{"id":21668,"date":"2023-05-06T19:20:52","date_gmt":"2023-05-06T15:50:52","guid":{"rendered":"https:\/\/nabfollower.com\/blog\/chat-with-your-documents-using-chatgpt-18je\/"},"modified":"2023-05-06T19:20:52","modified_gmt":"2023-05-06T15:50:52","slug":"chat-with-your-documents-using-chatgpt-18je","status":"publish","type":"post","link":"https:\/\/nabfollower.com\/blog\/chat-with-your-documents-using-chatgpt-18je\/","title":{"rendered":"\u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 ChatGPT \u0628\u0627 \u0627\u0633\u0646\u0627\u062f \u062e\u0648\u062f \u0686\u062a \u06a9\u0646\u06cc\u062f \ud83e\uddbe"},"content":{"rendered":"<div data-article-id=\"1459247\" id=\"article-body\">\n<p>\u0627\u0632 \u0632\u0645\u0627\u0646\u06cc \u06a9\u0647 OpenAI \u0645\u062f\u0644 \u0632\u0628\u0627\u0646 \u062e\u0648\u062f \u0631\u0627 ChatGPT \u0645\u0639\u0631\u0641\u06cc \u06a9\u0631\u062f\u060c \u0647\u0631 \u0631\u0648\u0632 \u062f\u0631 \u0633\u0631\u0641\u0635\u0644 \u0647\u0627\u06cc \u062f\u0646\u06cc\u0627\u06cc \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0642\u0631\u0627\u0631 \u06af\u0631\u0641\u062a\u0647 \u0627\u0633\u062a.  ChatGPT \u0628\u0647\u200c\u0639\u0646\u0648\u0627\u0646 \u067e\u0627\u06cc\u0647\u200c\u0627\u06cc \u0628\u0631\u0627\u06cc \u0627\u0628\u0632\u0627\u0631\u0647\u0627 \u0648 \u0628\u0631\u0646\u0627\u0645\u0647\u200c\u0647\u0627\u06cc \u0628\u06cc\u200c\u0634\u0645\u0627\u0631\u06cc \u062c\u062f\u06cc\u062f\u060c \u0627\u0632 \u0686\u062a \u0631\u0628\u0627\u062a\u200c\u0647\u0627\u06cc \u062e\u062f\u0645\u0627\u062a \u0645\u0634\u062a\u0631\u06cc \u06af\u0631\u0641\u062a\u0647 \u062a\u0627 \u062f\u0633\u062a\u06cc\u0627\u0631\u0627\u0646 \u0646\u0648\u0634\u062a\u0646 \u062e\u0644\u0627\u0642\u060c \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc\u200c\u0634\u0648\u062f.  ChatGPT \u0628\u0627 \u062a\u0648\u0627\u0646\u0627\u06cc\u06cc \u062e\u0648\u062f \u062f\u0631 \u0627\u06cc\u062c\u0627\u062f \u067e\u0627\u0633\u062e\u200c\u0647\u0627\u06cc \u0628\u0627 \u06a9\u06cc\u0641\u06cc\u062a \u0628\u0627\u0644\u0627 \u0648 \u0627\u0646\u0633\u0627\u0646\u200c\u0645\u0627\u0646\u0646\u062f \u0628\u0647 \u062f\u0631\u062e\u0648\u0627\u0633\u062a\u200c\u0647\u0627\u06cc \u067e\u06cc\u0686\u06cc\u062f\u0647\u060c \u0628\u0647 \u0633\u0631\u0639\u062a \u0628\u0647 \u06cc\u06a9 \u0641\u0646\u0627\u0648\u0631\u06cc \u062a\u063a\u06cc\u06cc\u0631\u062f\u0647\u0646\u062f\u0647 \u0628\u0627\u0632\u06cc \u062a\u0628\u062f\u06cc\u0644 \u0634\u062f\u0647 \u0627\u0633\u062a. <\/p>\n<p>\u06a9\u0627\u0631\u0628\u0631\u062f\u0647\u0627\u06cc LLM \u0645\u0627\u0646\u0646\u062f ChatGPT \u062a\u0642\u0631\u06cc\u0628\u0627\u064b \u0628\u06cc \u062d\u062f \u0648 \u062d\u0635\u0631 \u0647\u0633\u062a\u0646\u062f.  \u062a\u062e\u06cc\u0644 \u0645\u0627 \u062a\u0646\u0647\u0627 \u0645\u0627\u0646\u0639 \u062e\u0648\u0627\u0647\u062f \u0628\u0648\u062f.  \u0628\u0627 \u0627\u06cc\u0646 \u062d\u0627\u0644\u060c \u062f\u0631 \u0627\u06cc\u0646 \u0645\u062c\u0645\u0648\u0639\u0647 \u0648\u0628\u0644\u0627\u06af\u060c \u0645\u0627 \u0628\u0631 \u0627\u06cc\u0646 \u062a\u0645\u0631\u06a9\u0632 \u062e\u0648\u0627\u0647\u06cc\u0645 \u06a9\u0631\u062f \u06a9\u0647 \u0686\u06af\u0648\u0646\u0647 \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u06cc\u0645 ChatGPT \u06cc\u0627 \u0647\u0631 LLM \u0631\u0627 \u0628\u0631\u0627\u06cc \u067e\u0627\u0633\u062e\u06af\u0648\u06cc\u06cc \u0628\u0647 \u0633\u0624\u0627\u0644\u0627\u062a \u062e\u0648\u062f \u0628\u0627 \u0632\u0645\u06cc\u0646\u0647 \u062f\u0627\u0646\u0634 \u0633\u0641\u0627\u0631\u0634\u06cc \u0627\u0632 \u0627\u0633\u0646\u0627\u062f\u06cc \u06a9\u0647 \u0628\u0647 \u0622\u0646 \u0645\u06cc\u200c\u062f\u0647\u06cc\u0645 \u0628\u0633\u0627\u0632\u06cc\u0645.  \u0645\u0627 \u0628\u0627 \u067e\u06cc\u0627\u062f\u0647\u200c\u0633\u0627\u0632\u06cc \u0633\u0627\u062f\u0647\u200c\u062a\u0631 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 Llama-index \u0634\u0631\u0648\u0639 \u0645\u06cc\u200c\u06a9\u0646\u06cc\u0645 \u06a9\u0647 \u062a\u0642\u0631\u06cc\u0628\u0627\u064b \u0647\u0645\u0647 \u0627\u0646\u0648\u0627\u0639 \u0642\u0627\u0644\u0628\u200c\u0647\u0627\u06cc \u0633\u0646\u062f \u067e\u0627\u06cc\u0647 \u0631\u0627 \u0645\u06cc\u200c\u062e\u0648\u0627\u0646\u062f \u0648 \u0628\u0631 \u0627\u0633\u0627\u0633 \u0622\u0646 \u067e\u0627\u0633\u062e \u0628\u0647 \u0633\u0624\u0627\u0644\u0627\u062a \u0634\u0645\u0627 \u0631\u0627 \u0628\u0631\u0645\u06cc\u200c\u06af\u0631\u062f\u0627\u0646\u062f.  \u0647\u0645\u0627\u0646\u0637\u0648\u0631 \u06a9\u0647 \u067e\u06cc\u0634\u0631\u0641\u062a \u0645\u06cc \u06a9\u0646\u06cc\u0645\u060c \u0627\u0632 Langchain \u0628\u0631\u0627\u06cc \u0633\u0627\u062e\u062a\u0646 \u06cc\u06a9 \u0686\u0627\u0631\u0686\u0648\u0628 \u06a9\u0627\u0645\u0644 \u0686\u062a \u0628\u0627\u062a \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u06a9\u0646\u06cc\u0645 \u06a9\u0647 \u0645\u062d\u062a\u0648\u0627 \u0631\u0627 \u062a\u0642\u0631\u06cc\u0628\u0627\u064b \u0627\u0632 \u0647\u0631 \u067e\u06cc\u0648\u0646\u062f \u06cc\u0627 \u0633\u0646\u062f\u06cc \u06a9\u0647 \u0628\u0647 \u0622\u0646 \u0645\u06cc \u062f\u0647\u06cc\u062f \u0645\u06cc \u062e\u0648\u0627\u0646\u062f \u0648 \u0628\u0647 \u0633\u0624\u0627\u0644\u0627\u062a \u0634\u0645\u0627 \u067e\u0627\u0633\u062e \u0645\u06cc \u062f\u0647\u062f.  Langchain \u06cc\u06a9 \u0686\u0627\u0631\u0686\u0648\u0628 \u0639\u0627\u0644\u06cc \u0628\u0631\u0627\u06cc \u062a\u0648\u0633\u0639\u0647 \u0628\u0631\u0646\u0627\u0645\u0647 \u0647\u0627\u06cc \u06a9\u0627\u0631\u0628\u0631\u062f\u06cc \u0628\u0627 \u0645\u062f\u0644 \u0647\u0627\u06cc \u0632\u0628\u0627\u0646 \u0627\u0633\u062a.  \u0645\u0627 \u06cc\u06a9 \u0628\u0631\u0646\u0627\u0645\u0647 \u0648\u0628 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0627\u06cc\u0646 \u0686\u0627\u0631\u0686\u0648\u0628 \u0647\u0627 \u062e\u0648\u0627\u0647\u06cc\u0645 \u0633\u0627\u062e\u062a.  \u0632\u0645\u0627\u0646 \u0647\u0627\u06cc \u0647\u06cc\u062c\u0627\u0646 \u0627\u0646\u06af\u06cc\u0632\u06cc \u062f\u0631 \u067e\u06cc\u0634 \u0627\u0633\u062a!<\/p>\n<div id=\"ez-toc-container\" class=\"ez-toc-v2_0_85 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=\"\u062a\u063a\u06cc\u06cc\u0631 \u0648\u0636\u0639\u06cc\u062a \u0641\u0647\u0631\u0633\u062a \u0645\u0637\u0627\u0644\u0628\"><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 ' ><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-1\" href=\"https:\/\/nabfollower.com\/blog\/chat-with-your-documents-using-chatgpt-18je\/#%D8%A8%DA%AF%D8%B0%D8%A7%D8%B1_%D8%AF%D8%B1%D8%A7%D8%B2_%D8%A8%DA%A9%D8%B4%D9%85_%D9%BE%DB%8C%D8%B4_%D9%86%DB%8C%D8%A7%D8%B2%D9%87%D8%A7_%D8%A7%D9%88%D9%84%DB%8C%D9%86\" >\u0628\u06af\u0630\u0627\u0631 \u062f\u0631\u0627\u0632 \u0628\u06a9\u0634\u0645 \u067e\u06cc\u0634 \u0646\u06cc\u0627\u0632\u0647\u0627 \u0627\u0648\u0644\u06cc\u0646:<\/a><\/li><\/ul><\/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\/chat-with-your-documents-using-chatgpt-18je\/#%D8%A8%D8%A8%DB%8C%D9%86%DB%8C%D8%AF%D8%8C_%D9%82%D8%AF%D8%B1%D8%AA_%D9%84%D8%A7%D9%85%D8%A7-%D8%A7%DB%8C%D9%86%D8%AF%DA%A9%D8%B3\" >\u0628\u0628\u06cc\u0646\u06cc\u062f\u060c \u0642\u062f\u0631\u062a \u0644\u0627\u0645\u0627-\u0627\u06cc\u0646\u062f\u06a9\u0633<\/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\/chat-with-your-documents-using-chatgpt-18je\/#%D8%AE%DB%8C%D9%84%DB%8C_%D8%AE%D9%88%D8%A8_%D8%A7%D8%B3%D8%AA%D8%8C_%D8%A7%D9%85%D8%A7_%D9%88%D8%A7%D9%82%D8%B9%D8%A7%D9%8B_%DA%86%D9%87_%D8%A7%D8%AA%D9%81%D8%A7%D9%82%DB%8C_%D8%AF%D8%B1_%D8%B2%DB%8C%D8%B1_%D9%85%DB%8C_%D8%A7%D9%81%D8%AA%D8%AF%D8%9F\" >\u062e\u06cc\u0644\u06cc \u062e\u0648\u0628 \u0627\u0633\u062a\u060c \u0627\u0645\u0627 \u0648\u0627\u0642\u0639\u0627\u064b \u0686\u0647 \u0627\u062a\u0641\u0627\u0642\u06cc \u062f\u0631 \u0632\u06cc\u0631 \u0645\u06cc \u0627\u0641\u062a\u062f\u061f<\/a><\/li><\/ul><\/nav><\/div>\n<h3><span class=\"ez-toc-section\" id=\"%D8%A8%DA%AF%D8%B0%D8%A7%D8%B1_%D8%AF%D8%B1%D8%A7%D8%B2_%D8%A8%DA%A9%D8%B4%D9%85_%D9%BE%DB%8C%D8%B4_%D9%86%DB%8C%D8%A7%D8%B2%D9%87%D8%A7_%D8%A7%D9%88%D9%84%DB%8C%D9%86\"><\/span>\n<p>  \u0628\u06af\u0630\u0627\u0631 \u062f\u0631\u0627\u0632 \u0628\u06a9\u0634\u0645 <strong>\u067e\u06cc\u0634 \u0646\u06cc\u0627\u0632\u0647\u0627<\/strong> \u0627\u0648\u0644\u06cc\u0646:<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<ul>\n<li>\u0634\u0645\u0627 \u0628\u0647 \u06cc\u06a9 \u06a9\u0644\u06cc\u062f OpenAI \u062f\u0631 \u062d\u0627\u0644 \u06a9\u0627\u0631 \u0646\u06cc\u0627\u0632 \u062f\u0627\u0631\u06cc\u062f\u060c \u0632\u06cc\u0631\u0627 \u0645\u0627 \u0627\u0632 \u0645\u062f\u0644 GPT-3 \u062f\u0631 \u0632\u06cc\u0631 \u0622\u0646 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u062e\u0648\u0627\u0647\u06cc\u0645 \u06a9\u0631\u062f.  \u0627\u06af\u0631 \u06cc\u06a9\u06cc \u0646\u062f\u0627\u0631\u06cc\u062f\u060c \u062f\u0631 \u0627\u06cc\u0646\u062c\u0627 \u0646\u062d\u0648\u0647 \u062f\u0631\u06cc\u0627\u0641\u062a \u06a9\u0644\u06cc\u062f OpenAI API \u0622\u0648\u0631\u062f\u0647 \u0634\u062f\u0647 \u0627\u0633\u062a\n<\/li>\n<li>\u0634\u0645\u0627 \u0628\u0627\u06cc\u062f python>=3.6 \u0631\u0627 \u062f\u0631 \u062f\u0633\u062a\u06af\u0627\u0647 \u062e\u0648\u062f \u0646\u0635\u0628 \u06a9\u0646\u06cc\u062f<\/li>\n<\/ul>\n<p>\u0627\u06cc\u0646 \u062a\u0642\u0631\u06cc\u0628\u0627\u064b \u0647\u0645\u0647 \u0686\u06cc\u0632\u0647\u0627\u06cc\u06cc \u0627\u0633\u062a \u06a9\u0647 \u0634\u0645\u0627 \u0646\u06cc\u0627\u0632 \u062f\u0627\u0631\u06cc\u062f.  \u0645\u0627\u0628\u0642\u06cc \u0686\u06cc\u0632\u0647\u0627\u06cc\u06cc \u06a9\u0647 \u062f\u0631 \u062d\u06cc\u0646 \u0639\u0628\u0648\u0631 \u0627\u0632 \u0622\u0646 \u0647\u0627 \u0645\u0631\u0627\u0642\u0628\u062a \u062e\u0648\u0627\u0647\u06cc\u0645 \u06a9\u0631\u062f.  \u0627\u06a9\u0646\u0648\u0646 \u0628\u062f\u0648\u0646 \u0647\u06cc\u0686 \u0645\u0642\u062f\u0645\u0647 \u0627\u06cc\u060c \u0628\u06cc\u0627\u06cc\u06cc\u062f \u062f\u0631\u0633\u062a \u0634\u06cc\u0631\u062c\u0647 \u0628\u0632\u0646\u06cc\u0645.<\/p>\n<hr\/>\n<h2><span class=\"ez-toc-section\" id=\"%D8%A8%D8%A8%DB%8C%D9%86%DB%8C%D8%AF%D8%8C_%D9%82%D8%AF%D8%B1%D8%AA_%D9%84%D8%A7%D9%85%D8%A7-%D8%A7%DB%8C%D9%86%D8%AF%DA%A9%D8%B3\"><\/span>\n<p>  \u0628\u0628\u06cc\u0646\u06cc\u062f\u060c \u0642\u062f\u0631\u062a \u0644\u0627\u0645\u0627-\u0627\u06cc\u0646\u062f\u06a9\u0633<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u0647\u0645\u0627\u0646\u0637\u0648\u0631 \u06a9\u0647 \u0642\u0628\u0644\u0627\u064b \u06af\u0641\u062a\u0645\u060c \u0645\u0627 \u0627\u0632 llama_index \u0628\u0631\u0627\u06cc \u0627\u06cc\u0646 \u0622\u0645\u0648\u0632\u0634 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u062e\u0648\u0627\u0647\u06cc\u0645 \u06a9\u0631\u062f.  \u0645\u0627 \u062f\u0631 \u062d\u0627\u0644 \u062d\u0627\u0636\u0631 \u0647\u06cc\u0686 \u0686\u06cc\u0632 \u0641\u0627\u0646\u062a\u0632\u06cc \u0646\u0645\u06cc \u0633\u0627\u0632\u06cc\u0645.  \u0645\u0627 \u0647\u06cc\u0686 \u0631\u0627\u0628\u0637 \u06a9\u0627\u0631\u0628\u0631\u06cc \u0627\u06cc\u062c\u0627\u062f \u0646\u062e\u0648\u0627\u0647\u06cc\u0645 \u06a9\u0631\u062f.  \u062a\u0646\u0647\u0627 \u0647\u062f\u0641 \u0627\u0632 \u0627\u06cc\u0646 \u06a9\u0627\u0631 \u0627\u06cc\u0646 \u0627\u0633\u062a \u06a9\u0647 \u062f\u0631\u06a9 \u062f\u0631\u0633\u062a\u06cc \u0627\u0632 \u0646\u062d\u0648\u0647 \u0639\u0645\u0644\u06a9\u0631\u062f lama_index \u062f\u0631 \u0632\u06cc\u0631 \u0627\u0631\u0627\u0626\u0647 \u062f\u0647\u062f.  \u062f\u0631 \u0632\u06cc\u0631 \u067e\u06cc\u0627\u062f\u0647 \u0633\u0627\u0632\u06cc \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 llama_index \u0648 langchain \u0622\u0648\u0631\u062f\u0647 \u0634\u062f\u0647 \u0627\u0633\u062a.  lama_index \u0627\u0632 \u0645\u062f\u0644 \u0647\u0627\u06cc \u0632\u0646\u062c\u06cc\u0631\u0647 \u0627\u06cc \u0632\u06cc\u0631 \u06a9\u0627\u067e\u0648\u062a \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u06a9\u0646\u062f.<\/p>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight python\"><code><span class=\"kn\">from<\/span> <span class=\"nn\">gpt_index<\/span> <span class=\"kn\">import<\/span> <span class=\"n\">download_loader<\/span><span class=\"p\">,<\/span> <span class=\"n\">SimpleDirectoryReader<\/span><span class=\"p\">,<\/span> <span class=\"n\">GPTSimpleVectorIndex<\/span><span class=\"p\">,<\/span> <span class=\"n\">LLMPredictor<\/span><span class=\"p\">,<\/span> <span class=\"n\">PromptHelper<\/span>\n<span class=\"kn\">from<\/span> <span class=\"nn\">langchain.chat_models<\/span> <span class=\"kn\">import<\/span> <span class=\"n\">ChatOpenAI<\/span>\n<span class=\"kn\">import<\/span> <span class=\"nn\">os<\/span>\n\n<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> <span class=\"o\">=<\/span> <span class=\"s\">'Your API Key Here'<\/span>\n\n<span class=\"n\">file_path<\/span> <span class=\"o\">=<\/span> <span class=\"nb\">input<\/span><span class=\"p\">(<\/span><span class=\"s\">'Enter the path of the file\/doc: '<\/span><span class=\"p\">)<\/span>\n\n<span class=\"k\">def<\/span> <span class=\"nf\">build_index<\/span><span class=\"p\">(<\/span><span class=\"n\">file_path<\/span><span class=\"p\">):<\/span>\n    <span class=\"n\">max_input_size<\/span> <span class=\"o\">=<\/span> <span class=\"mi\">4096<\/span>\n    <span class=\"n\">num_outputs<\/span> <span class=\"o\">=<\/span> <span class=\"mi\">512<\/span>\n    <span class=\"n\">max_chunk_overlap<\/span> <span class=\"o\">=<\/span> <span class=\"mi\">20<\/span>\n    <span class=\"n\">chunk_size_limit<\/span> <span class=\"o\">=<\/span> <span class=\"mi\">256<\/span>\n\n    <span class=\"n\">prompt_helper<\/span> <span class=\"o\">=<\/span> <span class=\"n\">PromptHelper<\/span><span class=\"p\">(<\/span><span class=\"n\">max_input_size<\/span><span class=\"p\">,<\/span> <span class=\"n\">num_outputs<\/span><span class=\"p\">,<\/span> <span class=\"n\">max_chunk_overlap<\/span><span class=\"p\">,<\/span> <span class=\"n\">chunk_size_limit<\/span><span class=\"o\">=<\/span><span class=\"n\">chunk_size_limit<\/span><span class=\"p\">)<\/span>\n\n    <span class=\"n\">llm_predictor<\/span> <span class=\"o\">=<\/span> <span class=\"n\">LLMPredictor<\/span><span class=\"p\">(<\/span><span class=\"n\">llm<\/span><span class=\"o\">=<\/span><span class=\"n\">ChatOpenAI<\/span><span class=\"p\">(<\/span><span class=\"n\">temperature<\/span><span class=\"o\">=<\/span><span class=\"mf\">0.7<\/span><span class=\"p\">,<\/span> <span class=\"n\">model_name<\/span><span class=\"o\">=<\/span><span class=\"s\">\"gpt-3.5-turbo\"<\/span><span class=\"p\">,<\/span> <span class=\"n\">max_tokens<\/span><span class=\"o\">=<\/span><span class=\"n\">num_outputs<\/span><span class=\"p\">))<\/span>\n\n    <span class=\"n\">download_loader<\/span><span class=\"p\">(<\/span><span class=\"s\">'SimpleDirectoryReader'<\/span><span class=\"p\">)<\/span>\n    <span class=\"n\">documents<\/span> <span class=\"o\">=<\/span> <span class=\"n\">SimpleDirectoryReader<\/span><span class=\"p\">(<\/span><span class=\"n\">input_files<\/span><span class=\"o\">=<\/span><span class=\"p\">[<\/span><span class=\"n\">file_path<\/span><span class=\"p\">]).<\/span><span class=\"n\">load_data<\/span><span class=\"p\">()<\/span>\n    <span class=\"n\">index<\/span> <span class=\"o\">=<\/span> <span class=\"n\">GPTSimpleVectorIndex<\/span><span class=\"p\">(<\/span><span class=\"n\">documents<\/span><span class=\"p\">,<\/span> <span class=\"n\">llm_predictor<\/span><span class=\"o\">=<\/span><span class=\"n\">llm_predictor<\/span><span class=\"p\">,<\/span> <span class=\"n\">prompt_helper<\/span><span class=\"o\">=<\/span><span class=\"n\">prompt_helper<\/span><span class=\"p\">)<\/span>\n    <span class=\"k\">return<\/span> <span class=\"n\">index<\/span>\n\n\n<span class=\"n\">index<\/span> <span class=\"o\">=<\/span> <span class=\"n\">build_index<\/span><span class=\"p\">(<\/span><span class=\"n\">file_path<\/span><span class=\"o\">=<\/span><span class=\"n\">file_path<\/span><span class=\"p\">)<\/span>\n\n<span class=\"k\">def<\/span> <span class=\"nf\">chatbot<\/span><span class=\"p\">(<\/span><span class=\"n\">prompt<\/span><span class=\"p\">):<\/span>\n    <span class=\"k\">return<\/span> <span class=\"n\">index<\/span><span class=\"p\">.<\/span><span class=\"n\">query<\/span><span class=\"p\">(<\/span><span class=\"n\">prompt<\/span><span class=\"p\">,<\/span> <span class=\"n\">response_mode<\/span><span class=\"o\">=<\/span><span class=\"s\">\"compact\"<\/span><span class=\"p\">)<\/span>\n\n<span class=\"k\">while<\/span> <span class=\"bp\">True<\/span><span class=\"p\">:<\/span>\n    <span class=\"k\">print<\/span><span class=\"p\">(<\/span><span class=\"s\">'########################################'<\/span><span class=\"p\">)<\/span>\n    <span class=\"n\">pt<\/span> <span class=\"o\">=<\/span> <span class=\"nb\">input<\/span><span class=\"p\">(<\/span><span class=\"s\">'ASK: '<\/span><span class=\"p\">)<\/span>\n    <span class=\"k\">if<\/span> <span class=\"n\">pt<\/span><span class=\"p\">.<\/span><span class=\"n\">lower<\/span><span class=\"p\">()<\/span><span class=\"o\">==<\/span><span class=\"s\">'end'<\/span><span class=\"p\">:<\/span>\n        <span class=\"k\">break<\/span>\n    <span class=\"n\">response<\/span> <span class=\"o\">=<\/span> <span class=\"n\">chatbot<\/span><span class=\"p\">(<\/span><span class=\"n\">pt<\/span><span class=\"p\">)<\/span>\n    <span class=\"k\">print<\/span><span class=\"p\">(<\/span><span class=\"s\">'----------------------------------------'<\/span><span class=\"p\">)<\/span>\n    <span class=\"k\">print<\/span><span class=\"p\">(<\/span><span class=\"s\">'ChatGPT says: '<\/span><span class=\"p\">)<\/span>\n    <span class=\"k\">print<\/span><span class=\"p\">(<\/span><span class=\"n\">response<\/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>\u06a9\u062f \u0628\u0627\u0644\u0627 \u0631\u0627 \u0628\u0647 \u0637\u0648\u0631 \u06a9\u0627\u0645\u0644 \u06a9\u067e\u06cc \u06a9\u0646\u06cc\u062f \u0648 \u062f\u0631 \u06cc\u06a9 \u0641\u0627\u06cc\u0644 \u067e\u06cc\u0633\u062a \u06a9\u0646\u06cc\u062f \u0648 \u0646\u0627\u0645 \u0622\u0646 \u0631\u0627 \u0647\u0631 \u0686\u0647 \u0645\u06cc \u062e\u0648\u0627\u0647\u06cc\u062f \u0628\u06af\u0630\u0627\u0631\u06cc\u062f.  \u0627\u0633\u0645\u0634\u0648 \u0645\u06cc\u0630\u0627\u0631\u0645 <code>main.py<\/code>.  \u062c\u0627\u06cc \u062c\u0627\u06cc \u06a9\u0644\u06cc\u062f API \u0631\u0627 \u062f\u0631 \u06a9\u062f\u060c \u0628\u0627 \u06a9\u0644\u06cc\u062f OpenAI API \u062e\u0648\u062f \u062c\u0627\u06cc\u06af\u0632\u06cc\u0646 \u06a9\u0646\u06cc\u062f \u0648 \u06a9\u0627\u0631\u062a\u0627\u0646 \u062a\u0645\u0627\u0645 \u0634\u062f.<\/p>\n<p>\u0627\u0628\u062a\u062f\u0627 \u062f\u0633\u062a\u0648\u0631 \u0632\u06cc\u0631 \u0631\u0627 \u0628\u0631\u0627\u06cc \u0646\u0635\u0628 \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 \u0647\u0627\u06cc \u0645\u0648\u0631\u062f \u0646\u06cc\u0627\u0632 \u062e\u0648\u062f \u0627\u062c\u0631\u0627 \u06a9\u0646\u06cc\u062f:<\/p>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight plaintext\"><code>pip3 install gpt_index==0.4.24 &amp;&amp; pip3 install langchain==0.0.142\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>\u0628\u0627 \u0627\u062c\u0631\u0627\u06cc \u0627\u06cc\u0646 \u062f\u0633\u062a\u0648\u0631 \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u062f \u06a9\u062f \u0631\u0627 \u0627\u062c\u0631\u0627 \u06a9\u0646\u06cc\u062f <code>python3 main.py<\/code> \u062f\u0631 \u0645\u062d\u0644 \u0627\u06cc\u0646 \u0641\u0627\u06cc\u0644\u060c \u0648\u0642\u062a\u06cc \u0627\u0632 \u0634\u0645\u0627 \u062e\u0648\u0627\u0633\u062a\u0647 \u0634\u062f \u0645\u0633\u06cc\u0631 \u0641\u0627\u06cc\u0644 \u0645\u062a\u0646\u06cc \u062e\u0648\u062f \u0631\u0627 \u0628\u0647 \u0628\u0631\u0646\u0627\u0645\u0647 \u0628\u062f\u0647\u06cc\u062f.  \u0645\u0646 \u0627\u0632 \u0641\u0627\u06cc\u0644 PDF \u0645\u062a\u0646 \u0633\u062e\u0646\u0631\u0627\u0646\u06cc \u0645\u0627\u0631\u062a\u06cc\u0646 \u0644\u0648\u062a\u0631 \u06a9\u06cc\u0646\u06af &#8220;I have a dream&#8221; \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u06a9\u0646\u0645.<\/p>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight shell\"><code>\u279c  python3 main.py\nEnter the path of the file\/doc: blogs\/docbot\/martin.pdf\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 \u0647\u0631 \u0646\u0648\u0639 \u0641\u0631\u0645\u062a \u0641\u0627\u06cc\u0644 \u0631\u0627 \u0628\u062f\u0647\u06cc\u062f.  \u0628\u0633\u062a\u0647 \u0628\u0647 \u0627\u0646\u062f\u0627\u0632\u0647 \u0641\u0627\u06cc\u0644 \u0648 \u0642\u062f\u0631\u062a \u062f\u0633\u062a\u06af\u0627\u0647 \u0634\u0645\u0627\u060c \u062e\u0648\u0627\u0646\u062f\u0646 \u0648 \u062a\u0628\u062f\u06cc\u0644 \u0645\u062d\u062a\u0648\u06cc\u0627\u062a \u0641\u0627\u06cc\u0644 \u0634\u0645\u0627 \u0628\u0647 \u0628\u0631\u062f\u0627\u0631 \u0632\u0645\u0627\u0646 \u0645\u06cc \u0628\u0631\u062f.  \u062f\u0631 \u0645\u0648\u0631\u062f \u0645\u0646\u060c \u067e\u0631\u062f\u0627\u0632\u0634 \u06cc\u06a9 \u0633\u0646\u062f 30 \u0645\u06af\u0627\u0628\u0627\u06cc\u062a\u06cc \u062d\u062f\u0648\u062f 10 \u062b\u0627\u0646\u06cc\u0647 \u0637\u0648\u0644 \u0645\u06cc \u06a9\u0634\u062f. <\/p>\n<p>\u067e\u0633 \u0627\u0632 \u0627\u0646\u062c\u0627\u0645 \u0627\u06cc\u0646 \u06a9\u0627\u0631\u060c \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u062f \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 ChatGPT \u0634\u0631\u0648\u0639 \u0628\u0647 \u067e\u0631\u0633\u06cc\u062f\u0646 \u0633\u0624\u0627\u0644 \u0627\u0632 \u0633\u0646\u062f \u062e\u0648\u062f \u06a9\u0646\u06cc\u062f.  \u062f\u0631 \u0632\u06cc\u0631 \u0628\u0631\u062e\u06cc \u0627\u0632 \u0645\u062b\u0627\u0644\u200c\u0647\u0627 \u0648 \u067e\u0627\u0633\u062e\u200c\u0647\u0627 \u0622\u0648\u0631\u062f\u0647 \u0634\u062f\u0647 \u0627\u0633\u062a.<\/p>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight plaintext\"><code>ASK: \n\nwhat is this document about?\n\n----------------------------------------\n\nChatGPT says: \n\nThe document is about a speech or written piece that discusses the promise of equal rights for all Americans, particularly black Americans, as outlined in the Constitution and Declaration of Independence.\nIt addresses the fact that this promise has not been fully realized and that there is a shameful\ncondition that needs to be dramatized.  \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<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight plaintext\"><code>ASK: \n\nsummarize the speech\n\n----------------------------------------\n\nChatGPT says: \n\nThe speech urges America to remember the importance of freedom and justice, and emphasizes the urgent\nneed for action in the face of racial injustice. The speaker encourages the audience to rise above \nsegregation and work towards brotherhood. The overall message is that now is the time to make real the\npromises of democracy. \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\u0648\u062f\u0634\u0647.  \u0628\u0647 \u0647\u0645\u06cc\u0646 \u0633\u0627\u062f\u06af\u06cc.  35 \u062e\u0637 \u06a9\u062f.  Llama-Index \u0648 \u0627\u0628\u0632\u0627\u0631\u0647\u0627\u06cc \u062f\u06cc\u06af\u0631 \u0645\u0627\u0646\u0646\u062f \u0622\u0646\u060c \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0642\u062f\u0631\u062a \u06a9\u0627\u0645\u0644 LLM \u0647\u0627 \u0631\u0627 \u0628\u0633\u06cc\u0627\u0631 \u0622\u0633\u0627\u0646 \u0648 \u06a9\u0627\u0631\u0628\u0631\u067e\u0633\u0646\u062f \u06a9\u0631\u062f\u0647 \u0627\u0633\u062a.<\/p>\n<hr\/>\n<h2><span class=\"ez-toc-section\" id=\"%D8%AE%DB%8C%D9%84%DB%8C_%D8%AE%D9%88%D8%A8_%D8%A7%D8%B3%D8%AA%D8%8C_%D8%A7%D9%85%D8%A7_%D9%88%D8%A7%D9%82%D8%B9%D8%A7%D9%8B_%DA%86%D9%87_%D8%A7%D8%AA%D9%81%D8%A7%D9%82%DB%8C_%D8%AF%D8%B1_%D8%B2%DB%8C%D8%B1_%D9%85%DB%8C_%D8%A7%D9%81%D8%AA%D8%AF%D8%9F\"><\/span>\n<p>  \u062e\u06cc\u0644\u06cc \u062e\u0648\u0628 \u0627\u0633\u062a\u060c \u0627\u0645\u0627 \u0648\u0627\u0642\u0639\u0627\u064b \u0686\u0647 \u0627\u062a\u0641\u0627\u0642\u06cc \u062f\u0631 \u0632\u06cc\u0631 \u0645\u06cc \u0627\u0641\u062a\u062f\u061f<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>Llama-index \u0648 langchain \u06a9\u0644 \u0641\u0631\u0622\u06cc\u0646\u062f \u0631\u0627 \u0628\u0633\u06cc\u0627\u0631 \u06cc\u06a9\u067e\u0627\u0631\u0686\u0647 \u06a9\u0631\u062f\u0647 \u0627\u0633\u062a\u060c \u06a9\u0647 \u062f\u0631 \u063a\u06cc\u0631 \u0627\u06cc\u0646 \u0635\u0648\u0631\u062a \u06cc\u06a9 \u06a9\u0627\u0631 \u0648\u0627\u0642\u0639\u0627\u064b \u062f\u0633\u062a \u0648 \u067e\u0627 \u06af\u06cc\u0631 \u0628\u0648\u062f.  \u0628\u0646\u0627\u0628\u0631\u0627\u06cc\u0646\u060c \u0627\u06cc\u0646 \u0686\u06cc\u0632\u06cc \u0627\u0633\u062a \u06a9\u0647 \u0627\u062a\u0641\u0627\u0642 \u0645\u06cc \u0627\u0641\u062a\u062f:<\/p>\n<ul>\n<li>\n<p>\u0648\u0642\u062a\u06cc \u0633\u0646\u062f \u0631\u0627 \u0628\u0647 llama_index \u0645\u06cc\u200c\u062f\u0647\u06cc\u062f\u060c \u0627\u0632 \u06cc\u06a9\u06cc \u0627\u0632 \u0622\u062f\u0627\u067e\u062a\u0648\u0631\u0647\u0627\u06cc\u06cc \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc\u200c\u06a9\u0646\u062f \u06a9\u0647 \u062f\u0631 \u0648\u0627\u0642\u0639 \u0628\u0631\u0627\u06cc \u0646\u0648\u0639 \u0641\u0627\u06cc\u0644 \u0627\u0632 \u0645\u062c\u0645\u0648\u0639\u0647 \u0622\u062f\u0627\u067e\u062a\u0648\u0631\u0647\u0627\u06cc \u0627\u0632 \u067e\u06cc\u0634 \u0633\u0627\u062e\u062a\u0647 \u0634\u062f\u0647 \u0627\u0632 Llama-Hub \u0645\u0646\u0627\u0633\u0628 \u0627\u0633\u062a \u0648 \u0645\u062d\u062a\u0648\u06cc\u0627\u062a \u0641\u0627\u06cc\u0644 \u0631\u0627 \u062a\u062c\u0632\u06cc\u0647 \u0645\u06cc\u200c\u06a9\u0646\u062f.<\/p>\n<\/li>\n<li>\n<p>\u067e\u0633 \u0627\u0632 \u0627\u0646\u062c\u0627\u0645 \u062a\u062c\u0632\u06cc\u0647\u060c llama_index \u06a9\u0644 \u0645\u062d\u062a\u0648\u0627 \u0631\u0627 \u0628\u0647 \u062a\u06a9\u0647\u200c\u0647\u0627\u06cc\u06cc \u0627\u0632 \u0628\u0631\u062f\u0627\u0631\u0647\u0627 \u062a\u0628\u062f\u06cc\u0644 \u0645\u06cc\u200c\u06a9\u0646\u062f. <\/p>\n<\/li>\n<li>\n<p>\u0648\u0642\u062a\u06cc \u0633\u0648\u0627\u0644\u06cc \u0631\u0627 \u062f\u0631 ChatGPT \u0645\u0637\u0631\u062d \u0645\u06cc\u200c\u06a9\u0646\u06cc\u062f\u060c llama_index \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u062c\u0633\u062a\u062c\u0648\u06cc \u0645\u0634\u0627\u0628\u0647\u060c \u062a\u06a9\u0647\u200c\u0647\u0627\u06cc\u06cc \u0627\u0632 \u0628\u0631\u062f\u0627\u0631\u0647\u0627 \u0631\u0627 \u0627\u0632 \u0641\u0627\u06cc\u0644 \u062a\u062c\u0632\u06cc\u0647\u200c\u0634\u062f\u0647 \u0628\u0627\u0632\u06cc\u0627\u0628\u06cc \u0645\u06cc\u200c\u06a9\u0646\u062f.<\/p>\n<\/li>\n<li>\n<p>\u0647\u0646\u06af\u0627\u0645\u06cc \u06a9\u0647 \u062a\u06a9\u0647 \u0647\u0627\u06cc \u0645\u0631\u0628\u0648\u0637\u0647 \u0631\u0627 \u0628\u0627\u0632\u06cc\u0627\u0628\u06cc \u06a9\u0631\u062f\u060c llama_index \u0628\u0627 \u0627\u0636\u0627\u0641\u0647 \u06a9\u0631\u062f\u0646 \u0622\u0646\u0686\u0647 \u06a9\u0647 \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u0645\u062a\u0646 \u0628\u0647 \u0645\u062f\u0644 \u0628\u0627\u0632\u06cc\u0627\u0628\u06cc \u06a9\u0631\u062f\u0647 \u0627\u0633\u062a\u060c \u062f\u0631\u062e\u0648\u0627\u0633\u062a \u0627\u0635\u0644\u06cc \u0634\u0645\u0627 \u0631\u0627 \u0644\u063a\u0648 \u0645\u06cc \u06a9\u0646\u062f. <\/p>\n<\/li>\n<li>\n<p>\u0628\u0627 \u0633\u0624\u0627\u0644 \u0627\u0635\u0644\u06cc \u0648 \u0632\u0645\u06cc\u0646\u0647 \u0627\u06cc \u06a9\u0647 \u0628\u0647 \u062a\u0627\u0632\u06af\u06cc \u0627\u0631\u0627\u0626\u0647 \u0634\u062f\u0647 \u0627\u0633\u062a\u060c ChatGPT \u0628\u0627\u06cc\u062f \u0628\u062a\u0648\u0627\u0646\u062f \u0633\u0624\u0627\u0644 \u0634\u0645\u0627 \u0631\u0627 \u062f\u0631\u06a9 \u06a9\u0646\u062f.<\/p>\n<\/li>\n<\/ul>\n<p>\u0648 voila!  \u067e\u0627\u0633\u062e \u0645\u0631\u0628\u0648\u0637\u0647 \u0631\u0627 \u0627\u0632 ChatGPT \u062f\u0631\u06cc\u0627\u0641\u062a \u062e\u0648\u0627\u0647\u06cc\u062f \u06a9\u0631\u062f.  \u0627\u06cc\u0646\u06af\u0648\u0646\u0647 \u0627\u0633\u062a \u06a9\u0647 llama_index \u0628\u0627\u0639\u062b \u0645\u06cc \u0634\u0648\u062f LLM \u0647\u0627 \u062f\u0627\u0646\u0634 \u0633\u0641\u0627\u0631\u0634\u06cc \u0631\u0627 \u062f\u0631\u06a9 \u06a9\u0646\u0646\u062f.  \u0686\u06cc\u0632\u0647\u0627\u06cc \u0628\u06cc\u0634\u062a\u0631\u06cc \u062f\u0631 \u0627\u06cc\u0646 \u0645\u0648\u0631\u062f \u0648\u062c\u0648\u062f \u062f\u0627\u0631\u062f \u0648 \u0647\u0631 \u0631\u0648\u0632 \u0648\u06cc\u0698\u06af\u06cc \u0647\u0627\u06cc \u062c\u062f\u06cc\u062f\u06cc \u0628\u0647 llama_index \u0627\u0636\u0627\u0641\u0647 \u0645\u06cc \u0634\u0648\u062f.  \u0645\u0637\u0645\u0626\u0646 \u0634\u0648\u06cc\u062f \u06a9\u0647 \u06a9\u0627\u0631\u0647\u0627\u06cc\u06cc \u06a9\u0647 \u0645\u06cc \u062a\u0648\u0627\u0646\u062f \u0627\u0646\u062c\u0627\u0645 \u062f\u0647\u062f \u0631\u0627 \u0628\u06cc\u0634\u062a\u0631 \u0628\u0631\u0631\u0633\u06cc \u06a9\u0631\u062f\u0647 \u0627\u06cc\u062f.<\/p>\n<hr\/>\n<p>\u062d\u0627\u0644\u0627 \u0627\u06cc\u0646 \u062f\u0631 \u0645\u0648\u0631\u062f lama_index \u0627\u0633\u062a.  \u062f\u0631 \u0648\u0628\u0644\u0627\u06af \u0628\u0639\u062f\u06cc \u0627\u06cc\u0646 \u0645\u062c\u0645\u0648\u0639\u0647  \u062e\u0648\u0627\u0647\u06cc\u0645 \u062f\u06cc\u062f \u06a9\u0647 \u0686\u06af\u0648\u0646\u0647 \u0627\u0632 langchain \u0628\u0631\u0627\u06cc \u0633\u0627\u062e\u062a\u0646 \u06cc\u06a9 \u0686\u0627\u0631\u0686\u0648\u0628 \u0686\u062a \u0628\u0627\u062a \u0642\u0648\u06cc\u200c\u062a\u0631 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\u06cc\u0645 \u06a9\u0647 \u0645\u06a9\u0627\u0644\u0645\u0627\u062a \u0642\u0628\u0644\u06cc \u0631\u0627 \u06a9\u0647 \u0628\u0627 \u06a9\u0627\u0631\u0628\u0631 \u0627\u0646\u062c\u0627\u0645 \u062f\u0627\u062f\u0647 \u0627\u0633\u062a\u060c \u067e\u06cc\u06af\u06cc\u0631\u06cc \u06a9\u0646\u062f.  \u062f\u0631 \u0642\u0633\u0645\u062a \u0628\u0639\u062f\u06cc \u0645\u06cc \u0628\u06cc\u0646\u0645\u062a \ud83d\ude09<\/p>\n<\/p><\/div>\n","protected":false},"excerpt":{"rendered":"<p>\u0627\u0632 \u0632\u0645\u0627\u0646\u06cc \u06a9\u0647 OpenAI \u0645\u062f\u0644 \u0632\u0628\u0627\u0646 \u062e\u0648\u062f \u0631\u0627 ChatGPT \u0645\u0639\u0631\u0641\u06cc \u06a9\u0631\u062f\u060c \u0647\u0631 \u0631\u0648\u0632 \u062f\u0631 \u0633\u0631\u0641\u0635\u0644 \u0647\u0627\u06cc \u062f\u0646\u06cc\u0627\u06cc \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0642\u0631\u0627\u0631 \u06af\u0631\u0641\u062a\u0647 \u0627\u0633\u062a. ChatGPT \u0628\u0647\u200c\u0639\u0646\u0648\u0627\u0646 \u067e\u0627\u06cc\u0647\u200c\u0627\u06cc \u0628\u0631\u0627\u06cc \u0627\u0628\u0632\u0627\u0631\u0647\u0627 \u0648 \u0628\u0631\u0646\u0627\u0645\u0647\u200c\u0647\u0627\u06cc \u0628\u06cc\u200c\u0634\u0645\u0627\u0631\u06cc \u062c\u062f\u06cc\u062f\u060c \u0627\u0632 \u0686\u062a \u0631\u0628\u0627\u062a\u200c\u0647\u0627\u06cc \u062e\u062f\u0645\u0627\u062a \u0645\u0634\u062a\u0631\u06cc \u06af\u0631\u0641\u062a\u0647 \u062a\u0627 \u062f\u0633\u062a\u06cc\u0627\u0631\u0627\u0646 \u0646\u0648\u0634\u062a\u0646 \u062e\u0644\u0627\u0642\u060c \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc\u200c\u0634\u0648\u062f. ChatGPT \u0628\u0627 \u062a\u0648\u0627\u0646\u0627\u06cc\u06cc \u062e\u0648\u062f \u062f\u0631 \u0627\u06cc\u062c\u0627\u062f \u067e\u0627\u0633\u062e\u200c\u0647\u0627\u06cc \u0628\u0627 \u06a9\u06cc\u0641\u06cc\u062a \u0628\u0627\u0644\u0627 \u0648 \u0627\u0646\u0633\u0627\u0646\u200c\u0645\u0627\u0646\u0646\u062f &hellip;<\/p>\n","protected":false},"author":2,"featured_media":21669,"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-21668","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\/21668","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=21668"}],"version-history":[{"count":0,"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/posts\/21668\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/media\/21669"}],"wp:attachment":[{"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/media?parent=21668"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/categories?post=21668"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/tags?post=21668"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}