{"id":38409,"date":"2023-09-18T20:01:01","date_gmt":"2022-11-02T07:40:50","guid":{"rendered":"https:\/\/www.silicloud.com\/zh\/blog\/%e4%bd%bf%e7%94%a8azure-openai%e5%92%8clangchain%e6%9d%a5%e5%ad%a6%e4%b9%a0react%e7%9a%84%e6%a6%82%e5%bf%b5%e3%80%82\/"},"modified":"2024-05-04T00:23:32","modified_gmt":"2024-05-03T16:23:32","slug":"%e4%bd%bf%e7%94%a8azure-openai%e5%92%8clangchain%e6%9d%a5%e5%ad%a6%e4%b9%a0react%e7%9a%84%e6%a6%82%e5%bf%b5%e3%80%82","status":"publish","type":"post","link":"https:\/\/www.silicloud.com\/zh\/blog\/%e4%bd%bf%e7%94%a8azure-openai%e5%92%8clangchain%e6%9d%a5%e5%ad%a6%e4%b9%a0react%e7%9a%84%e6%a6%82%e5%bf%b5%e3%80%82\/","title":{"rendered":"\u4f7f\u7528Azure OpenAI\u548cLangChain\u6765\u5b66\u4e60ReAct\u7684\u6982\u5ff5"},"content":{"rendered":"<div><img decoding=\"async\" class=\"post-images\" title=\"\" src=\"https:\/\/cdn.silicloud.com\/blog-img\/blog\/img\/657d347c37434c4406c690b0\/0-0.png\" alt=\"react.png\" \/><\/div>\n<h1>\u9996\u5148<\/h1>\n<p>\u672c\u6587\u662fAP\u901a\u4fe12023\u5e74\u5723\u8bde\u65e5\u5386\u7684\u7b2c\u5341\u4e8c\u7bc7\u6587\u7ae0\u3002<\/p>\n<p>&nbsp;<\/p>\n<p>\u6211\u4eec\u5c06\u4f7f\u7528 Azure OpenAI \u670d\u52a1\u548c LangChain \u6765\u5b66\u4e60 ReAct \u7684\u6982\u5ff5\u3002\u56e0\u4e3a\u6211\u4eec\u4ece\u5927\u89c4\u6a21\u8bed\u8a00\u6a21\u578b\u7684\u6982\u5ff5\u89e3\u91ca\u5f00\u59cb\u5199\uff0c\u6240\u4ee5\u5373\u4f7f\u662f\u521d\u5b66\u8005\u4e5f\u53ef\u4ee5\u653e\u5fc3\u9605\u8bfb\u5e76\u7ee7\u7eed\u9605\u8bfb\u3002<\/p>\n<p>\u5982\u679c\u60a8\u5bf9\u4eba\u5de5\u667a\u80fd\u548c\u5927\u89c4\u6a21\u8bed\u8a00\u6a21\u578b\uff08LLM\uff09\u611f\u5174\u8da3\u7684\u8bdd\uff0c\u6b22\u8fce\u4e00\u8bfb\u3002<\/p>\n<h1>\u5927\u898f\u6a21\u8a00\u8a9e\u6a21\u578b\uff08LLM\uff09\u7684\u6982\u8ff0\u53ca\u6311\u6230<\/h1>\n<p>\u5927\u898f\u6a21\u8a00\u8a9e\u6a21\u578b\uff08LLM\uff09\u6307\u7684\u662f\u5728\u81ea\u7136\u8bed\u8a00\u5904\u7406\uff08NLP\uff09\u9886\u57df\u4f7f\u7528\u5927\u91cf\u6587\u672c\u6570\u636e\u8fdb\u884c\u8bad\u7ec3\u7684\u673a\u5668\u5b66\u4e60\u6a21\u578b\u3002<\/p>\n<p>LLM \u53ef\u4ee5\u505a\u4ee5\u4e0b\u7684\u4e8b\u60c5\u3002<\/p>\n<ul class=\"post-ul\">\n<li style=\"list-style-type: none;\">\n<ul class=\"post-ul\">\u81ea\u7136\u8a00\u8a9e\u751f\u6210<\/ul>\n<\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n<ul class=\"post-ul\">\n<li style=\"list-style-type: none;\">\n<ul class=\"post-ul\">\u8cea\u554f\u5fdc\u7b54<\/ul>\n<\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n<ul class=\"post-ul\">\n<li style=\"list-style-type: none;\">\n<ul class=\"post-ul\">\u7ffb\u8a33<\/ul>\n<\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n<ul class=\"post-ul\">\n<li style=\"list-style-type: none;\">\n<ul class=\"post-ul\">\u8981\u7d04<\/ul>\n<\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n<ul class=\"post-ul\">\n<li style=\"list-style-type: none;\">\n<ul class=\"post-ul\">\u6587\u66f8\u5206\u985e<\/ul>\n<\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n<ul class=\"post-ul\">\n<li style=\"list-style-type: none;\">\n<ul class=\"post-ul\">\u8981\u7d20\u8a8d\u8b58<\/ul>\n<\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n<ul class=\"post-ul\">\u611f\u60c5\u5206\u6790<\/ul>\n<p>\u7279\u522b\u662f\u95ee\u7b54\u65b9\u9762\uff0c\u5728ChatGPT\u7684\u51fa\u73b0\u4e0b\u53d8\u5f97\u975e\u5e38\u719f\u6089\u4e86\u5427\u3002<\/p>\n<p>\u867d\u7136ChatGPT\u5f88\u6709\u540d\uff0c\u4f46\u5b9e\u9645\u4e0a\u8fd8\u6709\u5176\u4ed6\u516c\u53f8\u53d1\u5e03\u4e86\u5927\u89c4\u6a21\u8bed\u8a00\u6a21\u578b\u3002<\/p>\n<div><img decoding=\"async\" class=\"post-images\" title=\"\" src=\"https:\/\/cdn.silicloud.com\/blog-img\/blog\/img\/657d347c37434c4406c690b0\/12-0.png\" alt=\"llmlist.png\" \/><\/div>\n<p>\u8bf7\u4f7f\u7528\u4ee5\u4e0b\u7684\u94fe\u63a5\u67e5\u770b\u6211\u63d0\u4f9b\u7684\u8bba\u6587\uff1a<\/p>\n<p>https:\/\/arxiv.org\/pdf\/2104.04473.pdf<\/p>\n<div>\n<div class=\"post-table\">enterprisellm nameGoogleBERTOpenAIGPTNVIDIAMegatron-LMMicrosoftTurning-NLGGoogleBard<\/div>\n<\/div>\n<p>\u5982\u679c\u4ee5\u6700\u8fd1\u5907\u53d7\u5173\u6ce8\u7684ChatGPT\u4e3a\u4f8b\u8fdb\u884c\u4ecb\u7ecd\uff0c\u53ef\u4ee5\u63cf\u8ff0\u5982\u4e0b\u3002<\/p>\n<ul class=\"post-ul\">\n<li style=\"list-style-type: none;\">\n<ul class=\"post-ul\">2022 \u5e74 11 \u6708 30 \u65e5\u30ea\u30ea\u30fc\u30b9<\/ul>\n<\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n<ul class=\"post-ul\">\n<li style=\"list-style-type: none;\">\n<ul class=\"post-ul\">GPT \u30e2\u30c7\u30eb\u3092\u4f7f\u3063\u3066\u4f5c\u3089\u308c\u305f\u30c1\u30e3\u30c3\u30c8\u30a2\u30d7\u30ea\u30b5\u30fc\u30d3\u30b9<\/ul>\n<\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n<ul class=\"post-ul\">\n<li style=\"list-style-type: none;\">\n<ul class=\"post-ul\">\u30ea\u30ea\u30fc\u30b9\u5f8c 2 \u30f6\u6708\u3067\uff11\u5104\u30e6\u30fc\u30b6\u7a81\u7834<\/ul>\n<\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n<ul class=\"post-ul\">GPT3\/4 \u30e2\u30c7\u30eb\u306e\u5b66\u7fd2\u30c7\u30fc\u30bf\u306f 2022 \u5e74 1 \u6708\u307e\u3067\u306e\u30c7\u30fc\u30bf\u3057\u304b\u306a\u3044<\/ul>\n<p>\u9700\u8981\u6ce8\u610f\u7684\u662f\uff0cGPT3\/4 \u6a21\u578b\u7684\u8bad\u7ec3\u6570\u636e\u53ea\u6709\u622a\u81f32022\u5e741\u6708\u7684\u6570\u636e\u3002\u8003\u8651\u5230\u8981\u5c06\u65b0\u7684\u4fe1\u606f\u548c\u672a\u77e5\u4fe1\u606f\uff08\u5982\u5404\u516c\u53f8\u7684\u72ec\u7279\u4fe1\u606f\uff09\u7eb3\u5165AI\u5e76\u52a0\u4ee5\u5229\u7528\uff0c\u6211\u4eec\u9700\u8981\u52a0\u5f3a\u8bed\u8a00\u6a21\u578b\u3002<\/p>\n<h1>\u63d0\u5347LLM\u7684\u65b9\u6cd5<\/h1>\n<p>\u5c31\u50cf\u524d\u9762\u63d0\u5230\u7684\uff0c\u5927\u578b\u8bed\u8a00\u6a21\u578b\uff08LLM\uff09\u7684\u95ee\u9898\u662f\u4eba\u5de5\u667a\u80fd\u53ea\u80fd\u5728\u5176\u5b66\u4e60\u8303\u56f4\u5185\u63d0\u4f9b\u7b54\u6848\u3002\u968f\u7740\u8fd1\u5e74\u6765\u4eba\u5de5\u667a\u80fd\u7684\u9700\u6c42\u589e\u52a0\uff0c\u4ee5\u4e0b\u662f\u4e00\u4e9b\u9700\u6c42\u7684\u4f8b\u5b50\u3002<\/p>\n<ul class=\"post-ul\">\n<li style=\"list-style-type: none;\">\n<ul class=\"post-ul\">2022 \u5e74 1 \u6708\u4ee5\u964d\u306e\u60c5\u5831\u304c\u5fc5\u8981\u3068\u306a\u308b\u56de\u7b54\u3082\u6b63\u78ba\u306b\u8fd4\u3057\u3066\u307b\u3057\u3044<\/ul>\n<\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n<ul class=\"post-ul\">\n<li style=\"list-style-type: none;\">\n<ul class=\"post-ul\">\u5916\u90e8\u306b\u306f\u516c\u958b\u3057\u3066\u3044\u306a\u3044\u793e\u5185\u306e\u60c5\u5831\u3078\u306e\u8cea\u554f\u306b\u3082\u6b63\u78ba\u306b\u8fd4\u3057\u3066\u307b\u3057\u3044<\/ul>\n<\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n<ul class=\"post-ul\">&#8230;etc<\/ul>\n<p>\u8981\u5b9e\u73b0\u4ee5\u4e0a\u76ee\u6807\uff0c\u5fc5\u987b\u52a0\u5f3a LLM\u3002<\/p>\n<p>\u56e0\u6b64\uff0c\u6709\u4e24\u79cd\u65b9\u6cd5\u53ef\u4ee5\u63d0\u5347LLM\u7684\u80fd\u529b\u3002<\/p>\n<ol>\n<li style=\"list-style-type: none;\">\n<ol>Prompt Engineering\uff1a<\/ol>\n<\/li>\n<\/ol>\n<p>&nbsp;<\/p>\n<ol>\n<li style=\"list-style-type: none;\">\n<ol>\u901a\u8fc7\u5411 LLM \u63d0\u4f9b\u5305\u542b\u9644\u52a0\u6570\u636e\u7684\u63d0\u793a\uff0c\u6216\u8005\u5728\u63d0\u793a\u4e2d\u8c03\u7528\u5916\u90e8\u5de5\u5177\u6765\u6dfb\u52a0\u6570\u636e\uff0c\u4ee5\u63d0\u9ad8\u7b54\u6848\u51c6\u786e\u5ea6\u7684\u65b9\u6cd5\u3002<\/ol>\n<\/li>\n<\/ol>\n<p>\u4ee5\u524d\u7684\u4fe1\u606f\u4f5c\u4e3a\u63d0\u793a\u6765\u56de\u7b54\u95ee\u9898<br \/>\n\u5728\u7f51\u4e0a\u641c\u7d22\u6765\u56de\u7b54\u95ee\u9898&#8230;\u7b49\u3002<\/p>\n<p>Fine-tuning\uff1a<br \/>\n\u901a\u8fc7\u91cd\u65b0\u8bad\u7ec3 LLM \u5e76\u8c03\u6574\u53c2\u6570\u6765\u63d0\u9ad8\u7b54\u6848\u51c6\u786e\u5ea6\u7684\u65b9\u6cd5\u3002<\/p>\n<p>\u521b\u5efa\u5168\u65b0\u7684 GPT3.5 \u6216 GPT4&#8230;\u7b49\u3002<\/p>\n<p>\u5f53\u7136\uff0c\u901a\u8fc7Fine-tuning\u53ef\u4ee5\u63d0\u9ad8\u56de\u7b54\u7684\u51c6\u786e\u6027\u7684\u53ef\u80fd\u6027\u589e\u52a0\u3002<br \/>\n\u7136\u800c\uff0cLLM\u672c\u8eab\u662f\u901a\u8fc7\u6295\u5165\u6570\u4ebf\u3001\u6570\u5341\u4ebf\u7684\u8d44\u91d1\u548c\u5927\u91cf\u6570\u636e\u521b\u5efa\u7684\uff0c\u6240\u4ee5\u8981\u5b9e\u65bdFine-tuning\u9700\u8981\u5de8\u5927\u7684\u6210\u672c\u548c\u6570\u636e\u91cf\u3002<\/p>\n<p>\u5728\u8fd9\u79cd\u60c5\u51b5\u4e0b\uff0cPrompt Engineering \u7684\u65b9\u6cd5\u8bba ReAct \u662f\u4e00\u4e2a\u5f88\u597d\u7684\u5e94\u7528\u3002<\/p>\n<h1>ReAct\u662f\u4ec0\u4e48\uff1f<\/h1>\n<p>ReAct\uff08REasoning and ACTing\uff09\u662f\u4e00\u79cd\u4f7f\u7528\u8bed\u8a00\u6a21\u578b\uff08LLM\uff09\u540c\u65f6\u8fdb\u884c\u63a8\u7406\u548c\u884c\u52a8\u7684\u65b0\u6846\u67b6\u3002<br \/>\nReAct\u7684\u4e3b\u8981\u76ee\u6807\u662f\u901a\u8fc7\u6574\u5408\u81ea\u7136\u8bed\u8a00\u63a8\u7406\u548c\u51b3\u7b56\u4efb\u52a1\uff0c\u5b9e\u73b0\u66f4\u9ad8\u7ea7\u7684\u8bed\u8a00\u7406\u89e3\u548c\u77e5\u8bc6\u5e94\u7528\u3002<\/p>\n<p>\uff08ReAct \u7684\u8bba\u6587\u5728\u6b64\u5904\uff09[https:\/\/react-lm.github.io\/]\u3002<\/p>\n<p>ReAct\u7684\u64cd\u4f5c\u4e3b\u8981\u5206\u4e3a\u4ee5\u4e0b\u4e24\u4e2a\u6b65\u9aa4\u3002<\/p>\n<ol>\n<li style=\"list-style-type: none;\">\n<ol>\u63a8\u7406(Reasoning)\uff1a\u5bf9\u95ee\u9898\u9886\u57df\u8fdb\u884c\u5206\u6790\uff0c\u8003\u8651\u641c\u7d22\u7684\u65b9\u6cd5\u548c\u5185\u5bb9\u3002<\/ol>\n<\/li>\n<\/ol>\n<p>\u884c\u52a8(Acting) + \u89c2\u5bdf(Observation)\uff1a\u6839\u636e\u95ee\u9898\u9886\u57df\u7684\u5206\u6790\u7ed3\u679c\u8fdb\u884c\u5177\u4f53\u4fe1\u606f\u7684\u641c\u7d22\u548c\u6536\u96c6\uff0c<br \/>\n\u5c06\u641c\u7d22\u7ed3\u679c\u8fdb\u884c\u603b\u7ed3\u5e76\u5236\u4f5c\u7b54\u6848\u3002<\/p>\n<p>\u5982\u679c\u4e3e\u4e00\u4e2a\u5177\u4f53\u7684\u4f8b\u5b50\uff0c\u5c31\u4f1a\u53d8\u6210\u4ee5\u4e0b\u56fe\u7247\u4e2d\u7684\u611f\u89c9\u3002<\/p>\n<div><img decoding=\"async\" class=\"post-images\" title=\"\" src=\"https:\/\/cdn.silicloud.com\/blog-img\/blog\/img\/657d347c37434c4406c690b0\/32-0.png\" alt=\"react_zentai.png\" \/><\/div>\n<p>ReAct\u7684\u8fd0\u884c\u8fc7\u7a0b<\/p>\n<ol>\n<li style=\"list-style-type: none;\">\n<ol>\u5bf9\u4e8e\u6765\u81ea\u4ed6\u4eba\u7684\u95ee\u9898\uff0c<\/ol>\n<\/li>\n<\/ol>\n<p>&nbsp;<\/p>\n<ol>\n<li style=\"list-style-type: none;\">\n<ol>\u5411OpenAI\u63d0\u51fa\u95ee\u9898\uff08\u5728\u53d1\u9001\u5230OpenAI\u7684\u63d0\u793a\u4e2d\u5305\u542b\u4f7f\u7528Bing\u641c\u7d22\u5de5\u5177\u7684\u9009\u9879\uff09\u3002<\/ol>\n<\/li>\n<\/ol>\n<p>&nbsp;<\/p>\n<ol>\n<li style=\"list-style-type: none;\">\n<ol>\u5728\u4ec5\u7528OpenAI\u56de\u7b54\u56f0\u96be\u7684\u60c5\u51b5\u4e0b\uff0c<\/ol>\n<\/li>\n<\/ol>\n<p>&nbsp;<\/p>\n<ol>\n<li style=\"list-style-type: none;\">\n<ol>\u4f7f\u7528Bing\u641c\u7d22\u8fdb\u884c\u4fe1\u606f\u67e5\u8be2\u3002<\/ol>\n<\/li>\n<\/ol>\n<p>&nbsp;<\/p>\n<ol>\n<li style=\"list-style-type: none;\">\n<ol>\u5c06\u4eceBing\u641c\u7d22\u83b7\u5f97\u7684\u4fe1\u606f\u518d\u6b21\u53d1\u9001\u7ed9OpenAI\uff0c\u4ee5\u5236\u4f5c\u7b54\u6848\u7684\u6458\u8981\u3002<\/ol>\n<\/li>\n<\/ol>\n<p>&nbsp;<\/p>\n<ol>\u5c06\u7b54\u6848\u53d1\u9001\u7ed9\u63d0\u95ee\u8005\u3002<\/ol>\n<p>\u53ea\u9700\u8981\u4e00\u4e2a\u7248\u672c\uff1a<br \/>\n\u4ece2022\u5e741\u6708\u5f00\u59cb\uff0c\u901a\u8fc7\u518d\u6b21\u5c06\u641c\u7d22\u4fe1\u606f\u53d1\u9001\u7ed9OpenAI\uff0c\u5c31\u53ef\u4ee5\u63d0\u4f9b\u7b54\u6848\u3002<\/p>\n<p>\u5728\u4e0a\u8ff0\u4f8b\u5b50\u4e2d\uff0c\u867d\u7136\u4f7f\u7528\u4e86BingSearch\uff0c\u4f46\u8fd8\u53ef\u4ee5\u4f7f\u7528\u5404\u79cd\u4e0d\u540c\u7684\u5de5\u5177\u3002<br \/>\n\u4f8b\u5982\uff0c\u53ef\u4ee5\u5c06BingSearch\u90e8\u5206\u66f4\u6539\u4e3a\u516c\u53f8\u5185\u90e8\u4fe1\u606f\uff0c\u8fd9\u6837\u5c31\u53ef\u4ee5\u521b\u5efa\u4e00\u4e2a\u80fd\u56de\u7b54\u516c\u53f8\u5185\u90e8\u95ee\u9898\u7684OpenAI\u3002<\/p>\n<p>\u6211\u8ba4\u4e3a\u53ef\u4ee5\u6784\u5efa\u4e00\u4e2a\u9ad8\u5ea6\u53ef\u6269\u5c55\u3001\u76f8\u5f53\u65b9\u4fbf\u548c\u6709\u8da3\u7684\u7cfb\u7edf\u3002\u6211\u8ba4\u4e3a\u5728\u672a\u6765\uff0c\u5404\u4e2a\u4f01\u4e1a\u5c06\u4e0d\u65ad\u63a8\u52a8\u6570\u5b57\u8f6c\u578b\uff0c\u6211\u4e2a\u4eba\u671f\u671b\u5728\u8fd9\u4e2a\u8fc7\u7a0b\u4e2d\u4f1a\u5e7f\u6cdb\u5e94\u7528ReAct\u6982\u5ff5\u3002<\/p>\n<p>\u6211\u5011\u4f86\u5be6\u969b\u5275\u5efa\u4e00\u500b\u7c21\u55ae\u7684\u61c9\u7528\u7a0b\u5f0f\uff0c\u4e26\u9a57\u8b49\u5176\u904b\u4f5c\uff01<\/p>\n<h1>ReAct 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