{"id":22604,"date":"2023-05-12T04:06:49","date_gmt":"2023-05-12T00:36:49","guid":{"rendered":"https:\/\/nabfollower.com\/blog\/building-an-aws-well-architected-chatbot-with-langchain-13cd\/"},"modified":"2023-05-12T04:06:49","modified_gmt":"2023-05-12T00:36:49","slug":"building-an-aws-well-architected-chatbot-with-langchain-13cd","status":"publish","type":"post","link":"https:\/\/nabfollower.com\/blog\/building-an-aws-well-architected-chatbot-with-langchain-13cd\/","title":{"rendered":"\u0633\u0627\u062e\u062a \u06cc\u06a9 \u0686\u062a \u0628\u0627\u062a \u0628\u0627 \u0645\u0639\u0645\u0627\u0631\u06cc AWS \u0628\u0627 LangChain"},"content":{"rendered":"<div data-article-id=\"1465138\" id=\"article-body\">\n<p>\u0627\u06af\u0631 \u0628\u0627 \u0686\u0627\u0631\u0686\u0648\u0628 AWS Well-Architected Framework \u0622\u0634\u0646\u0627 \u0647\u0633\u062a\u06cc\u062f\u060c \u0645\u06cc\u200c\u062f\u0627\u0646\u06cc\u062f \u06a9\u0647 \u0645\u062c\u0645\u0648\u0639\u0647\u200c\u0627\u06cc \u0627\u0632 \u0628\u0647\u062a\u0631\u06cc\u0646 \u0631\u0648\u0634\u200c\u0647\u0627 \u0631\u0627 \u0627\u0631\u0627\u0626\u0647 \u0645\u06cc\u200c\u062f\u0647\u062f \u06a9\u0647 \u0628\u0647 \u0634\u0645\u0627 \u06a9\u0645\u06a9 \u0645\u06cc\u200c\u06a9\u0646\u062f \u062a\u0627 \u0632\u06cc\u0631\u0633\u0627\u062e\u062a\u200c\u0647\u0627\u06cc \u0627\u0645\u0646\u060c \u0628\u0627 \u06a9\u0627\u0631\u0627\u06cc\u06cc \u0628\u0627\u0644\u0627\u060c \u0627\u0646\u0639\u0637\u0627\u0641\u200c\u067e\u0630\u06cc\u0631 \u0648 \u06a9\u0627\u0631\u0622\u0645\u062f \u0631\u0627 \u0628\u0631\u0627\u06cc \u0628\u0631\u0646\u0627\u0645\u0647\u200c\u0647\u0627\u06cc\u062a\u0627\u0646 \u0628\u0647 \u062f\u0633\u062a \u0622\u0648\u0631\u06cc\u062f.  \u0627\u0645\u0627 \u0628\u0627 \u062d\u062c\u0645 \u0648\u0633\u06cc\u0639\u06cc \u0627\u0632 \u0627\u0637\u0644\u0627\u0639\u0627\u062a \u0645\u0648\u062c\u0648\u062f\u060c \u067e\u06cc\u0645\u0627\u06cc\u0634 \u062f\u0631 \u0686\u0627\u0631\u0686\u0648\u0628 \u0645\u06cc \u062a\u0648\u0627\u0646\u062f \u06cc\u06a9 \u06a9\u0627\u0631 \u062f\u0644\u0647\u0631\u0647 \u0622\u0648\u0631 \u0628\u0627\u0634\u062f.<\/p>\n<p>\u0628\u0647 \u0647\u0645\u06cc\u0646 \u062f\u0644\u06cc\u0644 \u0627\u0633\u062a \u06a9\u0647 \u062a\u0635\u0645\u06cc\u0645 \u06af\u0631\u0641\u062a\u0645 \u06cc\u06a9 \u0631\u0628\u0627\u062a \u0686\u062a \u0628\u0631\u0627\u06cc \u067e\u0627\u0633\u062e \u0628\u0647 \u0633\u0624\u0627\u0644\u0627\u062a \u0645\u0631\u0628\u0648\u0637 \u0628\u0647 \u0686\u0627\u0631\u0686\u0648\u0628 \u0627\u06cc\u062c\u0627\u062f \u06a9\u0646\u0645 \u0648 \u0628\u0647 \u062a\u0648\u0633\u0639\u0647 \u062f\u0647\u0646\u062f\u06af\u0627\u0646 \u067e\u0627\u0633\u062e \u0647\u0627\u06cc \u0633\u0631\u06cc\u0639 \u0648 \u062f\u0642\u06cc\u0642 \u0631\u0627 \u0628\u0627 \u067e\u06cc\u0648\u0646\u062f\u0647\u0627\u06cc \u0633\u0646\u062f \u067e\u0634\u062a\u06cc\u0628\u0627\u0646\u06cc \u0627\u0631\u0627\u0626\u0647 \u062f\u0647\u062f.  \u0627\u06af\u0631 \u0628\u0647 \u0686\u06af\u0648\u0646\u06af\u06cc \u0634\u0631\u0648\u0639 \u0627\u06cc\u0646 \u067e\u0631\u0648\u0698\u0647 \u0639\u0644\u0627\u0642\u0647 \u0645\u0646\u062f \u0647\u0633\u062a\u06cc\u062f\u060c \u062a\u0648\u0635\u06cc\u0647 \u0645\u06cc \u06a9\u0646\u0645 \u067e\u0633\u062a \u0642\u0628\u0644\u06cc \u0645\u0646 \u0631\u0627 \u0628\u0631\u0631\u0633\u06cc \u06a9\u0646\u06cc\u062f.<\/p>\n<p>\u0627\u06a9\u0646\u0648\u0646\u060c \u062f\u0631 \u0627\u06cc\u0646 \u0645\u0642\u0627\u0644\u0647 \u0628\u0639\u062f\u06cc\u060c \u0645\u0646 \u0634\u0645\u0627 \u0631\u0627 \u0627\u0632 \u0637\u0631\u06cc\u0642 \u0641\u0631\u0622\u06cc\u0646\u062f \u0633\u0627\u062e\u062a \u06cc\u06a9 \u0646\u0633\u062e\u0647 \u067e\u06cc\u0634\u0631\u0641\u062a\u0647 \u0627\u0632 \u0686\u062a \u0628\u0627\u062a \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 \u0645\u0646\u0628\u0639 \u0628\u0627\u0632\u060c LangChain\u060c \u0631\u0627\u0647\u0646\u0645\u0627\u06cc\u06cc \u0645\u06cc \u06a9\u0646\u0645.<\/p>\n<p><\/p>\n<p>LangChain \u0639\u0645\u0644\u06a9\u0631\u062f \u0628\u0631\u0646\u0627\u0645\u0647\u200c\u0647\u0627\u06cc \u06a9\u0627\u0631\u0628\u0631\u062f\u06cc \u0645\u062f\u0644 \u0632\u0628\u0627\u0646 \u0628\u0632\u0631\u06af (LLM) \u0631\u0627 \u0627\u0641\u0632\u0627\u06cc\u0634 \u0645\u06cc\u200c\u062f\u0647\u062f \u0648 \u0648\u06cc\u0698\u06af\u06cc\u200c\u0647\u0627\u06cc\u06cc \u0645\u0627\u0646\u0646\u062f \u0645\u062f\u06cc\u0631\u06cc\u062a \u0633\u0631\u06cc\u0639\u060c \u0632\u0646\u062c\u06cc\u0631\u0647\u200c\u0627\u06cc \u0628\u0631\u0627\u06cc \u062f\u0646\u0628\u0627\u0644\u0647\u200c\u0647\u0627\u06cc \u062a\u0645\u0627\u0633 \u0648 \u062a\u0648\u0644\u06cc\u062f \u062f\u0627\u062f\u0647\u200c\u0647\u0627\u06cc \u0627\u0641\u0632\u0648\u062f\u0647 \u0631\u0627 \u0627\u0631\u0627\u0626\u0647 \u0645\u06cc\u200c\u062f\u0647\u062f.  \u0627\u06cc\u0646 \u0631\u0627\u0647\u0646\u0645\u0627\u06cc \u06af\u0627\u0645 \u0628\u0647 \u06af\u0627\u0645 \u0634\u0627\u0645\u0644 \u0645\u0648\u0627\u0631\u062f \u0632\u06cc\u0631 \u0645\u06cc \u0634\u0648\u062f:<\/p>\n<p>\u2022 \u062c\u0645\u0639 \u0622\u0648\u0631\u06cc \u062f\u0627\u062f\u0647 \u0647\u0627<br \/>\u2022 \u0627\u06cc\u062c\u0627\u062f \u062c\u0627\u0633\u0627\u0632\u06cc \u0645\u062a\u0646<br \/>\u2022 \u0645\u0647\u0646\u062f\u0633\u06cc \u0633\u0631\u06cc\u0639<br \/>\u2022 \u062a\u0648\u0633\u0639\u0647 \u0631\u0627\u0628\u0637 \u0686\u062a<\/p>\n<p>\u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u062f \u0686\u062a \u0628\u0627\u062a \u0631\u0627 \u062f\u0631 \u0627\u06cc\u0646\u062c\u0627 \u0627\u0645\u062a\u062d\u0627\u0646 \u06a9\u0646\u06cc\u062f.<\/p>\n<p>\u0648 \u0645\u062e\u0632\u0646 GitHub \u0631\u0627 \u0628\u0627 \u06a9\u062f \u0627\u06cc\u0646\u062c\u0627 \u0628\u0631\u0631\u0633\u06cc \u06a9\u0646\u06cc\u062f.<\/p>\n<div id=\"ez-toc-container\" class=\"ez-toc-v2_0_84 counter-hierarchy ez-toc-counter-rtl ez-toc-grey ez-toc-container-direction\">\n<div class=\"ez-toc-title-container\">\n<p class=\"ez-toc-title\" style=\"cursor:inherit\">\u0641\u0647\u0631\u0633\u062a \u0645\u0637\u0627\u0644\u0628<\/p>\n<span class=\"ez-toc-title-toggle\"><a href=\"#\" class=\"ez-toc-pull-right ez-toc-btn ez-toc-btn-xs ez-toc-btn-default ez-toc-toggle\" aria-label=\"Toggle Table of Content\"><span class=\"ez-toc-js-icon-con\"><span class=\"\"><span class=\"eztoc-hide\" style=\"display:none;\">Toggle<\/span><span class=\"ez-toc-icon-toggle-span\"><svg style=\"fill: #999;color:#999\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" class=\"list-377408\" width=\"20px\" height=\"20px\" viewBox=\"0 0 24 24\" fill=\"none\"><path d=\"M6 6H4v2h2V6zm14 0H8v2h12V6zM4 11h2v2H4v-2zm16 0H8v2h12v-2zM4 16h2v2H4v-2zm16 0H8v2h12v-2z\" fill=\"currentColor\"><\/path><\/svg><svg style=\"fill: #999;color:#999\" class=\"arrow-unsorted-368013\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"10px\" height=\"10px\" viewBox=\"0 0 24 24\" version=\"1.2\" baseProfile=\"tiny\"><path d=\"M18.2 9.3l-6.2-6.3-6.2 6.3c-.2.2-.3.4-.3.7s.1.5.3.7c.2.2.4.3.7.3h11c.3 0 .5-.1.7-.3.2-.2.3-.5.3-.7s-.1-.5-.3-.7zM5.8 14.7l6.2 6.3 6.2-6.3c.2-.2.3-.5.3-.7s-.1-.5-.3-.7c-.2-.2-.4-.3-.7-.3h-11c-.3 0-.5.1-.7.3-.2.2-.3.5-.3.7s.1.5.3.7z\"\/><\/svg><\/span><\/span><\/span><\/a><\/span><\/div>\n<nav><ul class='ez-toc-list ez-toc-list-level-1 ' ><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-1\" href=\"https:\/\/nabfollower.com\/blog\/building-an-aws-well-architected-chatbot-with-langchain-13cd\/#%D8%AC%D9%85%D8%B9_%D8%A2%D9%88%D8%B1%DB%8C_%D8%AF%D8%A7%D8%AF%D9%87_%D9%87%D8%A7_%D8%AD%D8%B0%D9%81_%D9%88%D8%A8\" >\u062c\u0645\u0639 \u0622\u0648\u0631\u06cc \u062f\u0627\u062f\u0647 \u0647\u0627: \u062d\u0630\u0641 \u0648\u0628<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-2\" href=\"https:\/\/nabfollower.com\/blog\/building-an-aws-well-architected-chatbot-with-langchain-13cd\/#%D8%A7%DB%8C%D8%AC%D8%A7%D8%AF_%D8%AC%D8%A7%D8%B3%D8%A7%D8%B2%DB%8C_%D9%85%D8%AA%D9%86\" >\u0627\u06cc\u062c\u0627\u062f \u062c\u0627\u0633\u0627\u0632\u06cc \u0645\u062a\u0646<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-3\" href=\"https:\/\/nabfollower.com\/blog\/building-an-aws-well-architected-chatbot-with-langchain-13cd\/#%D8%B3%D8%A7%D8%AE%D8%AA_%D8%B2%D9%86%D8%AC%DB%8C%D8%B1%D9%87_LLM_%D9%85%D9%87%D9%86%D8%AF%D8%B3%DB%8C_%D8%B3%D8%B1%DB%8C%D8%B9\" >\u0633\u0627\u062e\u062a \u0632\u0646\u062c\u06cc\u0631\u0647 LLM: \u0645\u0647\u0646\u062f\u0633\u06cc \u0633\u0631\u06cc\u0639<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-4\" href=\"https:\/\/nabfollower.com\/blog\/building-an-aws-well-architected-chatbot-with-langchain-13cd\/#%D8%A7%DB%8C%D8%AC%D8%A7%D8%AF_%D8%B1%D8%A7%D8%A8%D8%B7_%DA%86%D8%AA\" >\u0627\u06cc\u062c\u0627\u062f \u0631\u0627\u0628\u0637 \u0686\u062a<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-5\" href=\"https:\/\/nabfollower.com\/blog\/building-an-aws-well-architected-chatbot-with-langchain-13cd\/#%D9%86%D8%AA%DB%8C%D8%AC%D9%87\" >\u0646\u062a\u06cc\u062c\u0647<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-6\" href=\"https:\/\/nabfollower.com\/blog\/building-an-aws-well-architected-chatbot-with-langchain-13cd\/#%D8%AF%D8%B1%D8%A8%D8%A7%D8%B1%D9%87_%D9%86%D9%88%DB%8C%D8%B3%D9%86%D8%AF%D9%87\" >\u062f\u0631\u0628\u0627\u0631\u0647 \u0646\u0648\u06cc\u0633\u0646\u062f\u0647<\/a><\/li><\/ul><\/nav><\/div>\n<h2><span class=\"ez-toc-section\" id=\"%D8%AC%D9%85%D8%B9_%D8%A2%D9%88%D8%B1%DB%8C_%D8%AF%D8%A7%D8%AF%D9%87_%D9%87%D8%A7_%D8%AD%D8%B0%D9%81_%D9%88%D8%A8\"><\/span>\n<p>  \u062c\u0645\u0639 \u0622\u0648\u0631\u06cc \u062f\u0627\u062f\u0647 \u0647\u0627: \u062d\u0630\u0641 \u0648\u0628<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u0628\u0631\u0627\u06cc \u0628\u0647 \u062f\u0633\u062a \u0622\u0648\u0631\u062f\u0646 \u062a\u0645\u0627\u0645 \u067e\u06cc\u0648\u0646\u062f\u0647\u0627\u06cc \u0644\u0627\u0632\u0645 \u0627\u0632 \u0686\u0627\u0631\u0686\u0648\u0628 Well-Architected\u060c \u062a\u0645\u0627\u0645 URL \u0647\u0627 \u0631\u0627 \u0627\u0632 \u0646\u0642\u0634\u0647 \u0633\u0627\u06cc\u062a \u0627\u0633\u062a\u062e\u0631\u0627\u062c \u06a9\u0631\u062f\u0645.  \u0646\u0642\u0634\u0647 \u0647\u0627\u06cc \u0633\u0627\u06cc\u062a \u0644\u06cc\u0633\u062a\u06cc \u0627\u0632 \u062a\u0645\u0627\u0645 \u067e\u06cc\u0648\u0646\u062f\u0647\u0627\u06cc \u0645\u0648\u062c\u0648\u062f \u062f\u0631 \u0635\u0641\u062d\u0647 \u0631\u0627 \u0627\u0631\u0627\u0626\u0647 \u0645\u06cc \u062f\u0647\u0646\u062f \u06a9\u0647 \u0628\u0647 \u0645\u0646 \u0627\u0645\u06a9\u0627\u0646 \u0645\u06cc \u062f\u0647\u062f \u0628\u0647 \u0637\u0648\u0631 \u0645\u0648\u062b\u0631 \u06cc\u06a9 \u0627\u0633\u06a9\u0631\u06cc\u067e\u062a \u0628\u0631\u0627\u06cc \u0648\u0627\u06a9\u0634\u06cc \u062a\u0645\u0627\u0645 \u0645\u062a\u0646 \u0628\u0631\u0627\u06cc \u0647\u0631 \u0635\u0641\u062d\u0647 \u0627\u06cc\u062c\u0627\u062f \u06a9\u0646\u0645.  \u062f\u0631 \u0627\u06cc\u0646\u062c\u0627 \u062a\u0627\u0628\u0639 \u067e\u0627\u06cc\u062a\u0648\u0646\u06cc \u0627\u0633\u062a \u06a9\u0647 \u0645\u0646 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0631\u062f\u0645:<\/p>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight python\"><code><span class=\"k\">def<\/span> <span class=\"nf\">extract_urls_from_sitemap<\/span><span class=\"p\">(<\/span><span class=\"n\">sitemap_url<\/span><span class=\"p\">):<\/span>\n    <span class=\"n\">response<\/span> <span class=\"o\">=<\/span> <span class=\"n\">requests<\/span><span class=\"p\">.<\/span><span class=\"n\">get<\/span><span class=\"p\">(<\/span><span class=\"n\">sitemap_url<\/span><span class=\"p\">)<\/span>\n    <span class=\"k\">if<\/span> <span class=\"n\">response<\/span><span class=\"p\">.<\/span><span class=\"n\">status_code<\/span> <span class=\"o\">!=<\/span> <span class=\"mi\">200<\/span><span class=\"p\">:<\/span>\n        <span class=\"k\">print<\/span><span class=\"p\">(<\/span><span class=\"sa\">f<\/span><span class=\"s\">\"Failed to fetch sitemap: <\/span><span class=\"si\">{<\/span><span class=\"n\">response<\/span><span class=\"p\">.<\/span><span class=\"n\">status_code<\/span><span class=\"si\">}<\/span><span class=\"s\">\"<\/span><span class=\"p\">)<\/span>\n        <span class=\"k\">return<\/span> <span class=\"p\">[]<\/span>\n\n    <span class=\"n\">sitemap_content<\/span> <span class=\"o\">=<\/span> <span class=\"n\">response<\/span><span class=\"p\">.<\/span><span class=\"n\">content<\/span>\n    <span class=\"n\">root<\/span> <span class=\"o\">=<\/span> <span class=\"n\">ET<\/span><span class=\"p\">.<\/span><span class=\"n\">fromstring<\/span><span class=\"p\">(<\/span><span class=\"n\">sitemap_content<\/span><span class=\"p\">)<\/span>\n\n    <span class=\"c1\"># Extract the URLs from the sitemap\n<\/span>    <span class=\"n\">urls<\/span> <span class=\"o\">=<\/span> <span class=\"p\">[<\/span>\n        <span class=\"n\">elem<\/span><span class=\"p\">.<\/span><span class=\"n\">text<\/span>\n        <span class=\"k\">for<\/span> <span class=\"n\">elem<\/span> <span class=\"ow\">in<\/span> <span class=\"n\">root<\/span><span class=\"p\">.<\/span><span class=\"nb\">iter<\/span><span class=\"p\">(<\/span><span class=\"s\">\"{http:\/\/www.sitemaps.org\/schemas\/sitemap\/0.9}loc\"<\/span><span class=\"p\">)<\/span>\n    <span class=\"p\">]<\/span>\n\n    <span class=\"k\">return<\/span> <span class=\"n\">urls<\/span>\n\n\n <span class=\"c1\"># Site maps for the AWS Well-Architected Framework\n<\/span>    <span class=\"n\">sitemap_url_list<\/span> <span class=\"o\">=<\/span> <span class=\"p\">[<\/span>\n        <span class=\"s\">\"https:\/\/docs.aws.amazon.com\/wellarchitected\/latest\/security-pillar\/sitemap.xml\"<\/span><span class=\"p\">,<\/span>\n        <span class=\"s\">\"https:\/\/docs.aws.amazon.com\/wellarchitected\/latest\/framework\/sitemap.xml\"<\/span><span class=\"p\">,<\/span>\n        <span class=\"s\">\"https:\/\/docs.aws.amazon.com\/wellarchitected\/latest\/operational-excellence-pillar\/sitemap.xml\"<\/span><span class=\"p\">,<\/span>\n        <span class=\"s\">\"https:\/\/docs.aws.amazon.com\/wellarchitected\/latest\/reliability-pillar\/sitemap.xml\"<\/span><span class=\"p\">,<\/span>\n        <span class=\"s\">\"https:\/\/docs.aws.amazon.com\/wellarchitected\/latest\/performance-efficiency-pillar\/sitemap.xml\"<\/span><span class=\"p\">,<\/span>\n        <span class=\"s\">\"https:\/\/docs.aws.amazon.com\/wellarchitected\/latest\/cost-optimization-pillar\/sitemap.xml\"<\/span><span class=\"p\">,<\/span>\n        <span class=\"s\">\"https:\/\/docs.aws.amazon.com\/wellarchitected\/latest\/sustainability-pillar\/sitemap.xml\"<\/span><span class=\"p\">,<\/span>\n    <span class=\"p\">]<\/span>\n\n    <span class=\"c1\"># Get all links from the sitemaps\n<\/span>    <span class=\"n\">full_sitemap_list<\/span> <span class=\"o\">=<\/span> <span class=\"p\">[]<\/span>\n    <span class=\"k\">for<\/span> <span class=\"n\">sitemap<\/span> <span class=\"ow\">in<\/span> <span class=\"n\">sitemap_url_list<\/span><span class=\"p\">:<\/span>\n        <span class=\"n\">full_sitemap_list<\/span><span class=\"p\">.<\/span><span class=\"n\">extend<\/span><span class=\"p\">(<\/span><span class=\"n\">extract_urls_from_sitemap<\/span><span class=\"p\">(<\/span><span class=\"n\">sitemap<\/span><span class=\"p\">))<\/span>\n<\/code><\/pre>\n<div class=\"highlight__panel js-actions-panel\">\n<div class=\"highlight__panel-action js-fullscreen-code-action\">\n    <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-on\"><title>\u0648\u0627\u0631\u062f \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0634\u0648\u06cc\u062f<\/title>\n    <path d=\"M16 3h6v6h-2V5h-4V3zM2 3h6v2H4v4H2V3zm18 16v-4h2v6h-6v-2h4zM4 19h4v2H2v-6h2v4z\"\/>\n<\/svg><\/p>\n<p>    <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-off\"><title>\u0627\u0632 \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u062e\u0627\u0631\u062c \u0634\u0648\u06cc\u062f<\/title>\n    <path d=\"M18 7h4v2h-6V3h2v4zM8 9H2V7h4V3h2v6zm10 8v4h-2v-6h6v2h-4zM8 15v6H6v-4H2v-2h6z\"\/>\n<\/svg><\/p>\n<\/div>\n<\/div>\n<\/div>\n<p>\u0647\u0646\u06af\u0627\u0645\u06cc \u06a9\u0647 \u0641\u0647\u0631\u0633\u062a \u0631\u0627 \u06af\u0631\u062f\u0622\u0648\u0631\u06cc \u06a9\u0631\u062f\u0645\u060c \u0627\u0632 \u0644\u0648\u062f\u0631 \u0633\u0646\u062f \u0633\u0644\u0646\u06cc\u0648\u0645 LangChain \u0628\u0631\u0627\u06cc \u0627\u0633\u062a\u062e\u0631\u0627\u062c \u062a\u0645\u0627\u0645 \u0645\u062a\u0646 \u0627\u0632 \u0647\u0631 \u0635\u0641\u062d\u0647 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0631\u062f\u0645 \u0648 \u0645\u062a\u0646 \u0631\u0627 \u0628\u0647 \u0642\u0637\u0639\u0627\u062a 1000 \u06a9\u0627\u0631\u0627\u06a9\u062a\u0631\u06cc \u062a\u0642\u0633\u06cc\u0645 \u06a9\u0631\u062f\u0645.  \u0634\u06a9\u0633\u062a\u0646 \u0645\u062a\u0646 \u0628\u0647 \u0642\u0637\u0639\u0627\u062a 1000 \u06a9\u0627\u0631\u0627\u06a9\u062a\u0631\u06cc\u060c \u0645\u062f\u06cc\u0631\u06cc\u062a \u062d\u062c\u0645 \u0632\u06cc\u0627\u062f\u06cc \u0627\u0632 \u062f\u0627\u062f\u0647 \u0647\u0627 \u0631\u0627 \u0633\u0627\u062f\u0647 \u0645\u06cc \u06a9\u0646\u062f \u0648 \u062a\u0636\u0645\u06cc\u0646 \u0645\u06cc \u06a9\u0646\u062f \u06a9\u0647 \u0645\u062a\u0646 \u062f\u0631 \u0628\u062e\u0634 \u0647\u0627\u06cc \u0642\u0627\u0628\u0644 \u0647\u0636\u0645 \u0645\u0641\u06cc\u062f\u06cc \u0628\u0631\u0627\u06cc \u067e\u0631\u062f\u0627\u0632\u0634 \u0645\u062f\u0644 \u0642\u0631\u0627\u0631 \u062f\u0627\u0631\u062f.<\/p>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight python\"><code><span class=\"k\">def<\/span> <span class=\"nf\">load_html_text<\/span><span class=\"p\">(<\/span><span class=\"n\">sitemap_urls<\/span><span class=\"p\">):<\/span>\n    <span class=\"n\">loader<\/span> <span class=\"o\">=<\/span> <span class=\"n\">SeleniumURLLoader<\/span><span class=\"p\">(<\/span><span class=\"n\">urls<\/span><span class=\"o\">=<\/span><span class=\"n\">sitemap_urls<\/span><span class=\"p\">)<\/span>\n    <span class=\"n\">data<\/span> <span class=\"o\">=<\/span> <span class=\"n\">loader<\/span><span class=\"p\">.<\/span><span class=\"n\">load<\/span><span class=\"p\">()<\/span>\n\n    <span class=\"n\">text_splitter<\/span> <span class=\"o\">=<\/span> <span class=\"n\">RecursiveCharacterTextSplitter<\/span><span class=\"p\">(<\/span><span class=\"n\">chunk_size<\/span><span class=\"o\">=<\/span><span class=\"mi\">1000<\/span><span class=\"p\">,<\/span> <span class=\"n\">chunk_overlap<\/span><span class=\"o\">=<\/span><span class=\"mi\">20<\/span><span class=\"p\">)<\/span>\n    <span class=\"n\">texts<\/span> <span class=\"o\">=<\/span> <span class=\"n\">text_splitter<\/span><span class=\"p\">.<\/span><span class=\"n\">split_documents<\/span><span class=\"p\">(<\/span><span class=\"n\">data<\/span><span class=\"p\">)<\/span>\n\n    <span class=\"k\">return<\/span> <span class=\"n\">texts<\/span>\n<\/code><\/pre>\n<div class=\"highlight__panel js-actions-panel\">\n<div class=\"highlight__panel-action js-fullscreen-code-action\">\n    <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-on\"><title>\u0648\u0627\u0631\u062f \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0634\u0648\u06cc\u062f<\/title>\n    <path d=\"M16 3h6v6h-2V5h-4V3zM2 3h6v2H4v4H2V3zm18 16v-4h2v6h-6v-2h4zM4 19h4v2H2v-6h2v4z\"\/>\n<\/svg><\/p>\n<p>    <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-off\"><title>\u0627\u0632 \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u062e\u0627\u0631\u062c \u0634\u0648\u06cc\u062f<\/title>\n    <path d=\"M18 7h4v2h-6V3h2v4zM8 9H2V7h4V3h2v6zm10 8v4h-2v-6h6v2h-4zM8 15v6H6v-4H2v-2h6z\"\/>\n<\/svg><\/p>\n<\/div>\n<\/div>\n<\/div>\n<h2><span class=\"ez-toc-section\" id=\"%D8%A7%DB%8C%D8%AC%D8%A7%D8%AF_%D8%AC%D8%A7%D8%B3%D8%A7%D8%B2%DB%8C_%D9%85%D8%AA%D9%86\"><\/span>\n<p>  \u0627\u06cc\u062c\u0627\u062f \u062c\u0627\u0633\u0627\u0632\u06cc \u0645\u062a\u0646<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u062f\u0631 \u0645\u0631\u062d\u0644\u0647 \u0628\u0639\u062f\u060c \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 API \u062a\u0639\u0628\u06cc\u0647\u200c\u0633\u0627\u0632\u06cc OpenAI\u060c \u0628\u0631\u0627\u06cc \u0647\u0631 \u06cc\u06a9 \u0627\u0632 \u0635\u0641\u062d\u0627\u062a\u060c \u062c\u0627\u0633\u0627\u0632\u06cc\u200c\u0647\u0627\u06cc \u0645\u062a\u0646\u06cc \u0627\u06cc\u062c\u0627\u062f \u06a9\u0631\u062f\u0645.  \u062a\u0639\u0628\u06cc\u0647\u200c\u0647\u0627\u06cc \u0645\u062a\u0646 \u0628\u0631\u062f\u0627\u0631 (\u0641\u0647\u0631\u0633\u062a) \u0627\u0639\u062f\u0627\u062f \u0645\u0645\u06cc\u0632 \u0634\u0646\u0627\u0648\u0631 \u0647\u0633\u062a\u0646\u062f \u06a9\u0647 \u0628\u0631\u0627\u06cc \u0627\u0646\u062f\u0627\u0632\u0647\u200c\u06af\u06cc\u0631\u06cc \u0627\u0631\u062a\u0628\u0627\u0637 \u0631\u0634\u062a\u0647\u200c\u0647\u0627\u06cc \u0645\u062a\u0646\u06cc \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc\u200c\u0634\u0648\u0646\u062f.  \u0622\u0646\u0647\u0627 \u0645\u0639\u0645\u0648\u0644\u0627\u064b \u0628\u0631\u0627\u06cc \u06a9\u0627\u0631\u0647\u0627\u06cc \u0645\u062e\u062a\u0644\u0641\u06cc \u0645\u0627\u0646\u0646\u062f \u062c\u0633\u062a\u062c\u0648\u060c \u062e\u0648\u0634\u0647 \u0628\u0646\u062f\u06cc\u060c \u062a\u0648\u0635\u06cc\u0647 \u0647\u0627\u060c \u062a\u0634\u062e\u06cc\u0635 \u0646\u0627\u0647\u0646\u062c\u0627\u0631\u06cc\u060c \u0627\u0646\u062f\u0627\u0632\u0647 \u06af\u06cc\u0631\u06cc \u062a\u0646\u0648\u0639 \u0648 \u0637\u0628\u0642\u0647 \u0628\u0646\u062f\u06cc \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u0634\u0648\u0646\u062f.  \u0647\u0646\u06af\u0627\u0645\u06cc \u06a9\u0647 \u062c\u0627\u0633\u0627\u0632\u06cc\u200c\u0647\u0627 \u0627\u06cc\u062c\u0627\u062f \u0634\u062f\u0646\u062f\u060c \u0627\u0632 \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 \u062c\u0633\u062a\u062c\u0648\u06cc \u0628\u0631\u062f\u0627\u0631\u06cc Faiss \u0628\u0631\u0627\u06cc \u0627\u06cc\u062c\u0627\u062f \u0646\u0645\u0627\u06cc\u0647 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0631\u062f\u0645 \u06a9\u0647 \u0627\u0645\u06a9\u0627\u0646 \u062c\u0633\u062a\u062c\u0648\u06cc \u0633\u0631\u06cc\u0639 \u0645\u062a\u0646 \u0628\u0631\u0627\u06cc \u0647\u0631 \u062f\u0631\u062e\u0648\u0627\u0633\u062a \u06a9\u0627\u0631\u0628\u0631 \u0631\u0627 \u0641\u0631\u0627\u0647\u0645 \u0645\u06cc\u200c\u06a9\u0631\u062f.<\/p>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight python\"><code><span class=\"k\">def<\/span> <span class=\"nf\">embed_text<\/span><span class=\"p\">(<\/span><span class=\"n\">texts<\/span><span class=\"p\">,<\/span> <span class=\"n\">save_loc<\/span><span class=\"p\">):<\/span>\n    <span class=\"n\">embeddings<\/span> <span class=\"o\">=<\/span> <span class=\"n\">OpenAIEmbeddings<\/span><span class=\"p\">(<\/span><span class=\"n\">openai_api_key<\/span><span class=\"o\">=<\/span><span class=\"n\">os<\/span><span class=\"p\">.<\/span><span class=\"n\">environ<\/span><span class=\"p\">[<\/span><span class=\"s\">\"OPENAI_API_KEY\"<\/span><span class=\"p\">])<\/span>\n    <span class=\"n\">docsearch<\/span> <span class=\"o\">=<\/span> <span class=\"n\">FAISS<\/span><span class=\"p\">.<\/span><span class=\"n\">from_documents<\/span><span class=\"p\">(<\/span><span class=\"n\">texts<\/span><span class=\"p\">,<\/span> <span class=\"n\">embeddings<\/span><span class=\"p\">)<\/span>\n\n    <span class=\"n\">docsearch<\/span><span class=\"p\">.<\/span><span class=\"n\">save_local<\/span><span class=\"p\">(<\/span><span class=\"n\">save_loc<\/span><span class=\"p\">)<\/span>\n<\/code><\/pre>\n<div class=\"highlight__panel js-actions-panel\">\n<div class=\"highlight__panel-action js-fullscreen-code-action\">\n    <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-on\"><title>\u0648\u0627\u0631\u062f \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0634\u0648\u06cc\u062f<\/title>\n    <path d=\"M16 3h6v6h-2V5h-4V3zM2 3h6v2H4v4H2V3zm18 16v-4h2v6h-6v-2h4zM4 19h4v2H2v-6h2v4z\"\/>\n<\/svg><\/p>\n<p>    <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-off\"><title>\u0627\u0632 \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u062e\u0627\u0631\u062c \u0634\u0648\u06cc\u062f<\/title>\n    <path d=\"M18 7h4v2h-6V3h2v4zM8 9H2V7h4V3h2v6zm10 8v4h-2v-6h6v2h-4zM8 15v6H6v-4H2v-2h6z\"\/>\n<\/svg><\/p>\n<\/div>\n<\/div>\n<\/div>\n<p>\u062e\u0637 \u0644\u0648\u0644\u0647 \u0627\u0646\u062a\u0642\u0627\u0644 \u06a9\u0627\u0645\u0644 \u0631\u0627 \u062f\u0631 \u0627\u06cc\u0646\u062c\u0627 \u0628\u0631\u0631\u0633\u06cc \u06a9\u0646\u06cc\u062f.<\/p>\n<h2><span class=\"ez-toc-section\" id=\"%D8%B3%D8%A7%D8%AE%D8%AA_%D8%B2%D9%86%D8%AC%DB%8C%D8%B1%D9%87_LLM_%D9%85%D9%87%D9%86%D8%AF%D8%B3%DB%8C_%D8%B3%D8%B1%DB%8C%D8%B9\"><\/span>\n<p>  \u0633\u0627\u062e\u062a \u0632\u0646\u062c\u06cc\u0631\u0647 LLM: \u0645\u0647\u0646\u062f\u0633\u06cc \u0633\u0631\u06cc\u0639<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u0628\u0627 \u0622\u0645\u0627\u062f\u0647 \u0628\u0648\u062f\u0646 \u062f\u0627\u062f\u0647 \u0647\u0627\u060c \u0632\u0645\u0627\u0646 \u0633\u0627\u062e\u062a \u0632\u0646\u062c\u06cc\u0631\u0647 LLM \u0628\u0631\u0627\u06cc \u067e\u0627\u0633\u062e \u0628\u0647 \u067e\u0631\u0633\u0634 \u0647\u0627\u06cc \u06a9\u0627\u0631\u0628\u0631 \u0641\u0631\u0627 \u0631\u0633\u06cc\u062f\u0647 \u0628\u0648\u062f.  \u0627\u0648\u0644\u06cc\u0646 \u0645\u0631\u062d\u0644\u0647 \u0634\u0627\u0645\u0644 \u0627\u06cc\u062c\u0627\u062f \u06cc\u06a9 PromptTemplate \u0627\u0633\u062a\u060c \u06a9\u0647 \u0637\u0631\u062d\u06cc \u0627\u0633\u062a \u06a9\u0647 \u0646\u0634\u0627\u0646 \u062f\u0647\u0646\u062f\u0647 \u06cc\u06a9 \u062f\u0631\u062e\u0648\u0627\u0633\u062a \u0627\u0633\u062a \u06a9\u0647 \u0645\u06cc \u062a\u0648\u0627\u0646\u062f \u0628\u0647 \u06cc\u06a9 LLM \u0627\u0631\u0633\u0627\u0644 \u0634\u0648\u062f.  \u0627\u06cc\u0646 \u0627\u0644\u06af\u0648 \u0634\u0627\u0645\u0644 \u06cc\u06a9 \u062f\u0633\u062a\u0648\u0631 \u0633\u06cc\u0633\u062a\u0645 \u0648 \u062f\u0648 \u0645\u062a\u063a\u06cc\u0631 \u0628\u0648\u062f: \u0633\u0648\u0627\u0644 \u06a9\u0627\u0631\u0628\u0631 \u0648 \u0632\u0645\u06cc\u0646\u0647 \u0627\u0632 \u0686\u0627\u0631\u0686\u0648\u0628 Well-Architected \u0645\u0631\u0628\u0648\u0637 \u0628\u0647 \u0633\u0648\u0627\u0644.<\/p>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight python\"><code><span class=\"n\">TEMPLATE<\/span> <span class=\"o\">=<\/span> <span class=\"s\">\"\"\"You are an AWS Certified Solutions Architect. Your role is to help customers understand best practices on building on AWS. Return your response in markdown, so you can bold and highlight important steps for customers. If the answer cannot be found within the context, write 'I could not find an answer' \n\nUse the following context from the AWS Well-Architected Framework to answer the user's query. Make sure to read all the context before providing an answer.<\/span><span class=\"se\">\\n<\/span><span class=\"s\">Context:<\/span><span class=\"se\">\\n<\/span><span class=\"s\">{context}<\/span><span class=\"se\">\\n<\/span><span class=\"s\">Question: {question}\n\"\"\"<\/span>\n\n<span class=\"n\">QA_PROMPT<\/span> <span class=\"o\">=<\/span> <span class=\"n\">PromptTemplate<\/span><span class=\"p\">(<\/span><span class=\"n\">template<\/span><span class=\"o\">=<\/span><span class=\"n\">TEMPLATE<\/span><span class=\"p\">,<\/span> <span class=\"n\">input_variables<\/span><span class=\"o\">=<\/span><span class=\"p\">[<\/span><span class=\"s\">\"question\"<\/span><span class=\"p\">,<\/span> <span class=\"s\">\"context\"<\/span><span class=\"p\">])<\/span>\n<\/code><\/pre>\n<div class=\"highlight__panel js-actions-panel\">\n<div class=\"highlight__panel-action js-fullscreen-code-action\">\n    <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-on\"><title>\u0648\u0627\u0631\u062f \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0634\u0648\u06cc\u062f<\/title>\n    <path d=\"M16 3h6v6h-2V5h-4V3zM2 3h6v2H4v4H2V3zm18 16v-4h2v6h-6v-2h4zM4 19h4v2H2v-6h2v4z\"\/>\n<\/svg><\/p>\n<p>    <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-off\"><title>\u0627\u0632 \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u062e\u0627\u0631\u062c \u0634\u0648\u06cc\u062f<\/title>\n    <path d=\"M18 7h4v2h-6V3h2v4zM8 9H2V7h4V3h2v6zm10 8v4h-2v-6h6v2h-4zM8 15v6H6v-4H2v-2h6z\"\/>\n<\/svg><\/p>\n<\/div>\n<\/div>\n<\/div>\n<p>\u062f\u0631 \u0645\u0631\u062d\u0644\u0647 \u0628\u0639\u062f\u060c \u0645\u0646 \u0627\u06cc\u0646 \u0641\u0631\u0622\u06cc\u0646\u062f \u0631\u0627 \u0628\u0631\u0627\u06cc \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 LLM \u0628\u0631\u0627\u06cc \u067e\u0627\u0633\u062e \u0628\u0647 \u0633\u0624\u0627\u0644\u0627\u062a \u06a9\u0627\u0631\u0628\u0631 \u062a\u0646\u0638\u06cc\u0645 \u06a9\u0631\u062f\u0645.  \u0645\u0646 \u0645\u062f\u0644 OpenAI \u0631\u0627 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 <code>ChatOpenAI<\/code> \u06a9\u0644\u0627\u0633 \u0648 \u067e\u0627\u0631\u0627\u0645\u062a\u0631\u0647\u0627 \u0631\u0627 \u062a\u0646\u0638\u06cc\u0645 \u06a9\u0646\u06cc\u062f (<strong>\u062a\u0648\u062c\u0647 \u062f\u0627\u0634\u062a\u0647 \u0628\u0627\u0634\u06cc\u062f:<\/strong> \u0634\u0645\u0627 \u0628\u0647 \u06a9\u0644\u06cc\u062f OpenAI API \u062e\u0648\u062f \u0646\u06cc\u0627\u0632 \u062f\u0627\u0631\u06cc\u062f).  \u0633\u067e\u0633\u060c \u0646\u0642\u0637\u0647 \u067e\u0627\u06cc\u0627\u0646\u06cc embeddings \u0631\u0627 \u0628\u0631\u0627\u06cc \u067e\u0631\u0633 \u0648 \u062c\u0648\u0647\u0627\u06cc \u06a9\u0627\u0631\u0628\u0631 \u0648 \u0630\u062e\u06cc\u0631\u0647 \u0628\u0631\u062f\u0627\u0631\u06cc \u0645\u062d\u0644\u06cc \u0627\u0632 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u062e\u0631\u0627\u0634\u06cc\u062f\u0647 \u0634\u062f\u0647 \u0627\u06cc\u062c\u0627\u062f \u06a9\u0631\u062f\u0645.  \u062f\u0631 \u0646\u0647\u0627\u06cc\u062a\u060c \u0645\u0646 \u0631\u0627\u0647 \u0627\u0646\u062f\u0627\u0632\u06cc <code>ConversationalRetrievalChain<\/code>\u060c \u06a9\u0647 \u0627\u06cc\u062c\u0627\u062f \u06cc\u06a9 \u0631\u0628\u0627\u062a \u0686\u062a \u0631\u0627 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u062a\u0648\u0644\u06cc\u062f \u0627\u0641\u0632\u0648\u062f\u0647 \u0628\u0627\u0632\u06cc\u0627\u0628\u06cc (RAG) \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0627\u0633\u0646\u0627\u062f \u0628\u0631\u0627\u06cc \u067e\u0627\u0633\u062e \u0622\u0646 \u062a\u0633\u0647\u06cc\u0644 \u0645\u06cc \u06a9\u0646\u062f.<\/p>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight python\"><code><span class=\"k\">def<\/span> <span class=\"nf\">setup_chain<\/span><span class=\"p\">():<\/span>\n    <span class=\"n\">llm<\/span> <span class=\"o\">=<\/span> <span class=\"n\">ChatOpenAI<\/span><span class=\"p\">(<\/span>\n        <span class=\"n\">temperature<\/span><span class=\"o\">=<\/span><span class=\"mf\">0.7<\/span><span class=\"p\">,<\/span>\n        <span class=\"n\">openai_api_key<\/span><span class=\"o\">=<\/span><span class=\"n\">os<\/span><span class=\"p\">.<\/span><span class=\"n\">environ<\/span><span class=\"p\">[<\/span><span class=\"s\">\"OPENAI_API_KEY\"<\/span><span class=\"p\">],<\/span>\n        <span class=\"n\">model_name<\/span><span class=\"o\">=<\/span><span class=\"s\">\"gpt-3.5-turbo\"<\/span><span class=\"p\">,<\/span>\n    <span class=\"p\">)<\/span>\n    <span class=\"n\">embeddings<\/span> <span class=\"o\">=<\/span> <span class=\"n\">OpenAIEmbeddings<\/span><span class=\"p\">(<\/span><span class=\"n\">openai_api_key<\/span><span class=\"o\">=<\/span><span class=\"n\">os<\/span><span class=\"p\">.<\/span><span class=\"n\">environ<\/span><span class=\"p\">[<\/span><span class=\"s\">\"OPENAI_API_KEY\"<\/span><span class=\"p\">])<\/span>\n    <span class=\"n\">vectorstore<\/span> <span class=\"o\">=<\/span> <span class=\"n\">FAISS<\/span><span class=\"p\">.<\/span><span class=\"n\">load_local<\/span><span class=\"p\">(<\/span><span class=\"s\">\"local_index\"<\/span><span class=\"p\">,<\/span> <span class=\"n\">embeddings<\/span><span class=\"p\">)<\/span>\n\n    <span class=\"n\">chain<\/span> <span class=\"o\">=<\/span> <span class=\"n\">ConversationalRetrievalChain<\/span><span class=\"p\">.<\/span><span class=\"n\">from_llm<\/span><span class=\"p\">(<\/span>\n        <span class=\"n\">llm<\/span><span class=\"p\">,<\/span> <span class=\"n\">vectorstore<\/span><span class=\"p\">.<\/span><span class=\"n\">as_retriever<\/span><span class=\"p\">(),<\/span> <span class=\"n\">return_source_documents<\/span><span class=\"o\">=<\/span><span class=\"bp\">True<\/span>\n    <span class=\"p\">)<\/span>\n\n    <span class=\"k\">return<\/span> <span class=\"n\">chain<\/span>\n\n<\/code><\/pre>\n<div class=\"highlight__panel js-actions-panel\">\n<div class=\"highlight__panel-action js-fullscreen-code-action\">\n    <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-on\"><title>\u0648\u0627\u0631\u062f \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0634\u0648\u06cc\u062f<\/title>\n    <path d=\"M16 3h6v6h-2V5h-4V3zM2 3h6v2H4v4H2V3zm18 16v-4h2v6h-6v-2h4zM4 19h4v2H2v-6h2v4z\"\/>\n<\/svg><\/p>\n<p>    <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-off\"><title>\u0627\u0632 \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u062e\u0627\u0631\u062c \u0634\u0648\u06cc\u062f<\/title>\n    <path d=\"M18 7h4v2h-6V3h2v4zM8 9H2V7h4V3h2v6zm10 8v4h-2v-6h6v2h-4zM8 15v6H6v-4H2v-2h6z\"\/>\n<\/svg><\/p>\n<\/div>\n<\/div>\n<\/div>\n<p>\u06a9\u062f \u06a9\u0627\u0645\u0644 \u0627\u06cc\u0646\u062c\u0627\u0633\u062a<\/p>\n<h2><span class=\"ez-toc-section\" id=\"%D8%A7%DB%8C%D8%AC%D8%A7%D8%AF_%D8%B1%D8%A7%D8%A8%D8%B7_%DA%86%D8%AA\"><\/span>\n<p>  \u0627\u06cc\u062c\u0627\u062f \u0631\u0627\u0628\u0637 \u0686\u062a<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u0631\u0627\u0628\u0637 \u0686\u062a \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 Streamlit\u060c \u06cc\u06a9 \u0627\u0628\u0632\u0627\u0631 \u0647\u0645\u0647 \u06a9\u0627\u0631\u0647 \u0628\u0631\u0627\u06cc \u0633\u0627\u062e\u062a \u0628\u0631\u0646\u0627\u0645\u0647 \u0647\u0627\u06cc \u06a9\u0627\u0631\u0628\u0631\u062f\u06cc \u0648\u0628 \u062a\u0639\u0627\u0645\u0644\u06cc \u067e\u0627\u06cc\u062a\u0648\u0646\u060c \u062a\u0648\u0633\u0639\u0647 \u06cc\u0627\u0641\u062a\u0647 \u0627\u0633\u062a.  \u0627\u06cc\u0646 \u06a9\u062f \u06cc\u06a9 \u0631\u0627\u0628\u0637 \u0633\u0627\u062f\u0647 \u0628\u0627 \u06cc\u06a9 \u0648\u0631\u0648\u062f\u06cc \u0645\u062a\u0646\u06cc \u0628\u0631\u0627\u06cc \u062f\u0631\u062e\u0648\u0627\u0633\u062a \u0647\u0627\u06cc \u06a9\u0627\u0631\u0628\u0631 \u0648 \u06cc\u06a9 \u062f\u06a9\u0645\u0647 &#8220;\u0627\u0631\u0633\u0627\u0644&#8221; \u0628\u0631\u0627\u06cc \u0627\u0631\u0633\u0627\u0644 \u062f\u0631\u062e\u0648\u0627\u0633\u062a \u0627\u06cc\u062c\u0627\u062f \u0645\u06cc \u06a9\u0646\u062f.  \u0647\u0646\u06af\u0627\u0645\u06cc \u06a9\u0647 \u062f\u06a9\u0645\u0647 &#8220;\u0627\u0631\u0633\u0627\u0644&#8221; \u06a9\u0644\u06cc\u06a9 \u0645\u06cc \u0634\u0648\u062f\u060c \u067e\u0631\u0633 \u0648 \u062c\u0648 \u0628\u0647 \u0647\u0645\u0631\u0627\u0647 \u0633\u0627\u0628\u0642\u0647 \u0686\u062a \u0628\u0647 \u0632\u0646\u062c\u06cc\u0631\u0647 LLM \u0627\u0631\u0633\u0627\u0644 \u0645\u06cc \u0634\u0648\u062f \u06a9\u0647 \u06cc\u06a9 \u067e\u0627\u0633\u062e \u0647\u0645\u0631\u0627\u0647 \u0628\u0627 \u0627\u0633\u0646\u0627\u062f \u0627\u0631\u062c\u0627\u0639 \u0634\u062f\u0647 \u0631\u0627 \u0628\u0631\u0645\u06cc \u06af\u0631\u062f\u0627\u0646\u062f.<\/p>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight python\"><code><span class=\"k\">def<\/span> <span class=\"nf\">app<\/span><span class=\"p\">()<\/span> <span class=\"o\">-&gt;<\/span> <span class=\"bp\">None<\/span><span class=\"p\">:<\/span>\n    <span class=\"s\">\"\"\"\n    Purpose:\n        Controls the app flow\n    Args:\n        N\/A\n    Returns:\n        N\/A\n    \"\"\"<\/span>\n\n    <span class=\"c1\"># Spin up the sidebar\n<\/span>    <span class=\"n\">sidebar<\/span><span class=\"p\">()<\/span>\n\n    <span class=\"k\">with<\/span> <span class=\"n\">st<\/span><span class=\"p\">.<\/span><span class=\"n\">container<\/span><span class=\"p\">():<\/span>\n        <span class=\"c1\"># Load chat history\n<\/span>        <span class=\"k\">for<\/span> <span class=\"n\">index<\/span><span class=\"p\">,<\/span> <span class=\"n\">chat<\/span> <span class=\"ow\">in<\/span> <span class=\"nb\">enumerate<\/span><span class=\"p\">(<\/span><span class=\"n\">st<\/span><span class=\"p\">.<\/span><span class=\"n\">session_state<\/span><span class=\"p\">[<\/span><span class=\"s\">\"chat_history\"<\/span><span class=\"p\">]):<\/span>\n            <span class=\"n\">message_func<\/span><span class=\"p\">(<\/span><span class=\"n\">chat<\/span><span class=\"p\">[<\/span><span class=\"mi\">0<\/span><span class=\"p\">],<\/span> <span class=\"bp\">True<\/span><span class=\"p\">)<\/span>\n            <span class=\"n\">message_func<\/span><span class=\"p\">(<\/span><span class=\"n\">chat<\/span><span class=\"p\">[<\/span><span class=\"mi\">1<\/span><span class=\"p\">],<\/span> <span class=\"bp\">False<\/span><span class=\"p\">)<\/span>\n\n            <span class=\"c1\"># st.write(chat[0])\n<\/span>            <span class=\"c1\"># st.write(chat[1])\n<\/span>            <span class=\"k\">with<\/span> <span class=\"n\">st<\/span><span class=\"p\">.<\/span><span class=\"n\">expander<\/span><span class=\"p\">(<\/span><span class=\"s\">\"Resources\"<\/span><span class=\"p\">):<\/span>\n                <span class=\"k\">for<\/span> <span class=\"n\">doc<\/span> <span class=\"ow\">in<\/span> <span class=\"n\">st<\/span><span class=\"p\">.<\/span><span class=\"n\">session_state<\/span><span class=\"p\">[<\/span><span class=\"s\">\"docs\"<\/span><span class=\"p\">][<\/span><span class=\"n\">index<\/span><span class=\"p\">]:<\/span>\n                    <span class=\"n\">st<\/span><span class=\"p\">.<\/span><span class=\"n\">write<\/span><span class=\"p\">(<\/span><span class=\"n\">doc<\/span><span class=\"p\">.<\/span><span class=\"n\">metadata<\/span><span class=\"p\">[<\/span><span class=\"s\">\"source\"<\/span><span class=\"p\">])<\/span>\n                    <span class=\"n\">st<\/span><span class=\"p\">.<\/span><span class=\"n\">write<\/span><span class=\"p\">(<\/span><span class=\"n\">doc<\/span><span class=\"p\">.<\/span><span class=\"n\">page_content<\/span><span class=\"p\">)<\/span>\n\n        <span class=\"k\">with<\/span> <span class=\"n\">st<\/span><span class=\"p\">.<\/span><span class=\"n\">form<\/span><span class=\"p\">(<\/span><span class=\"n\">key<\/span><span class=\"o\">=<\/span><span class=\"s\">\"my_form\"<\/span><span class=\"p\">,<\/span> <span class=\"n\">clear_on_submit<\/span><span class=\"o\">=<\/span><span class=\"bp\">True<\/span><span class=\"p\">):<\/span>\n            <span class=\"n\">query<\/span> <span class=\"o\">=<\/span> <span class=\"n\">st<\/span><span class=\"p\">.<\/span><span class=\"n\">text_input<\/span><span class=\"p\">(<\/span>\n                <span class=\"s\">\"Query: \"<\/span><span class=\"p\">,<\/span>\n                <span class=\"n\">key<\/span><span class=\"o\">=<\/span><span class=\"s\">\"input\"<\/span><span class=\"p\">,<\/span>\n                <span class=\"n\">value<\/span><span class=\"o\">=<\/span><span class=\"s\">\"\"<\/span><span class=\"p\">,<\/span>\n                <span class=\"n\">placeholder<\/span><span class=\"o\">=<\/span><span class=\"s\">\"Type your query here...\"<\/span><span class=\"p\">,<\/span>\n                <span class=\"n\">label_visibility<\/span><span class=\"o\">=<\/span><span class=\"s\">\"hidden\"<\/span><span class=\"p\">,<\/span>\n            <span class=\"p\">)<\/span>\n            <span class=\"n\">submit_button<\/span> <span class=\"o\">=<\/span> <span class=\"n\">st<\/span><span class=\"p\">.<\/span><span class=\"n\">form_submit_button<\/span><span class=\"p\">(<\/span><span class=\"n\">label<\/span><span class=\"o\">=<\/span><span class=\"s\">\"Submit\"<\/span><span class=\"p\">)<\/span>\n        <span class=\"n\">col1<\/span><span class=\"p\">,<\/span> <span class=\"n\">col2<\/span> <span class=\"o\">=<\/span> <span class=\"n\">st<\/span><span class=\"p\">.<\/span><span class=\"n\">columns<\/span><span class=\"p\">([<\/span><span class=\"mi\">1<\/span><span class=\"p\">,<\/span> <span class=\"mf\">3.2<\/span><span class=\"p\">])<\/span>\n        <span class=\"n\">reset_button<\/span> <span class=\"o\">=<\/span> <span class=\"n\">col1<\/span><span class=\"p\">.<\/span><span class=\"n\">button<\/span><span class=\"p\">(<\/span><span class=\"s\">\"Reset Chat History\"<\/span><span class=\"p\">)<\/span>\n\n    <span class=\"k\">if<\/span> <span class=\"n\">submit_button<\/span><span class=\"p\">:<\/span>\n        <span class=\"k\">with<\/span> <span class=\"n\">st<\/span><span class=\"p\">.<\/span><span class=\"n\">spinner<\/span><span class=\"p\">(<\/span><span class=\"s\">\"Generating...\"<\/span><span class=\"p\">):<\/span>\n            <span class=\"n\">result<\/span> <span class=\"o\">=<\/span> <span class=\"n\">chain<\/span><span class=\"p\">(<\/span>\n                <span class=\"p\">{<\/span><span class=\"s\">\"question\"<\/span><span class=\"p\">:<\/span> <span class=\"n\">query<\/span><span class=\"p\">,<\/span> <span class=\"s\">\"chat_history\"<\/span><span class=\"p\">:<\/span> <span class=\"n\">st<\/span><span class=\"p\">.<\/span><span class=\"n\">session_state<\/span><span class=\"p\">[<\/span><span class=\"s\">\"chat_history\"<\/span><span class=\"p\">]}<\/span>\n            <span class=\"p\">)<\/span>\n            <span class=\"n\">st<\/span><span class=\"p\">.<\/span><span class=\"n\">session_state<\/span><span class=\"p\">[<\/span><span class=\"s\">\"chat_history\"<\/span><span class=\"p\">].<\/span><span class=\"n\">append<\/span><span class=\"p\">(<\/span>\n                <span class=\"p\">(<\/span><span class=\"n\">result<\/span><span class=\"p\">[<\/span><span class=\"s\">\"question\"<\/span><span class=\"p\">],<\/span> <span class=\"n\">result<\/span><span class=\"p\">[<\/span><span class=\"s\">\"answer\"<\/span><span class=\"p\">])<\/span>\n            <span class=\"p\">)<\/span>\n            <span class=\"n\">st<\/span><span class=\"p\">.<\/span><span class=\"n\">session_state<\/span><span class=\"p\">[<\/span><span class=\"s\">\"docs\"<\/span><span class=\"p\">].<\/span><span class=\"n\">append<\/span><span class=\"p\">(<\/span><span class=\"n\">result<\/span><span class=\"p\">[<\/span><span class=\"s\">\"source_documents\"<\/span><span class=\"p\">])<\/span>\n            <span class=\"n\">st<\/span><span class=\"p\">.<\/span><span class=\"n\">experimental_rerun<\/span><span class=\"p\">()<\/span>  <span class=\"c1\"># Add Chat to UI\n<\/span>\n    <span class=\"k\">if<\/span> <span class=\"n\">reset_button<\/span><span class=\"p\">:<\/span>\n        <span class=\"n\">st<\/span><span class=\"p\">.<\/span><span class=\"n\">session_state<\/span><span class=\"p\">[<\/span><span class=\"s\">\"chat_history\"<\/span><span class=\"p\">]<\/span> <span class=\"o\">=<\/span> <span class=\"p\">[]<\/span>\n        <span class=\"n\">st<\/span><span class=\"p\">.<\/span><span class=\"n\">session_state<\/span><span class=\"p\">[<\/span><span class=\"s\">\"docs\"<\/span><span class=\"p\">]<\/span> <span class=\"o\">=<\/span> <span class=\"p\">[]<\/span>\n        <span class=\"n\">st<\/span><span class=\"p\">.<\/span><span class=\"n\">experimental_rerun<\/span><span class=\"p\">()<\/span>\n<\/code><\/pre>\n<div class=\"highlight__panel js-actions-panel\">\n<div class=\"highlight__panel-action js-fullscreen-code-action\">\n    <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-on\"><title>\u0648\u0627\u0631\u062f \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0634\u0648\u06cc\u062f<\/title>\n    <path d=\"M16 3h6v6h-2V5h-4V3zM2 3h6v2H4v4H2V3zm18 16v-4h2v6h-6v-2h4zM4 19h4v2H2v-6h2v4z\"\/>\n<\/svg><\/p>\n<p>    <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-off\"><title>\u0627\u0632 \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u062e\u0627\u0631\u062c \u0634\u0648\u06cc\u062f<\/title>\n    <path d=\"M18 7h4v2h-6V3h2v4zM8 9H2V7h4V3h2v6zm10 8v4h-2v-6h6v2h-4zM8 15v6H6v-4H2v-2h6z\"\/>\n<\/svg><\/p>\n<\/div>\n<\/div>\n<\/div>\n<p>\u0634\u0645\u0627 \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u062f \u06a9\u062f \u06a9\u0627\u0645\u0644 \u0631\u0627 \u062f\u0631 \u0627\u06cc\u0646\u062c\u0627 \u067e\u06cc\u062f\u0627 \u06a9\u0646\u06cc\u062f.<\/p>\n<h2><span class=\"ez-toc-section\" id=\"%D9%86%D8%AA%DB%8C%D8%AC%D9%87\"><\/span>\n<p>  \u0646\u062a\u06cc\u062c\u0647<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u062f\u0631 \u0627\u06cc\u0646 \u0631\u0627\u0647\u0646\u0645\u0627\u060c \u0645\u0646 \u0634\u0645\u0627 \u0631\u0627 \u0627\u0632 \u0637\u0631\u06cc\u0642 \u0641\u0631\u0622\u06cc\u0646\u062f \u0633\u0627\u062e\u062a \u0631\u0628\u0627\u062a \u0686\u062a \u0628\u0627 \u0645\u0639\u0645\u0627\u0631\u06cc AWS \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 LangChain\u060c \u0645\u062f\u0644 OpenAI GPT \u0648 Streamlit \u0622\u0634\u0646\u0627 \u06a9\u0631\u062f\u0647\u200c\u0627\u0645.  \u0645\u0627 \u0628\u0627 \u062c\u0645\u0639\u200c\u0622\u0648\u0631\u06cc \u062f\u0627\u062f\u0647\u200c\u0647\u0627 \u0627\u0632 \u0686\u0627\u0631\u0686\u0648\u0628 AWS Well-Architected \u0634\u0631\u0648\u0639 \u06a9\u0631\u062f\u06cc\u0645\u060c \u0628\u0647 \u0627\u06cc\u062c\u0627\u062f \u062a\u0639\u0628\u06cc\u0647\u200c\u0647\u0627\u06cc \u0645\u062a\u0646\u06cc \u067e\u0631\u062f\u0627\u062e\u062a\u06cc\u0645 \u0648 \u062f\u0631 \u0646\u0647\u0627\u06cc\u062a \u0627\u0632 LangChain \u0628\u0631\u0627\u06cc \u0641\u0631\u0627\u062e\u0648\u0627\u0646\u06cc OpenAI LLM \u0628\u0631\u0627\u06cc \u062a\u0648\u0644\u06cc\u062f \u067e\u0627\u0633\u062e\u200c\u0647\u0627 \u0628\u0647 \u062f\u0631\u062e\u0648\u0627\u0633\u062a\u200c\u0647\u0627\u06cc \u06a9\u0627\u0631\u0628\u0631 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0631\u062f\u06cc\u0645.<\/p>\n<p>\u062f\u0631 \u0627\u06cc\u0646\u062c\u0627 \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u062f \u0628\u0627 \u0631\u0628\u0627\u062a \u0686\u062a \u062a\u0639\u0627\u0645\u0644 \u06a9\u0646\u06cc\u062f.<\/p>\n<p>\u0627\u06af\u0631 \u0639\u0644\u0627\u0642\u0647 \u0645\u0646\u062f \u0628\u0647 \u0627\u06cc\u062c\u0627\u062f \u0628\u0631\u0646\u0627\u0645\u0647 \u0647\u0627\u06cc \u06a9\u0627\u0631\u0628\u0631\u062f\u06cc \u062e\u0648\u062f \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 LangChain \u0647\u0633\u062a\u06cc\u062f\u060c \u0627\u0645\u06cc\u062f\u0648\u0627\u0631\u0645 \u0627\u06cc\u0646 \u0631\u0627\u0647\u0646\u0645\u0627 \u0628\u06cc\u0646\u0634 \u0647\u0627 \u0648 \u062f\u0633\u062a\u0648\u0631\u0627\u0644\u0639\u0645\u0644 \u0647\u0627\u06cc \u0645\u0641\u06cc\u062f\u06cc \u0631\u0627 \u0627\u0631\u0627\u0626\u0647 \u06a9\u0631\u062f\u0647 \u0628\u0627\u0634\u062f.  \u0627\u0632 \u06a9\u062f\u0646\u0648\u06cc\u0633\u06cc \u0648 \u06a9\u0627\u0648\u0634 \u062f\u0631 \u0627\u0645\u06a9\u0627\u0646\u0627\u062a \u0645\u062f\u0644 \u0647\u0627\u06cc \u0632\u0628\u0627\u0646 \u0644\u0630\u062a \u0628\u0628\u0631\u06cc\u062f!<\/p>\n<p>\u0628\u0647 \u06cc\u0627\u062f \u062f\u0627\u0634\u062a\u0647 \u0628\u0627\u0634\u06cc\u062f\u060c \u0631\u0628\u0627\u062a\u200c\u0647\u0627\u06cc \u06af\u0641\u062a\u06af\u0648 \u0627\u0628\u0632\u0627\u0631 \u0642\u062f\u0631\u062a\u0645\u0646\u062f\u06cc \u0628\u0631\u0627\u06cc \u0633\u0627\u062f\u0647\u200c\u0633\u0627\u0632\u06cc \u0641\u0631\u0622\u06cc\u0646\u062f\u0647\u0627\u06cc \u067e\u06cc\u0686\u06cc\u062f\u0647 \u0648 \u062f\u0633\u062a\u0631\u0633\u06cc \u0628\u06cc\u0634\u062a\u0631 \u0628\u0647 \u0627\u0637\u0644\u0627\u0639\u0627\u062a \u0647\u0633\u062a\u0646\u062f.  \u0622\u0646\u0647\u0627 \u0631\u0627 \u0645\u06cc \u062a\u0648\u0627\u0646 \u0628\u0631\u0627\u06cc \u0631\u0641\u0639 \u0646\u06cc\u0627\u0632\u0647\u0627\u06cc \u0645\u062e\u062a\u0644\u0641 \u0637\u0631\u0627\u062d\u06cc \u06a9\u0631\u062f \u0648 \u0628\u0627 \u0627\u0628\u0632\u0627\u0631\u0647\u0627\u06cc \u0645\u0646\u0627\u0633\u0628 \u0645\u0627\u0646\u0646\u062f LangChain \u0648 OpenAI\u060c \u0627\u06cc\u062c\u0627\u062f \u06cc\u06a9 \u0631\u0628\u0627\u062a \u0686\u062a \u0647\u0648\u0634\u0645\u0646\u062f \u0648 \u0622\u06af\u0627\u0647 \u0627\u0632 \u0632\u0645\u06cc\u0646\u0647 \u0622\u0633\u0627\u0646 \u062a\u0631 \u0627\u0632 \u0622\u0646 \u0686\u06cc\u0632\u06cc \u0627\u0633\u062a \u06a9\u0647 \u0641\u06a9\u0631 \u0645\u06cc \u06a9\u0646\u06cc\u062f.  \u0633\u0627\u062e\u062a \u0631\u0628\u0627\u062a \u0645\u0628\u0627\u0631\u06a9!<\/p>\n<h2><span class=\"ez-toc-section\" id=\"%D8%AF%D8%B1%D8%A8%D8%A7%D8%B1%D9%87_%D9%86%D9%88%DB%8C%D8%B3%D9%86%D8%AF%D9%87\"><\/span>\n<p>  \u062f\u0631\u0628\u0627\u0631\u0647 \u0646\u0648\u06cc\u0633\u0646\u062f\u0647<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u0628\u0627\u0646\u062c\u0648 \u06cc\u06a9 \u0645\u062f\u0627\u0641\u0639 \u062a\u0648\u0633\u0639\u0647\u200c\u062f\u0647\u0646\u062f\u0647 \u0627\u0631\u0634\u062f \u062f\u0631 AWS \u0627\u0633\u062a\u060c \u062c\u0627\u06cc\u06cc \u06a9\u0647 \u0628\u0647 \u0633\u0627\u0632\u0646\u062f\u06af\u0627\u0646 \u06a9\u0645\u06a9 \u0645\u06cc\u200c\u06a9\u0646\u062f \u062a\u0627 \u062f\u0631 \u0645\u0648\u0631\u062f \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 AWS \u0647\u06cc\u062c\u0627\u0646\u200c\u0632\u062f\u0647 \u0634\u0648\u0646\u062f.  \u0628\u0627\u0646\u062c\u0648 \u0639\u0644\u0627\u0642\u0647 \u0632\u06cc\u0627\u062f\u06cc \u0628\u0647 \u0639\u0645\u0644\u06cc\u0627\u062a\u06cc \u06a9\u0631\u062f\u0646 \u062f\u0627\u062f\u0647 \u0647\u0627 \u062f\u0627\u0631\u062f \u0648 \u06cc\u06a9 \u067e\u0627\u062f\u06a9\u0633\u062a\u060c \u06cc\u06a9 \u062c\u0644\u0633\u0647 \u0648 \u067e\u0631\u0648\u0698\u0647 \u0647\u0627\u06cc \u0645\u0646\u0628\u0639 \u0628\u0627\u0632 \u0631\u0627 \u062f\u0631 \u0645\u0648\u0631\u062f \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u062f\u0627\u062f\u0647 \u0647\u0627 \u0631\u0627\u0647 \u0627\u0646\u062f\u0627\u0632\u06cc \u06a9\u0631\u062f\u0647 \u0627\u0633\u062a.  \u0632\u0645\u0627\u0646\u06cc \u06a9\u0647 \u0628\u0627\u0646\u062c\u0648 \u0686\u06cc\u0632 \u0628\u0632\u0631\u06af \u0628\u0639\u062f\u06cc \u0631\u0627 \u0646\u0645\u06cc \u0633\u0627\u0632\u062f\u060c \u062f\u0648\u0633\u062a \u062f\u0627\u0631\u062f \u0628\u0627 \u0627\u0646\u062c\u0627\u0645 \u0628\u0627\u0632\u06cc \u0647\u0627\u06cc \u0648\u06cc\u062f\u06cc\u0648\u06cc\u06cc\u060c \u0628\u0647 \u062e\u0635\u0648\u0635 JRPG\u060c \u0648 \u06a9\u0627\u0648\u0634 \u062f\u0631 \u0631\u0648\u06cc\u062f\u0627\u062f\u0647\u0627\u06cc\u06cc \u06a9\u0647 \u062f\u0631 \u0627\u0637\u0631\u0627\u0641\u0634 \u0627\u062a\u0641\u0627\u0642 \u0645\u06cc \u0627\u0641\u062a\u062f\u060c \u0627\u0633\u062a\u0631\u0627\u062d\u062a \u06a9\u0646\u062f.<\/p>\n<\/p><\/div>\n","protected":false},"excerpt":{"rendered":"<p>\u0627\u06af\u0631 \u0628\u0627 \u0686\u0627\u0631\u0686\u0648\u0628 AWS Well-Architected Framework \u0622\u0634\u0646\u0627 \u0647\u0633\u062a\u06cc\u062f\u060c \u0645\u06cc\u200c\u062f\u0627\u0646\u06cc\u062f \u06a9\u0647 \u0645\u062c\u0645\u0648\u0639\u0647\u200c\u0627\u06cc \u0627\u0632 \u0628\u0647\u062a\u0631\u06cc\u0646 \u0631\u0648\u0634\u200c\u0647\u0627 \u0631\u0627 \u0627\u0631\u0627\u0626\u0647 \u0645\u06cc\u200c\u062f\u0647\u062f \u06a9\u0647 \u0628\u0647 \u0634\u0645\u0627 \u06a9\u0645\u06a9 \u0645\u06cc\u200c\u06a9\u0646\u062f \u062a\u0627 \u0632\u06cc\u0631\u0633\u0627\u062e\u062a\u200c\u0647\u0627\u06cc \u0627\u0645\u0646\u060c \u0628\u0627 \u06a9\u0627\u0631\u0627\u06cc\u06cc \u0628\u0627\u0644\u0627\u060c \u0627\u0646\u0639\u0637\u0627\u0641\u200c\u067e\u0630\u06cc\u0631 \u0648 \u06a9\u0627\u0631\u0622\u0645\u062f \u0631\u0627 \u0628\u0631\u0627\u06cc \u0628\u0631\u0646\u0627\u0645\u0647\u200c\u0647\u0627\u06cc\u062a\u0627\u0646 \u0628\u0647 \u062f\u0633\u062a \u0622\u0648\u0631\u06cc\u062f. \u0627\u0645\u0627 \u0628\u0627 \u062d\u062c\u0645 \u0648\u0633\u06cc\u0639\u06cc \u0627\u0632 \u0627\u0637\u0644\u0627\u0639\u0627\u062a \u0645\u0648\u062c\u0648\u062f\u060c \u067e\u06cc\u0645\u0627\u06cc\u0634 \u062f\u0631 \u0686\u0627\u0631\u0686\u0648\u0628 \u0645\u06cc \u062a\u0648\u0627\u0646\u062f \u06cc\u06a9 \u06a9\u0627\u0631 \u062f\u0644\u0647\u0631\u0647 \u0622\u0648\u0631 \u0628\u0627\u0634\u062f. \u0628\u0647 &hellip;<\/p>\n","protected":false},"author":2,"featured_media":22605,"comment_status":"open","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"fifu_image_url":"","fifu_image_alt":"","footnotes":""},"categories":[339],"tags":[],"class_list":["post-22604","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-dev"],"_links":{"self":[{"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/posts\/22604","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/users\/2"}],"replies":[{"embeddable":true,"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/comments?post=22604"}],"version-history":[{"count":0,"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/posts\/22604\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/media\/22605"}],"wp:attachment":[{"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/media?parent=22604"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/categories?post=22604"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/tags?post=22604"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}