{"id":723,"date":"2024-02-26T15:11:19","date_gmt":"2024-02-26T07:11:19","guid":{"rendered":"https:\/\/www.tchepai.com\/?p=723"},"modified":"2024-02-26T15:11:19","modified_gmt":"2024-02-26T07:11:19","slug":"langchain","status":"publish","type":"post","link":"https:\/\/www.kdjingpai.com\/de\/langchain\/","title":{"rendered":"LangChain\u8ba1\u5212\u6267\u884c\u578b\u667a\u80fd\u4f53"},"content":{"rendered":"<p>\u8ba1\u5212\u6267\u884c\u578b\u667a\u80fd\u4f53\u63d0\u4f9b\u4e86\u4e00\u79cd\u6bd4\u4ee5\u5f80\u8bbe\u8ba1\u66f4\u5feb\u3001\u66f4\u7ecf\u6d4e\u4e14\u6027\u80fd\u66f4\u5f3a\u7684\u4efb\u52a1\u6267\u884c\u65b9\u6848\u3002\u672c\u6587\u5c06\u6307\u5bfc\u60a8\u5728LangGraph\u4e2d\u6784\u5efa\u4e09\u79cd\u89c4\u5212\u667a\u80fd\u4f53\u3002<\/p>\n<p>&nbsp;<\/p>\n<p>\u6211\u4eec\u5728LangGraph\u5e73\u53f0\u4e0a\u63a8\u51fa\u4e86\u4e09\u79cd\u201c\u8ba1\u5212\u6267\u884c\u201d\u6a21\u5f0f\u7684\u667a\u80fd\u4f53\u7ed3\u6784\u3002\u8fd9\u4e9b\u667a\u80fd\u4f53\u5728\u4e0e\u7ecf\u5178\u7684\u63a8\u7406\u4e0e\u884c\u52a8\uff08ReAct\uff09\u6a21\u5f0f\u667a\u80fd\u4f53\u76f8\u6bd4\uff0c\u5c55\u793a\u4e86\u591a\u9879\u6539\u8fdb\u3002<\/p>\n<p>&nbsp;<\/p>\n<p>\u23f0 \u9996\u5148\uff0c\u8fd9\u4e9b\u667a\u80fd\u4f53\u80fd\u591f\u66f4\u8fc5\u901f\u5730\u6267\u884c\u591a\u6b65\u9aa4\u4efb\u52a1\u6d41\u7a0b\uff0c\u56e0\u4e3a\u5b8c\u6210\u6bcf\u4e2a\u884c\u52a8\u540e\u65e0\u9700\u518d\u6b21\u8bf7\u6c42\u5927\u578b\u667a\u80fd\u4f53\u7684\u53c2\u4e0e\u3002\u6bcf\u4e00\u9879\u5b50\u4efb\u52a1\u90fd\u80fd\u5728\u65e0\u9700\u989d\u5916\u5927\u578b\u8bed\u8a00\u6a21\u578b\uff08LLM\uff09\u8c03\u7528\uff0c\u6216\u8005\u8c03\u7528\u8f83\u8f7b\u91cf\u7ea7\u7684LLM\u652f\u6301\u4e0b\u5b8c\u6210\u3002<\/p>\n<p>\ud83d\udcb8 \u5176\u6b21\uff0c\u4e0eReAct\u667a\u80fd\u4f53\u76f8\u6bd4\uff0c\u5b83\u4eec\u80fd\u6709\u6548\u964d\u4f4e\u6210\u672c\u3002\u5982\u679c\u9700\u8981\u5bf9\u5b50\u4efb\u52a1\u8fdb\u884cLLM\u8c03\u7528\uff0c\u901a\u5e38\u4f1a\u4f7f\u7528\u66f4\u5c0f\u7684\u3001\u7279\u5b9a\u9886\u57df\u7684\u6a21\u578b\u3002\u4ec5\u5728\u9700\u8981\u8fdb\u884c\uff08\u91cd\uff09\u89c4\u5212\u6b65\u9aa4\u548c\u751f\u6210\u6700\u7ec8\u5e94\u7b54\u65f6\uff0c\u624d\u4f1a\u8c03\u7528\u5927\u578b\u6a21\u578b\u3002<\/p>\n<p>\ud83c\udfc6 \u6700\u540e\uff0c\u901a\u8fc7\u8981\u6c42\u89c4\u5212\u5668\u660e\u786e\u5730\u9010\u6b65\u201c\u601d\u8003\u201d\u5b8c\u6210\u6574\u4e2a\u4efb\u52a1\u6240\u9700\u8981\u7684\u6d41\u7a0b\uff0c\u8fd9\u4e9b\u667a\u80fd\u4f53\u5728\u4efb\u52a1\u5b8c\u6210\u7387\u548c\u8d28\u91cf\u65b9\u9762\u80fd\u6709\u66f4\u4f18\u7684\u8868\u73b0\u3002\u5236\u5b9a\u8be6\u5c3d\u63a8\u7406\u6b65\u9aa4\u4e00\u76f4\u662f\u4e00\u79cd\u9a8c\u8bc1\u8fc7\u7684\u63d0\u793a\u6280\u5de7\uff0c\u7528\u6765\u63d0\u5347\u6210\u679c\u3002\u5c06\u95ee\u9898\u7ec6\u5206\u8fd8\u53ef\u4ee5\u4f7f\u4efb\u52a1\u6267\u884c\u66f4\u52a0\u4e13\u6ce8\u548c\u9ad8\u6548\u3002<\/p>\n<p>&nbsp;<\/p>\n<p>&nbsp;<\/p>\n<h2>\u80cc\u666f\u4ecb\u7ecd<\/h2>\n<p>&nbsp;<\/p>\n<p>\u5728\u8fc7\u53bb\u7684\u4e00\u5e74\u91cc\uff0c\u57fa\u4e8e\u8bed\u8a00\u6a21\u578b\u7684\u667a\u80fd\u4ee3\u7406\u548c\u72b6\u6001\u673a\u6210\u4e3a\u4e86\u5f00\u53d1\u7075\u6d3b\u4e14\u9ad8\u6548\u7684\u4eba\u5de5\u667a\u80fd\u4ea7\u54c1\u7684\u4e00\u4e2a\u6709\u524d\u9014\u7684\u8bbe\u8ba1\u8303\u5f0f\u3002<\/p>\n<p>\u4ee3\u7406\u7684\u6838\u5fc3\u662f\u4ee5\u8bed\u8a00\u6a21\u578b\u4e3a\u901a\u7528\u95ee\u9898\u89e3\u51b3\u5de5\u5177\uff0c\u5c06\u5176\u4e0e\u5916\u90e8\u8d44\u6e90\u76f8\u8fde\u63a5\uff0c\u7528\u4ee5\u89e3\u7b54\u95ee\u9898\u6216\u6267\u884c\u4efb\u52a1\u3002<\/p>\n<p>\u901a\u5e38\u60c5\u51b5\u4e0b\uff0c\u57fa\u4e8e\u8bed\u8a00\u6a21\u578b\u7684\u667a\u80fd\u4ee3\u7406\u4f1a\u7ecf\u5386\u5982\u4e0b\u51e0\u4e2a\u4e3b\u8981\u6b65\u9aa4\uff1a<\/p>\n<p>1. \u63d0\u8bae\u884c\u52a8Propose action\uff1a\u8bed\u8a00\u6a21\u578b\u751f\u6210\u6587\u672c\uff0c\u76f4\u63a5\u5bf9\u7528\u6237\u4f5c\u51fa\u54cd\u5e94\uff0c\u6216\u8005\u4f20\u8fbe\u7ed9\u67d0\u4e2a\u529f\u80fd\u3002<br \/>\n2. \u6267\u884c\u884c\u52a8Execute action\uff1a\u4ee3\u7801\u8c03\u7528\u5176\u5b83\u8f6f\u4ef6\uff0c\u4ee5\u6267\u884c\u4f8b\u5982\u67e5\u8be2\u6570\u636e\u5e93\u6216\u8005\u8c03\u7528API\u7b49\u64cd\u4f5c\u3002<br \/>\n3. \u89c2\u5bdfObserve\uff1a\u6839\u636e\u5de5\u5177\u8c03\u7528\u7684\u53cd\u9988\u8fdb\u884c\u53cd\u5e94\uff0c\u6216\u8005\u8c03\u7528\u53e6\u4e00\u529f\u80fd\uff0c\u6216\u8005\u56de\u5e94\u7528\u6237\u3002<\/p>\n<p>&nbsp;<\/p>\n<p><a href=\"https:\/\/arxiv.org\/abs\/2210.03629\">ReAct<\/a> \u667a\u80fd\u4ee3\u7406\u5c31\u662f\u4e00\u4e2a\u5f88\u597d\u7684\u8303\u4f8b\uff0c\u5b83\u5229\u7528\u91cd\u590d\u7684\u601d\u8003\u3001\u884c\u52a8\u3001\u89c2\u5bdf\u5faa\u73af\u6765\u5f15\u5bfc\u8bed\u8a00\u6a21\u578b\uff1a<\/p>\n<blockquote><p>\u601d\u8003: \u6211\u8be5\u8c03\u7528Search()\u6765\u67e5\u8be2\u5f53\u524d\u6bd4\u8d5b\u7684\u5206\u6570\u3002<br \/>\n\u884c\u52a8: Search(&#8220;\u5f53\u524dX\u6bd4\u8d5b\u7684\u5206\u6570\u662f\u591a\u5c11\uff1f&#8221;)<br \/>\n\u89c2\u5bdf: \u5f53\u524d\u5206\u6570\u662f24-21<br \/>\n&#8230;\uff08\u91cd\u590dN\u6b21\uff09<\/p><\/blockquote>\n<p>\u8fd9\u662f\u4e00\u79cd\u5178\u578b\u7684ReAct\u98ce\u683c\u667a\u80fd\u4ee3\u7406\u7684\u8f68\u8ff9\u3002<\/p>\n<p>&nbsp;<\/p>\n<p>\u8fd9\u79cd\u65b9\u6cd5\u5229\u7528<a href=\"https:\/\/arxiv.org\/abs\/2201.11903\">Chain-of-thought<\/a>\u63d0\u793a\uff0c\u4ee5\u4fbf\u6bcf\u4e2a\u6b65\u9aa4\u53ea\u505a\u51fa\u5355\u4e00\u7684\u884c\u52a8\u51b3\u7b56\u3002\u867d\u7136\u8fd9\u5bf9\u4e8e\u7b80\u5355\u7684\u4efb\u52a1\u53ef\u4ee5\u5f88\u6709\u6548\uff0c\u4f46\u5b83\u4e5f\u5b58\u5728\u4e00\u4e9b\u4e3b\u8981\u5f0a\u7aef\uff1a<\/p>\n<p>1. \u6bcf\u6b21\u5de5\u5177\u8c03\u7528\u90fd\u9700\u8981\u4e00\u6b21\u8bed\u8a00\u6a21\u578b\u7684\u8c03\u7528\u3002<br \/>\n2. \u8bed\u8a00\u6a21\u578b\u6bcf\u6b21\u53ea\u8ba1\u5212\u4e00\u4e2a\u5b50\u95ee\u9898\u3002\u8fd9\u53ef\u80fd\u4f1a\u5bfc\u81f4\u6b21\u4f18\u7684\u5904\u7406\u8f68\u8ff9\uff0c\u56e0\u4e3a\u5b83\u5e76\u6ca1\u6709\u88ab\u903c\u7740\u5bf9\u6574\u4e2a\u4efb\u52a1\u8fdb\u884c&#8221;\u63a8\u7406&#8221;\u3002<\/p>\n<p>\u8981\u514b\u670d\u8fd9\u4e24\u4e2a\u7f3a\u9677\uff0c\u4e00\u4e2a\u6709\u6548\u7684\u65b9\u6cd5\u662f\u52a0\u5165\u4e00\u4e2a\u660e\u786e\u7684\u89c4\u5212\u6b65\u9aa4\u3002\u4ee5\u4e0b\u662f\u6211\u4eec\u5728LangGraph\u5b9e\u73b0\u7684\u4e24\u79cd\u6b64\u7c7b\u8bbe\u8ba1\u793a\u4f8b\u3002<\/p>\n<p>&nbsp;<\/p>\n<h2>\u8ba1\u5212\u6267\u884c\u7cfb\u7edf Plan-And-Execute<\/h2>\n<p>&nbsp;<\/p>\n<div style=\"width: 1010px\" class=\"wp-caption aligncenter\"><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-full wp-image-2587\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/02\/9d294dafa2fd4ca.jpg\" width=\"1000\" height=\"668\" alt=\"LangChain\u8ba1\u5212\u6267\u884c\u578b\u667a\u80fd\u4f53-1\" title=\"LangChain\u8ba1\u5212\u6267\u884c\u578b\u667a\u80fd\u4f53-1\" srcset=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/02\/9d294dafa2fd4ca.jpg 1000w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/02\/9d294dafa2fd4ca-300x200.jpg 300w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/02\/9d294dafa2fd4ca-768x513.jpg 768w\" sizes=\"auto, (max-width: 1000px) 100vw, 1000px\" \/><p class=\"wp-caption-text\">\u8ba1\u5212\u6267\u884c\u578b\u4ee3\u7406<\/p><\/div>\n<p>&nbsp;<\/p>\n<p>\u8fd9\u4e00\u7b80\u6613\u7ed3\u6784\u57fa\u4e8eWang\u7b49\u4eba\u7684\u8bba\u6587[<a href=\"https:\/\/arxiv.org\/abs\/2305.04091\">\u8ba1\u5212\u4e0e\u89e3\u51b3\u63d0\u793a<\/a>]\u6240\u63d0\u51fa\uff0c\u5e76\u501f\u9274\u4e86Yohei Nakajima\u7684[<a href=\"https:\/\/github.com\/yoheinakajima\/babyagi\">BabyAGI<\/a>]\u9879\u76ee\uff0c\u6210\u4e3a\u4e86\u5178\u578b\u7684\u89c4\u5212\u578b\u4ee3\u7406\u67b6\u6784\u3002\u5b83\u4e3b\u8981\u5305\u542b\u4e24\u4e2a\u57fa\u7840\u90e8\u4ef6\uff1a<\/p>\n<p>1. \u4e00\u4e2a\u89c4\u5212\u5668\uff08A\u00a0<strong data-immersive-translate-walked=\"4ffd10fa-8b8e-452b-b5ca-ca467757b485\">planner<\/strong>\uff09\uff0c\u8d1f\u8d23\u5f15\u5bfc\u4e00\u4e2a\u8bed\u8a00\u6a21\u578b(LLM)\u751f\u6210\u591a\u6b65\u9aa4\u8ba1\u5212\uff0c\u4ee5\u5b8c\u6210\u590d\u6742\u7684\u4efb\u52a1\u3002<br \/>\n2. \u591a\u4e2a\u6267\u884c\u5668\uff08<strong data-immersive-translate-walked=\"4ffd10fa-8b8e-452b-b5ca-ca467757b485\">Executor<\/strong>(s)\uff09\uff0c\u53ef\u4ee5\u5904\u7406\u7528\u6237\u7684\u67e5\u8be2\u9700\u6c42\u4ee5\u53ca\u8ba1\u5212\u4e2d\u7684\u67d0\u4e00\u6b65\u9aa4\uff0c\u5e76\u8c03\u7528\u4e00\u4e2a\u6216\u591a\u4e2a\u5de5\u5177\u6765\u6267\u884c\u8be5\u9879\u4efb\u52a1\u3002<\/p>\n<p>&nbsp;<\/p>\n<p>\u4efb\u52a1\u6267\u884c\u7ed3\u675f\u540e\uff0c\u4ee3\u7406\u4f1a\u6839\u636e\u65b0\u7684\u89c4\u5212\u63d0\u793a\u518d\u6b21\u88ab\u8c03\u8d77\uff0c\u8fd9\u65f6\u5b83\u4f1a\u51b3\u5b9a\u662f\u76f4\u63a5\u63d0\u4f9b\u56de\u5e94\u7ed3\u675f\uff0c\u8fd8\u662f\u6839\u636e\u9700\u8981\u751f\u6210\u8fdb\u4e00\u6b65\u7684\u8ba1\u5212\uff08\u5982\u679c\u539f\u8ba1\u5212\u5e76\u672a\u8fbe\u6210\u76ee\u6807\uff09\u3002<\/p>\n<p>&nbsp;<\/p>\n<p>\u8fd9\u79cd\u4ee3\u7406\u8bbe\u8ba1\u907f\u514d\u4e86\u5728\u6bcf\u6b21\u8c03\u7528\u5de5\u5177\u65f6\u90fd\u9700\u8981\u4f9d\u8d56\u5927\u578b\u7684\u89c4\u5212\u8bed\u8a00\u6a21\u578b\u3002\u4f46\u7531\u4e8e\u5b83\u4e0d\u652f\u6301\u53d8\u91cf\u7684\u8d4b\u503c\u64cd\u4f5c\uff0c\u4e14\u5fc5\u987b\u4e32\u884c\u8c03\u7528\u5de5\u5177\uff0c\u56e0\u6b64\u6bcf\u9879\u4efb\u52a1\u90fd\u9700\u8981\u5355\u72ec\u4f7f\u7528\u4e00\u4e2a\u8bed\u8a00\u6a21\u578b\u3002<\/p>\n<p>&nbsp;<\/p>\n<p>&nbsp;<\/p>\n<h2>\u72ec\u7acb\u89c2\u5bdf\u4e4b\u5916\u8fdb\u884c\u63a8\u7406<\/h2>\n<p>&nbsp;<\/p>\n<p>\u5728 [<a href=\"https:\/\/arxiv.org\/abs\/2305.18323\">ReWOO<\/a>]\u7814\u7a76\u4e2d\uff0c\u5f90\u7b49\u4eba\u8bbe\u8ba1\u4e86\u4e00\u79cd\u65b0\u578b\u7684\u4ee3\u7406\u6a21\u578b\uff0c\u8fd9\u79cd\u6a21\u578b\u98a0\u8986\u4e86\u4f20\u7edf\u6bcf\u4e2a\u4efb\u52a1\u5fc5\u987b\u4f9d\u8d56\u8bed\u8a00\u6a21\u578b(Large Language Model, LLM)\u7684\u65b9\u5f0f\uff0c\u5141\u8bb8\u540e\u7eed\u4efb\u52a1\u4f9d\u8d56\u524d\u4e00\u4efb\u52a1\u7684\u7ed3\u679c\u3002\u8be5\u6a21\u578b\u901a\u8fc7\u5728\u8f93\u51fa\u89c4\u5212\u4e2d\u52a0\u5165\u53d8\u91cf\u8d4b\u503c\u7684\u529f\u80fd\u6765\u5b9e\u73b0\u3002\u4e0b\u56fe\u4e3a\u8be5\u4ee3\u7406\u6a21\u578b\u7684\u8bbe\u8ba1\u56fe\u3002<\/p>\n<p>&nbsp;<\/p>\n<div style=\"width: 1010px\" class=\"wp-caption aligncenter\"><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-full wp-image-2588\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/02\/6d04e5af03fb12f.jpg\" width=\"1000\" height=\"662\" alt=\"LangChain\u8ba1\u5212\u6267\u884c\u578b\u667a\u80fd\u4f53-2\" title=\"LangChain\u8ba1\u5212\u6267\u884c\u578b\u667a\u80fd\u4f53-2\" srcset=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/02\/6d04e5af03fb12f.jpg 1000w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/02\/6d04e5af03fb12f-300x199.jpg 300w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/02\/6d04e5af03fb12f-768x508.jpg 768w\" sizes=\"auto, (max-width: 1000px) 100vw, 1000px\" \/><p class=\"wp-caption-text\">ReWOO\u4ee3\u7406\u6a21\u578b<\/p><\/div>\n<p>&nbsp;<\/p>\n<p>\u89c4\u5212\u5668\u8d1f\u8d23\u4ea7\u751f\u4e00\u4e2a\u5305\u62ec\u201c\u8ba1\u5212\u201d\uff08\u63a8\u7406\uff09\u4e0e\u201cE#\u201d\u884c\u4ea4\u66ff\u51fa\u73b0\u7684\u8ba1\u5212\u6e05\u5355\u3002\u4f8b\u5982\uff0c\u5bf9\u4e8e\u7528\u6237\u63d0\u51fa\u7684\u201c\u4eca\u5e74\u8d85\u7ea7\u7897\u4e89\u593a\u8005\u7684\u56db\u5206\u536b\u7edf\u8ba1\u6570\u636e\u662f\u4ec0\u4e48\u201d\u8fd9\u4e00\u67e5\u8be2\uff0c\u89c4\u5212\u5668\u53ef\u80fd\u751f\u6210\u5982\u4e0b\u8ba1\u5212\uff1a<\/p>\n<blockquote><p>\u8ba1\u5212\uff1a\u6211\u9700\u8981\u4e86\u89e3\u4eca\u5e74\u53c2\u52a0\u8d85\u7ea7\u7897\u7684\u7403\u961f<br \/>\nE1\uff1a\u641c\u7d22[\u8c01\u5728\u89d2\u9010\u8d85\u7ea7\u7897\uff1f]<br \/>\n\u8ba1\u5212\uff1a\u6211\u9700\u8981\u4e86\u89e3\u6bcf\u652f\u7403\u961f\u7684\u56db\u5206\u536b\u662f\u8c01<br \/>\nE2\uff1aLLM[\u7b2c\u4e00\u652f\u7403\u961f\u7684\u56db\u5206\u536b #E1]<br \/>\n\u8ba1\u5212\uff1a\u6211\u9700\u8981\u4e86\u89e3\u6bcf\u652f\u7403\u961f\u7684\u56db\u5206\u536b\u662f\u8c01<br \/>\nE3\uff1aLLM[\u7b2c\u4e8c\u652f\u7403\u961f\u7684\u56db\u5206\u536b #E1]<br \/>\n\u8ba1\u5212\uff1a\u6211\u9700\u8981\u67e5\u8be2\u7b2c\u4e00\u540d\u56db\u5206\u536b\u7684\u6570\u636e\u7edf\u8ba1<br \/>\nE4\uff1a\u641c\u7d22[#E2\u7684\u56db\u5206\u536b\u7edf\u8ba1\u6570\u636e]<br \/>\n\u8ba1\u5212\uff1a\u6211\u9700\u8981\u67e5\u8be2\u7b2c\u4e8c\u540d\u56db\u5206\u536b\u7684\u6570\u636e\u7edf\u8ba1<br \/>\nE5\uff1a\u641c\u7d22[#E3\u7684\u56db\u5206\u536b\u7edf\u8ba1\u6570\u636e]<\/p><\/blockquote>\n<p>\u8bf7\u6ce8\u610f\uff0c\u89c4\u5212\u5668\uff08<strong>planner<\/strong>\uff09\u5982\u4f55\u80fd\u901a\u8fc7\u5982`#E2`\u8fd9\u6837\u7684\u8bed\u6cd5\u6765\u5f15\u7528\u4e4b\u524d\u7684\u8f93\u51fa\u3002\u8fd9\u610f\u5473\u7740\u5b83\u53ef\u4ee5\u5728\u4e0d\u9700\u6bcf\u6b21\u91cd\u65b0\u5236\u5b9a\u8ba1\u5212\u7684\u60c5\u51b5\u4e0b\u6267\u884c\u4e00\u7cfb\u5217\u4efb\u52a1\u3002<\/p>\n<p>\u201c\u5de5\u4f5c\u8005\uff08<strong data-immersive-translate-walked=\"4ffd10fa-8b8e-452b-b5ca-ca467757b485\">worker<\/strong>\uff09\u201d\u8282\u70b9\u5c06\u904d\u5386\u6bcf\u4e2a\u4efb\u52a1\uff0c\u5e76\u5c06\u5b83\u4eec\u7684\u8f93\u51fa\u7ed3\u679c\u5206\u914d\u7ed9\u9884\u5b9a\u7684\u53d8\u91cf\u3002\u5e76\u4e14\uff0c\u5728\u6267\u884c\u540e\u7eed\u4efb\u52a1\u8c03\u7528\u65f6\uff0c\u7528\u5bf9\u5e94\u7684\u7ed3\u679c\u6765\u66ff\u4ee3\u8fd9\u4e9b\u53d8\u91cf\u3002<\/p>\n<p>\u6700\u7ec8\uff0c\u201c\u89e3\u51b3\u5668\uff08<strong data-immersive-translate-walked=\"4ffd10fa-8b8e-452b-b5ca-ca467757b485\">Solver<\/strong>\uff09\u201d\u5c06\u6240\u6709\u8f93\u51fa\u6574\u5408\uff0c\u5f97\u51fa\u6700\u7ec8\u7b54\u6848\u3002<\/p>\n<p>\u8fd9\u79cd\u4ee3\u7406\u8bbe\u8ba1\u7406\u5ff5\u53ef\u4ee5\u6bd4\u5355\u7eaf\u7684\u8ba1\u5212-\u6267\u884c\u6a21\u5f0f\u66f4\u4e3a\u9ad8\u6548\uff0c\u56e0\u4e3a\u6bcf\u4e00\u4e2a\u4efb\u52a1\u90fd\u4ec5\u4ec5\u5305\u542b\u5fc5\u8981\u7684\u4e0a\u4e0b\u6587\u4fe1\u606f\uff08\u5373\u5b83\u7684\u8f93\u5165\u548c\u53d8\u91cf\u503c\uff09\u3002<\/p>\n<p>\u4e0d\u8fc7\uff0c\u8fd9\u79cd\u8bbe\u8ba1\u8fd8\u662f\u57fa\u4e8e\u987a\u5e8f\u4efb\u52a1\u6267\u884c\uff0c\u53ef\u80fd\u4f1a\u5bfc\u81f4\u6574\u4f53\u8fd0\u884c\u65f6\u95f4\u8f83\u957f\u3002<\/p>\n<p>&nbsp;<\/p>\n<p>&nbsp;<\/p>\n<h2>LLMCompiler<\/h2>\n<p>&nbsp;<\/p>\n<div style=\"width: 1010px\" class=\"wp-caption aligncenter\"><img loading=\"lazy\" decoding=\"async\" class=\"aligncenter size-full wp-image-2589\" src=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/02\/339f2665fd4271a.jpg\" width=\"1000\" height=\"707\" alt=\"LangChain\u8ba1\u5212\u6267\u884c\u578b\u667a\u80fd\u4f53-3\" title=\"LangChain\u8ba1\u5212\u6267\u884c\u578b\u667a\u80fd\u4f53-3\" srcset=\"https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/02\/339f2665fd4271a.jpg 1000w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/02\/339f2665fd4271a-300x212.jpg 300w, https:\/\/www.kdjingpai.com\/wp-content\/uploads\/2024\/02\/339f2665fd4271a-768x543.jpg 768w\" sizes=\"auto, (max-width: 1000px) 100vw, 1000px\" \/><p class=\"wp-caption-text\">LLMCompiler \u4ee3\u7406<\/p><\/div>\n<p>&nbsp;<\/p>\n<p><strong>LLMCompiler<\/strong> \u662f\u7531 [<a href=\"https:\/\/arxiv.org\/abs\/2312.04511\">Kim\u56e2\u961f<\/a>]\u7814\u53d1\u7684\u4e00\u4e2a\u4ee3\u7406\u4f53\u7cfb\u7ed3\u6784\uff0c\u5b83\u7684\u8bbe\u8ba1\u76ee\u7684\u662f\u63d0\u5347\u4efb\u52a1\u6267\u884c\u6548\u7387\uff0c\u8d85\u8fc7\u4e86\u4e4b\u524d\u4ecb\u7ecd\u7684\u8ba1\u5212-\u6267\u884c\u4e0eReWOO\u4ee3\u7406\uff0c\u751a\u81f3\u9ad8\u4e8eOpenAI\u5e76\u884c\u5de5\u5177\u8c03\u7528\u7684\u901f\u5ea6\u3002<\/p>\n<p>&nbsp;<\/p>\n<p>LLMCompiler\u4e3b\u8981\u7531\u4ee5\u4e0b\u90e8\u5206\u7ec4\u6210\uff1a<\/p>\n<p>1. <strong>\u89c4\u5212\u5668\uff08Planner\uff09<\/strong>\uff1a\u5b83\u53ef\u4ee5\u751f\u6210\u4e00\u4e2a\u4efb\u52a1\u7684\u6709\u5411\u65e0\u73af\u56fe\uff08DAG\uff09\u3002\u6bcf\u4e2a\u4efb\u52a1\u90fd\u5305\u62ec\u5de5\u5177\u3001\u53c2\u6570\u548c\u4e00\u4e2a\u4f9d\u8d56\u5173\u7cfb\u5217\u8868\u3002<\/p>\n<p>2. <strong>\u4efb\u52a1\u83b7\u53d6\u5355\u5143\uff08Task Fetching Unit\uff09<\/strong>\u00a0\u8d1f\u8d23\u4efb\u52a1\u7684\u7f16\u6392\u4e0e\u6267\u884c\u3002\u5b83\u53ef\u4ee5\u63a5\u53d7\u4efb\u52a1\u6d41\uff0c\u5e76\u5728\u4efb\u52a1\u7684\u4f9d\u8d56\u88ab\u6ee1\u8db3\u540e\u8fdb\u884c\u8c03\u5ea6\u3002\u7531\u4e8e\u8bb8\u591a\u5de5\u5177\u90fd\u9700\u8981\u8fdb\u884c\u989d\u5916\u7684\u641c\u7d22\u5f15\u64ce\u6216LLM\u8c03\u7528\uff0c\u8fd9\u79cd\u5e76\u884c\u6267\u884c\u53ef\u4ee5\u663e\u8457\u63d0\u5347\u901f\u5ea6\uff08\u636e\u8bba\u6587\u53ef\u63d0\u9ad83.6\u500d\uff09\u3002<\/p>\n<p>3. <strong>\u8fde\u63a5\u5668\uff08Joiner\uff09<\/strong>\uff1a\u8fd9\u90e8\u5206\u53ef\u4ee5\u57fa\u4e8e\u6574\u4e2a\u4efb\u52a1\u6267\u884c\u7684\u5386\u53f2\uff08\u5305\u62ec\u4efb\u52a1\u7684\u6267\u884c\u7ed3\u679c\uff09\u52a8\u6001\u5730\u91cd\u65b0\u89c4\u5212\u6216\u662f\u7ed3\u675f\u4efb\u52a1\u3002\u8fd9\u662fLLM\u73af\u8282\u7684\u4e00\u6b65\uff0c\u5b83\u51b3\u5b9a\u4e86\u662f\u76f4\u63a5\u5448\u73b0\u6700\u7ec8\u7ed3\u679c\uff0c\u8fd8\u662f\u5c06\u8fdb\u5ea6\u8fd4\u56de\u7ed9\u89c4\u5212\u5668\u4ee5\u4fbf\u7ee7\u7eed\u5de5\u4f5c\u3002<\/p>\n<p>\u6b64\u67b6\u6784\u52a0\u901f\u6267\u884c\u7684\u5173\u952e\u70b9\u5728\u4e8e\uff1a<\/p>\n<ul>\n<li><strong>\u89c4\u5212\u5668<\/strong>\u7684\u8f93\u51fa\u662f<strong>\u6d41\u5f0f\u7684<\/strong>\uff1b\u5b83\u80fd\u591f\u5373\u65f6\u4ea7\u51fa\u4efb\u52a1\u53c2\u6570\u548c\u5b83\u4eec\u7684\u4f9d\u8d56\u5173\u7cfb\u3002<\/li>\n<li><strong>\u4efb\u52a1\u83b7\u53d6\u5355\u5143<\/strong> 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<code>search(\"${1}\")<\/code>\u00a0\u6765\u67e5\u8be2\u7531\u4efb\u52a11\u751f\u6210\u7684\u641c\u7d22\u5185\u5bb9\u3002\u8fd9\u79cd\u65b9\u6cd5\u8ba9\u4ee3\u7406\u7684\u5de5\u4f5c\u6548\u7387\u8d85\u8fc7\u4e86OpenAI\u7684\u666e\u901a\u5e76\u884c\u5de5\u5177\u8c03\u7528\u3002<\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n<p>\u901a\u8fc7\u628a\u4efb\u52a1\u7ec4\u7ec7\u6210\u6709\u5411\u65e0\u73af\u56fe\uff0c\u4e0d\u4ec5\u80fd\u8282\u7701\u5728\u8c03\u7528\u5de5\u5177\u65f6\u7684\u5b9d\u8d35\u65f6\u95f4\uff0c\u8fd8\u80fd\u5e26\u7ed9\u7528\u6237\u66f4\u597d\u7684\u4f53\u9a8c\u3002<\/p>\n<p>&nbsp;<\/p>\n<p>&nbsp;<\/p>\n<h2>\u603b\u7ed3<\/h2>\n<p>&nbsp;<\/p>\n<p>\u4ee5\u4e0a\u4e09\u79cd\u4ee3\u7406\u67b6\u6784\u662f\u201c\u8ba1\u5212-\u6267\u884c\u201d\u8bbe\u8ba1\u6a21\u5f0f\u7684\u539f\u578b\uff0c\u5c06 LLM\u9a71\u52a8\u7684\u201c\u89c4\u5212\u5668\u201d\u4e0e\u5de5\u5177\u6267\u884c\u8fd0\u884c\u65f6\u5206\u79bb\u5f00\u6765\u3002\u5982\u679c\u60a8\u7684\u5e94\u7528\u7a0b\u5e8f\u9700\u8981\u591a\u6b21\u8c03\u7528\u5de5\u5177\u6216API\uff0c\u8fd9\u4e9b\u65b9\u6cd5\u53ef\u4ee5\u7f29\u77ed\u5f97\u5230\u6700\u7ec8\u7ed3\u679c\u7684\u65f6\u95f4\uff0c\u5e76\u901a\u8fc7\u51cf\u5c11\u5bf9\u66f4\u9ad8\u7ea7LLM\u7684\u8c03\u7528\uff0c\u5e2e\u52a9\u60a8\u964d\u4f4e\u6210\u672c\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u8ba1\u5212\u6267\u884c\u578b\u667a\u80fd\u4f53\u63d0\u4f9b\u4e86\u4e00\u79cd\u6bd4\u4ee5\u5f80\u8bbe\u8ba1\u66f4\u5feb\u3001\u66f4\u7ecf\u6d4e\u4e14\u6027\u80fd\u66f4\u5f3a\u7684\u4efb\u52a1\u6267\u884c\u65b9\u6848\u3002\u672c\u6587\u5c06\u6307\u5bfc\u60a8\u5728LangGraph\u4e2d\u6784\u5efa\u4e09\u79cd\u89c4\u5212\u667a\u80fd\u4f53\u3002 &nbsp; \u6211\u4eec\u5728LangGraph\u5e73\u53f0\u4e0a\u63a8\u51fa\u4e86\u4e09\u79cd\u201c\u8ba1\u5212\u6267\u884c\u201d\u6a21\u5f0f\u7684\u667a\u80fd\u4f53\u7ed3\u6784\u3002\u8fd9\u4e9b\u667a\u80fd\u4f53\u5728\u4e0e\u7ecf\u5178\u7684\u63a8\u7406\u4e0e&#8230;<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[34],"tags":[],"class_list":["post-723","post","type-post","status-publish","format-standard","hentry","category-knowledge"],"_links":{"self":[{"href":"https:\/\/www.kdjingpai.com\/de\/wp-json\/wp\/v2\/posts\/723","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.kdjingpai.com\/de\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.kdjingpai.com\/de\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.kdjingpai.com\/de\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/www.kdjingpai.com\/de\/wp-json\/wp\/v2\/comments?post=723"}],"version-history":[{"count":0,"href":"https:\/\/www.kdjingpai.com\/de\/wp-json\/wp\/v2\/posts\/723\/revisions"}],"wp:attachment":[{"href":"https:\/\/www.kdjingpai.com\/de\/wp-json\/wp\/v2\/media?parent=723"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.kdjingpai.com\/de\/wp-json\/wp\/v2\/categories?post=723"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.kdjingpai.com\/de\/wp-json\/wp\/v2\/tags?post=723"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}