{"id":5469,"date":"2023-11-08T23:27:26","date_gmt":"2023-11-08T15:27:26","guid":{"rendered":"https:\/\/aict.nkust.edu.tw\/digitrans\/?p=5469"},"modified":"2024-12-13T20:34:49","modified_gmt":"2024-12-13T12:34:49","slug":"langchain%e6%98%af%e4%bb%80%e9%ba%bc%ef%bc%9fai%e9%96%8b%e7%99%bc%e8%80%85%e5%bf%85%e9%a0%88%e4%ba%86%e8%a7%a3%e7%9a%84llm%e9%96%8b%e6%ba%90%e6%a1%86%e6%9e%b6","status":"publish","type":"post","link":"https:\/\/aict.nkust.edu.tw\/digitrans\/?p=5469","title":{"rendered":"LangChain\u662f\u4ec0\u9ebc\uff1fAI\u958b\u767c\u8005\u5fc5\u9808\u4e86\u89e3\u7684LLM\u958b\u6e90\u6846\u67b6"},"content":{"rendered":"\n<p>2024-02-22 | ALPHA CAMP<\/p>\n\n\n\n<p>\u5167\u5bb9\u76ee\u9304<a href=\"https:\/\/tw.alphacamp.co\/blog\/langchain-intro#\"><\/a><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u4ec0\u9ebc\u662fLangChain\uff1f\n<ul class=\"wp-block-list\">\n<li>LangChain\u7684\u7279\u9ede<\/li>\n\n\n\n<li>LangChain\u7684\u61c9\u7528\u5834\u666f<\/li>\n\n\n\n<li>\u70ba\u4ec0\u9ebcAI\u958b\u767c\u8005\u9700\u8981LangChain\uff1f<\/li>\n\n\n\n<li>LangChain\u7684\u57fa\u672c\u67b6\u69cb<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li>LangChain \u5982\u4f55\u904b\u4f5c\n<ul class=\"wp-block-list\">\n<li>LangChin \u958b\u767c\u7bc4\u4f8b\uff1a\u5275\u5efa\u4e00\u500bAI\u554f\u7b54\u7cfb\u7d71<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\">\u4ec0\u9ebc\u662fLangChain\uff1f<\/h2>\n\n\n\n<p>LangChain\u662f\u4e00\u500b\u65e8\u5728\u70ba\u958b\u767c\u8005\u63d0\u4f9b\u4e00\u5957\u5de5\u5177\u548c\u63a5\u53e3\uff0c\u4ee5\u4fbf\u66f4\u5bb9\u6613\u3001\u66f4\u6709\u6548\u5730\u5229\u7528\u5927\u578b\u8a9e\u8a00\u6a21\u578b\uff08LLM\uff09\u7684\u958b\u6e90\u6846\u67b6\uff0c\u5c08\u6ce8\u65bc\u60c5\u5883\u611f\u77e5\u548c\u63a8\u7406\u3002\u5b83\u5305\u542b\u591a\u500b\u7d44\u4ef6\uff0c\u5982Python\u548cJavaScript\u7684\u51fd\u5f0f\u5eab\u3001\u5feb\u901f\u90e8\u7f72\u7684\u6a21\u677f\u3001\u7528\u65bc\u958b\u767cREST API\u7684LangServe\uff0c\u4ee5\u53ca\u7528\u65bc\u9664\u932f\u548c\u76e3\u63a7\u7684LangSmith\u3002LangChain\u7c21\u5316\u4e86\u958b\u767c\u3001\u751f\u7522\u548c\u90e8\u7f72\u904e\u7a0b\uff0c\u63d0\u4f9b\u8207\u8a9e\u8a00\u6a21\u578b\u4e92\u52d5\u3001\u57f7\u884c\u6aa2\u7d22\u7b56\u7565\u548c\u8f14\u52a9\u5efa\u7acb\u8907\u96dc\u61c9\u7528\u67b6\u69cb\u7684\u5de5\u5177\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">LangChain\u7684\u7279\u9ede<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u6613\u65bc\u4f7f\u7528<\/strong>\uff1aLangChain\u63d0\u4f9b\u4e86\u4e00\u7cfb\u5217API\uff0c\u8b93\u958b\u767c\u8005\u53ef\u4ee5\u5feb\u901f\u555f\u52d5\u548c\u904b\u884cLLM\uff0c\u800c\u7121\u9700\u6df1\u5165\u4e86\u89e3\u6a21\u578b\u7684\u5167\u90e8\u904b\u4f5c\u6a5f\u5236\u3002<\/li>\n\n\n\n<li><strong>\u9ad8\u5ea6\u9748\u6d3b<\/strong>\uff1a\u900f\u904e\u914d\u7f6e\u548c\u64f4\u5c55\u6a5f\u5236\uff0c\u958b\u767c\u8005\u53ef\u4ee5\u6839\u64da\u9700\u8981\u81ea\u5b9a\u7fa9LangChain\u7684\u884c\u70ba\uff0c\u4f7f\u5176\u9069\u61c9\u4e0d\u540c\u7684\u61c9\u7528\u5834\u666f\u3002<\/li>\n\n\n\n<li><strong>\u751f\u614b\u7cfb\u7d71\u6574\u5408<\/strong>\uff1aLangChain\u65e8\u5728\u8207\u73fe\u6709\u7684AI\u5de5\u5177\u548c\u6846\u67b6\u7121\u7e2b\u96c6\u6210\uff0c\u652f\u6301\u591a\u7a2eLLM\u548c\u7b2c\u4e09\u65b9\u670d\u52d9\uff0c\u5f9e\u800c\u4fc3\u9032\u751f\u614b\u7cfb\u7d71\u7684\u4e92\u64cd\u4f5c\u6027\u3002<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">LangChain\u7684\u61c9\u7528\u5834\u666f<\/h3>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u81ea\u52d5\u6587\u672c\u751f\u6210<\/strong>\uff1a\u5229\u7528LLM\u751f\u6210\u6587\u7ae0\u3001\u5831\u544a\u6216\u5176\u4ed6\u6587\u672c\u5167\u5bb9\u3002<\/li>\n\n\n\n<li><strong>\u667a\u80fd\u554f\u7b54\u7cfb\u7d71<\/strong>\uff1a\u69cb\u5efa\u57fa\u65bcLLM\u7684\u554f\u7b54\u7cfb\u7d71\uff0c\u63d0\u4f9b\u7cbe\u78ba\u7684\u7b54\u6848\u548c\u89e3\u91cb\u3002<\/li>\n\n\n\n<li><strong>\u8a9e\u8a00\u7406\u89e3\u548c\u5206\u6790<\/strong>\uff1a\u4f7f\u7528LLM\u9032\u884c\u8a9e\u8a00\u5206\u6790\uff0c\u5f9e\u6587\u672c\u4e2d\u63d0\u53d6\u6709\u7528\u7684\u898b\u89e3\u548c\u4fe1\u606f\u3002<\/li>\n\n\n\n<li><strong>\u500b\u6027\u5316\u63a8\u85a6<\/strong>\uff1a\u6839\u64da\u7528\u6236\u7684\u4e92\u52d5\u548c\u504f\u597d\uff0c\u5229\u7528LLM\u751f\u6210\u500b\u6027\u5316\u7684\u5167\u5bb9\u548c\u63a8\u85a6\u3002<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\">\u70ba\u4ec0\u9ebcAI\u958b\u767c\u8005\u9700\u8981LangChain\uff1f<\/h3>\n\n\n\n<p>\u5728\u5feb\u7bc0\u594f\u7684AI\u767c\u5c55\u9818\u57df\uff0c\u958b\u767c\u8005\u9700\u8981\u5feb\u901f\u97ff\u61c9\u5e02\u5834\u8b8a\u5316\uff0c\u4e0d\u65b7\u5275\u65b0\u548c\u512a\u5316\u4ed6\u5011\u7684\u61c9\u7528\u3002LangChain\u70ba\u958b\u767c\u8005\u63d0\u4f9b\u4e86\u4e00\u500b\u5f37\u5927\u7684\u5de5\u5177\u96c6\uff0c\u4f7f\u4ed6\u5011\u80fd\u5920\u66f4\u52a0\u9ad8\u6548\u5730\u5229\u7528LLM\u7684\u6f5b\u529b\uff0c\u52a0\u901f\u5f9e\u6982\u5ff5\u5230\u5be6\u73fe\u7684\u904e\u7a0b\u3002\u7121\u8ad6\u662f\u5275\u5efa\u65b0\u7684\u61c9\u7528\uff0c\u9084\u662f\u589e\u5f37\u73fe\u6709\u7cfb\u7d71\u7684\u80fd\u529b\uff0cLangChain\u90fd\u662f\u4e00\u500b\u5bf6\u8cb4\u7684\u8cc7\u6e90\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">LangChain\u7684\u57fa\u672c\u67b6\u69cb<\/h3>\n\n\n\n<p>LangChain\u7531\u5e7e\u500b\u6838\u5fc3\u7d44\u4ef6\u69cb\u6210\uff0c\u65e8\u5728\u7c21\u5316\u5f9e\u6578\u64da\u6aa2\u7d22\u5230\u4fe1\u606f\u751f\u6210\u7684\u904e\u7a0b\uff1a<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>\u6aa2\u7d22\u7cfb\u7d71<\/strong>\uff1a\u8ca0\u8cac\u5f9e\u5ee3\u6cdb\u7684\u6578\u64da\u6e90\u4e2d\u5feb\u901f\u6aa2\u7d22\u76f8\u95dc\u4fe1\u606f\u3002\u9019\u5305\u62ec\u5f9e\u7d50\u69cb\u5316\u6578\u64da\u5eab\u3001\u975e\u7d50\u69cb\u5316\u6587\u672c\u5230\u7db2\u7d61\u8cc7\u6e90\u7684\u6aa2\u7d22\u3002<\/li>\n\n\n\n<li><strong>\u8655\u7406\u5668<\/strong>\uff1a\u5c0d\u6aa2\u7d22\u5230\u7684\u6578\u64da\u9032\u884c\u9810\u8655\u7406\uff0c\u5982\u6458\u8981\u3001\u95dc\u9375\u8a5e\u63d0\u53d6\u7b49\uff0c\u4ee5\u4fbf\u66f4\u6709\u6548\u5730\u5229\u7528\u3002<\/li>\n\n\n\n<li><strong>LLM\u96c6\u6210<\/strong>\uff1a\u6838\u5fc3\u90e8\u5206\uff0cLangChain\u6574\u5408\u4e86\u591a\u7a2eLLM\uff0c\u5982GPT-3\uff0c\u63d0\u4f9b\u9748\u6d3b\u7684API\u63a5\u53e3\uff0c\u4f7f\u958b\u767c\u8005\u53ef\u4ee5\u8f15\u9b06\u8abf\u7528\u6a21\u578b\u9032\u884c\u6587\u672c\u751f\u6210\u3001\u554f\u7b54\u7b49\u4efb\u52d9\u3002<\/li>\n\n\n\n<li><strong>\u61c9\u7528\u5c64<\/strong>\uff1a\u63d0\u4f9b\u4e86\u4e00\u7d44\u5de5\u5177\u548c\u6a21\u677f\uff0c\u5e6b\u52a9\u958b\u767c\u8005\u5feb\u901f\u69cb\u5efa\u7279\u5b9a\u7684\u61c9\u7528\uff0c\u5982\u804a\u5929\u6a5f\u5668\u4eba\u3001\u5167\u5bb9\u63a8\u85a6\u7cfb\u7d71\u7b49\u3002<\/li>\n<\/ol>\n\n\n\n<p><strong>LangChain<\/strong>&nbsp;\u6846\u67b6\u7531\u5e7e\u500b\u90e8\u5206\u7d44\u6210\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>LangChain \u51fd\u5f0f\u5eab<\/strong>\uff1aPython \u548c JavaScript \u51fd\u5f0f\u5eab\u3002\u5305\u542b\u7121\u6578\u5143\u4ef6\u7684\u4ecb\u9762\u548c\u6574\u5408\u3001\u5c07\u9019\u4e9b\u5143\u4ef6\u7d44\u5408\u6210\u934a\u548c\u4ee3\u7406\u7684\u57fa\u672c\u904b\u884c\u6642\uff0c\u4ee5\u53ca\u934a\u548c\u4ee3\u7406\u7684\u73fe\u6210\u5be6\u4f5c\u3002<\/li>\n\n\n\n<li><strong>LangChain \u7bc4\u672c<\/strong>\uff1a\u4e00\u7cfb\u5217\u6613\u65bc\u90e8\u7f72\u7684\u53c3\u8003\u67b6\u69cb\uff0c\u9069\u7528\u65bc\u5404\u7a2e\u4efb\u52d9\u3002<\/li>\n\n\n\n<li><strong>LangServe<\/strong>\uff1a\u7528\u65bc\u5c07 LangChain \u93c8\u90e8\u7f72\u70ba REST API \u7684\u7a0b\u5f0f\u5eab\u3002<\/li>\n\n\n\n<li><strong>LangSmith<\/strong>\uff1a\u4e00\u500b\u958b\u767c\u8005\u5e73\u53f0\uff0c\u53ef\u8b93\u60a8\u8abf\u8a66\u3001\u6e2c\u8a66\u3001\u8a55\u4f30\u548c\u76e3\u63a7\u57fa\u65bc\u4efb\u4f55 LLM \u6846\u67b6\u69cb\u5efa\u7684\u93c8\uff0c\u4e26\u8207 LangChain \u7121\u7e2b\u6574\u5408\u3002<\/li>\n<\/ul>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter is-resized\"><img decoding=\"async\" src=\"https:\/\/tw.alphacamp.co\/wp-content\/uploads\/2024\/02\/langchain_stack-f21828069f74484521f38199910007c1.svg\" alt=\"\" class=\"wp-image-24950\" style=\"width:688px;height:auto\"\/><\/figure>\n<\/div>\n\n\n<h2 class=\"wp-block-heading\">LangChain \u5982\u4f55\u904b\u4f5c<\/h2>\n\n\n\n<p>LangChain\u7684\u904b\u4f5c\u6d41\u7a0b\u901a\u5e38\u5305\u62ec\u4ee5\u4e0b\u5e7e\u500b\u6b65\u9a5f\uff1a<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>\u9700\u6c42\u8b58\u5225<\/strong>\uff1a\u9996\u5148\u78ba\u5b9a\u9700\u8981\u89e3\u6c7a\u7684\u554f\u984c\u6216\u4efb\u52d9\uff0c\u5982\u56de\u7b54\u7279\u5b9a\u7684\u554f\u984c\u3001\u751f\u6210\u6587\u7ae0\u7b49\u3002<\/li>\n\n\n\n<li><strong>\u6578\u64da\u6aa2\u7d22<\/strong>\uff1a\u6839\u64da\u9700\u6c42\uff0c\u5f9e\u9810\u5b9a\u7fa9\u7684\u6578\u64da\u6e90\u4e2d\u6aa2\u7d22\u76f8\u95dc\u4fe1\u606f\u3002\u9019\u4e00\u6b65\u662fLangChain\u7684\u95dc\u9375\uff0c\u78ba\u4fdd\u751f\u6210\u7684\u5167\u5bb9\u6216\u56de\u7b54\u5177\u6709\u9ad8\u5ea6\u7684\u76f8\u95dc\u6027\u548c\u6e96\u78ba\u6027\u3002<\/li>\n\n\n\n<li><strong>\u6578\u64da\u8655\u7406<\/strong>\uff1a\u6aa2\u7d22\u5230\u7684\u4fe1\u606f\u53ef\u80fd\u9700\u8981\u9032\u4e00\u6b65\u8655\u7406\uff0c\u6bd4\u5982\u6458\u8981\u5316\u3001\u683c\u5f0f\u5316\uff0c\u4ee5\u9069\u61c9\u5f8c\u7e8c\u7684\u751f\u6210\u4efb\u52d9\u3002<\/li>\n\n\n\n<li><strong>\u5167\u5bb9\u751f\u6210<\/strong>\uff1a\u5c07\u8655\u7406\u5f8c\u7684\u6578\u64da\u8f38\u5165LLM\uff0c\u751f\u6210\u6700\u7d42\u7684\u6587\u672c\u3002LangChain\u900f\u904e\u9748\u6d3b\u7684\u6a21\u578b\u8abf\u7528\uff0c\u652f\u6301\u591a\u7a2e\u751f\u6210\u4efb\u52d9\u3002<\/li>\n\n\n\n<li><strong>\u5f8c\u8655\u7406\u548c\u512a\u5316<\/strong>\uff1a\u751f\u6210\u7684\u5167\u5bb9\u53ef\u80fd\u9700\u8981\u9032\u4e00\u6b65\u7684\u6821\u5c0d\u548c\u512a\u5316\uff0c\u4ee5\u6eff\u8db3\u6700\u7d42\u7684\u54c1\u8cea\u8981\u6c42\u3002<\/li>\n<\/ol>\n\n\n\n<h3 class=\"wp-block-heading\">LangChin \u958b\u767c\u7bc4\u4f8b\uff1a\u5275\u5efa\u4e00\u500bAI\u554f\u7b54\u7cfb\u7d71<\/h3>\n\n\n\n<p>\u5047\u8a2d\u6211\u5011\u7684\u76ee\u6a19\u662f\u958b\u767c\u4e00\u500bAI\u554f\u7b54\u7cfb\u7d71\uff0c\u80fd\u5920\u6839\u64da\u7528\u6236\u7684\u63d0\u554f\u5f9e\u4e00\u500b\u77e5\u8b58\u5eab\u4e2d\u6aa2\u7d22\u4e26\u751f\u6210\u7b54\u6848\u3002\u4ee5\u4e0b\u662f\u4f7f\u7528LangChain\u5be6\u73fe\u9019\u4e00\u76ee\u6a19\u7684\u6b65\u9a5f\uff1a<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">1. \u5b9a\u7fa9\u9700\u6c42\u548c\u76ee\u6a19<\/h4>\n\n\n\n<p>\u9996\u5148\uff0c\u6211\u5011\u9700\u8981\u660e\u78ba\u7cfb\u7d71\u7684\u9700\u6c42\uff1a\u7528\u6236\u5c07\u63d0\u51fa\u554f\u984c\uff0c\u7cfb\u7d71\u9700\u8981\u5f9e\u7279\u5b9a\u7684\u77e5\u8b58\u5eab\u4e2d\u627e\u5230\u76f8\u95dc\u8cc7\u8a0a\u4e26\u751f\u6210\u56de\u7b54\u3002<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">2. \u6578\u64da\u6e96\u5099<\/h4>\n\n\n\n<p>\u70ba\u4e86\u8b93\u7cfb\u7d71\u80fd\u5920\u56de\u7b54\u554f\u984c\uff0c\u6211\u5011\u9700\u8981\u6e96\u5099\u4e00\u500b\u77e5\u8b58\u5eab\uff0c\u9019\u53ef\u4ee5\u662f\u4e00\u7d44\u6587\u7ae0\u3001\u6587\u4ef6\u6216\u4efb\u4f55\u5f62\u5f0f\u7684\u6587\u672c\u6578\u64da\u5eab\u3002<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">3. \u4f7f\u7528LangChain\u9032\u884c\u6578\u64da\u6aa2\u7d22<\/h4>\n\n\n\n<p>LangChain\u5141\u8a31\u6211\u5011\u8a2d\u5b9a\u81ea\u5b9a\u7fa9\u7684\u6aa2\u7d22\u7b56\u7565\u4f86\u67e5\u627e\u8207\u7528\u6236\u554f\u984c\u76f8\u95dc\u7684\u8cc7\u8a0a\u3002\u9019\u6d89\u53ca\u5230\u9078\u64c7\u5408\u9069\u7684\u6aa2\u7d22\u6f14\u7b97\u6cd5\u548c\u8abf\u6574\u53c3\u6578\u4ee5\u512a\u5316\u6aa2\u7d22\u7d50\u679c\u7684\u76f8\u95dc\u6027\u3002<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">4. \u8a2d\u7f6eLangChain\u6a21\u578b<\/h4>\n\n\n\n<p>\u6211\u5011\u63a5\u4e0b\u4f86\u9700\u8981\u8a2d\u7f6eLangChain\uff0c\u4f7f\u5176\u80fd\u5920\u5229\u7528LLM\uff08\u4f8b\u5982GPT-3\uff09\u4f86\u751f\u6210\u56de\u7b54\u3002\u9019\u5305\u62ec\u914d\u7f6e\u6a21\u578b\u7684\u53c3\u6578\uff0c\u5982\u4f7f\u7528\u7684\u7279\u5b9a\u8a9e\u8a00\u6a21\u578b\u7248\u672c\u3001\u751f\u6210\u9577\u5ea6\u9650\u5236\u7b49\u3002<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">5. \u6574\u5408\u6aa2\u7d22\u7d50\u679c\u8207\u751f\u6210\u6a21\u578b<\/h4>\n\n\n\n<p>\u4e00\u65e6\u6aa2\u7d22\u5230\u76f8\u95dc\u8cc7\u8a0a\uff0cLangChain\u5c07\u9019\u4e9b\u8cc7\u8a0a\u8f38\u5165\u5230LLM\u4e2d\u3002\u57fa\u65bc\u6aa2\u7d22\u5230\u7684\u8cc7\u8a0a\uff0c\u6a21\u578b\u5c07\u751f\u6210\u4e00\u500b\u6216\u591a\u500b\u53ef\u80fd\u7684\u56de\u7b54\u3002<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">6. \u512a\u5316\u548c\u8abf\u6574<\/h4>\n\n\n\n<p>\u751f\u6210\u7684\u56de\u7b54\u53ef\u80fd\u9700\u8981\u9032\u4e00\u6b65\u7684\u512a\u5316\u548c\u8abf\u6574\u4ee5\u6eff\u8db3\u5be6\u969b\u9700\u6c42\u3002\u9019\u53ef\u80fd\u6d89\u53ca\u5230\u5fae\u8abf\u6a21\u578b\u53c3\u6578\u3001\u6539\u9032\u6aa2\u7d22\u7b56\u7565\u6216\u5c0d\u6aa2\u7d22\u5230\u7684\u8cc7\u8a0a\u9032\u884c\u5f8c\u8655\u7406\u3002<\/p>\n\n\n\n<h4 class=\"wp-block-heading\">7. \u958b\u767c\u7528\u6236\u754c\u9762<\/h4>\n\n\n\n<p>\u6700\u5f8c\uff0c\u6211\u5011\u9700\u8981\u70ba\u7cfb\u7d71\u958b\u767c\u4e00\u500b\u7528\u6236\u754c\u9762\uff0c\u8b93\u7528\u6236\u80fd\u5920\u8f15\u9b06\u5730\u63d0\u554f\u4e26\u63a5\u6536\u7cfb\u7d71\u751f\u6210\u7684\u56de\u7b54\u3002<\/p>\n\n\n\n<p>LangChain\u70ba\u5229\u7528\u5927\u578b\u8a9e\u8a00\u6a21\u578b\u958b\u767c\u65b0\u4e00\u4ee3AI\u61c9\u7528\u63d0\u4f9b\u4e86\u5f37\u5927\u7684\u5de5\u5177\u548c\u6846\u67b6\u3002\u901a\u904e\u7c21\u5316\u958b\u767c\u6d41\u7a0b\uff0c\u4f7f\u958b\u767c\u8005\u80fd\u5920\u66f4\u52a0\u5c08\u6ce8\u65bc\u5275\u65b0\u548c\u61c9\u7528\u7684\u63a2\u7d22\uff0cLangChain\u6b63\u5728\u63a8\u52d5\u751f\u6210\u578bAI\u6280\u8853\u7684\u9032\u6b65\u548c\u61c9\u7528\u7684\u64f4\u5c55\u3002\u96a8\u8457AI\u6280\u8853\u7684\u4e0d\u65b7\u9032\u5316\uff0cLangChain\u53ca\u985e\u4f3c\u7684\u958b\u6e90\u6846\u67b6\u5c07\u626e\u6f14\u8d8a\u4f86\u8d8a\u91cd\u8981\u7684\u89d2\u8272\uff0c\u70ba\u958b\u767c\u8005\u548c\u4f01\u696d\u63d0\u4f9b\u652f\u6301\u3002<\/p>\n\n\n\n<p>\u8cc7\u6599\u4f86\u6e90:<a href=\"https:\/\/tw.alphacamp.co\/blog\/langchain-intro\" data-type=\"link\" data-id=\"https:\/\/tw.alphacamp.co\/blog\/langchain-intro\">https:\/\/tw.alphacamp.co\/blog\/langchain-intro<\/a><\/p>\n","protected":false},"excerpt":{"rendered":"<p>2024-02-22 | ALPHA CAMP \u5167\u5bb9\u76ee\u9304 \u4ec0\u9ebc\u662fLangChain\uff1f LangChain\u662f\u4e00\u500b\u65e8\u5728\u70ba\u958b\u767c\u8005\u63d0\u4f9b\u4e00\u5957\u5de5\u5177\u548c\u63a5\u53e3\uff0c\u4ee5\u4fbf\u66f4\u5bb9\u6613\u3001\u66f4\u6709\u6548\u5730\u5229\u7528\u5927\u578b\u8a9e\u8a00\u6a21\u578b\uff08&hellip;<\/p>\n","protected":false},"author":9,"featured_media":5470,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_jetpack_newsletter_access":"","_jetpack_dont_email_post_to_subs":false,"_jetpack_newsletter_tier_id":0,"_jetpack_memberships_contains_paywalled_content":false,"_jetpack_memberships_contains_paid_content":false,"footnotes":"","jetpack_post_was_ever_published":false},"categories":[579,4],"tags":[26,40],"class_list":["post-5469","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-579","category-industry-news","tag-ai","tag-40"],"gutentor_comment":0,"jetpack_featured_media_url":"https:\/\/i0.wp.com\/aict.nkust.edu.tw\/digitrans\/wp-content\/uploads\/2024\/03\/DALL%C2%B7E-2024-02-01-19.33.20-Create-a-wide-format-illustration-suitable-as-a-featured-image-for-a-WordPress-blog-post-depicting-a-mind-map-illustrating-how-LangChain-operates.-Th.webp?fit=1024%2C585&ssl=1","jetpack-related-posts":[],"jetpack_sharing_enabled":true,"_links":{"self":[{"href":"https:\/\/aict.nkust.edu.tw\/digitrans\/index.php?rest_route=\/wp\/v2\/posts\/5469","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/aict.nkust.edu.tw\/digitrans\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/aict.nkust.edu.tw\/digitrans\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/aict.nkust.edu.tw\/digitrans\/index.php?rest_route=\/wp\/v2\/users\/9"}],"replies":[{"embeddable":true,"href":"https:\/\/aict.nkust.edu.tw\/digitrans\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=5469"}],"version-history":[{"count":1,"href":"https:\/\/aict.nkust.edu.tw\/digitrans\/index.php?rest_route=\/wp\/v2\/posts\/5469\/revisions"}],"predecessor-version":[{"id":5471,"href":"https:\/\/aict.nkust.edu.tw\/digitrans\/index.php?rest_route=\/wp\/v2\/posts\/5469\/revisions\/5471"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/aict.nkust.edu.tw\/digitrans\/index.php?rest_route=\/wp\/v2\/media\/5470"}],"wp:attachment":[{"href":"https:\/\/aict.nkust.edu.tw\/digitrans\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=5469"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/aict.nkust.edu.tw\/digitrans\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=5469"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/aict.nkust.edu.tw\/digitrans\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=5469"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}