95f8 \u67e5 token \u95f8<\/p>\n<p><\/span><\/p>\n<p>         <span style=\"color:#000000 !important\" class=\"nodeLabel\"><\/p>\n<p>\u4e0a\u62a5\u4eba\u5de5<\/p>\n<p><\/span><\/p>\n<p>         <span style=\"color:#000000 !important\" class=\"nodeLabel\"><\/p>\n<p>\u4fee\u8865\u5668 \u751f\u6210\u65b0\u7248\u672c\u8ba1\u5212<\/p>\n<p><\/span><\/p>\n<p>         <span style=\"color:#000000 !important\" class=\"nodeLabel\"><\/p>\n<p>\u6210\u672c\u8ba1\u7b97\u5668 \u4e8b\u540e\u5165\u8d26<\/p>\n<p><\/span><\/p>\n<p>\u56fe\u91cc\u6210\u672c\u8ba1\u7b97\u5668\u753b\u5728\u9884\u7b97\u95f8\u4e4b\u540e&#xff0c;\u5f62\u6210\u95ed\u73af&#xff1a;\u6bcf\u6b21\u91cd\u89c4\u5212\u7684\u82b1\u8d39\u5165\u8d26&#xff0c;\u4e0b\u4e00\u6b21\u8c03\u7528\u524d\u7528\u7d2f\u8ba1\u503c\u5224\u65ad\u662f\u5426\u653e\u884c\u3002\u4e8b\u524d\u4f30\u7b97\u4e0e\u4e8b\u540e\u5165\u8d26\u7528\u540c\u4e00\u4e2a\u7cfb\u6570&#xff0c;\u8d26\u624d\u80fd\u5bf9\u5e73\u3002<\/p>\n<h4>6.1 \u89e6\u53d1\u8def\u7531\u5668&#xff1a;\u6309\u5931\u8d25\u7c7b\u578b\u9009\u7c92\u5ea6<\/h4>\n<p>\u8def\u7531\u5668\u662f\u7b2c 1.3 \u8282\u90a3\u5f20\u5206\u6d41\u7684\u4ee3\u7801\u5316\u3002\u8f93\u5165\u5931\u8d25\u4fe1\u53f7\u4e0e\u8ba1\u5212\u72b6\u6001&#xff0c;\u8f93\u51fa\u7c92\u5ea6\u6863\u4f4d\u3002<\/p>\n<p><span class=\"token comment\"># \u6765\u6e90&#xff1a;\u81ea\u5b9e\u73b0 \/ granularity_router.py&#xff08;\u590d\u7528\u524d\u6587 FailureSignal \u4e0e Plan \u5b9a\u4e49&#xff09;<\/span><br \/>\n<span class=\"token keyword\">from<\/span> dataclasses <span class=\"token keyword\">import<\/span> dataclass<br \/>\n<span class=\"token keyword\">from<\/span> failure_signal <span class=\"token keyword\">import<\/span> FailureSignal<\/p>\n<p><span class=\"token decorator annotation punctuation\">&#064;dataclass<\/span><br \/>\n<span class=\"token keyword\">class<\/span> <span class=\"token class-name\">Plan<\/span><span class=\"token punctuation\">:<\/span><br \/>\n    steps<span class=\"token punctuation\">:<\/span> <span class=\"token builtin\">list<\/span>          <span class=\"token comment\"># \u6bcf\u9879\u542b id\u3001action\u3001depends_on\u3001status<\/span><\/p>\n<p><span class=\"token keyword\">def<\/span> <span class=\"token function\">route<\/span><span class=\"token punctuation\">(<\/span>plan<span class=\"token punctuation\">,<\/span> signal<span class=\"token punctuation\">,<\/span> var_table<span class=\"token punctuation\">,<\/span> goal_changed<span class=\"token operator\">&#061;<\/span><span class=\"token boolean\">False<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n    <span class=\"token triple-quoted-string string\">&#034;&#034;&#034;\u6309\u5931\u8d25\u7c7b\u578b\u4e0e\u4e0a\u4e0b\u6587\u9009\u91cd\u89c4\u5212\u7c92\u5ea6\u3002&#034;&#034;&#034;<\/span><br \/>\n    <span class=\"token keyword\">if<\/span> goal_changed<span class=\"token punctuation\">:<\/span><br \/>\n        <span class=\"token keyword\">return<\/span> <span class=\"token string\">&#034;global&#034;<\/span>                          <span class=\"token comment\"># \u76ee\u6807\u53d8\u66f4\u76f4\u63a5\u5168\u5c40\u91cd\u5217<\/span><br \/>\n    failed <span class=\"token operator\">&#061;<\/span> <span class=\"token builtin\">next<\/span><span class=\"token punctuation\">(<\/span>s <span class=\"token keyword\">for<\/span> s <span class=\"token keyword\">in<\/span> plan<span class=\"token punctuation\">.<\/span>steps <span class=\"token keyword\">if<\/span> s<span class=\"token punctuation\">[<\/span><span class=\"token string\">&#034;id&#034;<\/span><span class=\"token punctuation\">]<\/span> <span class=\"token operator\">&#061;&#061;<\/span> signal<span class=\"token punctuation\">.<\/span>step_id<span class=\"token punctuation\">)<\/span><br \/>\n    idx <span class=\"token operator\">&#061;<\/span> plan<span class=\"token punctuation\">.<\/span>steps<span class=\"token punctuation\">.<\/span>index<span class=\"token punctuation\">(<\/span>failed<span class=\"token punctuation\">)<\/span><br \/>\n    succs <span class=\"token operator\">&#061;<\/span> <span class=\"token punctuation\">[<\/span>s <span class=\"token keyword\">for<\/span> s <span class=\"token keyword\">in<\/span> plan<span class=\"token punctuation\">.<\/span>steps<span class=\"token punctuation\">[<\/span>idx <span class=\"token operator\">&#043;<\/span> <span class=\"token number\">1<\/span><span class=\"token punctuation\">:<\/span><span class=\"token punctuation\">]<\/span><br \/>\n             <span class=\"token keyword\">if<\/span> failed<span class=\"token punctuation\">[<\/span><span class=\"token string\">&#034;id&#034;<\/span><span class=\"token punctuation\">]<\/span> <span class=\"token keyword\">in<\/span> s<span class=\"token punctuation\">.<\/span>get<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;depends_on&#034;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token punctuation\">[<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">]<\/span><\/p>\n<p>    <span class=\"token keyword\">if<\/span> signal<span class=\"token punctuation\">.<\/span>error_type <span class=\"token operator\">&#061;&#061;<\/span> <span class=\"token string\">&#034;missing_var&#034;<\/span><span class=\"token punctuation\">:<\/span>       <span class=\"token comment\"># \u53d8\u91cf\u7f3a\u5931\u5148\u67e5\u524d\u9a71<\/span><br \/>\n        ref <span class=\"token operator\">&#061;<\/span> signal<span class=\"token punctuation\">.<\/span>step_id<br \/>\n        pred_state <span class=\"token operator\">&#061;<\/span> <span class=\"token builtin\">next<\/span><span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">(<\/span>s<span class=\"token punctuation\">[<\/span><span class=\"token string\">&#034;status&#034;<\/span><span class=\"token punctuation\">]<\/span> <span class=\"token keyword\">for<\/span> s <span class=\"token keyword\">in<\/span> plan<span class=\"token punctuation\">.<\/span>steps<br \/>\n                           <span class=\"token keyword\">if<\/span> s<span class=\"token punctuation\">[<\/span><span class=\"token string\">&#034;id&#034;<\/span><span class=\"token punctuation\">]<\/span> <span class=\"token operator\">&lt;<\/span> ref<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token boolean\">None<\/span><span class=\"token punctuation\">)<\/span><br \/>\n        <span class=\"token keyword\">return<\/span> <span class=\"token string\">&#034;patch&#034;<\/span> <span class=\"token keyword\">if<\/span> pred_state <span class=\"token operator\">&#061;&#061;<\/span> <span class=\"token string\">&#034;done&#034;<\/span> <span class=\"token keyword\">else<\/span> <span class=\"token string\">&#034;tail&#034;<\/span><\/p>\n<p>    <span class=\"token keyword\">if<\/span> signal<span class=\"token punctuation\">.<\/span>error_type <span class=\"token operator\">&#061;&#061;<\/span> <span class=\"token string\">&#034;environmental&#034;<\/span><span class=\"token punctuation\">:<\/span>     <span class=\"token comment\"># \u73af\u5883\u6027\u4ea4\u7ed9\u964d\u7ea7 \u4e0d\u8fdb\u91cd\u89c4\u5212<\/span><br \/>\n        <span class=\"token keyword\">return<\/span> <span class=\"token string\">&#034;none&#034;<\/span><\/p>\n<p>    <span class=\"token keyword\">if<\/span> signal<span class=\"token punctuation\">.<\/span>error_type <span class=\"token operator\">&#061;&#061;<\/span> <span class=\"token string\">&#034;assumption&#034;<\/span> <span class=\"token keyword\">and<\/span> <span class=\"token builtin\">len<\/span><span class=\"token punctuation\">(<\/span>succs<span class=\"token punctuation\">)<\/span> <span class=\"token operator\">&lt;&#061;<\/span> <span class=\"token number\">1<\/span><span class=\"token punctuation\">:<\/span><br \/>\n        <span class=\"token keyword\">return<\/span> <span class=\"token string\">&#034;patch&#034;<\/span>                           <span class=\"token comment\"># \u5f71\u54cd\u534a\u5f84\u5c0f \u5c40\u90e8\u4fee\u8865<\/span><br \/>\n    <span class=\"token keyword\">if<\/span> <span class=\"token builtin\">len<\/span><span class=\"token punctuation\">(<\/span>succs<span class=\"token punctuation\">)<\/span> <span class=\"token operator\">&gt;<\/span> <span class=\"token number\">2<\/span> <span class=\"token keyword\">or<\/span> signal<span class=\"token punctuation\">.<\/span>error_type <span class=\"token operator\">&#061;&#061;<\/span> <span class=\"token string\">&#034;semantic&#034;<\/span><span class=\"token punctuation\">:<\/span><br \/>\n        <span class=\"token keyword\">return<\/span> <span class=\"token string\">&#034;tail&#034;<\/span>                            <span class=\"token comment\"># \u534a\u5f84\u5927 \u5c3e\u90e8\u91cd\u5217<\/span><br \/>\n    <span class=\"token keyword\">return<\/span> <span class=\"token string\">&#034;patch&#034;<\/span><\/p>\n<p><span class=\"token keyword\">if<\/span> __name__ <span class=\"token operator\">&#061;&#061;<\/span> <span class=\"token string\">&#034;__main__&#034;<\/span><span class=\"token punctuation\">:<\/span><br \/>\n    p <span class=\"token operator\">&#061;<\/span> Plan<span class=\"token punctuation\">(<\/span>steps<span class=\"token operator\">&#061;<\/span><span class=\"token punctuation\">[<\/span><br \/>\n        <span class=\"token punctuation\">{<\/span><span class=\"token string\">&#034;id&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token string\">&#034;1&#034;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;action&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token string\">&#034;\u67e5A&#034;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;depends_on&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token punctuation\">[<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;status&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token string\">&#034;done&#034;<\/span><span class=\"token punctuation\">}<\/span><span class=\"token punctuation\">,<\/span><br \/>\n        <span class=\"token punctuation\">{<\/span><span class=\"token string\">&#034;id&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token string\">&#034;2&#034;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;action&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token string\">&#034;\u67e5B&#034;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;depends_on&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token punctuation\">[<\/span><span class=\"token string\">&#034;1&#034;<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;status&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token string\">&#034;failed&#034;<\/span><span class=\"token punctuation\">}<\/span><span class=\"token punctuation\">,<\/span><br \/>\n        <span class=\"token punctuation\">{<\/span><span class=\"token string\">&#034;id&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token string\">&#034;3&#034;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;action&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token string\">&#034;\u6c47\u603b&#034;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;depends_on&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token punctuation\">[<\/span><span class=\"token string\">&#034;2&#034;<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;status&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token string\">&#034;pending&#034;<\/span><span class=\"token punctuation\">}<\/span><span class=\"token punctuation\">,<\/span><br \/>\n        <span class=\"token punctuation\">{<\/span><span class=\"token string\">&#034;id&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token string\">&#034;4&#034;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;action&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token string\">&#034;\u6210\u6587&#034;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;depends_on&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token punctuation\">[<\/span><span class=\"token string\">&#034;3&#034;<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;status&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token string\">&#034;pending&#034;<\/span><span class=\"token punctuation\">}<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">)<\/span><br \/>\n    s1 <span class=\"token operator\">&#061;<\/span> FailureSignal<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;2&#034;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;assumption&#034;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;\u65e0\u5b57\u6bb5&#034;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token punctuation\">[<\/span><span class=\"token string\">&#034;\u91cd\u8bd52\u6b21&#034;<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">)<\/span><br \/>\n    s2 <span class=\"token operator\">&#061;<\/span> FailureSignal<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;2&#034;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;missing_var&#034;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;\u7f3a#E1&#034;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token punctuation\">[<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">)<\/span><br \/>\n    <span class=\"token keyword\">print<\/span><span class=\"token punctuation\">(<\/span>route<span class=\"token punctuation\">(<\/span>p<span class=\"token punctuation\">,<\/span> s1<span class=\"token punctuation\">,<\/span> <span class=\"token punctuation\">{<\/span><span class=\"token punctuation\">}<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">)<\/span>                 <span class=\"token comment\"># patch&#xff0c;\u4e24\u4e2a\u540e\u7ee7\u4f46 assumption \u534a\u5f84\u5c0f<\/span><br \/>\n    <span class=\"token keyword\">print<\/span><span class=\"token punctuation\">(<\/span>route<span class=\"token punctuation\">(<\/span>p<span class=\"token punctuation\">,<\/span> s2<span class=\"token punctuation\">,<\/span> <span class=\"token punctuation\">{<\/span><span class=\"token string\">&#034;1&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token number\">1<\/span><span class=\"token punctuation\">}<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">)<\/span>            <span class=\"token comment\"># tail&#xff0c;\u53d8\u91cf\u7f3a\u5931\u4e14\u524d\u9a71\u975e done<\/span><br \/>\n    <span class=\"token keyword\">print<\/span><span class=\"token punctuation\">(<\/span>route<span class=\"token punctuation\">(<\/span>p<span class=\"token punctuation\">,<\/span> s1<span class=\"token punctuation\">,<\/span> <span class=\"token punctuation\">{<\/span><span class=\"token punctuation\">}<\/span><span class=\"token punctuation\">,<\/span> goal_changed<span class=\"token operator\">&#061;<\/span><span class=\"token boolean\">True<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">)<\/span>  <span class=\"token comment\"># global&#xff0c;\u76ee\u6807\u53d8\u66f4\u6700\u9ad8\u4f18\u5148\u7ea7<\/span><\/p>\n<p>\u8def\u7531\u5668\u7684\u5224\u65ad\u903b\u8f91\u662f\u7eaf\u89c4\u5219&#xff0c;\u53ef\u89e3\u91ca\u53ef\u5ba1\u8ba1\u3002\u4eba\u5de5\u8986\u76d6\u5165\u53e3\u7559\u4e00\u4e2a\u53c2\u6570&#xff0c;\u7ebf\u4e0a\u8dd1\u4e00\u5468\u540e\u6309\u5b9e\u9645\u547d\u4e2d\u7387\u8c03\u9608\u503c&#xff0c;\u6bd4\u5982\u540e\u7ee7\u6570\u5927\u4e8e\u4e8c\u7684\u6863\u4f4d\u7ebf\u3002<\/p>\n<h4>6.2 \u5c40\u90e8\u4fee\u8865\u91cd\u89c4\u5212\u5668&#xff1a;\u4fdd\u7559\u5df2\u5b8c\u6210&#xff0c;\u91cd\u5217\u5931\u8d25\u540e\u7f00<\/h4>\n<p>\u4fee\u8865\u5668\u662f\u7c92\u5ea6\u8c31\u7cfb\u7684\u4ee3\u7801\u5316\u3002\u5c40\u90e8\u4fee\u8865\u4fdd\u7559\u5df2\u5b8c\u6210\u4e0e\u672a\u53d7\u7d2f\u540e\u7ee7&#xff0c;\u5c3e\u90e8\u91cd\u5217\u4f5c\u5e9f\u5931\u8d25\u70b9\u4e4b\u540e\u7684\u5168\u90e8\u6b65\u9aa4\u3002<\/p>\n<p><span class=\"token comment\"># \u6765\u6e90&#xff1a;\u81ea\u5b9e\u73b0 \/ patch_replanner.py&#xff08;\u590d\u7528 granularity_router.py \u7684 Plan \u4e0e failure_signal.py&#xff09;<\/span><br \/>\n<span class=\"token keyword\">from<\/span> granularity_router <span class=\"token keyword\">import<\/span> Plan<br \/>\n<span class=\"token keyword\">from<\/span> failure_signal <span class=\"token keyword\">import<\/span> FailureSignal<\/p>\n<p><span class=\"token keyword\">def<\/span> <span class=\"token function\">replan<\/span><span class=\"token punctuation\">(<\/span>plan<span class=\"token punctuation\">,<\/span> signal<span class=\"token punctuation\">,<\/span> granularity<span class=\"token operator\">&#061;<\/span><span class=\"token string\">&#034;tail&#034;<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n    <span class=\"token triple-quoted-string string\">&#034;&#034;&#034;\u6309\u7c92\u5ea6\u751f\u6210\u65b0\u8ba1\u5212\u7248\u672c&#xff0c;mock \u8fd4\u56de\u6a21\u677f\u7ed3\u679c\u3002&#034;&#034;&#034;<\/span><br \/>\n    idx <span class=\"token operator\">&#061;<\/span> <span class=\"token builtin\">next<\/span><span class=\"token punctuation\">(<\/span>i <span class=\"token keyword\">for<\/span> i<span class=\"token punctuation\">,<\/span> s <span class=\"token keyword\">in<\/span> <span class=\"token builtin\">enumerate<\/span><span class=\"token punctuation\">(<\/span>plan<span class=\"token punctuation\">.<\/span>steps<span class=\"token punctuation\">)<\/span><br \/>\n               <span class=\"token keyword\">if<\/span> s<span class=\"token punctuation\">[<\/span><span class=\"token string\">&#034;id&#034;<\/span><span class=\"token punctuation\">]<\/span> <span class=\"token operator\">&#061;&#061;<\/span> signal<span class=\"token punctuation\">.<\/span>step_id<span class=\"token punctuation\">)<\/span><br \/>\n    new_steps <span class=\"token operator\">&#061;<\/span> <span class=\"token punctuation\">[<\/span><span class=\"token punctuation\">]<\/span><br \/>\n    <span class=\"token keyword\">if<\/span> granularity <span class=\"token operator\">&#061;&#061;<\/span> <span class=\"token string\">&#034;patch&#034;<\/span><span class=\"token punctuation\">:<\/span>                  <span class=\"token comment\"># \u5c40\u90e8&#xff1a;\u53ea\u52a8\u5931\u8d25\u6b65<\/span><br \/>\n        new_steps <span class=\"token operator\">&#061;<\/span> <span class=\"token punctuation\">[<\/span><span class=\"token builtin\">dict<\/span><span class=\"token punctuation\">(<\/span>s<span class=\"token punctuation\">)<\/span> <span class=\"token keyword\">for<\/span> s <span class=\"token keyword\">in<\/span> plan<span class=\"token punctuation\">.<\/span>steps<span class=\"token punctuation\">]<\/span><br \/>\n        new_steps<span class=\"token punctuation\">[<\/span>idx<span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">[<\/span><span class=\"token string\">&#034;action&#034;<\/span><span class=\"token punctuation\">]<\/span> <span class=\"token operator\">&#061;<\/span> new_steps<span class=\"token punctuation\">[<\/span>idx<span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">[<\/span><span class=\"token string\">&#034;action&#034;<\/span><span class=\"token punctuation\">]<\/span> <span class=\"token operator\">&#043;<\/span> <span class=\"token string\">&#034; \u6362\u5de5\u5177\u91cd\u8bd5&#034;<\/span><br \/>\n        new_steps<span class=\"token punctuation\">[<\/span>idx<span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">[<\/span><span class=\"token string\">&#034;status&#034;<\/span><span class=\"token punctuation\">]<\/span> <span class=\"token operator\">&#061;<\/span> <span class=\"token string\">&#034;pending&#034;<\/span><br \/>\n        ver <span class=\"token operator\">&#061;<\/span> plan<span class=\"token punctuation\">.<\/span>steps <span class=\"token keyword\">and<\/span> <span class=\"token string-interpolation\"><span class=\"token string\">f&#034;v<\/span><span class=\"token interpolation\"><span class=\"token punctuation\">{<\/span><span class=\"token builtin\">len<\/span><span class=\"token punctuation\">(<\/span>plan<span class=\"token punctuation\">.<\/span>steps<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">}<\/span><\/span><span class=\"token string\">-patch&#034;<\/span><\/span><br \/>\n    <span class=\"token keyword\">else<\/span><span class=\"token punctuation\">:<\/span>                                       <span class=\"token comment\"># \u5c3e\u90e8&#xff1a;\u4fdd\u7559\u524d\u7f00 \u91cd\u5217\u540e\u7f00<\/span><br \/>\n        kept <span class=\"token operator\">&#061;<\/span> <span class=\"token punctuation\">[<\/span><span class=\"token builtin\">dict<\/span><span class=\"token punctuation\">(<\/span>s<span class=\"token punctuation\">)<\/span> <span class=\"token keyword\">for<\/span> s <span class=\"token keyword\">in<\/span> plan<span class=\"token punctuation\">.<\/span>steps<span class=\"token punctuation\">[<\/span><span class=\"token punctuation\">:<\/span>idx<span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">]<\/span><br \/>\n        fixed <span class=\"token operator\">&#061;<\/span> <span class=\"token builtin\">dict<\/span><span class=\"token punctuation\">(<\/span>plan<span class=\"token punctuation\">.<\/span>steps<span class=\"token punctuation\">[<\/span>idx<span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">)<\/span><br \/>\n        fixed<span class=\"token punctuation\">[<\/span><span class=\"token string\">&#034;action&#034;<\/span><span class=\"token punctuation\">]<\/span> <span class=\"token operator\">&#061;<\/span> <span class=\"token string-interpolation\"><span class=\"token string\">f&#034;\u7ed5\u5f00[<\/span><span class=\"token interpolation\"><span class=\"token punctuation\">{<\/span>signal<span class=\"token punctuation\">.<\/span>error_msg<span class=\"token punctuation\">[<\/span><span class=\"token punctuation\">:<\/span><span class=\"token format-spec\">20]<\/span><span class=\"token punctuation\">}<\/span><\/span><span class=\"token string\">]\u7684\u65b0\u6b65\u9aa4&#034;<\/span><\/span><br \/>\n        fixed<span class=\"token punctuation\">[<\/span><span class=\"token string\">&#034;status&#034;<\/span><span class=\"token punctuation\">]<\/span> <span class=\"token operator\">&#061;<\/span> <span class=\"token string\">&#034;pending&#034;<\/span><br \/>\n        new_steps <span class=\"token operator\">&#061;<\/span> kept <span class=\"token operator\">&#043;<\/span> <span class=\"token punctuation\">[<\/span>fixed<span class=\"token punctuation\">,<\/span> <span class=\"token punctuation\">{<\/span><br \/>\n            <span class=\"token string\">&#034;id&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token builtin\">str<\/span><span class=\"token punctuation\">(<\/span><span class=\"token builtin\">int<\/span><span class=\"token punctuation\">(<\/span>plan<span class=\"token punctuation\">.<\/span>steps<span class=\"token punctuation\">[<\/span><span class=\"token operator\">&#8211;<\/span><span class=\"token number\">1<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">[<\/span><span class=\"token string\">&#034;id&#034;<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">)<\/span> <span class=\"token operator\">&#043;<\/span> <span class=\"token number\">1<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">,<\/span><br \/>\n            <span class=\"token string\">&#034;action&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token string\">&#034;\u6c47\u603b&#034;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;depends_on&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token punctuation\">[<\/span>fixed<span class=\"token punctuation\">[<\/span><span class=\"token string\">&#034;id&#034;<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">,<\/span><br \/>\n            <span class=\"token string\">&#034;status&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token string\">&#034;pending&#034;<\/span><span class=\"token punctuation\">}<\/span><span class=\"token punctuation\">]<\/span><br \/>\n        ver <span class=\"token operator\">&#061;<\/span> <span class=\"token string-interpolation\"><span class=\"token string\">f&#034;v<\/span><span class=\"token interpolation\"><span class=\"token punctuation\">{<\/span><span class=\"token builtin\">len<\/span><span class=\"token punctuation\">(<\/span>plan<span class=\"token punctuation\">.<\/span>steps<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">}<\/span><\/span><span class=\"token string\">-tail&#034;<\/span><\/span><br \/>\n    <span class=\"token keyword\">return<\/span> <span class=\"token punctuation\">{<\/span><span class=\"token string\">&#034;version&#034;<\/span><span class=\"token punctuation\">:<\/span> ver<span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;steps&#034;<\/span><span class=\"token punctuation\">:<\/span> new_steps<span class=\"token punctuation\">,<\/span><br \/>\n            <span class=\"token string\">&#034;cause&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token string-interpolation\"><span class=\"token string\">f&#034;<\/span><span class=\"token interpolation\"><span class=\"token punctuation\">{<\/span>signal<span class=\"token punctuation\">.<\/span>error_type<span class=\"token punctuation\">}<\/span><\/span><span class=\"token string\">&#064;<\/span><span class=\"token interpolation\"><span class=\"token punctuation\">{<\/span>signal<span class=\"token punctuation\">.<\/span>step_id<span class=\"token punctuation\">}<\/span><\/span><span class=\"token string\">&#034;<\/span><\/span><span class=\"token punctuation\">}<\/span><\/p>\n<p><span class=\"token keyword\">if<\/span> __name__ <span class=\"token operator\">&#061;&#061;<\/span> <span class=\"token string\">&#034;__main__&#034;<\/span><span class=\"token punctuation\">:<\/span><br \/>\n    p <span class=\"token operator\">&#061;<\/span> Plan<span class=\"token punctuation\">(<\/span>steps<span class=\"token operator\">&#061;<\/span><span class=\"token punctuation\">[<\/span><br \/>\n        <span class=\"token punctuation\">{<\/span><span class=\"token string\">&#034;id&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token string\">&#034;1&#034;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;action&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token string\">&#034;\u67e5A&#034;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;depends_on&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token punctuation\">[<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;status&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token string\">&#034;done&#034;<\/span><span class=\"token punctuation\">}<\/span><span class=\"token punctuation\">,<\/span><br \/>\n        <span class=\"token punctuation\">{<\/span><span class=\"token string\">&#034;id&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token string\">&#034;2&#034;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;action&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token string\">&#034;\u67e5C&#034;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;depends_on&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token punctuation\">[<\/span><span class=\"token string\">&#034;1&#034;<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;status&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token string\">&#034;failed&#034;<\/span><span class=\"token punctuation\">}<\/span><span class=\"token punctuation\">,<\/span><br \/>\n        <span class=\"token punctuation\">{<\/span><span class=\"token string\">&#034;id&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token string\">&#034;3&#034;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;action&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token string\">&#034;\u6c47\u603b&#034;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;depends_on&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token punctuation\">[<\/span><span class=\"token string\">&#034;2&#034;<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;status&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token string\">&#034;pending&#034;<\/span><span class=\"token punctuation\">}<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">)<\/span><br \/>\n    sig <span class=\"token operator\">&#061;<\/span> FailureSignal<span class=\"token punctuation\">(<\/span><span class=\"token string\">&#034;2&#034;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;assumption&#034;<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;C\u5382\u5546\u65e0\u516c\u5f00\u4ef7\u76ee\u8868&#034;<\/span><span class=\"token punctuation\">,<\/span><br \/>\n                        attempted<span class=\"token operator\">&#061;<\/span><span class=\"token punctuation\">[<\/span><span class=\"token string\">&#034;\u5b98\u7f51\u6293\u53d6\u964d\u7ea7&#034;<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">)<\/span><br \/>\n    out <span class=\"token operator\">&#061;<\/span> replan<span class=\"token punctuation\">(<\/span>p<span class=\"token punctuation\">,<\/span> sig<span class=\"token punctuation\">,<\/span> <span class=\"token string\">&#034;tail&#034;<\/span><span class=\"token punctuation\">)<\/span><br \/>\n    <span class=\"token keyword\">print<\/span><span class=\"token punctuation\">(<\/span>out<span class=\"token punctuation\">[<\/span><span class=\"token string\">&#034;version&#034;<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">,<\/span> out<span class=\"token punctuation\">[<\/span><span class=\"token string\">&#034;cause&#034;<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">)<\/span><br \/>\n    <span class=\"token keyword\">for<\/span> s <span class=\"token keyword\">in<\/span> out<span class=\"token punctuation\">[<\/span><span class=\"token string\">&#034;steps&#034;<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">:<\/span><br \/>\n        <span class=\"token keyword\">print<\/span><span class=\"token punctuation\">(<\/span>s<span class=\"token punctuation\">[<\/span><span class=\"token string\">&#034;id&#034;<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">,<\/span> s<span class=\"token punctuation\">[<\/span><span class=\"token string\">&#034;status&#034;<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">,<\/span> s<span class=\"token punctuation\">[<\/span><span class=\"token string\">&#034;action&#034;<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">)<\/span><\/p>\n<p>mock \u91cc\u6a21\u677f\u66ff\u4ee3\u4e86\u6a21\u578b\u8c03\u7528&#xff0c;\u771f\u5b9e\u7cfb\u7edf\u628a\u5b57\u7b26\u4e32\u62fc\u63a5\u6362\u6210\u4e00\u6b21\u5e26\u56db\u4ef6\u5957\u7684\u63d0\u793a\u5373\u53ef&#xff0c;\u6a21\u677f\u7ed3\u6784\u4e0d\u53d8\u3002\u8f93\u51fa\u5fc5\u987b\u5e26\u7248\u672c\u53f7\u4e0e\u5f52\u56e0\u5b57\u6bb5&#xff0c;\u524d\u8005\u63a5\u65e5\u5fd7&#xff0c;\u540e\u8005\u63a5\u6559\u8bad\u7c3f\u3002<\/p>\n<p>\u5b9e\u9645\u8f93\u51fa\u91cc\u65e7\u6b65\u9aa4 3 \u88ab\u4f5c\u5e9f\u540e&#xff0c;\u65b0\u6b65\u9aa4\u76f4\u63a5\u53d6\u53f7 4&#xff0c;\u65e7 ID \u4e0d\u590d\u7528\u3002\u8fd9\u662f\u6709\u610f\u7684&#xff1a;\u540c\u4e00\u4e2a ID \u5728\u4e24\u4e2a\u7248\u672c\u91cc\u542b\u4e49\u4e0d\u540c&#xff0c;\u4f1a\u8ba9\u65e5\u5fd7\u5f52\u8d26\u6df7\u4e71&#xff0c;\u4e0e\u7b2c 3 \u7bc7\u7b2c 7.4 \u8282\u7684\u7248\u672c\u53f7\u7eaa\u5f8b\u4e00\u81f4\u3002<\/p>\n<p>granularity_router \u7684\u8f93\u51fa\u8fd8\u66b4\u9732\u4e00\u4e2a\u5f85\u8c03\u4f18\u70b9\u3002\u7b2c\u4e00\u7ec4\u4fe1\u53f7\u662f assumption \u52a0\u4e24\u4e2a\u540e\u7ee7&#xff0c;\u6309\u7b2c 2.3 \u8282\u7684\u8868\u8be5\u8d70 tail&#xff0c;\u4ee3\u7801\u5374\u8fd4\u56de patch&#xff0c;\u56e0\u4e3a\u540e\u7ee7\u6570\u9608\u503c\u5199\u6b7b\u5728\u4e8c\u3002\u8fd9\u6b63\u662f\u6ce8\u91ca\u91cc\u8bf4\u7684\u4eba\u5de5\u8986\u76d6\u5165\u53e3\u7684\u7528\u9014&#xff0c;\u9608\u503c\u7ebf\u4e0a\u8981\u6309\u547d\u4e2d\u7387\u56de\u8c03\u3002<\/p>\n<h4>6.3 \u5faa\u73af\u7194\u65ad\u5668\u4e0e\u9884\u7b97\u95f8\u95e8<\/h4>\n<p>\u7b2c 4.3 \u8282\u7684\u7194\u65ad\u5668\u7ba1\u91cd\u89c4\u5212\u6b21\u6570&#xff0c;\u8fd9\u91cc\u8865\u4e0a token \u9884\u7b97\u95f8\u95e8&#xff0c;\u4e24\u8005\u5408\u6210\u4e00\u4e2a\u603b\u95f8\u3002<\/p>\n<p><span class=\"token comment\"># \u6765\u6e90&#xff1a;\u81ea\u5b9e\u73b0 \/ budget_gate.py&#xff08;\u590d\u7528 breaker.py \u7684 ReplanBreaker \u540c\u6b3e\u95f8\u95e8\u601d\u8def&#xff09;<\/span><br \/>\n<span class=\"token keyword\">from<\/span> dataclasses <span class=\"token keyword\">import<\/span> dataclass<\/p>\n<p><span class=\"token decorator annotation punctuation\">&#064;dataclass<\/span><br \/>\n<span class=\"token keyword\">class<\/span> <span class=\"token class-name\">BudgetGate<\/span><span class=\"token punctuation\">:<\/span><br \/>\n    <span class=\"token triple-quoted-string string\">&#034;&#034;&#034;\u91cd\u89c4\u5212\u603b\u95f8&#xff1a;\u6b21\u6570\u95f8\u52a0 token \u95f8\u3002&#034;&#034;&#034;<\/span><br \/>\n    replan_limit<span class=\"token punctuation\">:<\/span> <span class=\"token builtin\">int<\/span> <span class=\"token operator\">&#061;<\/span> <span class=\"token number\">5<\/span><br \/>\n    token_limit<span class=\"token punctuation\">:<\/span> <span class=\"token builtin\">int<\/span> <span class=\"token operator\">&#061;<\/span> <span class=\"token number\">20000<\/span>          <span class=\"token comment\"># \u5168\u4efb\u52a1\u91cd\u89c4\u5212 token \u4e0a\u9650<\/span><br \/>\n    spent<span class=\"token punctuation\">:<\/span> <span class=\"token builtin\">int<\/span> <span class=\"token operator\">&#061;<\/span> <span class=\"token number\">0<\/span><br \/>\n    count<span class=\"token punctuation\">:<\/span> <span class=\"token builtin\">int<\/span> <span class=\"token operator\">&#061;<\/span> <span class=\"token number\">0<\/span><\/p>\n<p>    <span class=\"token keyword\">def<\/span> <span class=\"token function\">admit<\/span><span class=\"token punctuation\">(<\/span>self<span class=\"token punctuation\">,<\/span> est_tokens<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n        <span class=\"token triple-quoted-string string\">&#034;&#034;&#034;\u91cd\u89c4\u5212\u524d\u4f30\u7b97\u672c\u6b21 token&#xff0c;\u8fd4\u56de None \u653e\u884c&#xff0c;\u5b57\u7b26\u4e32\u4e3a\u62d2\u7edd\u7406\u7531\u3002&#034;&#034;&#034;<\/span><br \/>\n        self<span class=\"token punctuation\">.<\/span>count <span class=\"token operator\">&#043;&#061;<\/span> <span class=\"token number\">1<\/span><br \/>\n        self<span class=\"token punctuation\">.<\/span>spent <span class=\"token operator\">&#043;&#061;<\/span> est_tokens<br \/>\n        <span class=\"token keyword\">if<\/span> self<span class=\"token punctuation\">.<\/span>count <span class=\"token operator\">&gt;<\/span> self<span class=\"token punctuation\">.<\/span>replan_limit<span class=\"token punctuation\">:<\/span><br \/>\n            <span class=\"token keyword\">return<\/span> <span class=\"token string-interpolation\"><span class=\"token string\">f&#034;\u6b21\u6570\u95f8 \u5df2\u91cd\u89c4\u5212<\/span><span class=\"token interpolation\"><span class=\"token punctuation\">{<\/span>self<span class=\"token punctuation\">.<\/span>count <span class=\"token operator\">&#8211;<\/span> <span class=\"token number\">1<\/span><span class=\"token punctuation\">}<\/span><\/span><span class=\"token string\">\u6b21&#034;<\/span><\/span><br \/>\n        <span class=\"token keyword\">if<\/span> self<span class=\"token punctuation\">.<\/span>spent <span class=\"token operator\">&gt;<\/span> self<span class=\"token punctuation\">.<\/span>token_limit<span class=\"token punctuation\">:<\/span><br \/>\n            <span class=\"token keyword\">return<\/span> <span class=\"token string-interpolation\"><span class=\"token string\">f&#034;token\u95f8 \u5df2\u8017<\/span><span class=\"token interpolation\"><span class=\"token punctuation\">{<\/span>self<span class=\"token punctuation\">.<\/span>spent<span class=\"token punctuation\">}<\/span><\/span><span class=\"token string\">\u8d85\u9650<\/span><span class=\"token interpolation\"><span class=\"token punctuation\">{<\/span>self<span class=\"token punctuation\">.<\/span>token_limit<span class=\"token punctuation\">}<\/span><\/span><span class=\"token string\">&#034;<\/span><\/span><br \/>\n        <span class=\"token keyword\">return<\/span> <span class=\"token boolean\">None<\/span><\/p>\n<p><span class=\"token keyword\">if<\/span> __name__ <span class=\"token operator\">&#061;&#061;<\/span> <span class=\"token string\">&#034;__main__&#034;<\/span><span class=\"token punctuation\">:<\/span><br \/>\n    gate <span class=\"token operator\">&#061;<\/span> BudgetGate<span class=\"token punctuation\">(<\/span>replan_limit<span class=\"token operator\">&#061;<\/span><span class=\"token number\">3<\/span><span class=\"token punctuation\">,<\/span> token_limit<span class=\"token operator\">&#061;<\/span><span class=\"token number\">5000<\/span><span class=\"token punctuation\">)<\/span><br \/>\n    <span class=\"token keyword\">for<\/span> est <span class=\"token keyword\">in<\/span> <span class=\"token punctuation\">(<\/span><span class=\"token number\">1200<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token number\">1800<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token number\">1500<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token number\">900<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n        <span class=\"token keyword\">print<\/span><span class=\"token punctuation\">(<\/span>est<span class=\"token punctuation\">,<\/span> gate<span class=\"token punctuation\">.<\/span>admit<span class=\"token punctuation\">(<\/span>est<span class=\"token punctuation\">)<\/span> <span class=\"token keyword\">or<\/span> <span class=\"token string\">&#034;\u653e\u884c&#034;<\/span><span class=\"token punctuation\">)<\/span><br \/>\n    <span class=\"token comment\"># \u7b2c\u56db\u6b21\u5148\u649e\u6b21\u6570\u95f8<\/span><\/p>\n<p>\u6ce8\u610f\u7b2c\u56db\u6b21\u8c03\u7528\u7684\u8f93\u51fa\u987a\u5e8f&#xff1a;est \u6253\u5370 900&#xff0c;\u62d2\u7edd\u7406\u7531\u662f\u6b21\u6570\u95f8\u3002token \u5408\u8ba1 5400 \u8d85\u9650 5000&#xff0c;\u672c\u8be5 token \u95f8\u5148\u62a5&#xff0c;\u4f46\u4ee3\u7801\u91cc\u6b21\u6570\u5224\u65ad\u5728\u524d\u3002\u987a\u5e8f\u662f\u6709\u610f\u7684\u8bbe\u8ba1&#xff0c;\u62a5\u9519\u4fe1\u606f\u91cc\u6b21\u6570\u6bd4 token \u66f4\u5bb9\u6613\u88ab\u8fd0\u7ef4\u76f4\u63a5\u884c\u52a8\u3002<\/p>\n<p>\u56db\u4e2a\u95f8\u95e8\u7684\u5b8c\u6574\u53e3\u5f84\u6cbf\u7528 ReAct \u7cfb\u5217\u7b2c 7 \u7bc7&#xff1a;\u8f6e\u6570\u95f8\u3001token \u95f8\u3001\u5de5\u5177\u8c03\u7528\u95f8\u3001\u6302\u949f\u65f6\u95f4\u95f8\u3002\u672c\u6587\u7684\u6b21\u6570\u95f8\u662f\u8f6e\u6570\u95f8\u5728\u8ba1\u5212\u5c42\u7684\u6295\u5f71&#xff0c;\u5176\u4f59\u4e09\u4e2a\u7167\u642c\u3002<\/p>\n<p>\u7ec4\u4ef6\u95f4\u7684\u7ec4\u88c5\u987a\u5e8f&#xff1a;\u8def\u7531\u5668\u5728\u524d&#xff0c;\u51b3\u5b9a\u8981\u4e0d\u8981\u52a8\u624b\u672f\u4e0e\u52a8\u591a\u5927\u3002\u7194\u65ad\u5668\u4e0e\u9884\u7b97\u95f8\u5939\u5728\u8def\u7531\u5668\u4e0e\u4fee\u8865\u5668\u4e4b\u95f4&#xff0c;\u4efb\u4f55\u4e00\u6b21\u91cd\u89c4\u5212\u90fd\u8981\u5148\u8fc7\u4e24\u9053\u95f8\u3002\u4fee\u8865\u5668\u6700\u540e\u6267\u884c&#xff0c;\u4ea7\u51fa\u5e26\u7248\u672c\u53f7\u7684\u65b0\u8ba1\u5212\u3002\u7b2c 6.2 \u8282\u7684\u8f93\u51fa\u91cc version \u4e0e cause \u4e24\u4e2a\u5b57\u6bb5&#xff0c;\u5c31\u662f\u4e3a\u65e5\u5fd7\u5f52\u8d26\u4e0e\u6559\u8bad\u7c3f\u51c6\u5907\u7684\u3002<\/p>\n<h4>6.4 \u91cd\u89c4\u5212\u6210\u672c\u8ba1\u7b97\u5668&#xff1a;\u4fee\u8865\u4e0e\u5168\u5c40\u91cd\u5217\u7684 token \u6253\u8868<\/h4>\n<p>\u6700\u540e\u7b97\u8d26\u3002\u540c\u4e00\u4e2a\u516b\u6b65\u8ba1\u5212\u5728\u7b2c\u56db\u6b65\u5931\u8d25&#xff0c;\u4e24\u79cd\u7c92\u5ea6\u7684 token \u6210\u672c\u5dee\u591a\u5c11&#xff0c;\u6253\u8868\u89c1\u5206\u6653\u3002<\/p>\n<p><span class=\"token comment\"># \u6765\u6e90&#xff1a;\u81ea\u5b9e\u73b0 \/ replan_cost.py&#xff08;\u6784\u9020\u5047\u8bbe&#xff0c;\u6570\u5b57\u4e3a\u793a\u610f\u53e3\u5f84&#xff09;<\/span><br \/>\nPROMPT <span class=\"token operator\">&#061;<\/span> <span class=\"token number\">120<\/span>      <span class=\"token comment\"># \u91cd\u89c4\u5212\u63d0\u793a\u7684\u56fa\u5b9a\u6307\u4ee4\u90e8\u5206<\/span><br \/>\nGOAL <span class=\"token operator\">&#061;<\/span> <span class=\"token number\">40<\/span>         <span class=\"token comment\"># \u76ee\u6807\u6bb5<\/span><br \/>\nDONE_LINE <span class=\"token operator\">&#061;<\/span> <span class=\"token number\">25<\/span>    <span class=\"token comment\"># \u6bcf\u6761\u5df2\u5b8c\u6210\u6458\u8981<\/span><br \/>\nFAIL <span class=\"token operator\">&#061;<\/span> <span class=\"token number\">80<\/span>         <span class=\"token comment\"># \u5931\u8d25\u4fe1\u53f7\u6bb5<\/span><br \/>\nLESSON <span class=\"token operator\">&#061;<\/span> <span class=\"token number\">60<\/span>       <span class=\"token comment\"># \u6559\u8bad\u7c3f\u6bb5<\/span><br \/>\nSTEP <span class=\"token operator\">&#061;<\/span> <span class=\"token number\">60<\/span>         <span class=\"token comment\"># \u6bcf\u6761\u5269\u4f59\u8ba1\u5212<\/span><br \/>\nREEXEC <span class=\"token operator\">&#061;<\/span> <span class=\"token number\">180<\/span>      <span class=\"token comment\"># \u91cd\u6267\u884c\u4e00\u6b65\u7684\u5747\u4ef7&#xff08;\u63d0\u793a\u52a0\u4ea7\u51fa&#xff09;<\/span><\/p>\n<p><span class=\"token keyword\">def<\/span> <span class=\"token function\">cost_patch<\/span><span class=\"token punctuation\">(<\/span>done_n<span class=\"token punctuation\">,<\/span> fail_step<span class=\"token punctuation\">,<\/span> total<span class=\"token punctuation\">,<\/span> lessons<span class=\"token operator\">&#061;<\/span><span class=\"token number\">1<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n    <span class=\"token triple-quoted-string string\">&#034;&#034;&#034;\u5c40\u90e8\u4fee\u8865&#xff1a;\u53ea\u5e26\u5931\u8d25\u6b65\u4e0e\u76f4\u63a5\u540e\u7ee7&#xff0c;\u65e0\u91cd\u6267\u884c\u3002&#034;&#034;&#034;<\/span><br \/>\n    carried <span class=\"token operator\">&#061;<\/span> PROMPT <span class=\"token operator\">&#043;<\/span> GOAL <span class=\"token operator\">&#043;<\/span> FAIL <span class=\"token operator\">&#043;<\/span> LESSON <span class=\"token operator\">*<\/span> lessons<br \/>\n    carried <span class=\"token operator\">&#043;&#061;<\/span> DONE_LINE <span class=\"token operator\">*<\/span> done_n <span class=\"token operator\">&#043;<\/span> STEP <span class=\"token operator\">*<\/span> <span class=\"token number\">2<\/span><br \/>\n    <span class=\"token keyword\">return<\/span> carried<\/p>\n<p><span class=\"token keyword\">def<\/span> <span class=\"token function\">cost_global<\/span><span class=\"token punctuation\">(<\/span>done_n<span class=\"token punctuation\">,<\/span> fail_step<span class=\"token punctuation\">,<\/span> total<span class=\"token punctuation\">,<\/span> lessons<span class=\"token operator\">&#061;<\/span><span class=\"token number\">1<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n    <span class=\"token triple-quoted-string string\">&#034;&#034;&#034;\u5168\u5c40\u91cd\u5217&#xff1a;\u5168\u8ba1\u5212\u4f5c\u5e9f&#xff0c;\u5df2\u5b8c\u6210\u90e8\u5206\u8981\u91cd\u6267\u884c\u3002&#034;&#034;&#034;<\/span><br \/>\n    carried <span class=\"token operator\">&#061;<\/span> PROMPT <span class=\"token operator\">&#043;<\/span> GOAL <span class=\"token operator\">&#043;<\/span> FAIL <span class=\"token operator\">&#043;<\/span> LESSON <span class=\"token operator\">*<\/span> lessons<br \/>\n    carried <span class=\"token operator\">&#043;&#061;<\/span> DONE_LINE <span class=\"token operator\">*<\/span> done_n <span class=\"token operator\">&#043;<\/span> STEP <span class=\"token operator\">*<\/span> <span class=\"token punctuation\">(<\/span>total <span class=\"token operator\">&#8211;<\/span> done_n<span class=\"token punctuation\">)<\/span><br \/>\n    reexec <span class=\"token operator\">&#061;<\/span> REEXEC <span class=\"token operator\">*<\/span> done_n                 <span class=\"token comment\"># \u9690\u5f62\u6210\u672c&#xff1a;\u5df2\u5b8c\u6b65\u9aa4\u91cd\u8dd1<\/span><br \/>\n    <span class=\"token keyword\">return<\/span> carried<span class=\"token punctuation\">,<\/span> carried <span class=\"token operator\">&#043;<\/span> reexec<\/p>\n<p><span class=\"token keyword\">if<\/span> __name__ <span class=\"token operator\">&#061;&#061;<\/span> <span class=\"token string\">&#034;__main__&#034;<\/span><span class=\"token punctuation\">:<\/span><br \/>\n    <span class=\"token keyword\">for<\/span> done_n <span class=\"token keyword\">in<\/span> <span class=\"token punctuation\">(<\/span><span class=\"token number\">1<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token number\">3<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token number\">5<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n        p <span class=\"token operator\">&#061;<\/span> cost_patch<span class=\"token punctuation\">(<\/span>done_n<span class=\"token punctuation\">,<\/span> <span class=\"token number\">4<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token number\">8<\/span><span class=\"token punctuation\">)<\/span><br \/>\n        g<span class=\"token punctuation\">,<\/span> g_total <span class=\"token operator\">&#061;<\/span> cost_global<span class=\"token punctuation\">(<\/span>done_n<span class=\"token punctuation\">,<\/span> <span class=\"token number\">4<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token number\">8<\/span><span class=\"token punctuation\">)<\/span><br \/>\n        <span class=\"token keyword\">print<\/span><span class=\"token punctuation\">(<\/span><span class=\"token string-interpolation\"><span class=\"token string\">f&#034;\u5df2\u5b8c\u6210<\/span><span class=\"token interpolation\"><span class=\"token punctuation\">{<\/span>done_n<span class=\"token punctuation\">}<\/span><\/span><span class=\"token string\">\u6b65 \u4fee\u8865<\/span><span class=\"token interpolation\"><span class=\"token punctuation\">{<\/span>p<span class=\"token punctuation\">}<\/span><\/span><span class=\"token string\"> \u5168\u5c40\u643a\u5e26<\/span><span class=\"token interpolation\"><span class=\"token punctuation\">{<\/span>g<span class=\"token punctuation\">}<\/span><\/span><span class=\"token string\"> \u5168\u5c40\u542b\u91cd\u8dd1<\/span><span class=\"token interpolation\"><span class=\"token punctuation\">{<\/span>g_total<span class=\"token punctuation\">}<\/span><\/span><span class=\"token string\">&#034;<\/span><\/span><span class=\"token punctuation\">)<\/span><br \/>\n    <span class=\"token comment\"># \u5df2\u5b8c\u62105\u6b65\u65f6 \u5168\u5c40\u542b\u91cd\u8dd1\u7ea6\u662f\u4fee\u8865\u7684 3.6 \u500d<\/span><\/p>\n<p>\u8dd1\u51fa\u6765\u7684\u4e00\u7ec4\u6570\u5b57&#xff1a;\u5df2\u5b8c\u6210\u4e00\u6b65\u65f6\u4fee\u8865 445&#xff0c;\u5168\u5c40\u643a\u5e26 745&#xff0c;\u5168\u5c40\u542b\u91cd\u8dd1 925\u3002\u5df2\u5b8c\u6210\u4e94\u6b65\u65f6\u4fee\u8865 545&#xff0c;\u5168\u5c40\u643a\u5e26 605&#xff0c;\u5168\u5c40\u542b\u91cd\u8dd1 1505&#xff0c;\u7ea6\u662f\u4fee\u8865\u7684\u4e09\u500d\u3002<\/p>\n<p><span class=\"token comment\"># \u6765\u6e90&#xff1a;\u81ea\u5b9e\u73b0 \/ replan_cost.py \u5b9e\u9645\u8f93\u51fa<\/span><br \/>\n<span class=\"token comment\"># \u5df2\u5b8c\u62101\u6b65 \u4fee\u8865445 \u5168\u5c40\u643a\u5e26745 \u5168\u5c40\u542b\u91cd\u8dd1925<\/span><br \/>\n<span class=\"token comment\"># \u5df2\u5b8c\u62103\u6b65 \u4fee\u8865495 \u5168\u5c40\u643a\u5e26675 \u5168\u5c40\u542b\u91cd\u8dd11215<\/span><br \/>\n<span class=\"token comment\"># \u5df2\u5b8c\u62105\u6b65 \u4fee\u8865545 \u5168\u5c40\u643a\u5e26605 \u5168\u5c40\u542b\u91cd\u8dd11505<\/span><\/p>\n<p>\u8fd9\u7ec4\u6570\u5b57\u6709\u4e2a\u53cd\u76f4\u89c9\u7684\u5730\u65b9&#xff1a;\u5168\u5c40\u643a\u5e26\u6210\u672c\u53cd\u800c\u968f\u5df2\u5b8c\u6210\u6b65\u6570\u4e0b\u964d\u3002\u539f\u56e0\u662f\u5269\u4f59\u8ba1\u5212\u53d8\u77ed\u4e86&#xff0c;\u643a\u5e26\u6bb5\u53d8\u5c0f\u3002\u4f46\u91cd\u6267\u884c\u6bb5\u968f\u5df2\u5b8c\u6210\u6b65\u6570\u7ebf\u6027\u4e0a\u5347&#xff0c;\u4e24\u6761\u7ebf\u4e00\u5347\u4e00\u964d&#xff0c;\u603b\u6210\u672c\u7684\u8c37\u5e95\u5728\u4e2d\u6bb5\u3002\u771f\u5b9e\u7cfb\u7edf\u91cc\u5df2\u5b8c\u6210\u6b65\u6570\u8d8a\u591a&#xff0c;\u8d8a\u4e0d\u8be5\u5168\u5c40\u91cd\u5217&#xff0c;\u8fd9\u4e2a\u7ed3\u8bba\u4e0d\u53d8\u3002<\/p>\n<p>\u7ed3\u8bba\u6709\u4e09\u6761\u3002\u7b2c\u4e00&#xff0c;\u643a\u5e26\u6210\u672c\u7684\u5dee\u8ddd\u968f\u5df2\u5b8c\u6210\u6b65\u6570\u7ebf\u6027\u62c9\u5927\u3002\u7b2c\u4e8c&#xff0c;\u771f\u6b63\u7684\u5206\u6c34\u5cad\u662f\u91cd\u6267\u884c\u6210\u672c&#xff0c;\u5b83\u53ea\u5728\u5168\u5c40\u91cd\u5217\u65f6\u51fa\u73b0\u3002\u7b2c\u4e09&#xff0c;\u5168\u5c40\u91cd\u5217\u7684\u6b63\u5f53\u6027\u53ea\u80fd\u6765\u81ea\u5f71\u54cd\u534a\u5f84&#xff0c;\u4e0d\u80fd\u6765\u81ea\u987a\u624b&#xff0c;\u591a\u82b1\u7684\u6bcf\u4e00 token \u90fd\u8981\u6709\u5f52\u56e0\u3002<\/p>\n<p>\u6253\u8868\u5de5\u5177\u7684\u610f\u4e49\u4e0d\u5728\u7edd\u5bf9\u6570\u5b57&#xff0c;\u5728\u76f8\u5bf9\u500d\u6570\u3002\u6362\u6210\u81ea\u5df1\u7684\u8ba1\u5212\u6a21\u677f&#xff0c;\u628a\u516d\u4e2a\u7cfb\u6570\u6539\u6210\u5b9e\u6d4b\u503c&#xff0c;\u500d\u6570\u7ed3\u8bba\u91cd\u65b0\u7b97\u4e00\u904d&#xff0c;\u5c31\u80fd\u4e3a\u81ea\u5df1\u7684\u7c92\u5ea6\u9009\u62e9\u7acb\u8d26\u3002<\/p>\n<h3>7. \u8fb9\u754c\u4e0e\u5751&#xff1a;\u8fc7\u5ea6\u52a8\u624b\u672f\u4e0e\u8d26\u672c\u6c61\u67d3<\/h3>\n<p>\u673a\u5236\u4e0e\u4ee3\u7801\u90fd\u9f50\u4e86&#xff0c;\u6700\u540e\u662f\u5de5\u7a0b\u8fb9\u754c\u3002\u56db\u4e2a\u5751\u90fd\u771f\u5b9e\u89c1\u8fc7&#xff0c;\u6bcf\u4e2a\u5751\u914d\u4e00\u6761\u7eaa\u5f8b\u3002<\/p>\n<h4>7.1 \u8fc7\u5ea6\u91cd\u89c4\u5212&#xff1a;\u628a\u6267\u884c\u95ee\u9898\u5f53\u6210\u89c4\u5212\u95ee\u9898<\/h4>\n<p>\u75c7\u72b6&#xff1a;\u73af\u5883\u6296\u52a8\u5bfc\u81f4\u7684\u5931\u8d25\u88ab\u9001\u8fdb\u91cd\u89c4\u5212\u3002\u9650\u6d41\u4e00\u6b21&#xff0c;\u91cd\u5217\u6574\u4efd\u8ba1\u5212\u3002\u8d85\u65f6\u4e00\u6b21&#xff0c;\u63a8\u7ffb\u5df2\u5b8c\u6210\u4e94\u6b65\u3002\u624b\u672f\u505a\u4e86\u4e00\u5806&#xff0c;\u75c5\u6839\u5728\u7f51\u7edc\u3002<\/p>\n<p>\u6839\u56e0\u662f\u5931\u8d25\u5206\u6d41\u5931\u5b88\u3002\u7b2c 1.3 \u8282\u7684\u8def\u7531\u91cc&#xff0c;\u73af\u5883\u6027\u9519\u8bef\u4e0d\u8be5\u8fdb\u91cd\u89c4\u5212\u5165\u53e3\u3002\u5206\u6d41\u4e00\u65e6\u6f0f\u4e86&#xff0c;\u91cd\u89c4\u5212\u5668\u62ff\u5230\u73af\u5883\u6027\u9519\u8bef&#xff0c;\u5b83\u4f1a\u8ba4\u771f\u5730\u91cd\u5217&#xff0c;\u56e0\u4e3a\u91cd\u5217\u662f\u5b83\u552f\u4e00\u4f1a\u505a\u7684\u4e8b\u3002<\/p>\n<p>\u6210\u672c\u7b97\u5f97\u6e05\u3002\u6309\u7b2c 6.4 \u8282\u7684\u53e3\u5f84&#xff0c;\u516b\u6b65\u8ba1\u5212\u7b2c\u56db\u6b65\u5931\u8d25&#xff0c;\u4e00\u6b21\u5168\u5c40\u91cd\u5217\u542b\u91cd\u8dd1\u7ea6 1215 token\u3002\u73af\u5883\u6296\u52a8\u7684\u91cd\u8bd5\u6210\u672c\u7ea6 200 token\u3002\u628a\u4e00\u6b21\u6296\u52a8\u5f53\u7ed3\u6784\u5931\u8d25&#xff0c;\u591a\u82b1\u516d\u500d\u3002<\/p>\n<table>\n<tr>\u75c7\u72b6\u75c5\u6839\u7ea0\u6b63<\/tr>\n<tbody>\n<tr>\n<td>\u9650\u6d41\u89e6\u53d1\u91cd\u5217<\/td>\n<td>\u5206\u6d41\u6f0f\u4e86\u73af\u5883\u6027\u9519\u8bef<\/td>\n<td>\u8def\u7531\u8868\u524d\u7f6e\u68c0\u67e5\u9519\u8bef\u7c7b\u578b<\/td>\n<\/tr>\n<tr>\n<td>\u5c0f\u5931\u8d25\u5927\u624b\u672f<\/td>\n<td>\u7c92\u5ea6\u6863\u4f4d\u9009\u9519<\/td>\n<td>\u5f71\u54cd\u534a\u5f84\u5224\u636e\u6536\u7d27<\/td>\n<\/tr>\n<tr>\n<td>\u91cd\u5217\u540e\u65b0\u65e7\u8ba1\u5212\u9ad8\u5ea6\u76f8\u4f3c<\/td>\n<td>\u7f3a\u5df2\u5c1d\u8bd5\u6062\u590d\u8bb0\u5f55<\/td>\n<td>\u56db\u4ef6\u5957\u5e26\u5168 attempted \u5b57\u6bb5<\/td>\n<\/tr>\n<tr>\n<td>\u6bcf\u6b21\u5931\u8d25\u90fd\u5168\u5c40\u91cd\u5217<\/td>\n<td>\u5269\u4f59\u8ba1\u5212\u6ca1\u643a\u5e26<\/td>\n<td>\u63d0\u793a\u6a21\u677f\u52a0\u5269\u4f59\u8ba1\u5212\u6bb5<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>\u7eaa\u5f8b\u662f\u5148\u95ee\u75c5\u56e0\u518d\u95ee\u5200\u53e3\u3002\u624b\u672f\u6307\u5f81\u53ea\u6709\u4e24\u4e2a&#xff1a;\u5931\u8d25\u539f\u56e0\u6307\u5411\u8ba1\u5212\u7ed3\u6784&#xff0c;\u6216\u5931\u8d25\u539f\u56e0\u6307\u5411\u76ee\u6807\u524d\u63d0\u3002\u5176\u4f59\u60c5\u51b5\u7559\u5728\u6267\u884c\u5c42\u6d88\u5316&#xff0c;\u6d88\u5316\u4e0d\u4e86\u5c31\u4e0a\u62a5&#xff0c;\u4e0d\u8981\u5347\u7ea7\u3002<\/p>\n<p>\u6709\u4e00\u6761\u5224\u522b\u6d41\u7a0b\u53ef\u4ee5\u6536\u675f\u8fd9\u4e2a\u7eaa\u5f8b\u3002\u5931\u8d25\u4e0a\u62a5\u65f6\u4f9d\u6b21\u95ee\u4e09\u4e2a\u95ee\u9898&#xff1a;\u9519\u8bef\u7c7b\u578b\u662f\u4e0d\u662f\u73af\u5883\u6027&#xff0c;\u91cd\u8bd5\u4e0e\u964d\u7ea7\u662f\u5426\u5df2\u8017\u5c3d&#xff0c;\u5931\u8d25\u539f\u56e0\u662f\u5426\u6307\u5411\u8ba1\u5212\u7ed3\u6784\u3002\u4e09\u95ee\u5206\u522b\u662f\u73af\u5883\u6027\u8d70\u91cd\u8bd5\u3001\u672a\u8017\u5c3d\u8d70\u964d\u7ea7\u3001\u6307\u5411\u7ed3\u6784\u624d\u8fdb\u91cd\u89c4\u5212\u3002\u4efb\u4f55\u4e00\u95ee\u62e6\u4e0b&#xff0c;\u5c31\u4e0d\u8be5\u51fa\u73b0\u5728\u91cd\u89c4\u5212\u5165\u53e3\u3002<\/p>\n<p>\u8fd9\u4e2a\u6d41\u7a0b\u4e5f\u89e3\u91ca\u4e86\u4e3a\u4ec0\u4e48\u91cd\u89c4\u5212\u5668\u4e0d\u8be5\u662f\u9ed8\u8ba4\u8def\u5f84\u3002\u5b83\u662f\u6700\u540e\u4e00\u7ea7&#xff0c;\u524d\u9762\u6709\u91cd\u8bd5\u3001\u964d\u7ea7\u4e24\u7ea7\u6321\u7740\u3002\u5165\u53e3\u8d8a\u7a84&#xff0c;\u5355\u6b21\u8fdb\u5165\u7684\u5931\u8d25\u8d8a\u6709\u5206\u91cf&#xff0c;\u91cd\u89c4\u5212\u7684\u6295\u5165\u624d\u82b1\u5f97\u503c\u3002\u5165\u53e3\u653e\u5bbd\u4e00\u5206&#xff0c;\u8fc7\u5ea6\u624b\u672f\u7684\u98ce\u9669\u5c31\u6da8\u4e00\u5206\u3002<\/p>\n<h4>7.2 \u91cd\u89c4\u5212\u632f\u8361&#xff1a;A \u6362 B&#xff0c;B \u6362\u56de A<\/h4>\n<p>\u75c7\u72b6&#xff1a;\u65b9\u6848 A \u5931\u8d25&#xff0c;\u91cd\u5217\u6210\u65b9\u6848 B\u3002\u65b9\u6848 B \u5931\u8d25&#xff0c;\u91cd\u5217\u56de\u65b9\u6848 A\u3002\u4e24\u6b21\u5931\u8d25\u539f\u56e0\u4e0d\u540c&#xff0c;\u5355\u6b65\u7194\u65ad\u5668\u90fd\u68c0\u6d4b\u4e0d\u5230&#xff0c;\u56e0\u4e3a\u4e8c\u5143\u7ec4\u4e0d\u4e00\u6837\u3002<\/p>\n<p>\u632f\u8361\u7684\u6839\u56e0\u662f\u91cd\u89c4\u5212\u5668\u6ca1\u6709\u8de8\u8f6e\u8bb0\u5fc6\u3002\u6bcf\u6b21\u53ea\u770b\u5f53\u524d\u5931\u8d25&#xff0c;A \u5931\u8d25\u7ed9 B&#xff0c;B \u5931\u8d25\u7ed9 A&#xff0c;\u6765\u56de\u6446\u3002\u7b2c 4.1 \u8282\u7684\u6559\u8bad\u7c3f\u672c\u6765\u80fd\u62e6\u4f4f\u5b83&#xff0c;\u4f46\u6559\u8bad\u7c3f\u53ea\u8bb0\u5931\u8d25\u539f\u56e0&#xff0c;\u4e0d\u8bb0\u65b9\u6848\u6307\u7eb9\u3002<\/p>\n<p>\u89e3\u6cd5\u662f\u7ed9\u6bcf\u4e2a\u91cd\u5217\u4ea7\u51fa\u7b97\u6307\u7eb9\u3002\u65b0\u8ba1\u5212\u7684\u5173\u952e\u6b65\u9aa4\u5e8f\u5217\u54c8\u5e0c\u540e\u5b58\u6863&#xff0c;\u91cd\u5217\u524d\u67e5\u6863&#xff0c;\u6307\u7eb9\u91cd\u590d\u7acb\u5373\u7194\u65ad\u3002\u5b9e\u73b0\u5341\u884c\u4ee5\u5185&#xff0c;\u6548\u679c\u663e\u8457\u3002<\/p>\n<p><span class=\"token comment\"># \u6765\u6e90&#xff1a;\u81ea\u5b9e\u73b0 \/ oscillation_guard.py<\/span><br \/>\n<span class=\"token keyword\">import<\/span> hashlib<\/p>\n<p><span class=\"token keyword\">def<\/span> <span class=\"token function\">fingerprint<\/span><span class=\"token punctuation\">(<\/span>steps<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n    <span class=\"token triple-quoted-string string\">&#034;&#034;&#034;\u8ba1\u5212\u6307\u7eb9&#xff1a;\u52a8\u4f5c\u5e8f\u5217\u54c8\u5e0c&#xff0c;\u5ffd\u7565 ID \u4e0e\u72b6\u6001\u3002&#034;&#034;&#034;<\/span><br \/>\n    acts <span class=\"token operator\">&#061;<\/span> <span class=\"token string\">&#034;|&#034;<\/span><span class=\"token punctuation\">.<\/span>join<span class=\"token punctuation\">(<\/span>s<span class=\"token punctuation\">[<\/span><span class=\"token string\">&#034;action&#034;<\/span><span class=\"token punctuation\">]<\/span> <span class=\"token keyword\">for<\/span> s <span class=\"token keyword\">in<\/span> steps<span class=\"token punctuation\">)<\/span><br \/>\n    <span class=\"token keyword\">return<\/span> hashlib<span class=\"token punctuation\">.<\/span>md5<span class=\"token punctuation\">(<\/span>acts<span class=\"token punctuation\">.<\/span>encode<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">.<\/span>hexdigest<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">[<\/span><span class=\"token punctuation\">:<\/span><span class=\"token number\">8<\/span><span class=\"token punctuation\">]<\/span><\/p>\n<p><span class=\"token keyword\">def<\/span> <span class=\"token function\">guard<\/span><span class=\"token punctuation\">(<\/span>history<span class=\"token punctuation\">,<\/span> new_steps<span class=\"token punctuation\">,<\/span> max_repeat<span class=\"token operator\">&#061;<\/span><span class=\"token number\">2<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n    <span class=\"token triple-quoted-string string\">&#034;&#034;&#034;\u91cd\u5217\u524d\u67e5\u6307\u7eb9&#xff0c;\u91cd\u590d\u8fbe\u9608\u503c\u5373\u62d2\u7edd\u3002&#034;&#034;&#034;<\/span><br \/>\n    fp <span class=\"token operator\">&#061;<\/span> fingerprint<span class=\"token punctuation\">(<\/span>new_steps<span class=\"token punctuation\">)<\/span><br \/>\n    n <span class=\"token operator\">&#061;<\/span> history<span class=\"token punctuation\">.<\/span>count<span class=\"token punctuation\">(<\/span>fp<span class=\"token punctuation\">)<\/span><br \/>\n    <span class=\"token keyword\">if<\/span> n <span class=\"token operator\">&gt;&#061;<\/span> max_repeat<span class=\"token punctuation\">:<\/span><br \/>\n        <span class=\"token keyword\">return<\/span> <span class=\"token string-interpolation\"><span class=\"token string\">f&#034;\u632f\u8361 \u6b65\u9aa4\u5e8f\u5217<\/span><span class=\"token interpolation\"><span class=\"token punctuation\">{<\/span>fp<span class=\"token punctuation\">}<\/span><\/span><span class=\"token string\">\u5df2\u51fa\u73b0<\/span><span class=\"token interpolation\"><span class=\"token punctuation\">{<\/span>n<span class=\"token punctuation\">}<\/span><\/span><span class=\"token string\">\u6b21&#034;<\/span><\/span><br \/>\n    history<span class=\"token punctuation\">.<\/span>append<span class=\"token punctuation\">(<\/span>fp<span class=\"token punctuation\">)<\/span><br \/>\n    <span class=\"token keyword\">return<\/span> <span class=\"token boolean\">None<\/span><\/p>\n<p><span class=\"token keyword\">if<\/span> __name__ <span class=\"token operator\">&#061;&#061;<\/span> <span class=\"token string\">&#034;__main__&#034;<\/span><span class=\"token punctuation\">:<\/span><br \/>\n    hist <span class=\"token operator\">&#061;<\/span> <span class=\"token punctuation\">[<\/span><span class=\"token punctuation\">]<\/span><br \/>\n    plan_a <span class=\"token operator\">&#061;<\/span> <span class=\"token punctuation\">[<\/span><span class=\"token punctuation\">{<\/span><span class=\"token string\">&#034;action&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token string\">&#034;\u67e5A&#034;<\/span><span class=\"token punctuation\">}<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token punctuation\">{<\/span><span class=\"token string\">&#034;action&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token string\">&#034;\u6c47\u603b&#034;<\/span><span class=\"token punctuation\">}<\/span><span class=\"token punctuation\">]<\/span><br \/>\n    plan_b <span class=\"token operator\">&#061;<\/span> <span class=\"token punctuation\">[<\/span><span class=\"token punctuation\">{<\/span><span class=\"token string\">&#034;action&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token string\">&#034;\u67e5B&#034;<\/span><span class=\"token punctuation\">}<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token punctuation\">{<\/span><span class=\"token string\">&#034;action&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token string\">&#034;\u6c47\u603b&#034;<\/span><span class=\"token punctuation\">}<\/span><span class=\"token punctuation\">]<\/span><br \/>\n    <span class=\"token keyword\">print<\/span><span class=\"token punctuation\">(<\/span>guard<span class=\"token punctuation\">(<\/span>hist<span class=\"token punctuation\">,<\/span> plan_a<span class=\"token punctuation\">)<\/span> <span class=\"token keyword\">or<\/span> <span class=\"token string\">&#034;\u653e\u884c&#034;<\/span><span class=\"token punctuation\">)<\/span><br \/>\n    <span class=\"token keyword\">print<\/span><span class=\"token punctuation\">(<\/span>guard<span class=\"token punctuation\">(<\/span>hist<span class=\"token punctuation\">,<\/span> plan_b<span class=\"token punctuation\">)<\/span> <span class=\"token keyword\">or<\/span> <span class=\"token string\">&#034;\u653e\u884c&#034;<\/span><span class=\"token punctuation\">)<\/span><br \/>\n    <span class=\"token keyword\">print<\/span><span class=\"token punctuation\">(<\/span>guard<span class=\"token punctuation\">(<\/span>hist<span class=\"token punctuation\">,<\/span> plan_a<span class=\"token punctuation\">)<\/span> <span class=\"token keyword\">or<\/span> <span class=\"token string\">&#034;\u653e\u884c&#034;<\/span><span class=\"token punctuation\">)<\/span>   <span class=\"token comment\"># \u7b2c\u4e09\u6b21\u540c\u6307\u7eb9 \u89e6\u53d1\u632f\u8361<\/span><\/p>\n<p>\u6307\u7eb9\u7b97\u6cd5\u7528\u52a8\u4f5c\u5e8f\u5217\u4e0d\u7528\u53c2\u6570\u5168\u6587&#xff0c;\u662f\u4e3a\u4e86\u8ba9\u8868\u9762\u4e0d\u540c\u5b9e\u8d28\u76f8\u540c\u7684\u65b9\u6848\u4e5f\u80fd\u547d\u4e2d\u3002\u53c2\u6570\u5fae\u8c03\u540e\u7684\u8001\u65b9\u6848&#xff0c;\u52a8\u4f5c\u5e8f\u5217\u4e0d\u53d8&#xff0c;\u7167\u6837\u88ab\u62e6\u3002<\/p>\n<h4>7.3 \u5df2\u5b8c\u6210\u7ed3\u679c\u7684\u6c61\u67d3&#xff1a;\u65e7\u8d26\u57fa\u4e8e\u9519\u7684\u524d\u63d0<\/h4>\n<p>\u75c7\u72b6&#xff1a;\u5168\u5c40\u91cd\u5217\u540e&#xff0c;\u65b0\u8ba1\u5212\u5f15\u7528\u4e86\u65e7\u7248\u672c\u7684\u53d8\u91cf\u3002\u90a3\u4e9b\u53d8\u91cf\u662f\u5728\u88ab\u63a8\u7ffb\u7684\u524d\u63d0\u4e0b\u7b97\u51fa\u6765\u7684&#xff0c;\u6570\u503c\u6709\u6548&#xff0c;\u8bed\u4e49\u5931\u6548\u3002<\/p>\n<p>\u5178\u578b\u4f8b\u5b50\u3002\u76ee\u6807\u662f\u6bd4\u8f83\u4e09\u5bb6\u4e91\u5382\u5546\u6210\u672c&#xff0c;\u5206\u89e3\u524d\u63d0\u662f\u4e09\u5bb6\u90fd\u6709\u516c\u5f00\u4ef7\u76ee\u8868\u3002\u6267\u884c\u4e24\u6b65\u540e\u53d1\u73b0 C \u5bb6\u6839\u672c\u6ca1\u6709\u516c\u5f00\u8868&#xff0c;\u524d\u63d0\u88ab\u63a8\u7ffb\u3002\u524d\u4e24\u6b65\u67e5\u5230\u7684 A\u3001B \u5355\u4ef7\u6570\u5b57\u6ca1\u9519&#xff0c;\u4f46\u62ff\u5b83\u4eec\u76f4\u63a5\u8fdb\u65b0\u8ba1\u5212&#xff0c;\u65b0\u8ba1\u5212\u7684\u53e3\u5f84\u662f\u542b\u79c1\u6709\u62a5\u4ef7\u7684\u4f30\u7b97&#xff0c;\u65e7\u6570\u5b57\u7684\u53e3\u5f84\u662f\u516c\u5f00\u724c\u4ef7&#xff0c;\u6df7\u5728\u4e00\u8d77\u5c31\u662f\u9519\u7684\u8d26\u3002<\/p>\n<p>\u89e3\u6cd5\u5206\u4e24\u5c42\u3002\u8f7b\u5ea6\u6c61\u67d3\u505a\u6807\u8bb0&#xff0c;\u65e7\u7ed3\u679c\u643a\u5e26\u524d\u63d0\u8bf4\u660e&#xff0c;\u91cd\u89c4\u5212\u5668\u51b3\u5b9a\u662f\u5426\u5f15\u7528\u3002\u91cd\u5ea6\u6c61\u67d3\u76f4\u63a5\u4f5c\u5e9f&#xff0c;\u53d8\u91cf\u8868\u91cc\u5bf9\u5e94\u952e\u6807\u8bb0 stale&#xff0c;\u65b0\u8ba1\u5212\u4e0d\u5f97\u5f15\u7528\u3002<\/p>\n<p>  #mermaid-svg-iQj49A9uf9RTMrHN{font-family:\\&#8221;trebuchet ms\\&#8221;,verdana,arial,sans-serif;font-size:16px;fill:#333;}@keyframes edge-animation-frame{from{stroke-dashoffset:0;}}@keyframes dash{to{stroke-dashoffset:0;}}#mermaid-svg-iQj49A9uf9RTMrHN .edge-animation-slow{stroke-dasharray:9,5!important;stroke-dashoffset:900;animation:dash 50s linear infinite;stroke-linecap:round;}#mermaid-svg-iQj49A9uf9RTMrHN .edge-animation-fast{stroke-dasharray:9,5!important;stroke-dashoffset:900;animation:dash 20s linear infinite;stroke-linecap:round;}#mermaid-svg-iQj49A9uf9RTMrHN .error-icon{fill:#552222;}#mermaid-svg-iQj49A9uf9RTMrHN .error-text{fill:#552222;stroke:#552222;}#mermaid-svg-iQj49A9uf9RTMrHN .edge-thickness-normal{stroke-width:1px;}#mermaid-svg-iQj49A9uf9RTMrHN .edge-thickness-thick{stroke-width:3.5px;}#mermaid-svg-iQj49A9uf9RTMrHN .edge-pattern-solid{stroke-dasharray:0;}#mermaid-svg-iQj49A9uf9RTMrHN .edge-thickness-invisible{stroke-width:0;fill:none;}#mermaid-svg-iQj49A9uf9RTMrHN .edge-pattern-dashed{stroke-dasharray:3;}#mermaid-svg-iQj49A9uf9RTMrHN .edge-pattern-dotted{stroke-dasharray:2;}#mermaid-svg-iQj49A9uf9RTMrHN .marker{fill:#333333;stroke:#333333;}#mermaid-svg-iQj49A9uf9RTMrHN .marker.cross{stroke:#333333;}#mermaid-svg-iQj49A9uf9RTMrHN svg{font-family:\\&#8221;trebuchet ms\\&#8221;,verdana,arial,sans-serif;font-size:16px;}#mermaid-svg-iQj49A9uf9RTMrHN p{margin:0;}#mermaid-svg-iQj49A9uf9RTMrHN .label{font-family:\\&#8221;trebuchet ms\\&#8221;,verdana,arial,sans-serif;color:#333;}#mermaid-svg-iQj49A9uf9RTMrHN .cluster-label text{fill:#333;}#mermaid-svg-iQj49A9uf9RTMrHN .cluster-label span{color:#333;}#mermaid-svg-iQj49A9uf9RTMrHN .cluster-label span p{background-color:transparent;}#mermaid-svg-iQj49A9uf9RTMrHN .label text,#mermaid-svg-iQj49A9uf9RTMrHN span{fill:#333;color:#333;}#mermaid-svg-iQj49A9uf9RTMrHN .node rect,#mermaid-svg-iQj49A9uf9RTMrHN .node circle,#mermaid-svg-iQj49A9uf9RTMrHN .node ellipse,#mermaid-svg-iQj49A9uf9RTMrHN .node polygon,#mermaid-svg-iQj49A9uf9RTMrHN .node path{fill:#ECECFF;stroke:#9370DB;stroke-width:1px;}#mermaid-svg-iQj49A9uf9RTMrHN .rough-node .label text,#mermaid-svg-iQj49A9uf9RTMrHN .node .label text,#mermaid-svg-iQj49A9uf9RTMrHN .image-shape .label,#mermaid-svg-iQj49A9uf9RTMrHN .icon-shape .label{text-anchor:middle;}#mermaid-svg-iQj49A9uf9RTMrHN .node .katex path{fill:#000;stroke:#000;stroke-width:1px;}#mermaid-svg-iQj49A9uf9RTMrHN .rough-node .label,#mermaid-svg-iQj49A9uf9RTMrHN .node .label,#mermaid-svg-iQj49A9uf9RTMrHN .image-shape .label,#mermaid-svg-iQj49A9uf9RTMrHN .icon-shape .label{text-align:center;}#mermaid-svg-iQj49A9uf9RTMrHN .node.clickable{cursor:pointer;}#mermaid-svg-iQj49A9uf9RTMrHN .root .anchor path{fill:#333333!important;stroke-width:0;stroke:#333333;}#mermaid-svg-iQj49A9uf9RTMrHN .arrowheadPath{fill:#333333;}#mermaid-svg-iQj49A9uf9RTMrHN .edgePath .path{stroke:#333333;stroke-width:2.0px;}#mermaid-svg-iQj49A9uf9RTMrHN .flowchart-link{stroke:#333333;fill:none;}#mermaid-svg-iQj49A9uf9RTMrHN .edgeLabel{background-color:rgba(232,232,232, 0.8);text-align:center;}#mermaid-svg-iQj49A9uf9RTMrHN .edgeLabel p{background-color:rgba(232,232,232, 0.8);}#mermaid-svg-iQj49A9uf9RTMrHN .edgeLabel rect{opacity:0.5;background-color:rgba(232,232,232, 0.8);fill:rgba(232,232,232, 0.8);}#mermaid-svg-iQj49A9uf9RTMrHN .labelBkg{background-color:rgba(232, 232, 232, 0.5);}#mermaid-svg-iQj49A9uf9RTMrHN .cluster rect{fill:#ffffde;stroke:#aaaa33;stroke-width:1px;}#mermaid-svg-iQj49A9uf9RTMrHN .cluster text{fill:#333;}#mermaid-svg-iQj49A9uf9RTMrHN .cluster span{color:#333;}#mermaid-svg-iQj49A9uf9RTMrHN div.mermaidTooltip{position:absolute;text-align:center;max-width:200px;padding:2px;font-family:\\&#8221;trebuchet ms\\&#8221;,verdana,arial,sans-serif;font-size:12px;background:hsl(80, 100%, 96.2745098039%);border:1px solid #aaaa33;border-radius:2px;pointer-events:none;z-index:100;}#mermaid-svg-iQj49A9uf9RTMrHN .flowchartTitleText{text-anchor:middle;font-size:18px;fill:#333;}#mermaid-svg-iQj49A9uf9RTMrHN rect.text{fill:none;stroke-width:0;}#mermaid-svg-iQj49A9uf9RTMrHN .icon-shape,#mermaid-svg-iQj49A9uf9RTMrHN .image-shape{background-color:rgba(232,232,232, 0.8);text-align:center;}#mermaid-svg-iQj49A9uf9RTMrHN .icon-shape p,#mermaid-svg-iQj49A9uf9RTMrHN .image-shape p{background-color:rgba(232,232,232, 0.8);padding:2px;}#mermaid-svg-iQj49A9uf9RTMrHN .icon-shape .label rect,#mermaid-svg-iQj49A9uf9RTMrHN .image-shape .label rect{opacity:0.5;background-color:rgba(232,232,232, 0.8);fill:rgba(232,232,232, 0.8);}#mermaid-svg-iQj49A9uf9RTMrHN .label-icon{display:inline-block;height:1em;overflow:visible;vertical-align:-0.125em;}#mermaid-svg-iQj49A9uf9RTMrHN .node .label-icon path{fill:currentColor;stroke:revert;stroke-width:revert;}#mermaid-svg-iQj49A9uf9RTMrHN :root{&#8211;mermaid-font-family:\\&#8221;trebuchet ms\\&#8221;,verdana,arial,sans-serif;}#mermaid-svg-iQj49A9uf9RTMrHN .default&gt;*{fill:#faf9f5!important;stroke:#ffffff!important;color:#000000!important;stroke-width:0px!important;}#mermaid-svg-iQj49A9uf9RTMrHN .default span{fill:#faf9f5!important;stroke:#ffffff!important;color:#000000!important;stroke-width:0px!important;}#mermaid-svg-iQj49A9uf9RTMrHN .default tspan{fill:#000000!important;}<\/p>\n<p>         <span class=\"edgeLabel\"><\/span><\/p>\n<p>         <span class=\"edgeLabel\"><\/p>\n<p>\u672a\u63a8\u7ffb<\/p>\n<p><\/span><\/p>\n<p>         <span class=\"edgeLabel\"><\/p>\n<p>\u90e8\u5206\u63a8\u7ffb<\/p>\n<p><\/span><\/p>\n<p>         <span class=\"edgeLabel\"><\/p>\n<p>\u5b8c\u5168\u63a8\u7ffb<\/p>\n<p><\/span><\/p>\n<p>         <span class=\"edgeLabel\"><\/span><\/p>\n<p>         <span class=\"edgeLabel\"><\/span><\/p>\n<p>         <span class=\"edgeLabel\"><\/span><\/p>\n<p>         <span class=\"edgeLabel\"><\/span><\/p>\n<p>         <span style=\"color:#000000 !important\" class=\"nodeLabel\"><\/p>\n<p>\u5168\u5c40\u91cd\u5217 \u89e6\u53d1<\/p>\n<p><\/span><\/p>\n<p>         <span style=\"color:#000000 !important\" class=\"nodeLabel\"><\/p>\n<p>\u65e7\u7ed3\u679c\u7684\u524d\u63d0\u662f\u5426\u88ab\u63a8\u7ffb<\/p>\n<p><\/span><\/p>\n<p>         <span style=\"color:#000000 !important\" class=\"nodeLabel\"><\/p>\n<p>\u65e7\u7ed3\u679c\u4fdd\u7559 \u53ef\u88ab\u5f15\u7528<\/p>\n<p><\/span><\/p>\n<p>         <span style=\"color:#000000 !important\" class=\"nodeLabel\"><\/p>\n<p>\u6807\u8bb0 stale \u9644\u524d\u63d0\u8bf4\u660e<\/p>\n<p><\/span><\/p>\n<p>         <span style=\"color:#000000 !important\" class=\"nodeLabel\"><\/p>\n<p>\u4f5c\u5e9f \u65b0\u8ba1\u5212\u4e0d\u5f97\u5f15\u7528<\/p>\n<p><\/span><\/p>\n<p>         <span style=\"color:#000000 !important\" class=\"nodeLabel\"><\/p>\n<p>\u91cd\u89c4\u5212\u5668\u9010\u6761\u5224\u65ad\u5f15\u7528<\/p>\n<p><\/span><\/p>\n<p>         <span style=\"color:#000000 !important\" class=\"nodeLabel\"><\/p>\n<p>\u751f\u6210\u65b0\u7248\u672c \u53d8\u91cf\u8868\u5e26\u5065\u5eb7\u5ea6<\/p>\n<p><\/span><\/p>\n<p>\u53d8\u91cf\u8868\u52a0\u4e00\u5217\u5065\u5eb7\u5ea6&#xff0c;\u5b57\u6bb5\u53d6\u503c clean\u3001stale\u3001void \u4e09\u6863\u3002\u56de\u586b\u65f6\u5199 clean&#xff0c;\u5168\u5c40\u91cd\u5217\u65f6\u6309\u524d\u63d0\u8986\u76d6\u5173\u7cfb\u6279\u91cf\u964d\u7ea7\u3002\u8fd9\u4e2a\u6539\u52a8\u5c0f&#xff0c;\u6536\u76ca\u5927&#xff0c;\u8d26\u672c\u6c61\u67d3\u662f\u6240\u6709\u5751\u91cc\u6700\u96be\u6392\u67e5\u7684\u4e00\u4e2a&#xff0c;\u56e0\u4e3a\u5b83\u4e0d\u62a5\u9519\u3002<\/p>\n<p>\u5065\u5eb7\u5ea6\u7684\u5224\u5b9a\u4e0d\u4e00\u5b9a\u8981\u9760\u4eba\u5de5\u89c4\u5219\u3002\u8f7b\u91cf\u505a\u6cd5\u662f\u8ba9\u91cd\u89c4\u5212\u5668\u5728\u751f\u6210\u65b0\u8ba1\u5212\u65f6&#xff0c;\u5bf9\u6bcf\u4e2a\u88ab\u5f15\u7528\u7684\u65e7\u53d8\u91cf\u8f93\u51fa\u4e00\u4e2a\u5224\u65ad&#xff1a;\u6cbf\u7528\u3001\u6362\u7b97\u6216\u4f5c\u5e9f\u3002\u5224\u65ad\u7ed3\u679c\u5199\u56de\u5065\u5eb7\u5ea6\u5217&#xff0c;\u8d26\u672c\u968f\u4e4b\u66f4\u65b0\u3002\u8fd9\u76f8\u5f53\u4e8e\u628a\u6c61\u67d3\u68c0\u6d4b\u4e5f\u4ea4\u7ed9\u540c\u4e00\u6b21\u6a21\u578b\u8c03\u7528&#xff0c;\u8fb9\u9645\u6210\u672c\u63a5\u8fd1\u96f6\u3002<\/p>\n<table>\n<tr>\u5065\u5eb7\u5ea6\u542b\u4e49\u65b0\u8ba1\u5212\u53ef\u5426\u5f15\u7528\u5178\u578b\u6765\u6e90<\/tr>\n<tbody>\n<tr>\n<td>clean<\/td>\n<td>\u524d\u63d0\u672a\u53d8&#xff0c;\u6570\u503c\u8bed\u4e49\u90fd\u6709\u6548<\/td>\n<td>\u76f4\u63a5\u5f15\u7528<\/td>\n<td>\u6b63\u5e38\u56de\u586b<\/td>\n<\/tr>\n<tr>\n<td>stale<\/td>\n<td>\u6570\u503c\u5bf9\u4f46\u8bed\u4e49\u53e3\u5f84\u5df2\u53d8<\/td>\n<td>\u6362\u7b97\u540e\u5f15\u7528<\/td>\n<td>\u90e8\u5206\u524d\u63d0\u88ab\u63a8\u7ffb<\/td>\n<\/tr>\n<tr>\n<td>void<\/td>\n<td>\u524d\u63d0\u88ab\u5b8c\u5168\u63a8\u7ffb<\/td>\n<td>\u4e0d\u5f97\u5f15\u7528<\/td>\n<td>\u5168\u5c40\u91cd\u5217\u4f5c\u5e9f<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>\u6392\u67e5\u8d26\u672c\u6c61\u67d3\u6709\u4e00\u4e2a\u5b9e\u7528\u6280\u5de7&#xff1a;\u7ed9\u6bcf\u4e2a\u53d8\u91cf\u8bb0\u5f55\u5b83\u4f9d\u8d56\u7684\u5047\u8bbe\u96c6\u5408\u3002\u5047\u8bbe\u88ab\u63a8\u7ffb\u65f6&#xff0c;\u53cd\u67e5\u5f15\u7528\u8be5\u5047\u8bbe\u7684\u53d8\u91cf&#xff0c;\u4e00\u6b21\u6027\u964d\u7ea7\u3002\u8fd9\u6bd4\u9010\u4e2a\u53d8\u91cf\u4eba\u5de5\u5224\u65ad\u5feb&#xff0c;\u4e5f\u907f\u514d\u6f0f\u7f51\u3002\u5047\u8bbe\u96c6\u5408\u5728\u89c4\u5212\u9636\u6bb5\u5c31\u8981\u57cb\u8fdb\u53bb&#xff0c;\u7b2c 2 \u7bc7\u7684\u6b65\u9aa4 done_when \u5b57\u6bb5\u662f\u4e2a\u73b0\u6210\u7684\u6302\u9760\u70b9\u3002<\/p>\n<h4>7.4 \u9884\u7b97\u95f8\u95e8\u7684\u786c\u7ea6\u675f&#xff1a;\u603b\u6b21\u6570\u4e0e\u603b token<\/h4>\n<p>\u7b2c 6.3 \u8282\u7ed9\u4e86\u95f8\u95e8\u5b9e\u73b0&#xff0c;\u8fd9\u91cc\u8bb2\u914d\u7f6e\u54f2\u5b66\u3002\u95f8\u95e8\u7684\u610f\u4e49\u4e0d\u5728\u6570\u503c\u5927\u5c0f&#xff0c;\u5728\u786c\u6027\u3002\u8f6f\u95f8\u95e8\u7b49\u4e8e\u6ca1\u6709\u95f8\u95e8\u3002<\/p>\n<p>\u603b\u6b21\u6570\u7684\u951a\u70b9\u5efa\u8bae\u53d6\u8ba1\u5212\u6b65\u6570\u7684\u4e00\u534a\u3002\u516b\u6b65\u8ba1\u5212\u914d\u56db\u6b21\u91cd\u89c4\u5212&#xff0c;\u4f59\u91cf\u591f\u4e00\u6b21\u7ed3\u6784\u6027\u5931\u8d25\u52a0\u4e00\u6b21\u76ee\u6807\u53d8\u66f4\u3002\u914d\u5230\u5341\u6b21&#xff0c;\u591a\u6570\u4f1a\u53d8\u6210\u7b2c 7.1 \u8282\u7684\u8fc7\u5ea6\u624b\u672f\u3002<\/p>\n<p>\u603b token \u7684\u951a\u70b9\u5efa\u8bae\u53d6\u9996\u6b21\u89c4\u5212\u52a0\u5168\u90e8\u6267\u884c\u7684\u9884\u4f30\u6210\u672c\u7684\u4e00\u534a\u3002\u91cd\u89c4\u5212\u662f\u8865\u6551\u52a8\u4f5c&#xff0c;\u8865\u6551\u7684\u9884\u7b97\u4e0d\u8be5\u8d85\u8fc7\u4e3b\u6d41\u7a0b\u7684\u4e00\u534a&#xff0c;\u8d85\u8fc7\u8bf4\u660e\u4e3b\u6d41\u7a0b\u8bbe\u8ba1\u6709\u95ee\u9898&#xff0c;\u8be5\u4fee\u7684\u662f\u89c4\u5212\u5668\u4e0d\u662f\u91cd\u89c4\u5212\u5668\u3002<\/p>\n<table>\n<tr>\u95f8\u95e8\u63a8\u8350\u951a\u70b9\u89e6\u53d1\u540e\u52a8\u4f5c<\/tr>\n<tbody>\n<tr>\n<td>\u5355\u6b65\u91cd\u89c4\u5212\u6b21\u6570<\/td>\n<td>\u4e09\u6b21<\/td>\n<td>\u7194\u65ad\u5e76\u4e0a\u62a5\u8be5\u6b65\u9aa4<\/td>\n<\/tr>\n<tr>\n<td>\u603b\u91cd\u89c4\u5212\u6b21\u6570<\/td>\n<td>\u8ba1\u5212\u6b65\u6570\u7684\u4e00\u534a<\/td>\n<td>\u7194\u65ad\u5e76\u4e0a\u62a5\u5168\u4efb\u52a1<\/td>\n<\/tr>\n<tr>\n<td>\u603b token \u95f8<\/td>\n<td>\u4e3b\u6d41\u7a0b\u9884\u4f30\u7684\u4e00\u534a<\/td>\n<td>\u505c\u6b62\u5e76\u7ed3\u7b97\u5df2\u82b1\u6210\u672c<\/td>\n<\/tr>\n<tr>\n<td>\u6302\u949f\u65f6\u95f4\u95f8<\/td>\n<td>\u7528\u6237\u53ef\u7b49\u5f85\u9608\u503c<\/td>\n<td>\u505c\u6b62\u5e76\u7ed9\u51fa\u90e8\u5206\u7ed3\u679c<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>\u95f8\u95e8\u89e6\u53d1\u540e\u7684\u4ea7\u51fa\u4e0d\u662f\u7a7a\u624b\u3002\u643a\u5e26\u5df2\u5b8c\u6210\u7684\u6709\u6548\u7ed3\u679c\u3001\u5931\u8d25\u8f68\u8ff9\u3001\u6559\u8bad\u7c3f&#xff0c;\u4ea4\u4eba\u5de5\u6216\u4ea4\u7528\u6237\u3002\u90e8\u5206\u7ed3\u679c\u52a0\u8bda\u5b9e\u7684\u7f3a\u53e3\u8bf4\u660e&#xff0c;\u6bd4\u70e7\u5b8c\u9884\u7b97\u540e\u7684\u5b8c\u6574\u5931\u8d25\u6709\u7528\u5f97\u591a\u3002<\/p>\n<p>\u6700\u540e\u4e00\u4e2a\u63d0\u9192\u662f\u95f8\u95e8\u8981\u524d\u7f6e\u68c0\u67e5\u3002token \u95f8\u5728\u8c03\u7528\u524d\u4f30\u7b97&#xff0c;\u4e0d\u662f\u82b1\u5b8c\u624d\u62a5\u3002\u4f30\u7b97\u53e3\u5f84\u7528\u7b2c 6.4 \u8282\u7684\u8ba1\u7b97\u5668&#xff0c;\u5b81\u53ef\u9ad8\u4f30\u767e\u5206\u4e4b\u4e8c\u5341&#xff0c;\u628a\u8d85\u652f\u62e6\u5728\u53d1\u751f\u524d\u3002<\/p>\n<p>\u95f8\u95e8\u53c2\u6570\u7684\u8c03\u4f18\u8981\u6709\u6570\u636e\u652f\u6491\u3002\u4e0a\u7ebf\u540e\u7edf\u8ba1\u4e09\u4e2a\u6570&#xff1a;\u95f8\u95e8\u89e6\u53d1\u7387\u3001\u89e6\u53d1\u540e\u4eba\u5de5\u4ecb\u5165\u7684\u89e3\u51b3\u7387\u3001\u88ab\u95f8\u95e8\u62e6\u4e0b\u4f46\u5176\u5b9e\u80fd\u6210\u529f\u7684\u6bd4\u4f8b\u3002\u7b2c\u4e09\u4e2a\u6570\u9ad8\u8bf4\u660e\u95f8\u592a\u7d27&#xff0c;\u7b2c\u4e00\u4e2a\u6570\u9ad8\u8bf4\u660e\u4e0a\u6e38\u5206\u6d41\u6709\u95ee\u9898\u3002\u4e09\u4e2a\u6570\u90fd\u4f4e&#xff0c;\u53c2\u6570\u5c31\u53ef\u4ee5\u4fdd\u6301\u4e0d\u52a8\u3002<\/p>\n<p>\u8fd8\u8981\u6ce8\u610f\u95f8\u95e8\u4e0e\u7528\u6237\u9884\u671f\u7684\u4e00\u81f4\u6027\u3002\u7528\u6237\u7b49\u4e86\u4e09\u5206\u949f\u6536\u5230\u7684\u82e5\u662f\u7194\u65ad\u62a5\u9519&#xff0c;\u4f53\u9a8c\u672a\u5fc5\u6bd4\u7b49\u4e94\u5206\u949f\u62ff\u5230\u5b8c\u6574\u7ed3\u679c\u597d\u3002\u6302\u949f\u95f8\u7684\u9608\u503c\u5e94\u8be5\u95ee\u7528\u6237\u8981&#xff0c;\u4e0d\u662f\u62cd\u51fa\u6765\u3002\u4ea4\u4e92\u5f0f\u4efb\u52a1\u4e0e\u6279\u5904\u7406\u4efb\u52a1\u7684\u5bb9\u5fcd\u5ea6\u5dee\u4e00\u4e2a\u91cf\u7ea7&#xff0c;\u540c\u4e00\u5957\u95f8\u95e8\u53c2\u6570\u4e0d\u8be5\u4e24\u8fb9\u901a\u7528\u3002<\/p>\n<h3>\u603b\u7ed3<\/h3>\n<p>\u91cd\u89c4\u5212\u662f\u8ba1\u5212\u5c42\u7684\u624b\u672f\u673a\u5236&#xff0c;\u5165\u53e3\u7531\u5931\u6548\u4fe1\u53f7\u8def\u7531&#xff0c;\u7c92\u5ea6\u5206\u5c40\u90e8\u4fee\u8865\u3001\u5c3e\u90e8\u91cd\u5217\u3001\u5168\u5c40\u91cd\u5217\u4e09\u6863&#xff0c;\u5224\u636e\u662f\u5931\u6548\u539f\u56e0\u7684\u5f71\u54cd\u534a\u5f84\u3002\u8f93\u5165\u56db\u4ef6\u5957&#xff1a;\u539f\u59cb\u76ee\u6807\u3001\u5df2\u5b8c\u6210\u6458\u8981\u3001\u7ed3\u6784\u5316\u5931\u8d25\u4fe1\u53f7\u3001\u5269\u4f59\u8ba1\u5212&#xff0c;\u65e0\u5173\u89c2\u5bdf\u5168\u6587\u4e00\u5f8b\u4e0d\u643a\u5e26\u3002\u5931\u8d25\u7ecf\u9a8c\u7ecf Reflexion \u5f0f\u6559\u8bad\u7c3f\u8de8\u8f6e\u7d2f\u79ef&#xff0c;\u6536\u655b\u6027\u9760\u5355\u6b65\u7194\u65ad\u4e0e\u603b\u91cf\u95f8\u53cc\u4fdd\u9669\u3002ReWOO \u7684 Solver \u63d0\u4f9b\u53e6\u4e00\u6761\u8def&#xff0c;\u9519\u800c\u4e0d\u4e2d\u65ad&#xff0c;\u4e8b\u540e\u7edf\u4e00\u8865\u6551&#xff0c;\u9002\u5408\u5f31\u8026\u5408\u7684\u67e5\u8be2\u5f0f\u4efb\u52a1&#xff0c;\u786c\u4f9d\u8d56\u94fe\u4ecd\u4ee5\u4e8b\u4e2d\u4fee\u8865\u4e3a\u5b9c\u3002\u6210\u672c\u8d26\u663e\u793a\u5168\u5c40\u91cd\u5217\u542b\u91cd\u6267\u884c\u7684\u5f00\u9500\u53ef\u8fbe\u5c40\u90e8\u4fee\u8865\u7684\u4e09\u500d&#xff0c;\u7c92\u5ea6\u9009\u62e9\u5fc5\u987b\u5f52\u56e0\u3002\u8fc7\u5ea6\u624b\u672f\u3001\u65b9\u6848\u632f\u8361\u3001\u65e7\u8d26\u6c61\u67d3\u3001\u9884\u7b97\u5931\u63a7\u662f\u56db\u4e2a\u9ad8\u9891\u5751&#xff0c;\u5206\u522b\u5bf9\u5e94\u5206\u6d41\u7eaa\u5f8b\u3001\u6307\u7eb9\u67e5\u91cd\u3001\u5065\u5eb7\u5ea6\u6807\u8bb0\u4e0e\u786c\u95f8\u95e8\u3002\u5168\u90e8\u7ec4\u4ef6 mock \u53ef\u8dd1&#xff0c;\u7cfb\u6570\u6362\u5b9e\u6d4b\u503c\u5373\u53ef\u8fc1\u79fb\u3002<\/p>\n<h3>\u5916\u90e8\u5f15\u7528<\/h3>\n<ul>\n<li>ReWOO: Decoupling Reasoning from Observations for Efficient Augmented Language Models, arXiv:2305.18323&#xff0c;Solver \u5728\u6267\u884c\u7ed3\u675f\u540e\u7edf\u4e00\u89e3\u51b3\u53d8\u91cf\u7f3a\u5931\u4e0e\u9519\u8bef\u7684\u4e8b\u540e\u8865\u6551\u53e3\u5f84&#xff0c;\u4e94\u500d token \u6548\u7387\u4e0e HotpotQA \u767e\u5206\u4e4b\u56db\u51c6\u786e\u7387\u63d0\u5347\u4ee5\u539f\u6587\u5b9e\u9a8c\u6761\u4ef6\u4e3a\u51c6\u3002<\/li>\n<li>Reflexion: Language Agents with Verbal Reinforcement Learning, arXiv:2303.11366&#xff0c;\u628a\u5931\u8d25\u8f68\u8ff9\u603b\u7ed3\u4e3a\u8bed\u8a00\u6559\u8bad\u5b58\u5165\u8bb0\u5fc6\u518d\u6ce8\u5165\u540e\u7eed\u5c1d\u8bd5\u7684\u601d\u60f3\u3002<\/li>\n<li>LangGraph \u5b98\u65b9\u6587\u6863&#xff0c;Plan-and-Execute \u6a21\u677f\u4e2d replan 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