{"id":2542,"date":"2026-02-15T18:41:20","date_gmt":"2026-02-15T10:41:20","guid":{"rendered":"https:\/\/ai.ziyuanzz.online\/?page_id=2542"},"modified":"2026-03-28T09:27:15","modified_gmt":"2026-03-28T01:27:15","slug":"langchain","status":"publish","type":"page","link":"https:\/\/ai.ziyuanzz.online\/index.php\/langchain\/","title":{"rendered":"LangChain"},"content":{"rendered":"
\n
\"\"<\/figure>\n<\/div>\n\n\n

LangChain<\/h2>\n\n\n\n

\u5f00\u53d1\u7531\u8bed\u8a00\u6a21\u578b\u9a71\u52a8\u7684\u5e94\u7528\u7a0b\u5e8f\u7684\u6846\u67b6<\/p>\n\n\n\n

\n
\u8bbf\u95ee\u5b98\u7f51 ><\/a><\/div>\n<\/div>\n\n\n\n
<\/div>\n\n\n\n
\"\"<\/figure>\n\n\n\n
<\/div>\n\n\n\n

LangChain\u662f\u4ec0\u4e48<\/h2>\n\n\n\n

LangChain\u662f\u7528\u5728\u5f00\u53d1\u7531\u5927\u578b\u8bed\u8a00\u6a21\u578b<\/a>\uff08LLMs\uff09\u9a71\u52a8\u7684\u5e94\u7528\u7a0b\u5e8f\u7684\u6846\u67b6\u3002\u6846\u67b6\u901a\u8fc7\u7b80\u5316LLM\u5e94\u7528\u7684\u5f00\u53d1\u3001\u751f\u4ea7\u5316\u548c\u90e8\u7f72\u8fc7\u7a0b\uff0c\u5e2e\u52a9\u5f00\u53d1\u8005\u5feb\u901f\u6784\u5efa\u667a\u80fd\u4ee3\u7406\u548c\u5e94\u7528\u3002LangChain\u7684\u6838\u5fc3\u529f\u80fd\u5305\u62ec\u5feb\u901f\u4e0a\u624b\u7684\u5f00\u53d1\u4f53\u9a8c\u3001\u5f3a\u5927\u7684\u751f\u4ea7\u5316\u652f\u6301\u4ee5\u53ca\u7075\u6d3b\u7684\u90e8\u7f72\u9009\u9879\u3002\u6846\u67b6\u7531\u591a\u4e2a\u5f00\u6e90\u5e93\u7ec4\u6210\uff0c\u5982langchain-core<\/code>\u3001langchain<\/code>\u548clanggraph<\/code>\uff0c\u63d0\u4f9b\u4ece\u57fa\u7840\u62bd\u8c61\u5230\u590d\u6742\u5e94\u7528\u7f16\u6392\u7684\u5168\u9762\u652f\u6301\u3002LangChain\u96c6\u6210LangSmith\u548cLangGraph\uff0c\u5206\u522b\u7528\u5728\u5e94\u7528\u7684\u8bc4\u4f30\u548c\u751f\u4ea7\u7ea7\u7f16\u6392\uff0c\u5e2e\u52a9\u5f00\u53d1\u8005\u4ece\u539f\u578b\u5230\u751f\u4ea7\u65e0\u7f1d\u8fc7\u6e21\u3002<\/p>\n\n\n\n

\"LangChain\"<\/a><\/figure>\n\n\n\n

LangChain\u7684\u4e3b\u8981\u529f\u80fd<\/h2>\n\n\n\n
    \n
  • \u5f00\u53d1<\/strong>\uff1aLangChain\u63d0\u4f9b\u4e30\u5bcc\u7684\u5f00\u6e90\u7ec4\u4ef6\u548c\u7b2c\u4e09\u65b9\u96c6\u6210\uff0c\u5e2e\u52a9\u5f00\u53d1\u8005\u5feb\u901f\u6784\u5efa\u57fa\u4e8e\u5927\u578b\u8bed\u8a00\u6a21\u578b\uff08LLM\uff09\u7684\u5e94\u7528\u7a0b\u5e8f\u3002<\/li>\n\n\n\n
  • \u751f\u4ea7\u5316<\/strong>\uff1a\u901a\u8fc7LangSmith\uff0cLangChain\u652f\u6301\u5bf9\u5e94\u7528\u8fdb\u884c\u8bc4\u4f30\u3001\u76d1\u63a7\u548c\u4f18\u5316\uff0c\u786e\u4fdd\u5e94\u7528\u5728\u751f\u4ea7\u73af\u5883\u4e2d\u7684\u6027\u80fd\u548c\u7a33\u5b9a\u6027\u3002<\/li>\n\n\n\n
  • \u90e8\u7f72<\/strong>\uff1a\u652f\u6301\u5c06\u5e94\u7528\u8f6c\u5316\u4e3a\u751f\u4ea7\u7ea7API\u548c\u667a\u80fd\u4ee3\u7406\uff0c\u652f\u6301\u9ad8\u5e76\u53d1\u5904\u7406\u548c\u6301\u4e45\u6267\u884c\uff0c\u6ee1\u8db3\u4f01\u4e1a\u7ea7\u90e8\u7f72\u9700\u6c42\u3002<\/li>\n\n\n\n
  • \u96c6\u6210<\/strong>\uff1aLangChain\u652f\u6301\u591a\u79cdLLM\u6a21\u578b\u4ee5\u53ca\u4e30\u5bcc\u7684\u7b2c\u4e09\u65b9\u5de5\u5177\u96c6\u6210\uff0c\u6781\u5927\u5730\u6269\u5c55\u5e94\u7528\u7684\u529f\u80fd\u548c\u9002\u7528\u8303\u56f4\u3002<\/li>\n\n\n\n
  • \u793e\u533a\u4e0e\u6269\u5c55<\/strong>\uff1aLangChain\u62e5\u6709\u6d3b\u8dc3\u7684\u793e\u533a\uff0c\u793e\u533a\u6210\u5458\u5171\u540c\u7ef4\u62a4\u7b2c\u4e09\u65b9\u96c6\u6210\uff0c\u4e14\u7528\u6237\u80fd\u8f7b\u677e\u6dfb\u52a0\u81ea\u5b9a\u4e49\u5de5\u5177\u548c\u6a21\u578b\uff0c\u6ee1\u8db3\u7279\u5b9a\u9700\u6c42\u3002<\/li>\n<\/ul>\n\n\n\n

    \u5982\u4f55\u4f7f\u7528LangChain<\/h2>\n\n\n\n
      \n
    • \u5b89\u88c5LangChain<\/strong>\uff1aLangChain\u751f\u6001\u7cfb\u7edf\u88ab\u62c6\u5206\u4e3a\u4e0d\u540c\u7684\u5305\uff0c\u652f\u6301\u9009\u62e9\u5b89\u88c5\u6240\u9700\u7684\u529f\u80fd\u6a21\u5757\u3002\n
        \n
      • \u5b89\u88c5\u4e3b\u8981\u7684langchain<\/code>\u5305<\/strong>\uff1a<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n\n\n\n
        pip <span class=\"token function\">install<\/span> langchain<\/pre>\n\n\n\n
          \n
        • \n
            \n
          • \u5b89\u88c5\u7279\u5b9a\u7684\u96c6\u6210\u5305<\/strong>\uff1a\n
              \n
            • \u5982\u9700\u8981\u4f7f\u7528OpenAI\u7684\u6a21\u578b\uff0c\u5b89\u88c5langchain-openai<\/code>\u5305\uff1a<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n\n\n\n
              pip <span class=\"token function\">install<\/span> langchain-openai<\/pre>\n\n\n\n
                \n
              • \n
                  \n
                • \n
                    \n
                  • \u5982\u9700\u8981\u4f7f\u7528Anthropic\u7684\u6a21\u578b\uff0c\u5b89\u88c5langchain-anthropic<\/code>\u5305\uff1a<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n\n\n\n
                    pip <span class=\"token function\">install<\/span> langchain-anthropic<\/pre>\n\n\n\n
                      \n
                    • \n
                        \n
                      • \u5b89\u88c5\u5176\u4ed6\u5de5\u5177\u5305<\/strong>\uff1a\u5982\u9700\u8981\u4f7f\u7528\u5176\u4ed6\u5de5\u5177\uff0c\u5b89\u88c5langchain-community<\/code>\u5305\uff1a<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n\n\n\n
                        pip <span class=\"token function\">install<\/span> langchain-community<\/pre>\n\n\n\n
                          \n
                        • \u914d\u7f6e\u73af\u5883\u53d8\u91cf<\/strong>\uff1a\u786e\u4fddAPI\u5bc6\u94a5\u5df2\u7ecf\u914d\u7f6e\u5230\u73af\u5883\u53d8\u91cf\u4e2d\u3002\u4f8b\u5982\uff0c\u5982\u679c\u4f7f\u7528OpenAI\uff0c\u8fd9\u6837\u8bbe\u7f6e\uff1a<\/li>\n<\/ul>\n\n\n\n
                          <span class=\"token builtin class-name\">export<\/span> <span class=\"token assign-left variable\">OPENAI_API_KEY<\/span><span class=\"token operator\">=<\/span>your_openai_api_key<\/pre>\n\n\n\n
                            \n
                          • \u7f16\u5199\u4ee3\u7801<\/strong>\uff1a\u4ee5\u4e0b\u662f\u7b80\u5355\u7684LangChain\u5e94\u7528\u793a\u4f8b\uff0c\u5c55\u793a\u5982\u4f55\u521b\u5efa\u4e00\u4e2a\u57fa\u4e8eOpenAI\u7684\u804a\u5929\u673a\u5668\u4eba\u3002<\/li>\n<\/ul>\n\n\n\n
                            <span class=\"token keyword\">from<\/span> langchain<span class=\"token punctuation\">.<\/span>chat_models <span class=\"token keyword\">import<\/span> ChatOpenAI
                            <span class=\"token keyword\">from<\/span> langchain<span class=\"token punctuation\">.<\/span>prompts <span class=\"token keyword\">import<\/span> ChatPromptTemplate
                            <span class=\"token keyword\">from<\/span> langchain<span class=\"token punctuation\">.<\/span>chains <span class=\"token keyword\">import<\/span> LLMChain

                            <span class=\"token comment\"># \u521d\u59cb\u5316\u804a\u5929\u6a21\u578b<\/span>
                            model <span class=\"token operator\">=<\/span> ChatOpenAI<span class=\"token punctuation\">(<\/span>model_name<span class=\"token operator\">=<\/span><span class=\"token string\">\"gpt-3.5-turbo\"<\/span><span class=\"token punctuation\">)<\/span>

                            <span class=\"token comment\"># \u5b9a\u4e49\u804a\u5929\u63d0\u793a\u6a21\u677f<\/span>
                            prompt_template <span class=\"token operator\">=<\/span> ChatPromptTemplate<span class=\"token punctuation\">.<\/span>from_template<span class=\"token punctuation\">(<\/span>
                                <span class=\"token string\">\"You are a helpful assistant. Answer the user's question: {question}\"<\/span>
                            <span class=\"token punctuation\">)<\/span>

                            <span class=\"token comment\"># \u521b\u5efaLLM\u94fe<\/span>
                            chain <span class=\"token operator\">=<\/span> LLMChain<span class=\"token punctuation\">(<\/span>llm<span class=\"token operator\">=<\/span>model<span class=\"token punctuation\">,<\/span> prompt<span class=\"token operator\">=<\/span>prompt_template<span class=\"token punctuation\">)<\/span>

                            <span class=\"token comment\"># \u8fd0\u884c\u94fe<\/span>
                            response <span class=\"token operator\">=<\/span> chain<span class=\"token punctuation\">.<\/span>invoke<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">{<\/span><span class=\"token string\">\"question\"<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token string\">\"What is the capital of France?\"<\/span><span class=\"token punctuation\">}<\/span><span class=\"token punctuation\">)<\/span>
                            <span class=\"token keyword\">print<\/span><span class=\"token punctuation\">(<\/span>response<span class=\"token punctuation\">)<\/span><\/pre>\n\n\n\n
                              \n
                            • \u4f7f\u7528LangChain\u6784\u5efa\u66f4\u590d\u6742\u7684\u5e94\u7528<\/strong>\uff1aLangChain\u652f\u6301\u6784\u5efa\u66f4\u590d\u6742\u7684\u5e94\u7528\uff0c\u4f8b\u5982\u667a\u80fd\u4ee3\u7406\u548c\u5de5\u4f5c\u6d41\u3002\u4ee5\u4e0b\u662f\u7528LangChain\u6784\u5efa\u667a\u80fd\u4ee3\u7406\u7684\u793a\u4f8b\u3002<\/li>\n<\/ul>\n\n\n\n
                              <span class=\"token keyword\">from<\/span> langchain<span class=\"token punctuation\">.<\/span>agents <span class=\"token keyword\">import<\/span> create_agent
                              <span class=\"token keyword\">from<\/span> langchain<span class=\"token punctuation\">.<\/span>tools <span class=\"token keyword\">import<\/span> Tool

                              <span class=\"token comment\"># \u5b9a\u4e49\u4e00\u4e2a\u7b80\u5355\u7684\u5de5\u5177\u51fd\u6570<\/span>
                              <span class=\"token keyword\">def<\/span> <span class=\"token function\">get_weather<\/span><span class=\"token punctuation\">(<\/span>city<span class=\"token punctuation\">:<\/span> <span class=\"token builtin\">str<\/span><span class=\"token punctuation\">)<\/span> <span class=\"token operator\">-<\/span><span class=\"token operator\">><\/span> <span class=\"token builtin\">str<\/span><span class=\"token punctuation\">:<\/span>
                                  <span class=\"token triple-quoted-string string\">\"\"\"Get weather for a given city.\"\"\"<\/span>
                                  <span class=\"token keyword\">return<\/span> <span class=\"token string-interpolation\"><span class=\"token string\">f\"It's always sunny in <\/span><span class=\"token interpolation\"><span class=\"token punctuation\">{<\/span>city<span class=\"token punctuation\">}<\/span><\/span><span class=\"token string\">!\"<\/span><\/span>

                              <span class=\"token comment\"># \u521b\u5efa\u667a\u80fd\u4ee3\u7406<\/span>
                              agent <span class=\"token operator\">=<\/span> create_agent<span class=\"token punctuation\">(<\/span>
                                  model<span class=\"token operator\">=<\/span><span class=\"token string\">\"gpt-3.5-turbo\"<\/span><span class=\"token punctuation\">,<\/span>
                                  tools<span class=\"token operator\">=<\/span><span class=\"token punctuation\">[<\/span>Tool<span class=\"token punctuation\">(<\/span>name<span class=\"token operator\">=<\/span><span class=\"token string\">\"get_weather\"<\/span><span class=\"token punctuation\">,<\/span> func<span class=\"token operator\">=<\/span>get_weather<span class=\"token punctuation\">,<\/span> description<span class=\"token operator\">=<\/span><span class=\"token string\">\"Get weather for a given city\"<\/span><span class=\"token punctuation\">)<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">,<\/span>
                                  prompt<span class=\"token operator\">=<\/span><span class=\"token string\">\"You are a helpful assistant that can get weather information.\"<\/span>
                              <span class=\"token punctuation\">)<\/span>

                              <span class=\"token comment\"># \u8fd0\u884c\u667a\u80fd\u4ee3\u7406<\/span>
                              response <span class=\"token operator\">=<\/span> agent<span class=\"token punctuation\">.<\/span>invoke<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">{<\/span><span class=\"token string\">\"messages\"<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token punctuation\">[<\/span><span class=\"token punctuation\">{<\/span><span class=\"token string\">\"role\"<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token string\">\"user\"<\/span><span class=\"token punctuation\">,<\/span> <span class=\"token string\">\"content\"<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token string\">\"What is the weather in Paris?\"<\/span><span class=\"token punctuation\">}<\/span><span class=\"token punctuation\">]<\/span><span class=\"token punctuation\">}<\/span><span class=\"token punctuation\">)<\/span>
                              <span class=\"token keyword\">print<\/span><span class=\"token punctuation\">(<\/span>response<span class=\"token punctuation\">)<\/span><\/pre>\n\n\n\n
                                \n
                              • \u4f7f\u7528LangSmith\u8fdb\u884c\u5e94\u7528\u8bc4\u4f30\u548c\u4f18\u5316<\/strong>\uff1aLangSmith\u662f\u7528\u4e8e\u8bc4\u4f30\u548c\u4f18\u5316LangChain\u5e94\u7528\u7684\u5de5\u5177\u3002\u4f7f\u7528LangSmith\u80fd\u8ffd\u8e2a\u5e94\u7528\u7684\u6027\u80fd\u3001\u76d1\u63a7\u8fd0\u884c\u60c5\u51b5\u5e76\u8fdb\u884c\u4f18\u5316\u3002<\/li>\n<\/ul>\n\n\n\n
                                <span class=\"token keyword\">from<\/span> langchain<span class=\"token punctuation\">.<\/span>smith <span class=\"token keyword\">import<\/span> LangSmith

                                <span class=\"token comment\"># \u521d\u59cb\u5316LangSmith<\/span>
                                langsmith <span class=\"token operator\">=<\/span> LangSmith<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span>

                                <span class=\"token comment\"># \u8bc4\u4f30\u5e94\u7528<\/span>
                                evaluation_result <span class=\"token operator\">=<\/span> langsmith<span class=\"token punctuation\">.<\/span>evaluate<span class=\"token punctuation\">(<\/span>chain<span class=\"token punctuation\">,<\/span> <span class=\"token builtin\">input<\/span><span class=\"token operator\">=<\/span><span class=\"token punctuation\">{<\/span><span class=\"token string\">\"question\"<\/span><span class=\"token punctuation\">:<\/span> <span class=\"token string\">\"What is the capital of France?\"<\/span><span class=\"token punctuation\">}<\/span><span class=\"token punctuation\">)<\/span>
                                <span class=\"token keyword\">print<\/span><span class=\"token punctuation\">(<\/span>evaluation_result<span class=\"token punctuation\">)<\/span><\/pre>\n\n\n\n
                                  \n
                                • \u90e8\u7f72LangChain\u5e94\u7528<\/strong>\uff1aLangChain\u652f\u6301\u5c06\u5e94\u7528\u90e8\u7f72\u4e3a\u751f\u4ea7\u7ea7API\u6216\u667a\u80fd\u4ee3\u7406\u3002\u4f7f\u7528LangGraph\u5c06\u5e94\u7528\u8f6c\u5316\u4e3a\u751f\u4ea7\u7ea7\u670d\u52a1\u3002<\/li>\n<\/ul>\n\n\n\n
                                  <span class=\"token keyword\">from<\/span> langchain<span class=\"token punctuation\">.<\/span>graph <span class=\"token keyword\">import<\/span> LangGraph

                                  <span class=\"token comment\"># \u521d\u59cb\u5316LangGraph<\/span>
                                  graph <span class=\"token operator\">=<\/span> LangGraph<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span>

                                  <span class=\"token comment\"># \u5c06\u5e94\u7528\u6dfb\u52a0\u5230LangGraph<\/span>
                                  graph<span class=\"token punctuation\">.<\/span>add_chain<span class=\"token punctuation\">(<\/span>chain<span class=\"token punctuation\">)<\/span>

                                  <span class=\"token comment\"># \u90e8\u7f72\u4e3aAPI<\/span>
                                  api <span class=\"token operator\">=<\/span> graph<span class=\"token punctuation\">.<\/span>deploy_as_api<span class=\"token punctuation\">(<\/span><span class=\"token punctuation\">)<\/span>
                                  <span class=\"token keyword\">print<\/span><span class=\"token punctuation\">(<\/span>api<span class=\"token punctuation\">.<\/span>url<span class=\"token punctuation\">)<\/span><\/pre>\n\n\n\n
                                    \n
                                  • \u00a0\u4f7f\u7528LangChain\u7684\u793e\u533a\u8d44\u6e90<\/strong>\uff1aLangChain\u62e5\u6709\u6d3b\u8dc3\u7684\u793e\u533a\uff0c\u8bbf\u95eeLangChain\u7684GitHub\u4ed3\u5e93\u3001\u6587\u6863\u548c\u793e\u533a\u8bba\u575b\uff0c\u83b7\u53d6\u66f4\u591a\u8d44\u6e90\u548c\u5e2e\u52a9\u3002<\/li>\n<\/ul>\n\n\n\n
                                    LangChain\u7684\u5e94\u7528\u573a\u666f<\/h2>\n\n\n\n
                                      \n
                                    • \u81ea\u7136\u8bed\u8a00\u5904\u7406\uff08NLP\uff09<\/strong>\uff1a\u7528\u5728\u6587\u672c\u751f\u6210\u3001\u6587\u672c\u5206\u7c7b\u548c\u6587\u672c\u6458\u8981\u7b49\u4efb\u52a1\uff0c\u5e2e\u52a9\u5f00\u53d1\u8005\u6784\u5efa\u9ad8\u6548\u7684\u8bed\u8a00\u5904\u7406\u5e94\u7528\u3002<\/li>\n\n\n\n
                                    • \u4eba\u5de5\u667a\u80fd\u52a9\u624b<\/strong>\uff1a\u521b\u5efa\u667a\u80fd\u804a\u5929\u673a\u5668\u4eba\u548c\u865a\u62df\u52a9\u624b\uff0c\u4e3a\u7528\u6237\u63d0\u4f9b\u4e2a\u6027\u5316\u7684\u670d\u52a1\u548c\u4ea4\u4e92\u4f53\u9a8c\u3002<\/li>\n\n\n\n
                                    • \u4f01\u4e1a\u81ea\u52a8\u5316<\/strong>\uff1a\u652f\u6301\u4f01\u4e1a\u81ea\u52a8\u5316\u5de5\u4f5c\u6d41\u7a0b\uff0c\u901a\u8fc7\u667a\u80fd\u4ee3\u7406\u7b80\u5316\u590d\u6742\u4efb\u52a1\uff0c\u63d0\u9ad8\u5de5\u4f5c\u6548\u7387\u3002<\/li>\n\n\n\n
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