{"id":695,"date":"2023-12-25T10:11:38","date_gmt":"2023-12-25T02:11:38","guid":{"rendered":"http:\/\/madapapa.com\/wordpress\/?p=695"},"modified":"2023-12-28T08:29:58","modified_gmt":"2023-12-28T00:29:58","slug":"langchain-ying-yong-ke-cheng","status":"publish","type":"post","link":"http:\/\/madapapa.com\/wordpress\/?p=695","title":{"rendered":"langchain\u5e94\u7528\u8bfe\u7a0b"},"content":{"rendered":"<p>\u8fd9\u662f\u5434\u6069\u8fbe\u548clangchain\u521b\u59cb\u4eba\u8054\u5408\u5f00\u7684\u4e00\u95e8\u8bfe\uff0c\u76ee\u524d\u6211\u5728\u5b66\u4e24\u4e2a\u8bfe\u7a0b\uff0c1\u4e2a\u662f\u5e94\u7528\u6846\u67b6\u4ecb\u7ecd\uff0c1\u4e2a\u662flangchain\u548cdata\u7ed3\u5408\u3002<br \/>\n<a href=\"https:\/\/learn.deeplearning.ai\/langchain\/lesson\/2\/models,-prompts-and-parsers\">langchain application course<\/a><\/p>\n<p>##\u6211\u7684\u521d\u6b65\u601d\u8003<\/p>\n<ul>\n<li>langchain\u7684\u5e94\u7528\u6846\u67b6\uff0c\u6838\u5fc3\uff0c\u662f\u4e3a\u4e86\u66f4\u597d\u7684\u5b8c\u6210\u5bf9llm\u7684\u8f93\u5165\u548c\u8f93\u51fa\u3002\u4e3a\u4ec0\u4e48\u666e\u901a\u7528\u6237\u4e0d\u53ef\u4ee5\u5b8c\u6210\u4e00\u4e2a\u5b8c\u7f8e\u7684prompt\uff0c\u56e0\u4e3a\u7f3a\u4e4f\u8bad\u7ec3\uff0c\u6216\u8005\u56e0\u4e3a\u5b8c\u7f8e\u7684prompt\u91cd\u590d\u6027\u5185\u5bb9\u5f88\u591a\uff0c\u7279\u522b\u662f\u9488\u5bf9\u67d0\u4e00\u7c7b\u5782\u76f4\u9886\u57df\u7684\u4e1a\u52a1\uff0c\u5176\u6a21\u5f0f\u662f\u975e\u5e38\u56fa\u5b9a\u7684\uff0c\u4eba\u5c31\u61d2\u60f0\u4e86\u3002\n<ol>\n<li>\u6211\u4eec\u9996\u5148\u8981\u5b8c\u6210\u4e00\u4e2a\u5b8c\u7f8e\u7684prompt\uff08\u548cparsers\uff09 \uff1b<\/li>\n<li>\u7136\u540e\u5206\u6790\u8fd9\u4e2aprompt\uff0c\u91cc\u9762\u6709\u54ea\u4e9b\u5185\u5bb9\u662f\u53ef\u4ee5\u91cd\u590d\u4f7f\u7528\uff1f\u7075\u6d3b\u4f7f\u7528\u7684\uff1f\u628a\u8fd9\u90e8\u5206\u62ff\u51fa\u6765\u4f5c\u4e3a\u6a21\u7248\u6216\u8005\u53d8\u91cf\uff0c\u4f8b\u5982\uff1a\u8bed\u8a00\u7684\u9009\u62e9\uff0c\u5f62\u5f0f\u7684\u9009\u62e9\uff0c\u8bed\u6c14\u7684\u9009\u62e9\u7b49\u5f85\uff1b<\/li>\n<li>\u5728\u4e0a\u9762\u4e1a\u52a1\u5206\u6790\u7684\u57fa\u7840\u4e0a\uff0c\u5229\u7528langchain\u7684\u5404\u79cd\u7ec4\u5efa\uff0c\u5b9e\u73b0\u4e0a\u9762\u7684\u8bbe\u8ba1\u3002<\/li>\n<\/ol>\n<\/li>\n<\/ul>\n<h2><a id=\"chatapi%E6%9C%89%E4%B8%A4%E7%A7%8D%E6%96%B9%E5%BC%8F\" class=\"anchor\" aria-hidden=\"true\"><span class=\"octicon octicon-link\"><\/span><\/a>chatapi\u6709\u4e24\u79cd\u65b9\u5f0f<\/h2>\n<h3><a id=\"%E7%9B%B4%E6%8E%A5%E8%B0%83%E7%94%A8openai%E7%9A%84api\" class=\"anchor\" aria-hidden=\"true\"><span class=\"octicon octicon-link\"><\/span><\/a>\u76f4\u63a5\u8c03\u7528openai\u7684api<\/h3>\n<pre><code class=\"language-plain_text\">response = openai.ChatCompletion.create(\n\n        model=model,\n\n        messages=messages,\n\n        temperature=0, \n\n    )\n    \n<\/code><\/pre>\n<h3><a id=\"%E8%B0%83%E7%94%A8langchain%E6%9D%A5%E5%AE%9E%E7%8E%B0\" class=\"anchor\" aria-hidden=\"true\"><span class=\"octicon octicon-link\"><\/span><\/a>\u8c03\u7528langchain\u6765\u5b9e\u73b0<\/h3>\n<pre><code class=\"language-plain_text\">chat = ChatOpenAI(temperature=0.0, model=llm_model)\n<\/code><\/pre>\n<p><img decoding=\"async\" src=\"http:\/\/madapapa.com\/wordpress\/wp-content\/uploads\/2023\/12\/17034884168331.jpg\" alt=\"\" \/><\/p>\n<p>\u7ef4\u7279\u6839\u65af\u5766\u8bf4\u8fc7\uff0c\u4f60\u5982\u4f55\u4f7f\u7528\u8bed\u8a00\uff0c\u4f60\u5c31\u5982\u4f55\u601d\u7ef4\uff1b\u4f60\u5982\u4f55\u601d\u7ef4\uff0c\u4f60\u4e5f\u5982\u4f55\u4f7f\u7528\u8bed\u8a00\u3002<br \/>\n\u4f60\u5982\u4f55\u4f7f\u7528\u8bed\u8a00\u5462\uff0c\u5176\u5b9e\u5c31\u662f\u4f60\u8bed\u8a00\u7684\u5173\u952e\u8bcd\u6709\u54ea\u4e9b\uff0c\u8fd9\u4e9b\u5173\u952e\u8bcd\u7684\u987a\u5e8f\u662f\u600e\u6837\u7684\u3002<\/p>\n<ul>\n<li>thought\u662fllm\u5e94\u8be5\u5982\u4f55\u53bb\u7406\u89e3\u95ee\u9898\uff1b<\/li>\n<li>Action\u662fllm\u5e94\u8be5\u91c7\u53d6\u4ec0\u4e48\u884c\u52a8\uff1b<\/li>\n<li>Oberservation\u662fllm\u4eceaction\u4e2d\u5f97\u5230\u4e86\u4ec0\u4e48\uff1b<\/li>\n<\/ul>\n<p><img decoding=\"async\" src=\"http:\/\/madapapa.com\/wordpress\/wp-content\/uploads\/2023\/12\/17034885064953.jpg\" alt=\"\" \/><\/p>\n<h2><a id=\"%E5%8F%82%E8%80%83%E7%BB%B4%E7%89%B9%E6%A0%B9%E6%96%AF%E5%9D%A6%E8%AF%B4%E8%BF%87%E7%9A%84%E8%AF%9D\" class=\"anchor\" aria-hidden=\"true\"><span class=\"octicon octicon-link\"><\/span><\/a>\u53c2\u8003-\u7ef4\u7279\u6839\u65af\u5766\u8bf4\u8fc7\u7684\u8bdd<\/h2>\n<ol>\n<li>\n<p>&quot;\u8bed\u8a00\u4e0d\u4ec5\u4ec5\u662f\u4f20\u8fbe\u601d\u60f3\u7684\u5de5\u5177\uff1b\u5b83\u4e5f\u5851\u9020\u548c\u9650\u5236\u4e86\u6211\u4eec\u6240\u80fd\u601d\u8003\u7684\u5185\u5bb9\u3002&quot; &#8211; \u8fd9\u53e5\u8bdd\u6e90\u81ea\u7ef4\u7279\u6839\u65af\u5766\u7684\u8457\u4f5c\u300a\u903b\u8f91\u54f2\u5b66\u8bba\u300b(Tractatus Logico-Philosophicus)\u3002\u7ef4\u7279\u6839\u65af\u5766\u5728\u8fd9\u91cc\u9610\u8ff0\u4e86\u4e00\u4e2a\u5173\u4e8e\u8bed\u8a00\u548c\u601d\u7ef4\u7684\u57fa\u672c\u89c2\u70b9\uff1a\u8bed\u8a00\u4e0d\u4ec5\u4ec5\u662f\u7528\u6765\u8868\u8fbe\u6211\u4eec\u5df2\u6709\u7684\u601d\u60f3\uff0c\u5b83\u5b9e\u9645\u4e0a\u8fd8\u5728\u5f62\u5851\u548c\u9650\u5236\u6211\u4eec\u7684\u601d\u7ef4\u65b9\u5f0f\u3002\u6362\u53e5\u8bdd\u8bf4\uff0c\u6211\u4eec\u80fd\u591f\u60f3\u5230\u4ec0\u4e48\uff0c\u4ee5\u53ca\u6211\u4eec\u5982\u4f55\u53bb\u601d\u8003\uff0c\u5f88\u5927\u7a0b\u5ea6\u4e0a\u53d7\u5230\u6211\u4eec\u6240\u4f7f\u7528\u7684\u8bed\u8a00\u7ed3\u6784\u548c\u8bcd\u6c47\u7684\u9650\u5236\u3002\u4f8b\u5982\uff0c\u5982\u679c\u67d0\u79cd\u8bed\u8a00\u6ca1\u6709\u8868\u8fbe\u7279\u5b9a\u6982\u5ff5\u7684\u8bcd\u6c47\uff0c\u90a3\u4e48\u4f7f\u7528\u8fd9\u79cd\u8bed\u8a00\u7684\u4eba\u53ef\u80fd\u5f88\u96be\u7406\u89e3\u6216\u601d\u8003\u8fd9\u4e2a\u6982\u5ff5\u3002\u8fd9\u4f53\u73b0\u4e86\u8bed\u8a00\u4e0d\u53ea\u662f\u601d\u7ef4\u7684\u8f7d\u4f53\uff0c\u4e5f\u662f\u601d\u7ef4\u7684\u5851\u9020\u8005\u548c\u9650\u5236\u8005\u3002<\/p>\n<\/li>\n<li>\n<p>&quot;\u6211\u4eec\u7684\u8bed\u8a00\u662f\u6211\u4eec\u601d\u8003\u7684\u955c\u5b50\u3002&quot; &#8211; \u6765\u81ea\u300a\u6587\u5316\u4e0e\u4ef7\u503c\u300b(Culture and Value)\u3002\u5728\u8fd9\u53e5\u8bdd\u4e2d\uff0c\u7ef4\u7279\u6839\u65af\u5766\u5f3a\u8c03\u4e86\u8bed\u8a00\u548c\u601d\u7ef4\u4e4b\u95f4\u7684\u53cd\u6620\u548c\u76f8\u4e92\u4f5c\u7528\u3002\u8fd9\u91cc\uff0c\u8bed\u8a00\u88ab\u89c6\u4e3a\u4e00\u79cd\u53cd\u6620\u6211\u4eec\u601d\u8003\u65b9\u5f0f\u7684\u5de5\u5177\u3002\u5c31\u50cf\u955c\u5b50\u4e00\u6837\uff0c\u8bed\u8a00\u5c55\u793a\u4e86\u6211\u4eec\u7684\u601d\u8003\u6a21\u5f0f\u548c\u5fc3\u7406\u8fc7\u7a0b\u3002\u8fd9\u610f\u5473\u7740\u901a\u8fc7\u89c2\u5bdf\u548c\u5206\u6790\u6211\u4eec\u7684\u8bed\u8a00\u4f7f\u7528\uff0c\u6211\u4eec\u53ef\u4ee5\u4e86\u89e3\u81ea\u5df1\u7684\u601d\u7ef4\u4e60\u60ef\u548c\u65b9\u5f0f\u3002\u8fd9\u79cd\u89c2\u70b9\u4e5f\u5f3a\u8c03\u4e86\u8bed\u8a00\u548c\u601d\u7ef4\u4e4b\u95f4\u4e0d\u53ef\u5206\u5272\u7684\u5173\u7cfb\uff0c\u8868\u660e\u6211\u4eec\u7684\u8bed\u8a00\u5b9e\u9645\u4e0a\u63ed\u793a\u4e86\u6211\u4eec\u7684\u601d\u8003\u7279\u5f81\u548c\u503e\u5411\u3002<\/p>\n<\/li>\n<\/ol>\n","protected":false},"excerpt":{"rendered":"<p>\u8fd9\u662f\u5434\u6069\u8fbe\u548clangchain\u521b\u59cb\u4eba\u8054\u5408\u5f00\u7684\u4e00\u95e8\u8bfe\uff0c\u76ee\u524d\u6211\u5728\u5b66\u4e24\u4e2a\u8bfe\u7a0b\uff0c1\u4e2a\u662f\u5e94\u7528\u6846\u67b6\u4ecb\u7ecd\uff0c1\u4e2a\u662flangchain\u548cdata\u7ed3\u5408\u3002 langchain application course ##\u6211\u7684\u521d\u6b65\u601d\u8003 langchain\u7684\u5e94\u7528\u6846\u67b6\uff0c\u6838\u5fc3\uff0c\u662f\u4e3a\u4e86\u66f4\u597d\u7684\u5b8c\u6210\u5bf9llm\u7684\u8f93\u5165\u548c\u8f93\u51fa\u3002\u4e3a\u4ec0\u4e48\u666e\u901a\u7528\u6237\u4e0d\u53ef\u4ee5\u5b8c\u6210\u4e00\u4e2a\u5b8c\u7f8e\u7684prompt\uff0c\u56e0\u4e3a\u7f3a\u4e4f\u8bad\u7ec3\uff0c\u6216\u8005\u56e0\u4e3a\u5b8c\u7f8e\u7684prompt\u91cd\u590d\u6027\u5185\u5bb9\u5f88\u591a\uff0c\u7279\u522b\u662f\u9488\u5bf9\u67d0\u4e00\u7c7b\u5782\u76f4\u9886\u57df\u7684\u4e1a\u52a1\uff0c\u5176\u6a21\u5f0f\u662f\u975e\u5e38\u56fa\u5b9a\u7684\uff0c\u4eba\u5c31\u61d2\u60f0\u4e86\u3002 \u6211\u4eec\u9996\u5148\u8981\u5b8c\u6210\u4e00\u4e2a\u5b8c\u7f8e\u7684prompt\uff08\u548cparsers\uff09 \uff1b \u7136\u540e\u5206\u6790\u8fd9\u4e2aprompt\uff0c\u91cc\u9762\u6709\u54ea\u4e9b\u5185\u5bb9\u662f\u53ef\u4ee5\u91cd\u590d\u4f7f\u7528\uff1f\u7075\u6d3b\u4f7f\u7528\u7684\uff1f\u628a\u8fd9\u90e8\u5206\u62ff\u51fa\u6765\u4f5c\u4e3a\u6a21\u7248\u6216\u8005\u53d8\u91cf\uff0c\u4f8b\u5982\uff1a\u8bed\u8a00\u7684\u9009\u62e9\uff0c\u5f62\u5f0f\u7684\u9009\u62e9\uff0c\u8bed\u6c14\u7684\u9009\u62e9\u7b49\u5f85\uff1b \u5728\u4e0a\u9762\u4e1a\u52a1\u5206\u6790\u7684\u57fa\u7840\u4e0a\uff0c\u5229\u7528langchain\u7684\u5404\u79cd\u7ec4\u5efa\uff0c\u5b9e\u73b0\u4e0a\u9762\u7684\u8bbe\u8ba1\u3002 chatapi\u6709\u4e24\u79cd\u65b9\u5f0f \u76f4\u63a5\u8c03\u7528openai\u7684api response = openai.ChatCompletion.create( model=model, messages=messages, temperature=0, ) \u8c03\u7528langchain\u6765\u5b9e\u73b0 chat = ChatOpenAI(temperature=0.0, model=llm_model) \u7ef4\u7279\u6839\u65af\u5766\u8bf4\u8fc7\uff0c\u4f60\u5982\u4f55\u4f7f\u7528\u8bed\u8a00\uff0c\u4f60\u5c31\u5982\u4f55\u601d\u7ef4\uff1b\u4f60\u5982\u4f55\u601d\u7ef4\uff0c\u4f60\u4e5f\u5982\u4f55\u4f7f\u7528\u8bed\u8a00\u3002 \u4f60\u5982\u4f55\u4f7f\u7528\u8bed\u8a00\u5462\uff0c\u5176\u5b9e\u5c31\u662f\u4f60\u8bed\u8a00\u7684\u5173\u952e\u8bcd\u6709\u54ea\u4e9b\uff0c\u8fd9\u4e9b\u5173\u952e\u8bcd\u7684\u987a\u5e8f\u662f\u600e\u6837\u7684\u3002 thought\u662fllm\u5e94\u8be5\u5982\u4f55\u53bb\u7406\u89e3\u95ee\u9898\uff1b Action\u662fllm\u5e94\u8be5\u91c7\u53d6\u4ec0\u4e48\u884c\u52a8\uff1b Oberservation\u662fllm\u4eceaction\u4e2d\u5f97\u5230\u4e86\u4ec0\u4e48\uff1b \u53c2\u8003-\u7ef4\u7279\u6839\u65af\u5766\u8bf4\u8fc7\u7684\u8bdd &quot;\u8bed\u8a00\u4e0d\u4ec5\u4ec5\u662f\u4f20\u8fbe\u601d\u60f3\u7684\u5de5\u5177\uff1b\u5b83\u4e5f\u5851\u9020\u548c\u9650\u5236\u4e86\u6211\u4eec\u6240\u80fd\u601d\u8003\u7684\u5185\u5bb9\u3002&quot; &#8211; \u8fd9\u53e5\u8bdd\u6e90\u81ea\u7ef4\u7279\u6839\u65af\u5766\u7684\u8457\u4f5c\u300a\u903b\u8f91\u54f2\u5b66\u8bba\u300b(Tractatus Logico-Philosophicus)\u3002\u7ef4\u7279\u6839\u65af\u5766\u5728\u8fd9\u91cc\u9610\u8ff0\u4e86\u4e00\u4e2a\u5173\u4e8e\u8bed\u8a00\u548c\u601d\u7ef4\u7684\u57fa\u672c\u89c2\u70b9\uff1a\u8bed\u8a00\u4e0d\u4ec5\u4ec5\u662f\u7528\u6765\u8868\u8fbe\u6211\u4eec\u5df2\u6709\u7684\u601d\u60f3\uff0c\u5b83\u5b9e\u9645\u4e0a\u8fd8\u5728\u5f62\u5851\u548c\u9650\u5236\u6211\u4eec\u7684\u601d\u7ef4\u65b9\u5f0f\u3002\u6362\u53e5\u8bdd\u8bf4\uff0c\u6211\u4eec\u80fd\u591f\u60f3\u5230\u4ec0\u4e48\uff0c\u4ee5\u53ca\u6211\u4eec\u5982\u4f55\u53bb\u601d\u8003\uff0c\u5f88\u5927\u7a0b\u5ea6\u4e0a\u53d7\u5230\u6211\u4eec\u6240\u4f7f\u7528\u7684\u8bed\u8a00\u7ed3\u6784\u548c\u8bcd\u6c47\u7684\u9650\u5236\u3002\u4f8b\u5982\uff0c\u5982\u679c\u67d0\u79cd\u8bed\u8a00\u6ca1\u6709\u8868\u8fbe\u7279\u5b9a\u6982\u5ff5\u7684\u8bcd\u6c47\uff0c\u90a3\u4e48\u4f7f\u7528\u8fd9\u79cd\u8bed\u8a00\u7684\u4eba\u53ef\u80fd\u5f88\u96be\u7406\u89e3\u6216\u601d\u8003\u8fd9\u4e2a\u6982\u5ff5\u3002\u8fd9\u4f53\u73b0\u4e86\u8bed\u8a00\u4e0d\u53ea\u662f\u601d\u7ef4\u7684\u8f7d\u4f53\uff0c\u4e5f\u662f\u601d\u7ef4\u7684\u5851\u9020\u8005\u548c\u9650\u5236\u8005\u3002 &quot;\u6211\u4eec\u7684\u8bed\u8a00\u662f\u6211\u4eec\u601d\u8003\u7684\u955c\u5b50\u3002&quot; 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