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proprietary \u6570\u636e&#xff0c;\u907f\u514d\u8bad\u7ec3\u8bed\u6599\u6cc4\u6f0f\u5bfc\u81f4\u7684\u865a\u9ad8\u3002<\/li>\n<p>\u7b2c\u4e09\u6761\u5c24\u5176\u5173\u952e\u3002\u5f53\u516c\u5f00\u57fa\u51c6\u88ab\u5e7f\u6cdb\u8bad\u7ec3\u8fdb\u6a21\u578b\u4e4b\u540e&#xff0c;\u5206\u6570\u7684\u53ef\u4fe1\u5ea6\u4f1a\u81ea\u7136\u8870\u51cf\u2014\u2014\u9632\u6cc4\u6f0f\u4e0d\u662f\u5b66\u672f\u6d01\u7656&#xff0c;\u800c\u662f\u7ef4\u6301\u57fa\u51c6\u751f\u547d\u529b\u7684\u524d\u63d0\u3002<\/p>\n<h3>\u56db\u3001\u5de5\u7a0b\u5316\u7684\u56db\u4e2a\u524d\u63d0\u6761\u4ef6<\/h3>\n<p>\u5782\u57df\u6a21\u578b\u542c\u8d77\u6765\u8bf1\u4eba&#xff0c;\u4f46\u843d\u5730\u5e76\u4e0d\u5bb9\u6613\u3002\u4ece\u5de5\u7a0b\u89d2\u5ea6\u770b&#xff0c;\u81f3\u5c11\u8981\u6ee1\u8db3\u56db\u4e2a\u6761\u4ef6\u624d\u80fd\u771f\u6b63\u4ea7\u751f\u4ef7\u503c\u3002<\/p>\n<p>\u7b2c\u4e00&#xff0c;\u4efb\u52a1\u8fb9\u754c\u5fc5\u987b\u6e05\u6670\u3002 \u5782\u57df\u5316\u7684\u6536\u76ca\u6765\u81ea\u805a\u7126&#xff0c;\u82e5\u4efb\u52a1\u8303\u56f4\u6a21\u7cca&#xff0c;\u4e13\u7528\u6a21\u578b\u4f1a\u9000\u5316\u4e3a&#034;\u901a\u7528\u6a21\u578b\u7684\u5f31\u5316\u7248&#034;\u3002\u56e0\u6b64\u7b2c\u4e00\u6b65\u5f80\u5f80\u4e0d\u662f\u8bad\u7ec3&#xff0c;\u800c\u662f\u628a\u4e1a\u52a1\u4e2d\u7684\u9ad8\u9891\u4efb\u52a1\u679a\u4e3e\u6e05\u695a\u3002<\/p>\n<p>\u7b2c\u4e8c&#xff0c;\u5fc5\u987b\u6709\u53ef\u5224\u5b9a\u7684\u8bc4\u4ef7\u6807\u51c6\u3002 \u6ca1\u6709\u660e\u786e\u7684\u597d\u574f\u5b9a\u4e49&#xff0c;\u5c31\u65e0\u6cd5\u6784\u9020\u8bad\u7ec3\u4fe1\u53f7&#xff0c;\u4e5f\u65e0\u6cd5\u9a8c\u8bc1\u6548\u679c\u3002\u5f88\u591a\u56e2\u961f\u5361\u5728\u8fd9\u4e00\u6b65\u2014\u2014\u4ed6\u4eec\u6709\u6570\u636e&#xff0c;\u4f46\u6ca1\u6709\u6807\u7b7e&#xff1b;\u6709\u4e13\u5bb6&#xff0c;\u4f46\u6ca1\u6709\u628a\u4e13\u5bb6\u5224\u65ad\u7ed3\u6784\u5316\u7684\u673a\u5236\u3002<\/p>\n<p>\u7b2c\u4e09&#xff0c;\u5de5\u4f5c\u6d41\u8981\u80fd\u88ab\u62c6\u89e3\u3002 \u957f\u94fe\u6761\u4efb\u52a1\u5fc5\u987b\u80fd\u62c6\u6210\u53ef\u89c2\u6d4b\u7684\u4e2d\u95f4\u6b65\u9aa4&#xff0c;\u5426\u5219\u51fa\u9519\u65f6\u65e0\u6cd5\u5b9a\u4f4d\u3002\u8fd9\u4e5f\u610f\u5473\u7740\u5782\u57df\u5316\u5f80\u5f80\u4f34\u968f\u4e00\u6b21\u6d41\u7a0b\u91cd\u6784&#xff0c;\u800c\u4e0d\u53ea\u662f\u6a21\u578b\u66ff\u6362\u3002<\/p>\n<p>\u7b2c\u56db&#xff0c;\u8981\u80fd\u63a5\u5165\u4e13\u6709\u6570\u636e\u3002 \u82e5\u4e13\u4e1a\u6570\u636e\u65e0\u6cd5\u5408\u89c4\u4f7f\u7528&#xff0c;\u5782\u57df\u6a21\u578b\u5c31\u5931\u53bb\u4e86\u6700\u6838\u5fc3\u7684\u5dee\u5f02\u5316\u6765\u6e90\u3002\u8fd9\u6d89\u53ca\u6570\u636e\u6cbb\u7406\u3001\u6743\u9650\u4e0e\u5ba1\u8ba1&#xff0c;\u901a\u5e38\u662f\u6700\u8017\u65f6\u7684\u4e00\u73af\u3002<\/p>\n<p><span class=\"token comment\"># \u5782\u57df\u4efb\u52a1\u7684\u8bc4\u4ef7\u95ed\u73af&#xff1a;\u628a\u4e13\u5bb6\u5224\u65ad\u7ed3\u6784\u5316<\/span><br \/>\n<span class=\"token keyword\">class<\/span> <span class=\"token class-name\">DomainEval<\/span><span class=\"token punctuation\">:<\/span><br \/>\n    <span class=\"token keyword\">def<\/span> <span class=\"token function\">__init__<\/span><span class=\"token punctuation\">(<\/span>self<span class=\"token punctuation\">,<\/span> workflow_steps<span class=\"token punctuation\">,<\/span> expert_rubric<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n        self<span class=\"token punctuation\">.<\/span>steps <span class=\"token operator\">&#061;<\/span> workflow_steps        <span class=\"token comment\"># \u53ef\u62c6\u89e3\u7684\u5de5\u4f5c\u6d41\u6b65\u9aa4<\/span><br \/>\n        self<span class=\"token punctuation\">.<\/span>rubric <span class=\"token operator\">&#061;<\/span> expert_rubric        <span class=\"token comment\"># \u4e13\u5bb6\u8bc4\u5206\u7ec6\u5219<\/span><\/p>\n<p>    <span class=\"token keyword\">def<\/span> <span class=\"token function\">run<\/span><span class=\"token punctuation\">(<\/span>self<span class=\"token punctuation\">,<\/span> task<span class=\"token punctuation\">,<\/span> model<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">:<\/span><br \/>\n        trace <span class=\"token operator\">&#061;<\/span> model<span class=\"token punctuation\">.<\/span>execute<span class=\"token punctuation\">(<\/span>task<span class=\"token punctuation\">,<\/span> emit_trace<span class=\"token operator\">&#061;<\/span><span class=\"token boolean\">True<\/span><span class=\"token punctuation\">)<\/span><br \/>\n        step_scores <span class=\"token operator\">&#061;<\/span> <span class=\"token punctuation\">[<\/span>self<span class=\"token punctuation\">.<\/span>rubric<span class=\"token punctuation\">.<\/span>score<span class=\"token punctuation\">(<\/span>s<span class=\"token punctuation\">)<\/span> <span class=\"token keyword\">for<\/span> s <span class=\"token keyword\">in<\/span> trace<span class=\"token punctuation\">.<\/span>steps<span class=\"token punctuation\">]<\/span><br \/>\n        <span class=\"token keyword\">return<\/span> <span class=\"token punctuation\">{<\/span><br \/>\n            <span class=\"token string\">&#034;final&#034;<\/span><span class=\"token punctuation\">:<\/span> self<span class=\"token punctuation\">.<\/span>rubric<span class=\"token punctuation\">.<\/span>score<span class=\"token punctuation\">(<\/span>trace<span class=\"token punctuation\">.<\/span>output<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">,<\/span><br \/>\n            <span class=\"token string\">&#034;weakest_step&#034;<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token builtin\">min<\/span><span class=\"token punctuation\">(<\/span><span class=\"token builtin\">zip<\/span><span class=\"token punctuation\">(<\/span>self<span class=\"token punctuation\">.<\/span>steps<span class=\"token punctuation\">,<\/span> step_scores<span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">,<\/span> key<span class=\"token operator\">&#061;<\/span><span class=\"token keyword\">lambda<\/span> x<span class=\"token punctuation\">:<\/span> x<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><br \/>\n        <span class=\"token punctuation\">}<\/span><\/p>\n<p>\u6ce8\u610f\u8fd4\u56de\u503c\u91cc\u7684 weakest_step&#xff1a;\u5782\u57df\u4f18\u5316\u7684\u4ef7\u503c\u5f80\u5f80\u4e0d\u5728\u4e8e\u63d0\u5347\u603b\u5206&#xff0c;\u800c\u5728\u4e8e\u5b9a\u4f4d\u6700\u8584\u5f31\u7684\u90a3\u4e00\u73af\u3002\u8fd9\u662f\u901a\u7528\u57fa\u51c6\u65e0\u6cd5\u7ed9\u51fa\u7684\u4fe1\u606f\u3002<\/p>\n<h3>\u4e94\u3001\u5bf9\u56fd\u5185\u56e2\u961f\u7684\u542f\u793a<\/h3>\n<p>\u8fd9\u6761\u8def\u7ebf\u5bf9\u56fd\u5185\u4ece\u4e1a\u8005\u6709\u4e09\u70b9\u76f4\u63a5\u542f\u793a\u3002<\/p>\n<p>\u5176\u4e00&#xff0c;\u4e0d\u5fc5\u5728\u901a\u7528\u80fd\u529b\u4e0a\u786c\u78b0\u786c\u3002\u5f53\u901a\u7528\u65d7\u8230\u7684\u80fd\u529b\u6301\u7eed\u6500\u5347\u65f6&#xff0c;\u8ffd\u8d76\u901a\u7528\u699c\u5355\u7684\u8fb9\u9645\u6536\u76ca\u5f88\u4f4e&#xff1b;\u800c\u5728\u4e13\u4e1a\u9886\u57df\u91cc&#xff0c;\u7eb5\u6df1\u4ecd\u6709\u5927\u91cf\u7a7a\u767d\u3002<\/p>\n<p>\u5176\u4e8c&#xff0c;\u57fa\u51c6\u5efa\u8bbe\u662f\u88ab\u4f4e\u4f30\u7684\u7ade\u4e89\u58c1\u5792\u3002\u8c01\u5148\u5b9a\u4e49\u4e86\u67d0\u4e2a\u884c\u4e1a\u7684\u8bc4\u4ef7\u6807\u51c6&#xff0c;\u8c01\u5c31\u5728\u4e8b\u5b9e\u4e0a\u5b9a\u4e49\u4e86\u8fd9\u4e2a\u884c\u4e1a\u7684 AI \u843d\u5730\u8def\u5f84\u3002\u8fd9\u4ef6\u4e8b\u7684\u95e8\u69db\u4e0d\u5728\u6280\u672f&#xff0c;\u800c\u5728\u80fd\u5426\u7ec4\u7ec7\u8d77\u9886\u57df\u4e13\u5bb6\u4e0e\u771f\u5b9e\u5de5\u4f5c\u6d41\u6570\u636e\u3002<\/p>\n<p>\u5176\u4e09&#xff0c;\u5782\u57df\u5316\u662f\u7ec4\u7ec7\u5de5\u7a0b\u800c\u975e\u7eaf\u6280\u672f\u5de5\u7a0b\u3002\u5b83\u9700\u8981\u9886\u57df\u4e13\u5bb6\u3001\u6570\u636e\u6cbb\u7406\u3001\u6d41\u7a0b\u91cd\u6784\u4e09\u8005\u534f\u540c&#xff0c;\u5355\u9760\u7b97\u6cd5\u56e2\u961f\u65e0\u6cd5\u5b8c\u6210\u3002\u8fd9\u4e5f\u89e3\u91ca\u4e86\u4e3a\u4ec0\u4e48\u5f88\u591a\u5782\u57df\u9879\u76ee\u5931\u8d25\u5728\u7ec4\u7ec7\u534f\u540c\u800c\u975e\u6a21\u578b\u80fd\u529b\u3002<\/p>\n<h3>\u516d\u3001\u5782\u57df\u5316\u7684\u4e09\u6b65\u5b9e\u65bd\u8def\u5f84<\/h3>\n<p>\u5982\u679c\u4e00\u5bb6\u673a\u6784\u51b3\u5b9a\u8d70\u5782\u57df\u8def\u7ebf&#xff0c;\u771f\u6b63\u7684\u96be\u70b9\u4e0d\u5728\u9009\u578b&#xff0c;\u800c\u5728\u628a&#034;\u4e13\u4e1a&#034;\u8fd9\u4ef6\u4e8b\u62c6\u89e3\u6210\u53ef\u6267\u884c\u7684\u5de5\u7a0b\u52a8\u4f5c\u3002\u53ef\u4ee5\u62c6\u6210\u4e09\u6b65\u3002<\/p>\n<p>\u7b2c\u4e00\u6b65&#xff1a;\u628a\u4efb\u52a1\u62c6\u5230\u53ef\u8bc4\u4ef7\u7684\u7c92\u5ea6\u3002 \u5f88\u591a\u56e2\u961f\u4e00\u4e0a\u6765\u5c31\u95ee&#034;\u8981\u4e0d\u8981\u8bad\u4e00\u4e2a\u884c\u4e1a\u5927\u6a21\u578b&#034;&#xff0c;\u8fd9\u4e2a\u95ee\u9898\u592a\u5927\u3002&#034;\u8f85\u52a9\u836f\u7269\u5316\u5b66\u5bb6\u505a SAR \u5206\u6790&#034;\u4ecd\u7136\u4e0d\u662f\u4e00\u4e2a\u53ef\u8bad\u7ec3\u7684\u4efb\u52a1&#xff0c;\u4f46&#034;\u7ed9\u5b9a\u5148\u5bfc\u5316\u5408\u7269\u4e0e\u4e00\u7ec4\u7c7b\u4f3c\u7269&#xff0c;\u8f93\u51fa\u6d3b\u6027\u6392\u5e8f\u5e76\u7ed9\u51fa\u5224\u65ad\u4f9d\u636e&#034;\u5c31\u662f\u4e00\u4e2a\u53ef\u8bad\u7ec3\u3001\u53ef\u8bc4\u4ef7\u7684\u4efb\u52a1\u3002\u5224\u65ad\u6807\u51c6\u5f88\u7b80\u5355&#xff1a;\u80fd\u5426\u5728\u4e0d\u4f9d\u8d56\u4e3b\u89c2\u611f\u53d7\u7684\u524d\u63d0\u4e0b&#xff0c;\u5224\u65ad\u4e00\u6b21\u8f93\u51fa\u662f\u5bf9\u662f\u9519\u3002\u62c6\u4e0d\u7ec6\u7684\u5782\u57df\u9879\u76ee&#xff0c;\u6700\u540e\u90fd\u4f1a\u9000\u5316\u6210\u901a\u7528\u95ee\u7b54\u52a0\u4e00\u4e2a\u884c\u4e1a\u8bcd\u8868\u3002<\/p>\n<p>\u7b2c\u4e8c\u6b65&#xff1a;\u9009\u62e9\u77e5\u8bc6\u6ce8\u5165\u7684\u65b9\u5f0f\u3002 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\u5782\u57df\u6a21\u578b\u6700\u5371\u9669\u7684\u4e0d\u662f\u7b54\u9519&#xff0c;\u800c\u662f&#034;\u7b54\u5f97\u6d41\u5229\u4f46\u7ed3\u8bba\u4e0d\u53ef\u7528&#034;\u3002\u5efa\u8bae\u5728\u4e0a\u7ebf\u65f6\u5c31\u57cb\u4e09\u7c7b\u63a2\u9488&#xff1a;\u4e00\u662f\u8f93\u51fa\u662f\u5426\u843d\u5728\u9886\u57df\u53d7\u63a7\u8bcd\u8868\u5185&#xff1b;\u4e8c\u662f\u5173\u952e\u6570\u503c\u662f\u5426\u53ef\u56de\u6eaf\u5230\u68c0\u7d22\u6765\u6e90&#xff1b;\u4e09\u662f\u4e13\u5bb6\u62bd\u6837\u590d\u6838\u7684\u6bd4\u4f8b\u4e0e\u504f\u5dee\u8d8b\u52bf\u3002\u6ca1\u6709\u7b2c\u4e09\u9879\u7684\u5782\u57df\u7cfb\u7edf&#xff0c;\u901a\u5e38\u4f1a\u5728\u8fd0\u884c\u534a\u5e74\u540e quietly 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